FileBase Mouse17-130130_WakeMUA ElecNo 6 MinClusters 20 MaxClusters 22 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111111111111111111 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 152414 data points of dimension 26. Starting from 20 clusters... --- Clustering full data set of 152414 points --- Assigned 20 initial classes randomly. ConsiderDeletion: Deleting Class 10. Lose 596.393626 but Gain 2255.593243 ComputeScore: Raw -4116012.863616 + Penalty 40600.678369 = -4075412.185247Iteration 0F: 19 clusters Score -4075412 nChanged 140937 ConsiderDeletion: ComputeScore: Raw -4356549.665109 + Penalty 40600.678369 = -4315948.986740Iteration 1F: 19 clusters Score -4315949 nChanged 29722 ConsiderDeletion: ComputeScore: Raw -4381400.513289 + Penalty 40600.678369 = -4340799.834920Iteration 2F: 19 clusters Score -4340800 nChanged 26838 ConsiderDeletion: ComputeScore: Raw -4402134.097632 + Penalty 40600.678369 = -4361533.419264Iteration 3F: 19 clusters Score -4361533 nChanged 23510 ConsiderDeletion: ComputeScore: Raw -4419331.365475 + Penalty 40600.678369 = -4378730.687107Iteration 4F: 19 clusters Score -4378731 nChanged 21080 ConsiderDeletion: ComputeScore: Raw -4435421.056464 + Penalty 40600.678369 = -4394820.378095Iteration 5F: 19 clusters Score -4394820 nChanged 19955 ConsiderDeletion: ComputeScore: Raw -4453488.798429 + Penalty 40600.678369 = -4412888.120060Iteration 6F: 19 clusters Score -4412888 nChanged 20174 ConsiderDeletion: ComputeScore: Raw -4475580.908677 + Penalty 40600.678369 = -4434980.230308Iteration 7F: 19 clusters Score -4434980 nChanged 20959 ConsiderDeletion: Deleting Class 7. Lose 2110.224081 but Gain 2255.593243 ComputeScore: Raw -4499536.281157 + Penalty 38345.085126 = -4461191.196031Iteration 8F: 18 clusters Score -4461191 nChanged 23863 ConsiderDeletion: Deleting Class 2. Lose 1705.614909 but Gain 2255.593243 ComputeScore: Raw -4528979.892550 + Penalty 36089.491883 = -4492890.400667Iteration 9F: 17 clusters Score -4492890 nChanged 22855 ConsiderDeletion: Deleting Class 12. Lose 1988.813309 but Gain 2255.593243 ComputeScore: Raw -4556246.666997 + Penalty 33833.898641 = -4522412.768357Iteration 10F: 16 clusters Score -4522413 nChanged 21085 ConsiderDeletion: Deleting Class 4. Lose 2097.434309 but Gain 2255.593243 ComputeScore: Raw -4583529.849798 + Penalty 31578.305398 = -4551951.544400Iteration 11F: 15 clusters Score -4551952 nChanged 19267 ConsiderDeletion: Deleting Class 15. Lose 1409.121611 but Gain 2255.593243 ComputeScore: Raw -4620011.721336 + Penalty 29322.712155 = -4590689.009181Iteration 12F: 14 clusters Score -4590689 nChanged 18622 ConsiderDeletion: Deleting Class 13. Lose 1880.187131 but Gain 2255.593243 ComputeScore: Raw -4655711.012696 + Penalty 27067.118913 = -4628643.893784Iteration 13F: 13 clusters Score -4628644 nChanged 16036 ConsiderDeletion: ComputeScore: Raw -4681575.782376 + Penalty 27067.118913 = -4654508.663464Iteration 14F: 13 clusters Score -4654509 nChanged 10253 ConsiderDeletion: ComputeScore: Raw -4696264.072544 + Penalty 27067.118913 = -4669196.953632Iteration 15F: 13 clusters Score -4669197 nChanged 7944 ConsiderDeletion: Deleting Class 19. Lose 2055.228249 but Gain 2255.593243 ComputeScore: Raw -4706291.162263 + Penalty 24811.525670 = -4681479.636593Iteration 16F: 12 clusters Score -4681480 nChanged 7859 ConsiderDeletion: ComputeScore: Raw -4719271.213044 + Penalty 24811.525670 = -4694459.687374Iteration 17F: 12 clusters Score -4694460 nChanged 7004 ConsiderDeletion: ComputeScore: Raw -4736129.413087 + Penalty 24811.525670 = -4711317.887417Iteration 18Q: 12 clusters Score -4711318 nChanged 8084 ConsiderDeletion: Deleting Class 17. Lose 2172.065304 but Gain 2255.593243 ComputeScore: Raw -4762629.158912 + Penalty 22555.932427 = -4740073.226485Iteration 19F: 11 clusters Score -4740073 nChanged 9678 ConsiderDeletion: ComputeScore: Raw -4796350.429177 + Penalty 22555.932427 = -4773794.496750Iteration 20F: 11 clusters Score -4773794 nChanged 6655 ConsiderDeletion: ComputeScore: Raw -4813632.159585 + Penalty 22555.932427 = -4791076.227158Iteration 21Q: 11 clusters Score -4791076 nChanged 3974 ConsiderDeletion: ComputeScore: Raw -4819883.764509 + Penalty 22555.932427 = -4797327.832082Iteration 22Q: 11 clusters Score -4797328 nChanged 3501 ConsiderDeletion: ComputeScore: Raw -4826271.508128 + Penalty 22555.932427 = -4803715.575701Iteration 23Q: 11 clusters Score -4803716 nChanged 4180 ConsiderDeletion: ComputeScore: Raw -4834321.680115 + Penalty 22555.932427 = -4811765.747688Iteration 24Q: 11 clusters Score -4811766 nChanged 4088 ConsiderDeletion: ComputeScore: Raw -4842166.748130 + Penalty 22555.932427 = -4819610.815703Iteration 25Q: 11 clusters Score -4819611 nChanged 3258 ConsiderDeletion: ComputeScore: Raw -4847861.990243 + Penalty 22555.932427 = -4825306.057816Iteration 26Q: 11 clusters Score -4825306 nChanged 2471 ConsiderDeletion: ComputeScore: Raw -4852492.905170 + Penalty 22555.932427 = -4829936.972743Iteration 27Q: 11 clusters Score -4829937 nChanged 2202 ConsiderDeletion: ComputeScore: Raw -4856809.470537 + Penalty 22555.932427 = -4834253.538110Iteration 28Q: 11 clusters Score -4834254 nChanged 1938 ConsiderDeletion: ComputeScore: Raw -4860352.820587 + Penalty 22555.932427 = -4837796.888160Iteration 29Q: 11 clusters Score -4837797 nChanged 1545 ConsiderDeletion: ComputeScore: Raw -4862741.627480 + Penalty 22555.932427 = -4840185.695053Iteration 30Q: 11 clusters Score -4840186 nChanged 1223 ConsiderDeletion: ComputeScore: Raw -4864324.693562 + Penalty 22555.932427 = -4841768.761135Iteration 31Q: 11 clusters Score -4841769 nChanged 1019 ConsiderDeletion: ComputeScore: Raw -4865418.801314 + Penalty 22555.932427 = -4842862.868887Iteration 32Q: 11 clusters Score -4842863 nChanged 896 ConsiderDeletion: ComputeScore: Raw -4866433.803038 + Penalty 22555.932427 = -4843877.870611Iteration 33Q: 11 clusters Score -4843878 nChanged 826 ConsiderDeletion: ComputeScore: Raw -4867314.137650 + Penalty 22555.932427 = -4844758.205222Iteration 34Q: 11 clusters Score -4844758 nChanged 809 ConsiderDeletion: ComputeScore: Raw -4868246.396386 + Penalty 22555.932427 = -4845690.463958Iteration 35Q: 11 clusters Score -4845690 nChanged 761 ConsiderDeletion: ComputeScore: Raw -4869258.934350 + Penalty 22555.932427 = -4846703.001923Iteration 36Q: 11 clusters Score -4846703 nChanged 777 ConsiderDeletion: ComputeScore: Raw -4870411.680299 + Penalty 22555.932427 = -4847855.747872Iteration 37Q: 11 clusters Score -4847856 nChanged 780 ConsiderDeletion: ComputeScore: Raw -4871489.030160 + Penalty 22555.932427 = -4848933.097733Iteration 38Q: 11 clusters Score -4848933 nChanged 737 ComputeScore: Raw -4871489.030160 + Penalty 22555.932427 = -4848933.097733Trying to split cluster 1 (15387 points) Assigned 2 initial classes randomly. ComputeScore: Raw -530873.254698 + Penalty 1822.201594 = -529051.053104 Iteration 0F: 2 clusters Score -529051.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -521856.392182 + Penalty 3644.403188 = -518211.988993 Iteration 0F: 3 clusters Score -518212 nChanged 6891 ComputeScore: Raw -525939.993041 + Penalty 3644.403188 = -522295.589853 Iteration 1F: 3 clusters Score -522295.6 nChanged 1013 ComputeScore: Raw -526539.075926 + Penalty 3644.403188 = -522894.672738 Iteration 2F: 3 clusters Score -522894.7 nChanged 947 ComputeScore: Raw -527136.591556 + Penalty 3644.403188 = -523492.188368 Iteration 3F: 3 clusters Score -523492.2 nChanged 904 ComputeScore: Raw -527813.351495 + Penalty 3644.403188 = -524168.948307 Iteration 4F: 3 clusters Score -524168.9 nChanged 919 ComputeScore: Raw -528683.653515 + Penalty 3644.403188 = -525039.250327 Iteration 5F: 3 clusters Score -525039.3 nChanged 1014 ComputeScore: Raw -530042.023938 + Penalty 3644.403188 = -526397.620750 Iteration 6F: 3 clusters Score -526397.6 nChanged 1238 ComputeScore: Raw -531949.599662 + Penalty 3644.403188 = -528305.196474 Iteration 7F: 3 clusters Score -528305.2 nChanged 1250 ComputeScore: Raw -533859.736506 + Penalty 3644.403188 = -530215.333317 Iteration 8F: 3 clusters Score -530215.3 nChanged 934 ComputeScore: Raw -535444.377499 + Penalty 3644.403188 = -531799.974311 Iteration 9F: 3 clusters Score -531800 nChanged 485 ComputeScore: Raw -535934.251552 + Penalty 3644.403188 = -532289.848364 Iteration 10Q: 3 clusters Score -532289.8 nChanged 223 ComputeScore: Raw -536096.259454 + Penalty 3644.403188 = -532451.856265 Iteration 11Q: 3 clusters Score -532451.9 nChanged 108 ComputeScore: Raw -536171.960932 + Penalty 3644.403188 = -532527.557743 Iteration 12Q: 3 clusters Score -532527.6 nChanged 76 ComputeScore: Raw -536200.353062 + Penalty 3644.403188 = -532555.949873 Iteration 13Q: 3 clusters Score -532555.9 nChanged 72 ComputeScore: Raw -536230.489648 + Penalty 3644.403188 = -532586.086460 Iteration 14Q: 3 clusters Score -532586.1 nChanged 119 ComputeScore: Raw -536329.274104 + Penalty 3644.403188 = -532684.870916 Iteration 15Q: 3 clusters Score -532684.9 nChanged 243 ComputeScore: Raw -536751.432986 + Penalty 3644.403188 = -533107.029797 Iteration 16Q: 3 clusters Score -533107 nChanged 298 ComputeScore: Raw -537401.876408 + Penalty 3644.403188 = -533757.473220 Iteration 17Q: 3 clusters Score -533757.5 nChanged 38 ComputeScore: Raw -537433.287942 + Penalty 3644.403188 = -533788.884753 Iteration 18Q: 3 clusters Score -533788.9 nChanged 0 ComputeScore: Raw -537433.287942 + Penalty 3644.403188 = -533788.884753 Iteration 19F: 3 clusters Score -533788.9 nChanged 0 ComputeScore: Raw -4878355.552850 + Penalty 24811.525670 = -4853544.027180Splitting cluster 1 changes total score from -4848933.097733 to -4853544.027180 So it's getting split into cluster 2. Trying to split cluster 3 (2024 points) Assigned 2 initial classes randomly. ComputeScore: Raw -68843.896712 + Penalty 1438.825065 = -67405.071648 Iteration 0F: 2 clusters Score -67405.07 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -68018.969709 + Penalty 2877.650129 = -65141.319579 Iteration 0F: 3 clusters Score -65141.32 nChanged 671 ComputeScore: Raw -68528.026742 + Penalty 2877.650129 = -65650.376612 Iteration 1F: 3 clusters Score -65650.38 nChanged 161 ComputeScore: Raw -68689.170653 + Penalty 2877.650129 = -65811.520524 Iteration 2F: 3 clusters Score -65811.52 nChanged 102 ComputeScore: Raw -68854.125532 + Penalty 2877.650129 = -65976.475403 Iteration 3F: 3 clusters Score -65976.48 nChanged 116 ComputeScore: Raw -69042.664504 + Penalty 2877.650129 = -66165.014374 Iteration 4F: 3 clusters Score -66165.01 nChanged 123 ComputeScore: Raw -69248.165894 + Penalty 2877.650129 = -66370.515764 Iteration 5F: 3 clusters Score -66370.52 nChanged 111 ComputeScore: Raw -69542.436407 + Penalty 2877.650129 = -66664.786278 Iteration 6F: 3 clusters Score -66664.79 nChanged 131 ComputeScore: Raw -69845.841801 + Penalty 2877.650129 = -66968.191671 Iteration 7F: 3 clusters Score -66968.19 nChanged 135 ComputeScore: Raw -70176.188865 + Penalty 2877.650129 = -67298.538735 Iteration 8F: 3 clusters Score -67298.54 nChanged 130 ComputeScore: Raw -70510.514177 + Penalty 2877.650129 = -67632.864048 Iteration 9F: 3 clusters Score -67632.86 nChanged 131 ComputeScore: Raw -70903.941037 + Penalty 2877.650129 = -68026.290907 Iteration 10F: 3 clusters Score -68026.29 nChanged 95 ComputeScore: Raw -71118.253884 + Penalty 2877.650129 = -68240.603755 Iteration 11Q: 3 clusters Score -68240.6 nChanged 71 ComputeScore: Raw -71260.310897 + Penalty 2877.650129 = -68382.660767 Iteration 12Q: 3 clusters Score -68382.66 nChanged 41 ComputeScore: Raw -71347.852595 + Penalty 2877.650129 = -68470.202466 Iteration 13Q: 3 clusters Score -68470.2 nChanged 15 ComputeScore: Raw -71372.205781 + Penalty 2877.650129 = -68494.555651 Iteration 14Q: 3 clusters Score -68494.56 nChanged 10 ComputeScore: Raw -71382.195209 + Penalty 2877.650129 = -68504.545079 Iteration 15Q: 3 clusters Score -68504.55 nChanged 10 ComputeScore: Raw -71393.362695 + Penalty 2877.650129 = -68515.712566 Iteration 16Q: 3 clusters Score -68515.71 nChanged 6 ComputeScore: Raw -71399.370762 + Penalty 2877.650129 = -68521.720632 Iteration 17Q: 3 clusters Score -68521.72 nChanged 6 ComputeScore: Raw -71403.852289 + Penalty 2877.650129 = -68526.202160 Iteration 18Q: 3 clusters Score -68526.2 nChanged 2 ComputeScore: Raw -71404.718768 + Penalty 2877.650129 = -68527.068638 Iteration 19Q: 3 clusters Score -68527.07 nChanged 0 ComputeScore: Raw -71404.718768 + Penalty 2877.650129 = -68527.068638 Iteration 20F: 3 clusters Score -68527.07 nChanged 0 ComputeScore: Raw -4880916.374905 + Penalty 27067.118913 = -4853849.255992Splitting cluster 3 changes total score from -4848933.097733 to -4853849.255992 So it's getting split into cluster 4. Trying to split cluster 5 (19687 points) Assigned 2 initial classes randomly. ComputeScore: Raw -671713.644011 + Penalty 1868.777908 = -669844.866103 Iteration 0F: 2 clusters Score -669844.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -660085.852737 + Penalty 3737.555816 = -656348.296921 Iteration 0F: 3 clusters Score -656348.3 nChanged 8787 ComputeScore: Raw -665555.753887 + Penalty 3737.555816 = -661818.198072 Iteration 1F: 3 clusters Score -661818.2 nChanged 1509 ComputeScore: Raw -666894.324602 + Penalty 3737.555816 = -663156.768786 Iteration 2F: 3 clusters Score -663156.8 nChanged 1681 ComputeScore: Raw -668702.289945 + Penalty 3737.555816 = -664964.734129 Iteration 3F: 3 clusters Score -664964.7 nChanged 1897 ComputeScore: Raw -670766.256425 + Penalty 3737.555816 = -667028.700609 Iteration 4F: 3 clusters Score -667028.7 nChanged 1785 ComputeScore: Raw -672845.275312 + Penalty 3737.555816 = -669107.719496 Iteration 5F: 3 clusters Score -669107.7 nChanged 1574 ComputeScore: Raw -675149.262166 + Penalty 3737.555816 = -671411.706350 Iteration 6F: 3 clusters Score -671411.7 nChanged 1314 ComputeScore: Raw -678613.146311 + Penalty 3737.555816 = -674875.590495 Iteration 7F: 3 clusters Score -674875.6 nChanged 1050 ComputeScore: Raw -684115.974972 + Penalty 3737.555816 = -680378.419157 Iteration 8F: 3 clusters Score -680378.4 nChanged 1126 ComputeScore: Raw -690908.082895 + Penalty 3737.555816 = -687170.527079 Iteration 9F: 3 clusters Score -687170.5 nChanged 1080 ComputeScore: Raw -694748.132676 + Penalty 3737.555816 = -691010.576860 Iteration 10F: 3 clusters Score -691010.6 nChanged 588 ComputeScore: Raw -695601.987802 + Penalty 3737.555816 = -691864.431986 Iteration 11Q: 3 clusters Score -691864.4 nChanged 280 ComputeScore: Raw -695909.478704 + Penalty 3737.555816 = -692171.922888 Iteration 12Q: 3 clusters Score -692171.9 nChanged 173 ComputeScore: Raw -696080.813587 + Penalty 3737.555816 = -692343.257771 Iteration 13Q: 3 clusters Score -692343.3 nChanged 156 ComputeScore: Raw -696204.648374 + Penalty 3737.555816 = -692467.092558 Iteration 14Q: 3 clusters Score -692467.1 nChanged 129 ComputeScore: Raw -696308.978006 + Penalty 3737.555816 = -692571.422190 Iteration 15Q: 3 clusters Score -692571.4 nChanged 140 ComputeScore: Raw -696410.938295 + Penalty 3737.555816 = -692673.382480 Iteration 16Q: 3 clusters Score -692673.4 nChanged 137 ComputeScore: Raw -696531.111492 + Penalty 3737.555816 = -692793.555676 Iteration 17Q: 3 clusters Score -692793.6 nChanged 131 ComputeScore: Raw -696621.695343 + Penalty 3737.555816 = -692884.139527 Iteration 18Q: 3 clusters Score -692884.1 nChanged 91 ComputeScore: Raw -696672.118472 + Penalty 3737.555816 = -692934.562656 Iteration 19Q: 3 clusters Score -692934.6 nChanged 71 ComputeScore: Raw -696707.343295 + Penalty 3737.555816 = -692969.787480 Iteration 20F: 3 clusters Score -692969.8 nChanged 58 ComputeScore: Raw -696725.285868 + Penalty 3737.555816 = -692987.730052 Iteration 21Q: 3 clusters Score -692987.7 nChanged 34 ComputeScore: Raw -696733.727984 + Penalty 3737.555816 = -692996.172168 Iteration 22Q: 3 clusters Score -692996.2 nChanged 34 ComputeScore: Raw -696742.283273 + Penalty 3737.555816 = -693004.727458 Iteration 23Q: 3 clusters Score -693004.7 nChanged 30 ComputeScore: Raw -696749.970464 + Penalty 3737.555816 = -693012.414648 Iteration 24Q: 3 clusters Score -693012.4 nChanged 29 ComputeScore: Raw -696756.616906 + Penalty 3737.555816 = -693019.061090 Iteration 25Q: 3 clusters Score -693019.1 nChanged 25 ComputeScore: Raw -696761.544966 + Penalty 3737.555816 = -693023.989150 Iteration 26Q: 3 clusters Score -693024 nChanged 17 ComputeScore: Raw -696764.272820 + Penalty 3737.555816 = -693026.717004 Iteration 27Q: 3 clusters Score -693026.7 nChanged 25 ComputeScore: Raw -696768.850104 + Penalty 3737.555816 = -693031.294288 Iteration 28Q: 3 clusters Score -693031.3 nChanged 18 ComputeScore: Raw -696771.775073 + Penalty 3737.555816 = -693034.219258 Iteration 29Q: 3 clusters Score -693034.2 nChanged 14 ComputeScore: Raw -696773.484769 + Penalty 3737.555816 = -693035.928953 Iteration 30Q: 3 clusters Score -693035.9 nChanged 8 ComputeScore: Raw -696774.272814 + Penalty 3737.555816 = -693036.716999 Iteration 31Q: 3 clusters Score -693036.7 nChanged 5 ComputeScore: Raw -696774.684747 + Penalty 3737.555816 = -693037.128931 Iteration 32Q: 3 clusters Score -693037.1 nChanged 6 ComputeScore: Raw -696775.387712 + Penalty 3737.555816 = -693037.831896 Iteration 33Q: 3 clusters Score -693037.8 nChanged 8 ComputeScore: Raw -696776.787367 + Penalty 3737.555816 = -693039.231552 Iteration 34Q: 3 clusters Score -693039.2 nChanged 7 ComputeScore: Raw -696777.589211 + Penalty 3737.555816 = -693040.033396 Iteration 35Q: 3 clusters Score -693040 nChanged 10 ComputeScore: Raw -696779.303924 + Penalty 3737.555816 = -693041.748108 Iteration 36Q: 3 clusters Score -693041.7 nChanged 9 ComputeScore: Raw -696780.289769 + Penalty 3737.555816 = -693042.733954 Iteration 37Q: 3 clusters Score -693042.7 nChanged 6 ComputeScore: Raw -696780.886642 + Penalty 3737.555816 = -693043.330826 Iteration 38Q: 3 clusters Score -693043.3 nChanged 10 ComputeScore: Raw -696782.272526 + Penalty 3737.555816 = -693044.716710 Iteration 39Q: 3 clusters Score -693044.7 nChanged 11 ComputeScore: Raw -696783.507281 + Penalty 3737.555816 = -693045.951466 Iteration 40F: 3 clusters Score -693046 nChanged 9 ComputeScore: Raw -696784.425427 + Penalty 3737.555816 = -693046.869611 Iteration 41Q: 3 clusters Score -693046.9 nChanged 12 ComputeScore: Raw -696785.926220 + Penalty 3737.555816 = -693048.370404 Iteration 42Q: 3 clusters Score -693048.4 nChanged 21 ComputeScore: Raw -696789.612624 + Penalty 3737.555816 = -693052.056808 Iteration 43Q: 3 clusters Score -693052.1 nChanged 24 ComputeScore: Raw -696796.362451 + Penalty 3737.555816 = -693058.806635 Iteration 44Q: 3 clusters Score -693058.8 nChanged 41 ComputeScore: Raw -696808.957548 + Penalty 3737.555816 = -693071.401732 Iteration 45Q: 3 clusters Score -693071.4 nChanged 49 ComputeScore: Raw -696827.602435 + Penalty 3737.555816 = -693090.046619 Iteration 46Q: 3 clusters Score -693090 nChanged 63 ComputeScore: Raw -696858.861131 + Penalty 3737.555816 = -693121.305315 Iteration 47Q: 3 clusters Score -693121.3 nChanged 77 ComputeScore: Raw -696900.593849 + Penalty 3737.555816 = -693163.038033 Iteration 48Q: 3 clusters Score -693163 nChanged 61 ComputeScore: Raw -696925.201585 + Penalty 3737.555816 = -693187.645769 Iteration 49Q: 3 clusters Score -693187.6 nChanged 48 ComputeScore: Raw -696942.866519 + Penalty 3737.555816 = -693205.310703 Iteration 50Q: 3 clusters Score -693205.3 nChanged 54 ComputeScore: Raw -696962.031509 + Penalty 3737.555816 = -693224.475693 Iteration 51Q: 3 clusters Score -693224.5 nChanged 44 ComputeScore: Raw -696976.971203 + Penalty 3737.555816 = -693239.415387 Iteration 52Q: 3 clusters Score -693239.4 nChanged 39 ComputeScore: Raw -696986.844447 + Penalty 3737.555816 = -693249.288631 Iteration 53Q: 3 clusters Score -693249.3 nChanged 19 ComputeScore: Raw -696990.004612 + Penalty 3737.555816 = -693252.448796 Iteration 54Q: 3 clusters Score -693252.4 nChanged 15 ComputeScore: Raw -696992.214149 + Penalty 3737.555816 = -693254.658333 Iteration 55Q: 3 clusters Score -693254.7 nChanged 7 ComputeScore: Raw -696992.709466 + Penalty 3737.555816 = -693255.153651 Iteration 56Q: 3 clusters Score -693255.2 nChanged 2 ComputeScore: Raw -696992.811819 + Penalty 3737.555816 = -693255.256004 Iteration 57Q: 3 clusters Score -693255.3 nChanged 1 ComputeScore: Raw -696992.878652 + Penalty 3737.555816 = -693255.322836 Iteration 58Q: 3 clusters Score -693255.3 nChanged 1 ComputeScore: Raw -696992.915362 + Penalty 3737.555816 = -693255.359546 Iteration 59Q: 3 clusters Score -693255.4 nChanged 0 ComputeScore: Raw -696992.915362 + Penalty 3737.555816 = -693255.359546 Iteration 60F: 3 clusters Score -693255.4 nChanged 0 ComputeScore: Raw -4906195.646256 + Penalty 29322.712155 = -4876872.934101Splitting cluster 5 changes total score from -4848933.097733 to -4876872.934101 So it's getting split into cluster 7. Trying to split cluster 6 (4374 points) Assigned 2 initial classes randomly. ComputeScore: Raw -163128.479582 + Penalty 1584.468875 = -161544.010707 Iteration 0F: 2 clusters Score -161544 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -160951.222799 + Penalty 3168.937750 = -157782.285049 Iteration 0F: 3 clusters Score -157782.3 nChanged 1738 ComputeScore: Raw -162517.702777 + Penalty 3168.937750 = -159348.765027 Iteration 1F: 3 clusters Score -159348.8 nChanged 492 ComputeScore: Raw -163542.947402 + Penalty 3168.937750 = -160374.009652 Iteration 2F: 3 clusters Score -160374 nChanged 557 ComputeScore: Raw -164636.228000 + Penalty 3168.937750 = -161467.290250 Iteration 3F: 3 clusters Score -161467.3 nChanged 515 ComputeScore: Raw -165887.491501 + Penalty 3168.937750 = -162718.553750 Iteration 4F: 3 clusters Score -162718.6 nChanged 342 ComputeScore: Raw -167103.972493 + Penalty 3168.937750 = -163935.034743 Iteration 5F: 3 clusters Score -163935 nChanged 222 ComputeScore: Raw -167657.006524 + Penalty 3168.937750 = -164488.068774 Iteration 6F: 3 clusters Score -164488.1 nChanged 85 ComputeScore: Raw -167722.117311 + Penalty 3168.937750 = -164553.179561 Iteration 7Q: 3 clusters Score -164553.2 nChanged 15 ComputeScore: Raw -167726.824450 + Penalty 3168.937750 = -164557.886700 Iteration 8Q: 3 clusters Score -164557.9 nChanged 5 ComputeScore: Raw -167728.772723 + Penalty 3168.937750 = -164559.834973 Iteration 9Q: 3 clusters Score -164559.8 nChanged 2 ComputeScore: Raw -167729.268041 + Penalty 3168.937750 = -164560.330291 Iteration 10Q: 3 clusters Score -164560.3 nChanged 0 ComputeScore: Raw -167729.268041 + Penalty 3168.937750 = -164560.330291 Iteration 11F: 3 clusters Score -164560.3 nChanged 0 ComputeScore: Raw -4910796.434715 + Penalty 31578.305398 = -4879218.129317Splitting cluster 6 changes total score from -4848933.097733 to -4879218.129317 So it's getting split into cluster 10. Trying to split cluster 8 (18923 points) Assigned 2 initial classes randomly. ComputeScore: Raw -657163.594805 + Penalty 1861.297211 = -655302.297594 Iteration 0F: 2 clusters Score -655302.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -645929.652342 + Penalty 3722.594422 = -642207.057920 Iteration 0F: 3 clusters Score -642207.1 nChanged 8503 ComputeScore: Raw -651009.050097 + Penalty 3722.594422 = -647286.455675 Iteration 1F: 3 clusters Score -647286.5 nChanged 1406 ComputeScore: Raw -652554.580250 + Penalty 3722.594422 = -648831.985827 Iteration 2F: 3 clusters Score -648832 nChanged 1838 ComputeScore: Raw -655906.840095 + Penalty 3722.594422 = -652184.245673 Iteration 3F: 3 clusters Score -652184.2 nChanged 2103 ComputeScore: Raw -661506.843715 + Penalty 3722.594422 = -657784.249293 Iteration 4F: 3 clusters Score -657784.2 nChanged 1976 ComputeScore: Raw -667418.337953 + Penalty 3722.594422 = -663695.743530 Iteration 5F: 3 clusters Score -663695.7 nChanged 1758 ComputeScore: Raw -673395.043078 + Penalty 3722.594422 = -669672.448655 Iteration 6F: 3 clusters Score -669672.4 nChanged 1460 ComputeScore: Raw -678451.925722 + Penalty 3722.594422 = -674729.331300 Iteration 7F: 3 clusters Score -674729.3 nChanged 833 ComputeScore: Raw -680127.548279 + Penalty 3722.594422 = -676404.953857 Iteration 8Q: 3 clusters Score -676405 nChanged 315 ComputeScore: Raw -680318.476631 + Penalty 3722.594422 = -676595.882209 Iteration 9Q: 3 clusters Score -676595.9 nChanged 85 ComputeScore: Raw -680340.934712 + Penalty 3722.594422 = -676618.340289 Iteration 10Q: 3 clusters Score -676618.3 nChanged 40 ComputeScore: Raw -680348.418926 + Penalty 3722.594422 = -676625.824504 Iteration 11Q: 3 clusters Score -676625.8 nChanged 17 ComputeScore: Raw -680351.463431 + Penalty 3722.594422 = -676628.869008 Iteration 12Q: 3 clusters Score -676628.9 nChanged 18 ComputeScore: Raw -680354.727561 + Penalty 3722.594422 = -676632.133139 Iteration 13Q: 3 clusters Score -676632.1 nChanged 22 ComputeScore: Raw -680358.805965 + Penalty 3722.594422 = -676636.211543 Iteration 14Q: 3 clusters Score -676636.2 nChanged 23 ComputeScore: Raw -680362.224181 + Penalty 3722.594422 = -676639.629758 Iteration 15Q: 3 clusters Score -676639.6 nChanged 18 ComputeScore: Raw -680364.744783 + Penalty 3722.594422 = -676642.150360 Iteration 16Q: 3 clusters Score -676642.2 nChanged 14 ComputeScore: Raw -680366.705788 + Penalty 3722.594422 = -676644.111366 Iteration 17Q: 3 clusters Score -676644.1 nChanged 8 ComputeScore: Raw -680367.476685 + Penalty 3722.594422 = -676644.882263 Iteration 18Q: 3 clusters Score -676644.9 nChanged 7 ComputeScore: Raw -680368.381715 + Penalty 3722.594422 = -676645.787293 Iteration 19Q: 3 clusters Score -676645.8 nChanged 4 ComputeScore: Raw -680368.615159 + Penalty 3722.594422 = -676646.020737 Iteration 20F: 3 clusters Score -676646 nChanged 2 ComputeScore: Raw -680368.938461 + Penalty 3722.594422 = -676646.344039 Iteration 21Q: 3 clusters Score -676646.3 nChanged 1 ComputeScore: Raw -680368.990313 + Penalty 3722.594422 = -676646.395890 Iteration 22Q: 3 clusters Score -676646.4 nChanged 1 ComputeScore: Raw -680369.000768 + Penalty 3722.594422 = -676646.406346 Iteration 23Q: 3 clusters Score -676646.4 nChanged 1 ComputeScore: Raw -680369.078900 + Penalty 3722.594422 = -676646.484478 Iteration 24Q: 3 clusters Score -676646.5 nChanged 0 ComputeScore: Raw -680369.078900 + Penalty 3722.594422 = -676646.484478 Iteration 25F: 3 clusters Score -676646.5 nChanged 0 ComputeScore: Raw -4934001.918810 + Penalty 33833.898641 = -4900168.020169Splitting cluster 8 changes total score from -4848933.097733 to -4900168.020169 So it's getting split into cluster 12. Trying to split cluster 9 (25270 points) Assigned 2 initial classes randomly. ComputeScore: Raw -823400.916677 + Penalty 1915.963535 = -821484.953142 Iteration 0F: 2 clusters Score -821485 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -808250.550688 + Penalty 3831.927070 = -804418.623618 Iteration 0F: 3 clusters Score -804418.6 nChanged 11463 ComputeScore: Raw -815136.751745 + Penalty 3831.927070 = -811304.824675 Iteration 1F: 3 clusters Score -811304.8 nChanged 2042 ComputeScore: Raw -816795.404012 + Penalty 3831.927070 = -812963.476943 Iteration 2F: 3 clusters Score -812963.5 nChanged 2358 ComputeScore: Raw -818907.617887 + Penalty 3831.927070 = -815075.690818 Iteration 3F: 3 clusters Score -815075.7 nChanged 2241 ComputeScore: Raw -821209.820740 + Penalty 3831.927070 = -817377.893670 Iteration 4F: 3 clusters Score -817377.9 nChanged 2105 ComputeScore: Raw -823785.638083 + Penalty 3831.927070 = -819953.711013 Iteration 5F: 3 clusters Score -819953.7 nChanged 1836 ComputeScore: Raw -826481.050683 + Penalty 3831.927070 = -822649.123613 Iteration 6F: 3 clusters Score -822649.1 nChanged 1688 ComputeScore: Raw -828953.913286 + Penalty 3831.927070 = -825121.986216 Iteration 7F: 3 clusters Score -825122 nChanged 1486 ComputeScore: Raw -830968.792779 + Penalty 3831.927070 = -827136.865709 Iteration 8F: 3 clusters Score -827136.9 nChanged 1089 ComputeScore: Raw -832185.839695 + Penalty 3831.927070 = -828353.912625 Iteration 9Q: 3 clusters Score -828353.9 nChanged 673 ComputeScore: Raw -832716.545268 + Penalty 3831.927070 = -828884.618198 Iteration 10Q: 3 clusters Score -828884.6 nChanged 423 ComputeScore: Raw -832967.233845 + Penalty 3831.927070 = -829135.306775 Iteration 11Q: 3 clusters Score -829135.3 nChanged 320 ComputeScore: Raw -833129.890533 + Penalty 3831.927070 = -829297.963463 Iteration 12Q: 3 clusters Score -829298 nChanged 152 ComputeScore: Raw -833179.146070 + Penalty 3831.927070 = -829347.219000 Iteration 13Q: 3 clusters Score -829347.2 nChanged 46 ComputeScore: Raw -833184.570794 + Penalty 3831.927070 = -829352.643724 Iteration 14Q: 3 clusters Score -829352.6 nChanged 22 ComputeScore: Raw -833186.974874 + Penalty 3831.927070 = -829355.047804 Iteration 15Q: 3 clusters Score -829355 nChanged 20 ComputeScore: Raw -833188.975049 + Penalty 3831.927070 = -829357.047980 Iteration 16Q: 3 clusters Score -829357 nChanged 14 ComputeScore: Raw -833189.953559 + Penalty 3831.927070 = -829358.026489 Iteration 17Q: 3 clusters Score -829358 nChanged 11 ComputeScore: Raw -833190.793189 + Penalty 3831.927070 = -829358.866119 Iteration 18Q: 3 clusters Score -829358.9 nChanged 10 ComputeScore: Raw -833191.500063 + Penalty 3831.927070 = -829359.572994 Iteration 19Q: 3 clusters Score -829359.6 nChanged 15 ComputeScore: Raw -833192.893919 + Penalty 3831.927070 = -829360.966849 Iteration 20F: 3 clusters Score -829361 nChanged 23 ComputeScore: Raw -833195.200756 + Penalty 3831.927070 = -829363.273686 Iteration 21Q: 3 clusters Score -829363.3 nChanged 33 ComputeScore: Raw -833199.257941 + Penalty 3831.927070 = -829367.330871 Iteration 22Q: 3 clusters Score -829367.3 nChanged 44 ComputeScore: Raw -833206.410100 + Penalty 3831.927070 = -829374.483031 Iteration 23Q: 3 clusters Score -829374.5 nChanged 64 ComputeScore: Raw -833220.408699 + Penalty 3831.927070 = -829388.481630 Iteration 24Q: 3 clusters Score -829388.5 nChanged 92 ComputeScore: Raw -833247.231369 + Penalty 3831.927070 = -829415.304299 Iteration 25Q: 3 clusters Score -829415.3 nChanged 126 ComputeScore: Raw -833294.358687 + Penalty 3831.927070 = -829462.431618 Iteration 26Q: 3 clusters Score -829462.4 nChanged 156 ComputeScore: Raw -833368.372795 + Penalty 3831.927070 = -829536.445725 Iteration 27Q: 3 clusters Score -829536.4 nChanged 117 ComputeScore: Raw -833412.223057 + Penalty 3831.927070 = -829580.295987 Iteration 28Q: 3 clusters Score -829580.3 nChanged 40 ComputeScore: Raw -833418.375863 + Penalty 3831.927070 = -829586.448793 Iteration 29Q: 3 clusters Score -829586.4 nChanged 7 ComputeScore: Raw -833418.828210 + Penalty 3831.927070 = -829586.901141 Iteration 30Q: 3 clusters Score -829586.9 nChanged 3 ComputeScore: Raw -833419.059766 + Penalty 3831.927070 = -829587.132696 Iteration 31Q: 3 clusters Score -829587.1 nChanged 0 ComputeScore: Raw -833419.059766 + Penalty 3831.927070 = -829587.132696 Iteration 32F: 3 clusters Score -829587.1 nChanged 0 ComputeScore: Raw -4944020.061899 + Penalty 36089.491883 = -4907930.570015Splitting cluster 9 changes total score from -4848933.097733 to -4907930.570015 So it's getting split into cluster 13. Trying to split cluster 11 (10731 points) Assigned 2 initial classes randomly. ComputeScore: Raw -382706.094638 + Penalty 1754.088593 = -380952.006045 Iteration 0F: 2 clusters Score -380952 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -376737.938419 + Penalty 3508.177187 = -373229.761233 Iteration 0F: 3 clusters Score -373229.8 nChanged 4536 ComputeScore: Raw -379751.090943 + Penalty 3508.177187 = -376242.913757 Iteration 1F: 3 clusters Score -376242.9 nChanged 990 ComputeScore: Raw -381236.799683 + Penalty 3508.177187 = -377728.622496 Iteration 2F: 3 clusters Score -377728.6 nChanged 1193 ComputeScore: Raw -383944.519621 + Penalty 3508.177187 = -380436.342435 Iteration 3F: 3 clusters Score -380436.3 nChanged 1328 ComputeScore: Raw -388494.191841 + Penalty 3508.177187 = -384986.014655 Iteration 4F: 3 clusters Score -384986 nChanged 862 ComputeScore: Raw -391802.392677 + Penalty 3508.177187 = -388294.215490 Iteration 5F: 3 clusters Score -388294.2 nChanged 916 ComputeScore: Raw -394198.041773 + Penalty 3508.177187 = -390689.864587 Iteration 6F: 3 clusters Score -390689.9 nChanged 481 ComputeScore: Raw -394878.549515 + Penalty 3508.177187 = -391370.372329 Iteration 7Q: 3 clusters Score -391370.4 nChanged 125 ComputeScore: Raw -394941.697915 + Penalty 3508.177187 = -391433.520729 Iteration 8Q: 3 clusters Score -391433.5 nChanged 41 ComputeScore: Raw -394952.756567 + Penalty 3508.177187 = -391444.579380 Iteration 9Q: 3 clusters Score -391444.6 nChanged 14 ComputeScore: Raw -394954.822858 + Penalty 3508.177187 = -391446.645671 Iteration 10Q: 3 clusters Score -391446.6 nChanged 4 ComputeScore: Raw -394955.235658 + Penalty 3508.177187 = -391447.058472 Iteration 11Q: 3 clusters Score -391447.1 nChanged 0 ComputeScore: Raw -394955.235658 + Penalty 3508.177187 = -391447.058472 Iteration 12F: 3 clusters Score -391447.1 nChanged 0 ComputeScore: Raw -4956269.202919 + Penalty 38345.085126 = -4917924.117793Splitting cluster 11 changes total score from -4848933.097733 to -4917924.117793 So it's getting split into cluster 15. Trying to split cluster 14 (29016 points) Assigned 2 initial classes randomly. ComputeScore: Raw -979307.658903 + Penalty 1942.088907 = -977365.569996 Iteration 0F: 2 clusters Score -977365.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -961458.902929 + Penalty 3884.177813 = -957574.725115 Iteration 0F: 3 clusters Score -957574.7 nChanged 13282 ComputeScore: Raw -968776.296099 + Penalty 3884.177813 = -964892.118285 Iteration 1F: 3 clusters Score -964892.1 nChanged 1384 ComputeScore: Raw -969255.773724 + Penalty 3884.177813 = -965371.595911 Iteration 2Q: 3 clusters Score -965371.6 nChanged 1365 ComputeScore: Raw -969855.967442 + Penalty 3884.177813 = -965971.789628 Iteration 3Q: 3 clusters Score -965971.8 nChanged 1517 ComputeScore: Raw -970875.634782 + Penalty 3884.177813 = -966991.456968 Iteration 4F: 3 clusters Score -966991.5 nChanged 1864 ComputeScore: Raw -972825.952163 + Penalty 3884.177813 = -968941.774350 Iteration 5F: 3 clusters Score -968941.8 nChanged 2440 ComputeScore: Raw -976381.834070 + Penalty 3884.177813 = -972497.656256 Iteration 6F: 3 clusters Score -972497.7 nChanged 2912 ComputeScore: Raw -980708.155369 + Penalty 3884.177813 = -976823.977556 Iteration 7F: 3 clusters Score -976824 nChanged 2741 ComputeScore: Raw -984157.513250 + Penalty 3884.177813 = -980273.335437 Iteration 8F: 3 clusters Score -980273.3 nChanged 1761 ComputeScore: Raw -985757.027072 + Penalty 3884.177813 = -981872.849259 Iteration 9F: 3 clusters Score -981872.8 nChanged 922 ComputeScore: Raw -986441.988711 + Penalty 3884.177813 = -982557.810898 Iteration 10Q: 3 clusters Score -982557.8 nChanged 577 ComputeScore: Raw -986828.237077 + Penalty 3884.177813 = -982944.059263 Iteration 11Q: 3 clusters Score -982944.1 nChanged 488 ComputeScore: Raw -987128.817690 + Penalty 3884.177813 = -983244.639877 Iteration 12Q: 3 clusters Score -983244.6 nChanged 447 ComputeScore: Raw -987410.033988 + Penalty 3884.177813 = -983525.856174 Iteration 13Q: 3 clusters Score -983525.9 nChanged 430 ComputeScore: Raw -987715.884366 + Penalty 3884.177813 = -983831.706553 Iteration 14Q: 3 clusters Score -983831.7 nChanged 466 ComputeScore: Raw -988129.723968 + Penalty 3884.177813 = -984245.546155 Iteration 15Q: 3 clusters Score -984245.5 nChanged 488 ComputeScore: Raw -988579.209398 + Penalty 3884.177813 = -984695.031585 Iteration 16Q: 3 clusters Score -984695 nChanged 383 ComputeScore: Raw -988848.606647 + Penalty 3884.177813 = -984964.428834 Iteration 17Q: 3 clusters Score -984964.4 nChanged 346 ComputeScore: Raw -989033.180452 + Penalty 3884.177813 = -985149.002639 Iteration 18Q: 3 clusters Score -985149 nChanged 292 ComputeScore: Raw -989175.091888 + Penalty 3884.177813 = -985290.914075 Iteration 19Q: 3 clusters Score -985290.9 nChanged 302 ComputeScore: Raw -989347.161802 + Penalty 3884.177813 = -985462.983989 Iteration 20F: 3 clusters Score -985463 nChanged 299 ComputeScore: Raw -989546.209522 + Penalty 3884.177813 = -985662.031708 Iteration 21Q: 3 clusters Score -985662 nChanged 323 ComputeScore: Raw -989790.022397 + Penalty 3884.177813 = -985905.844583 Iteration 22Q: 3 clusters Score -985905.8 nChanged 271 ComputeScore: Raw -989981.833313 + Penalty 3884.177813 = -986097.655500 Iteration 23Q: 3 clusters Score -986097.7 nChanged 244 ComputeScore: Raw -990116.007657 + Penalty 3884.177813 = -986231.829843 Iteration 24Q: 3 clusters Score -986231.8 nChanged 172 ComputeScore: Raw -990200.297363 + Penalty 3884.177813 = -986316.119550 Iteration 25Q: 3 clusters Score -986316.1 nChanged 215 ComputeScore: Raw -990318.903270 + Penalty 3884.177813 = -986434.725456 Iteration 26Q: 3 clusters Score -986434.7 nChanged 228 ComputeScore: Raw -990453.666135 + Penalty 3884.177813 = -986569.488322 Iteration 27Q: 3 clusters Score -986569.5 nChanged 175 ComputeScore: Raw -990552.273175 + Penalty 3884.177813 = -986668.095362 Iteration 28Q: 3 clusters Score -986668.1 nChanged 216 ComputeScore: Raw -990690.937085 + Penalty 3884.177813 = -986806.759271 Iteration 29Q: 3 clusters Score -986806.8 nChanged 178 ComputeScore: Raw -990770.139874 + Penalty 3884.177813 = -986885.962061 Iteration 30Q: 3 clusters Score -986886 nChanged 100 ComputeScore: Raw -990792.705324 + Penalty 3884.177813 = -986908.527511 Iteration 31Q: 3 clusters Score -986908.5 nChanged 79 ComputeScore: Raw -990809.383043 + Penalty 3884.177813 = -986925.205230 Iteration 32Q: 3 clusters Score -986925.2 nChanged 73 ComputeScore: Raw -990824.911889 + Penalty 3884.177813 = -986940.734075 Iteration 33Q: 3 clusters Score -986940.7 nChanged 81 ComputeScore: Raw -990846.272915 + Penalty 3884.177813 = -986962.095102 Iteration 34Q: 3 clusters Score -986962.1 nChanged 98 ComputeScore: Raw -990877.584923 + Penalty 3884.177813 = -986993.407110 Iteration 35Q: 3 clusters Score -986993.4 nChanged 105 ComputeScore: Raw -990917.433499 + Penalty 3884.177813 = -987033.255685 Iteration 36Q: 3 clusters Score -987033.3 nChanged 99 ComputeScore: Raw -990946.985654 + Penalty 3884.177813 = -987062.807840 Iteration 37Q: 3 clusters Score -987062.8 nChanged 69 ComputeScore: Raw -990960.002472 + Penalty 3884.177813 = -987075.824659 Iteration 38Q: 3 clusters Score -987075.8 nChanged 61 ComputeScore: Raw -990970.493163 + Penalty 3884.177813 = -987086.315349 Iteration 39Q: 3 clusters Score -987086.3 nChanged 64 ComputeScore: Raw -990983.856721 + Penalty 3884.177813 = -987099.678907 Iteration 40F: 3 clusters Score -987099.7 nChanged 75 ComputeScore: Raw -991004.238359 + Penalty 3884.177813 = -987120.060546 Iteration 41Q: 3 clusters Score -987120.1 nChanged 106 ComputeScore: Raw -991047.724608 + Penalty 3884.177813 = -987163.546794 Iteration 42Q: 3 clusters Score -987163.5 nChanged 141 ComputeScore: Raw -991125.668553 + Penalty 3884.177813 = -987241.490739 Iteration 43Q: 3 clusters Score -987241.5 nChanged 170 ComputeScore: Raw -991230.352606 + Penalty 3884.177813 = -987346.174793 Iteration 44Q: 3 clusters Score -987346.2 nChanged 125 ComputeScore: Raw -991283.464187 + Penalty 3884.177813 = -987399.286374 Iteration 45Q: 3 clusters Score -987399.3 nChanged 52 ComputeScore: Raw -991291.920062 + Penalty 3884.177813 = -987407.742249 Iteration 46Q: 3 clusters Score -987407.7 nChanged 34 ComputeScore: Raw -991295.581847 + Penalty 3884.177813 = -987411.404034 Iteration 47Q: 3 clusters Score -987411.4 nChanged 26 ComputeScore: Raw -991298.447388 + Penalty 3884.177813 = -987414.269575 Iteration 48Q: 3 clusters Score -987414.3 nChanged 26 ComputeScore: Raw -991301.088271 + Penalty 3884.177813 = -987416.910457 Iteration 49Q: 3 clusters Score -987416.9 nChanged 25 ComputeScore: Raw -991304.017990 + Penalty 3884.177813 = -987419.840176 Iteration 50Q: 3 clusters Score -987419.8 nChanged 27 ComputeScore: Raw -991307.744473 + Penalty 3884.177813 = -987423.566660 Iteration 51Q: 3 clusters Score -987423.6 nChanged 40 ComputeScore: Raw -991314.201393 + Penalty 3884.177813 = -987430.023580 Iteration 52Q: 3 clusters Score -987430 nChanged 41 ComputeScore: Raw -991321.262453 + Penalty 3884.177813 = -987437.084639 Iteration 53Q: 3 clusters Score -987437.1 nChanged 40 ComputeScore: Raw -991328.379403 + Penalty 3884.177813 = -987444.201590 Iteration 54Q: 3 clusters Score -987444.2 nChanged 48 ComputeScore: Raw -991338.027167 + Penalty 3884.177813 = -987453.849354 Iteration 55Q: 3 clusters Score -987453.8 nChanged 61 ComputeScore: Raw -991354.104516 + Penalty 3884.177813 = -987469.926703 Iteration 56Q: 3 clusters Score -987469.9 nChanged 61 ComputeScore: Raw -991371.823669 + Penalty 3884.177813 = -987487.645856 Iteration 57Q: 3 clusters Score -987487.6 nChanged 71 ComputeScore: Raw -991391.269409 + Penalty 3884.177813 = -987507.091596 Iteration 58Q: 3 clusters Score -987507.1 nChanged 58 ComputeScore: Raw -991404.219130 + Penalty 3884.177813 = -987520.041316 Iteration 59Q: 3 clusters Score -987520 nChanged 44 ComputeScore: Raw -991411.241706 + Penalty 3884.177813 = -987527.063892 Iteration 60F: 3 clusters Score -987527.1 nChanged 24 ComputeScore: Raw -991414.289390 + Penalty 3884.177813 = -987530.111577 Iteration 61Q: 3 clusters Score -987530.1 nChanged 16 ComputeScore: Raw -991415.574863 + Penalty 3884.177813 = -987531.397050 Iteration 62Q: 3 clusters Score -987531.4 nChanged 8 ComputeScore: Raw -991416.290003 + Penalty 3884.177813 = -987532.112189 Iteration 63Q: 3 clusters Score -987532.1 nChanged 5 ComputeScore: Raw -991416.593650 + Penalty 3884.177813 = -987532.415837 Iteration 64Q: 3 clusters Score -987532.4 nChanged 3 ComputeScore: Raw -991416.706067 + Penalty 3884.177813 = -987532.528253 Iteration 65Q: 3 clusters Score -987532.5 nChanged 1 ComputeScore: Raw -991416.717152 + Penalty 3884.177813 = -987532.539339 Iteration 66Q: 3 clusters Score -987532.5 nChanged 1 ComputeScore: Raw -991416.747326 + Penalty 3884.177813 = -987532.569512 Iteration 67Q: 3 clusters Score -987532.6 nChanged 0 ComputeScore: Raw -991416.747326 + Penalty 3884.177813 = -987532.569512 Iteration 68F: 3 clusters Score -987532.6 nChanged 0 ComputeScore: Raw -4968378.291342 + Penalty 40600.678369 = -4927777.612973Splitting cluster 14 changes total score from -4848933.097733 to -4927777.612973 So it's getting split into cluster 17. Trying to split cluster 16 (24175 points) Assigned 2 initial classes randomly. ComputeScore: Raw -803573.726263 + Penalty 1907.591047 = -801666.135216 Iteration 0F: 2 clusters Score -801666.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -788965.771554 + Penalty 3815.182093 = -785150.589461 Iteration 0F: 3 clusters Score -785150.6 nChanged 10924 ComputeScore: Raw -794936.743803 + Penalty 3815.182093 = -791121.561710 Iteration 1F: 3 clusters Score -791121.6 nChanged 1397 ComputeScore: Raw -795603.229209 + Penalty 3815.182093 = -791788.047116 Iteration 2F: 3 clusters Score -791788 nChanged 1412 ComputeScore: Raw -796460.707973 + Penalty 3815.182093 = -792645.525880 Iteration 3F: 3 clusters Score -792645.5 nChanged 1546 ComputeScore: Raw -797758.736293 + Penalty 3815.182093 = -793943.554200 Iteration 4F: 3 clusters Score -793943.6 nChanged 1681 ComputeScore: Raw -799638.215230 + Penalty 3815.182093 = -795823.033137 Iteration 5F: 3 clusters Score -795823 nChanged 1638 ComputeScore: Raw -802224.646881 + Penalty 3815.182093 = -798409.464788 Iteration 6F: 3 clusters Score -798409.5 nChanged 1731 ComputeScore: Raw -806482.634945 + Penalty 3815.182093 = -802667.452851 Iteration 7F: 3 clusters Score -802667.5 nChanged 2145 ComputeScore: Raw -813914.100999 + Penalty 3815.182093 = -810098.918905 Iteration 8F: 3 clusters Score -810098.9 nChanged 2229 ComputeScore: Raw -823320.172117 + Penalty 3815.182093 = -819504.990024 Iteration 9F: 3 clusters Score -819505 nChanged 1977 ComputeScore: Raw -832298.771103 + Penalty 3815.182093 = -828483.589010 Iteration 10F: 3 clusters Score -828483.6 nChanged 1094 ComputeScore: Raw -835217.772093 + Penalty 3815.182093 = -831402.590000 Iteration 11Q: 3 clusters Score -831402.6 nChanged 357 ComputeScore: Raw -835635.804883 + Penalty 3815.182093 = -831820.622790 Iteration 12Q: 3 clusters Score -831820.6 nChanged 157 ComputeScore: Raw -835794.450939 + Penalty 3815.182093 = -831979.268845 Iteration 13Q: 3 clusters Score -831979.3 nChanged 119 ComputeScore: Raw -835878.381243 + Penalty 3815.182093 = -832063.199150 Iteration 14Q: 3 clusters Score -832063.2 nChanged 111 ComputeScore: Raw -835986.132053 + Penalty 3815.182093 = -832170.949960 Iteration 15Q: 3 clusters Score -832170.9 nChanged 149 ComputeScore: Raw -836085.798356 + Penalty 3815.182093 = -832270.616263 Iteration 16Q: 3 clusters Score -832270.6 nChanged 78 ComputeScore: Raw -836130.988915 + Penalty 3815.182093 = -832315.806821 Iteration 17Q: 3 clusters Score -832315.8 nChanged 81 ComputeScore: Raw -836167.711427 + Penalty 3815.182093 = -832352.529334 Iteration 18Q: 3 clusters Score -832352.5 nChanged 48 ComputeScore: Raw -836181.100131 + Penalty 3815.182093 = -832365.918038 Iteration 19Q: 3 clusters Score -832365.9 nChanged 24 ComputeScore: Raw -836186.088051 + Penalty 3815.182093 = -832370.905958 Iteration 20F: 3 clusters Score -832370.9 nChanged 20 ComputeScore: Raw -836190.754617 + Penalty 3815.182093 = -832375.572524 Iteration 21Q: 3 clusters Score -832375.6 nChanged 24 ComputeScore: Raw -836197.422468 + Penalty 3815.182093 = -832382.240375 Iteration 22Q: 3 clusters Score -832382.2 nChanged 36 ComputeScore: Raw -836211.471737 + Penalty 3815.182093 = -832396.289644 Iteration 23Q: 3 clusters Score -832396.3 nChanged 66 ComputeScore: Raw -836244.412237 + Penalty 3815.182093 = -832429.230144 Iteration 24Q: 3 clusters Score -832429.2 nChanged 68 ComputeScore: Raw -836272.901419 + Penalty 3815.182093 = -832457.719326 Iteration 25Q: 3 clusters Score -832457.7 nChanged 42 ComputeScore: Raw -836283.353112 + Penalty 3815.182093 = -832468.171018 Iteration 26Q: 3 clusters Score -832468.2 nChanged 18 ComputeScore: Raw -836286.366705 + Penalty 3815.182093 = -832471.184612 Iteration 27Q: 3 clusters Score -832471.2 nChanged 14 ComputeScore: Raw -836288.479258 + Penalty 3815.182093 = -832473.297165 Iteration 28Q: 3 clusters Score -832473.3 nChanged 15 ComputeScore: Raw -836291.447264 + Penalty 3815.182093 = -832476.265171 Iteration 29Q: 3 clusters Score -832476.3 nChanged 24 ComputeScore: Raw -836297.146228 + Penalty 3815.182093 = -832481.964135 Iteration 30Q: 3 clusters Score -832482 nChanged 35 ComputeScore: Raw -836307.329520 + Penalty 3815.182093 = -832492.147427 Iteration 31Q: 3 clusters Score -832492.1 nChanged 47 ComputeScore: Raw -836322.812844 + Penalty 3815.182093 = -832507.630751 Iteration 32Q: 3 clusters Score -832507.6 nChanged 43 ComputeScore: Raw -836335.003673 + Penalty 3815.182093 = -832519.821580 Iteration 33Q: 3 clusters Score -832519.8 nChanged 29 ComputeScore: Raw -836341.179699 + Penalty 3815.182093 = -832525.997605 Iteration 34Q: 3 clusters Score -832526 nChanged 14 ComputeScore: Raw -836343.320313 + Penalty 3815.182093 = -832528.138220 Iteration 35Q: 3 clusters Score -832528.1 nChanged 7 ComputeScore: Raw -836344.186496 + Penalty 3815.182093 = -832529.004403 Iteration 36Q: 3 clusters Score -832529 nChanged 7 ComputeScore: Raw -836344.840643 + Penalty 3815.182093 = -832529.658550 Iteration 37Q: 3 clusters Score -832529.7 nChanged 4 ComputeScore: Raw -836345.156482 + Penalty 3815.182093 = -832529.974389 Iteration 38Q: 3 clusters Score -832530 nChanged 6 ComputeScore: Raw -836345.655588 + Penalty 3815.182093 = -832530.473494 Iteration 39Q: 3 clusters Score -832530.5 nChanged 6 ComputeScore: Raw -836346.204262 + Penalty 3815.182093 = -832531.022169 Iteration 40F: 3 clusters Score -832531 nChanged 11 ComputeScore: Raw -836347.882378 + Penalty 3815.182093 = -832532.700285 Iteration 41Q: 3 clusters Score -832532.7 nChanged 10 ComputeScore: Raw -836349.218250 + Penalty 3815.182093 = -832534.036157 Iteration 42Q: 3 clusters Score -832534 nChanged 14 ComputeScore: Raw -836351.868864 + Penalty 3815.182093 = -832536.686771 Iteration 43Q: 3 clusters Score -832536.7 nChanged 28 ComputeScore: Raw -836359.515918 + Penalty 3815.182093 = -832544.333825 Iteration 44Q: 3 clusters Score -832544.3 nChanged 47 ComputeScore: Raw -836382.420822 + Penalty 3815.182093 = -832567.238729 Iteration 45Q: 3 clusters Score -832567.2 nChanged 103 ComputeScore: Raw -836450.716087 + Penalty 3815.182093 = -832635.533994 Iteration 46Q: 3 clusters Score -832635.5 nChanged 108 ComputeScore: Raw -836523.898431 + Penalty 3815.182093 = -832708.716338 Iteration 47Q: 3 clusters Score -832708.7 nChanged 92 ComputeScore: Raw -836582.842567 + Penalty 3815.182093 = -832767.660474 Iteration 48Q: 3 clusters Score -832767.7 nChanged 84 ComputeScore: Raw -836622.011920 + Penalty 3815.182093 = -832806.829827 Iteration 49Q: 3 clusters Score -832806.8 nChanged 62 ComputeScore: Raw -836649.165504 + Penalty 3815.182093 = -832833.983411 Iteration 50Q: 3 clusters Score -832834 nChanged 66 ComputeScore: Raw -836684.813159 + Penalty 3815.182093 = -832869.631066 Iteration 51Q: 3 clusters Score -832869.6 nChanged 60 ComputeScore: Raw -836708.913155 + Penalty 3815.182093 = -832893.731062 Iteration 52Q: 3 clusters Score -832893.7 nChanged 40 ComputeScore: Raw -836719.705811 + Penalty 3815.182093 = -832904.523718 Iteration 53Q: 3 clusters Score -832904.5 nChanged 34 ComputeScore: Raw -836727.192884 + Penalty 3815.182093 = -832912.010791 Iteration 54Q: 3 clusters Score -832912 nChanged 33 ComputeScore: Raw -836738.226711 + Penalty 3815.182093 = -832923.044617 Iteration 55Q: 3 clusters Score -832923 nChanged 47 ComputeScore: Raw -836757.986425 + Penalty 3815.182093 = -832942.804332 Iteration 56Q: 3 clusters Score -832942.8 nChanged 76 ComputeScore: Raw -836799.898524 + Penalty 3815.182093 = -832984.716431 Iteration 57Q: 3 clusters Score -832984.7 nChanged 72 ComputeScore: Raw -836831.394629 + Penalty 3815.182093 = -833016.212536 Iteration 58Q: 3 clusters Score -833016.2 nChanged 43 ComputeScore: Raw -836842.663427 + Penalty 3815.182093 = -833027.481334 Iteration 59Q: 3 clusters Score -833027.5 nChanged 38 ComputeScore: Raw -836854.495166 + Penalty 3815.182093 = -833039.313073 Iteration 60F: 3 clusters Score -833039.3 nChanged 46 ComputeScore: Raw -836871.812127 + Penalty 3815.182093 = -833056.630034 Iteration 61Q: 3 clusters Score -833056.6 nChanged 66 ComputeScore: Raw -836904.072965 + Penalty 3815.182093 = -833088.890872 Iteration 62Q: 3 clusters Score -833088.9 nChanged 67 ComputeScore: Raw -836932.880712 + Penalty 3815.182093 = -833117.698619 Iteration 63Q: 3 clusters Score -833117.7 nChanged 38 ComputeScore: Raw -836943.226269 + Penalty 3815.182093 = -833128.044176 Iteration 64Q: 3 clusters Score -833128 nChanged 19 ComputeScore: Raw -836946.129082 + Penalty 3815.182093 = -833130.946989 Iteration 65Q: 3 clusters Score -833130.9 nChanged 7 ComputeScore: Raw -836946.613708 + Penalty 3815.182093 = -833131.431615 Iteration 66Q: 3 clusters Score -833131.4 nChanged 2 ComputeScore: Raw -836946.865322 + Penalty 3815.182093 = -833131.683229 Iteration 67Q: 3 clusters Score -833131.7 nChanged 2 ComputeScore: Raw -836946.994828 + Penalty 3815.182093 = -833131.812735 Iteration 68Q: 3 clusters Score -833131.8 nChanged 0 ComputeScore: Raw -836946.994828 + Penalty 3815.182093 = -833131.812735 Iteration 69F: 3 clusters Score -833131.8 nChanged 0 ComputeScore: Raw -5001751.559906 + Penalty 42856.271611 = -4958895.288295Splitting cluster 16 changes total score from -4848933.097733 to -4958895.288295 So it's getting split into cluster 19. Trying to split cluster 18 (2826 points) Assigned 2 initial classes randomly. ComputeScore: Raw -108215.184140 + Penalty 1501.910719 = -106713.273421 Iteration 0F: 2 clusters Score -106713.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -106928.808142 + Penalty 3003.821439 = -103924.986703 Iteration 0F: 3 clusters Score -103925 nChanged 1020 ComputeScore: Raw -107551.878258 + Penalty 3003.821439 = -104548.056819 Iteration 1F: 3 clusters Score -104548.1 nChanged 217 ComputeScore: Raw -107710.848363 + Penalty 3003.821439 = -104707.026924 Iteration 2F: 3 clusters Score -104707 nChanged 159 ComputeScore: Raw -107821.176658 + Penalty 3003.821439 = -104817.355219 Iteration 3F: 3 clusters Score -104817.4 nChanged 114 ComputeScore: Raw -107928.120879 + Penalty 3003.821439 = -104924.299440 Iteration 4Q: 3 clusters Score -104924.3 nChanged 121 ComputeScore: Raw -108127.232995 + Penalty 3003.821439 = -105123.411557 Iteration 5Q: 3 clusters Score -105123.4 nChanged 148 ComputeScore: Raw -108654.460302 + Penalty 3003.821439 = -105650.638863 Iteration 6F: 3 clusters Score -105650.6 nChanged 195 ComputeScore: Raw -109305.138429 + Penalty 3003.821439 = -106301.316990 Iteration 7F: 3 clusters Score -106301.3 nChanged 272 ComputeScore: Raw -110120.773246 + Penalty 3003.821439 = -107116.951807 Iteration 8F: 3 clusters Score -107117 nChanged 263 ComputeScore: Raw -110825.321319 + Penalty 3003.821439 = -107821.499880 Iteration 9F: 3 clusters Score -107821.5 nChanged 225 ComputeScore: Raw -111419.787960 + Penalty 3003.821439 = -108415.966521 Iteration 10F: 3 clusters Score -108416 nChanged 136 ComputeScore: Raw -111712.865170 + Penalty 3003.821439 = -108709.043731 Iteration 11Q: 3 clusters Score -108709 nChanged 58 ComputeScore: Raw -111777.182971 + Penalty 3003.821439 = -108773.361532 Iteration 12Q: 3 clusters Score -108773.4 nChanged 22 ComputeScore: Raw -111797.300412 + Penalty 3003.821439 = -108793.478973 Iteration 13Q: 3 clusters Score -108793.5 nChanged 8 ComputeScore: Raw -111801.848799 + Penalty 3003.821439 = -108798.027360 Iteration 14Q: 3 clusters Score -108798 nChanged 1 ComputeScore: Raw -111802.421090 + Penalty 3003.821439 = -108798.599652 Iteration 15Q: 3 clusters Score -108798.6 nChanged 0 ComputeScore: Raw -111802.421090 + Penalty 3003.821439 = -108798.599652 Iteration 16F: 3 clusters Score -108798.6 nChanged 0 ComputeScore: Raw -5005338.796857 + Penalty 45111.864854 = -4960226.932002Splitting cluster 18 changes total score from -4848933.097733 to -4960226.932002 So it's getting split into cluster 20. ConsiderDeletion: ComputeScore: Raw -5010642.094798 + Penalty 45111.864854 = -4965530.229944Iteration 39Q: 21 clusters Score -4965530 nChanged 2634 ConsiderDeletion: Deleting Class 18. Lose 2001.384399 but Gain 2255.593243 ComputeScore: Raw -5015454.217532 + Penalty 42856.271611 = -4972597.945920Iteration 40F: 20 clusters Score -4972598 nChanged 3754 ConsiderDeletion: ComputeScore: Raw -5021443.482114 + Penalty 42856.271611 = -4978587.210503Iteration 41Q: 20 clusters Score -4978587 nChanged 2118 ConsiderDeletion: ComputeScore: Raw -5023931.138496 + Penalty 42856.271611 = -4981074.866885Iteration 42Q: 20 clusters Score -4981075 nChanged 1989 ConsiderDeletion: ComputeScore: Raw -5026701.213606 + Penalty 42856.271611 = -4983844.941995Iteration 43Q: 20 clusters Score -4983845 nChanged 2220 ConsiderDeletion: ComputeScore: Raw -5030221.728783 + Penalty 42856.271611 = -4987365.457171Iteration 44Q: 20 clusters Score -4987365 nChanged 2073 ConsiderDeletion: ComputeScore: Raw -5033375.909528 + Penalty 42856.271611 = -4990519.637916Iteration 45Q: 20 clusters Score -4990520 nChanged 2157 ConsiderDeletion: ComputeScore: Raw -5037312.611622 + Penalty 42856.271611 = -4994456.340010Iteration 46Q: 20 clusters Score -4994456 nChanged 1970 Unmasked E-step: Deleting class 6: covariance matrix is singular ConsiderDeletion: ComputeScore: Raw -5039415.038967 + Penalty 40600.678369 = -4998814.360599Iteration 47Q: 19 clusters Score -4998814 nChanged 1601 ConsiderDeletion: ComputeScore: Raw -5035612.348881 + Penalty 40600.678369 = -4995011.670512Iteration 48Q: 19 clusters Score -4995012 nChanged 3269 ConsiderDeletion: ComputeScore: Raw -5045183.088415 + Penalty 40600.678369 = -5004582.410047Iteration 49F: 19 clusters Score -5004582 nChanged 2999 ConsiderDeletion: ComputeScore: Raw -5054464.113987 + Penalty 40600.678369 = -5013863.435618Iteration 50Q: 19 clusters Score -5013863 nChanged 1741 ConsiderDeletion: ComputeScore: Raw -5069130.434836 + Penalty 40600.678369 = -5028529.756468Iteration 51Q: 19 clusters Score -5028530 nChanged 2034 ConsiderDeletion: ComputeScore: Raw -5072568.384161 + Penalty 40600.678369 = -5031967.705792Iteration 52Q: 19 clusters Score -5031968 nChanged 1600 ConsiderDeletion: ComputeScore: Raw -5074088.524964 + Penalty 40600.678369 = -5033487.846595Iteration 53Q: 19 clusters Score -5033488 nChanged 1123 ConsiderDeletion: ComputeScore: Raw -5075148.498775 + Penalty 40600.678369 = -5034547.820406Iteration 54Q: 19 clusters Score -5034548 nChanged 1087 ConsiderDeletion: ComputeScore: Raw -5076358.677175 + Penalty 40600.678369 = -5035757.998807Iteration 55Q: 19 clusters Score -5035758 nChanged 963 ConsiderDeletion: ComputeScore: Raw -5077233.942003 + Penalty 40600.678369 = -5036633.263634Iteration 56Q: 19 clusters Score -5036633 nChanged 848 ConsiderDeletion: ComputeScore: Raw -5077790.711641 + Penalty 40600.678369 = -5037190.033272Iteration 57Q: 19 clusters Score -5037190 nChanged 745 ConsiderDeletion: ComputeScore: Raw -5078268.270297 + Penalty 40600.678369 = -5037667.591928Iteration 58Q: 19 clusters Score -5037668 nChanged 650 ConsiderDeletion: ComputeScore: Raw -5078618.723932 + Penalty 40600.678369 = -5038018.045563Iteration 59Q: 19 clusters Score -5038018 nChanged 575 ConsiderDeletion: ComputeScore: Raw -5079465.261184 + Penalty 40600.678369 = -5038864.582815Iteration 60F: 19 clusters Score -5038865 nChanged 1006 ConsiderDeletion: ComputeScore: Raw -5080414.864082 + Penalty 40600.678369 = -5039814.185713Iteration 61Q: 19 clusters Score -5039814 nChanged 898 ConsiderDeletion: ComputeScore: Raw -5081121.576718 + Penalty 40600.678369 = -5040520.898349Iteration 62Q: 19 clusters Score -5040521 nChanged 843 ConsiderDeletion: ComputeScore: Raw -5081800.701398 + Penalty 40600.678369 = -5041200.023030Iteration 63Q: 19 clusters Score -5041200 nChanged 644 ConsiderDeletion: ComputeScore: Raw -5082107.482711 + Penalty 40600.678369 = -5041506.804342Iteration 64Q: 19 clusters Score -5041507 nChanged 560 ConsiderDeletion: ComputeScore: Raw -5082402.647884 + Penalty 40600.678369 = -5041801.969515Iteration 65Q: 19 clusters Score -5041802 nChanged 518 ConsiderDeletion: ComputeScore: Raw -5082648.008417 + Penalty 40600.678369 = -5042047.330049Iteration 66Q: 19 clusters Score -5042047 nChanged 445 ConsiderDeletion: ComputeScore: Raw -5082844.951742 + Penalty 40600.678369 = -5042244.273374Iteration 67Q: 19 clusters Score -5042244 nChanged 419 ConsiderDeletion: ComputeScore: Raw -5083019.542448 + Penalty 40600.678369 = -5042418.864079Iteration 68Q: 19 clusters Score -5042419 nChanged 318 ConsiderDeletion: ComputeScore: Raw -5083121.226183 + Penalty 40600.678369 = -5042520.547815Iteration 69Q: 19 clusters Score -5042521 nChanged 290 ConsiderDeletion: ComputeScore: Raw -5083204.162967 + Penalty 40600.678369 = -5042603.484598Iteration 70Q: 19 clusters Score -5042603 nChanged 264 ConsiderDeletion: ComputeScore: Raw -5083276.735203 + Penalty 40600.678369 = -5042676.056834Iteration 71Q: 19 clusters Score -5042676 nChanged 247 ConsiderDeletion: ComputeScore: Raw -5083364.343362 + Penalty 40600.678369 = -5042763.664993Iteration 72Q: 19 clusters Score -5042764 nChanged 236 ConsiderDeletion: ComputeScore: Raw -5083446.816746 + Penalty 40600.678369 = -5042846.138377Iteration 73Q: 19 clusters Score -5042846 nChanged 238 ConsiderDeletion: ComputeScore: Raw -5083535.771526 + Penalty 40600.678369 = -5042935.093157Iteration 74Q: 19 clusters Score -5042935 nChanged 307 ConsiderDeletion: ComputeScore: Raw -5083671.134455 + Penalty 40600.678369 = -5043070.456087Iteration 75Q: 19 clusters Score -5043070 nChanged 429 ConsiderDeletion: ComputeScore: Raw -5083923.038031 + Penalty 40600.678369 = -5043322.359662Iteration 76Q: 19 clusters Score -5043322 nChanged 500 ConsiderDeletion: ComputeScore: Raw -5084172.712330 + Penalty 40600.678369 = -5043572.033962Iteration 77Q: 19 clusters Score -5043572 nChanged 428 ConsiderDeletion: ComputeScore: Raw -5084342.949681 + Penalty 40600.678369 = -5043742.271313Iteration 78Q: 19 clusters Score -5043742 nChanged 351 ComputeScore: Raw -5084342.949681 + Penalty 40600.678369 = -5043742.271313Trying to split cluster 1 (6706 points) Assigned 2 initial classes randomly. ComputeScore: Raw -248453.450504 + Penalty 1665.233248 = -246788.217255 Iteration 0F: 2 clusters Score -246788.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -244921.647345 + Penalty 3330.466496 = -241591.180848 Iteration 0F: 3 clusters Score -241591.2 nChanged 2721 ComputeScore: Raw -246404.076539 + Penalty 3330.466496 = -243073.610042 Iteration 1F: 3 clusters Score -243073.6 nChanged 499 ComputeScore: Raw -246718.941003 + Penalty 3330.466496 = -243388.474507 Iteration 2F: 3 clusters Score -243388.5 nChanged 434 ComputeScore: Raw -247088.271253 + Penalty 3330.466496 = -243757.804757 Iteration 3F: 3 clusters Score -243757.8 nChanged 458 ComputeScore: Raw -247847.207042 + Penalty 3330.466496 = -244516.740546 Iteration 4F: 3 clusters Score -244516.7 nChanged 586 ComputeScore: Raw -250797.270303 + Penalty 3330.466496 = -247466.803807 Iteration 5F: 3 clusters Score -247466.8 nChanged 943 Unmasked E-step: Deleting class 2: covariance matrix is singular ComputeScore: Raw -250886.690182 + Penalty 3330.466496 = -247556.223686 Iteration 6F: 3 clusters Score -247556.2 nChanged 390 ComputeScore: Raw -226571.468563 + Penalty 1665.233248 = -224906.235315 Iteration 7F: 2 clusters Score -224906.2 nChanged 4505 ComputeScore: Raw -248453.450504 + Penalty 1665.233248 = -246788.217255 Iteration 8F: 2 clusters Score -246788.2 nChanged 0 Trying to split cluster 2 (6671 points) Assigned 2 initial classes randomly. ComputeScore: Raw -233304.032244 + Penalty 1664.244235 = -231639.788009 Iteration 0F: 2 clusters Score -231639.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -229816.674791 + Penalty 3328.488470 = -226488.186321 Iteration 0F: 3 clusters Score -226488.2 nChanged 2719 ComputeScore: Raw -231306.709407 + Penalty 3328.488470 = -227978.220937 Iteration 1F: 3 clusters Score -227978.2 nChanged 538 ComputeScore: Raw -231673.442942 + Penalty 3328.488470 = -228344.954472 Iteration 2F: 3 clusters Score -228345 nChanged 460 ComputeScore: Raw -232067.932313 + Penalty 3328.488470 = -228739.443843 Iteration 3F: 3 clusters Score -228739.4 nChanged 475 ComputeScore: Raw -232492.924137 + Penalty 3328.488470 = -229164.435667 Iteration 4F: 3 clusters Score -229164.4 nChanged 424 ComputeScore: Raw -232999.442022 + Penalty 3328.488470 = -229670.953552 Iteration 5F: 3 clusters Score -229671 nChanged 460 ComputeScore: Raw -233585.872108 + Penalty 3328.488470 = -230257.383638 Iteration 6F: 3 clusters Score -230257.4 nChanged 495 ComputeScore: Raw -234321.871790 + Penalty 3328.488470 = -230993.383320 Iteration 7F: 3 clusters Score -230993.4 nChanged 437 ComputeScore: Raw -235360.695264 + Penalty 3328.488470 = -232032.206794 Iteration 8F: 3 clusters Score -232032.2 nChanged 323 ComputeScore: Raw -237347.105222 + Penalty 3328.488470 = -234018.616752 Iteration 9Q: 3 clusters Score -234018.6 nChanged 228 ComputeScore: Raw -240547.777344 + Penalty 3328.488470 = -237219.288874 Iteration 10Q: 3 clusters Score -237219.3 nChanged 442 ComputeScore: Raw -241299.369481 + Penalty 3328.488470 = -237970.881011 Iteration 11F: 3 clusters Score -237970.9 nChanged 341 ComputeScore: Raw -241824.428942 + Penalty 3328.488470 = -238495.940472 Iteration 12F: 3 clusters Score -238495.9 nChanged 271 ComputeScore: Raw -242284.195477 + Penalty 3328.488470 = -238955.707007 Iteration 13Q: 3 clusters Score -238955.7 nChanged 251 ComputeScore: Raw -243057.783221 + Penalty 3328.488470 = -239729.294751 Iteration 14Q: 3 clusters Score -239729.3 nChanged 265 ComputeScore: Raw -245396.786107 + Penalty 3328.488470 = -242068.297637 Iteration 15Q: 3 clusters Score -242068.3 nChanged 52 ComputeScore: Raw -247181.195705 + Penalty 3328.488470 = -243852.707236 Iteration 16Q: 3 clusters Score -243852.7 nChanged 0 ComputeScore: Raw -247181.195705 + Penalty 3328.488470 = -243852.707236 Iteration 17F: 3 clusters Score -243852.7 nChanged 0 ComputeScore: Raw -5098307.194577 + Penalty 42856.271611 = -5055450.922965Splitting cluster 2 changes total score from -5043742.271313 to -5055450.922965 So it's getting split into cluster 6. Trying to split cluster 3 (5329 points) Assigned 2 initial classes randomly. ComputeScore: Raw -194290.119498 + Penalty 1621.793669 = -192668.325829 Iteration 0F: 2 clusters Score -192668.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -191574.462932 + Penalty 3243.587338 = -188330.875594 Iteration 0F: 3 clusters Score -188330.9 nChanged 2115 ComputeScore: Raw -192751.533906 + Penalty 3243.587338 = -189507.946569 Iteration 1F: 3 clusters Score -189507.9 nChanged 414 ComputeScore: Raw -192978.867196 + Penalty 3243.587338 = -189735.279858 Iteration 2F: 3 clusters Score -189735.3 nChanged 287 ComputeScore: Raw -193128.229939 + Penalty 3243.587338 = -189884.642602 Iteration 3F: 3 clusters Score -189884.6 nChanged 247 ComputeScore: Raw -193266.931679 + Penalty 3243.587338 = -190023.344341 Iteration 4Q: 3 clusters Score -190023.3 nChanged 222 ComputeScore: Raw -193411.171077 + Penalty 3243.587338 = -190167.583740 Iteration 5Q: 3 clusters Score -190167.6 nChanged 219 ComputeScore: Raw -193552.807768 + Penalty 3243.587338 = -190309.220431 Iteration 6Q: 3 clusters Score -190309.2 nChanged 221 ComputeScore: Raw -193699.968674 + Penalty 3243.587338 = -190456.381336 Iteration 7Q: 3 clusters Score -190456.4 nChanged 227 ComputeScore: Raw -193879.160421 + Penalty 3243.587338 = -190635.573084 Iteration 8Q: 3 clusters Score -190635.6 nChanged 226 ComputeScore: Raw -194081.759058 + Penalty 3243.587338 = -190838.171721 Iteration 9Q: 3 clusters Score -190838.2 nChanged 233 ComputeScore: Raw -194340.785458 + Penalty 3243.587338 = -191097.198120 Iteration 10Q: 3 clusters Score -191097.2 nChanged 254 ComputeScore: Raw -194637.493545 + Penalty 3243.587338 = -191393.906207 Iteration 11Q: 3 clusters Score -191393.9 nChanged 230 ComputeScore: Raw -194898.766323 + Penalty 3243.587338 = -191655.178986 Iteration 12Q: 3 clusters Score -191655.2 nChanged 187 ComputeScore: Raw -195106.862464 + Penalty 3243.587338 = -191863.275126 Iteration 13Q: 3 clusters Score -191863.3 nChanged 151 ComputeScore: Raw -195267.801261 + Penalty 3243.587338 = -192024.213924 Iteration 14Q: 3 clusters Score -192024.2 nChanged 110 ComputeScore: Raw -195370.176604 + Penalty 3243.587338 = -192126.589267 Iteration 15Q: 3 clusters Score -192126.6 nChanged 88 ComputeScore: Raw -195438.444941 + Penalty 3243.587338 = -192194.857603 Iteration 16Q: 3 clusters Score -192194.9 nChanged 70 ComputeScore: Raw -195487.194892 + Penalty 3243.587338 = -192243.607554 Iteration 17Q: 3 clusters Score -192243.6 nChanged 41 ComputeScore: Raw -195515.811607 + Penalty 3243.587338 = -192272.224270 Iteration 18Q: 3 clusters Score -192272.2 nChanged 34 ComputeScore: Raw -195535.266688 + Penalty 3243.587338 = -192291.679351 Iteration 19Q: 3 clusters Score -192291.7 nChanged 24 ComputeScore: Raw -195545.935302 + Penalty 3243.587338 = -192302.347965 Iteration 20F: 3 clusters Score -192302.3 nChanged 24 ComputeScore: Raw -195557.767259 + Penalty 3243.587338 = -192314.179921 Iteration 21Q: 3 clusters Score -192314.2 nChanged 13 ComputeScore: Raw -195564.615322 + Penalty 3243.587338 = -192321.027984 Iteration 22Q: 3 clusters Score -192321 nChanged 17 ComputeScore: Raw -195573.705756 + Penalty 3243.587338 = -192330.118419 Iteration 23Q: 3 clusters Score -192330.1 nChanged 14 ComputeScore: Raw -195578.212668 + Penalty 3243.587338 = -192334.625330 Iteration 24Q: 3 clusters Score -192334.6 nChanged 14 ComputeScore: Raw -195583.585368 + Penalty 3243.587338 = -192339.998030 Iteration 25Q: 3 clusters Score -192340 nChanged 10 ComputeScore: Raw -195586.561732 + Penalty 3243.587338 = -192342.974395 Iteration 26Q: 3 clusters Score -192343 nChanged 4 ComputeScore: Raw -195588.334085 + Penalty 3243.587338 = -192344.746748 Iteration 27Q: 3 clusters Score -192344.7 nChanged 6 ComputeScore: Raw -195589.715564 + Penalty 3243.587338 = -192346.128227 Iteration 28Q: 3 clusters Score -192346.1 nChanged 2 ComputeScore: Raw -195590.149779 + Penalty 3243.587338 = -192346.562442 Iteration 29Q: 3 clusters Score -192346.6 nChanged 2 ComputeScore: Raw -195590.502730 + Penalty 3243.587338 = -192346.915392 Iteration 30Q: 3 clusters Score -192346.9 nChanged 0 ComputeScore: Raw -195590.502730 + Penalty 3243.587338 = -192346.915392 Iteration 31F: 3 clusters Score -192346.9 nChanged 0 Trying to split cluster 4 (7308 points) Assigned 2 initial classes randomly. ComputeScore: Raw -262548.401055 + Penalty 1681.481009 = -260866.920046 Iteration 0F: 2 clusters Score -260866.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -258634.103507 + Penalty 3362.962019 = -255271.141489 Iteration 0F: 3 clusters Score -255271.1 nChanged 3100 ComputeScore: Raw -260422.951837 + Penalty 3362.962019 = -257059.989818 Iteration 1F: 3 clusters Score -257060 nChanged 619 ComputeScore: Raw -260926.815075 + Penalty 3362.962019 = -257563.853056 Iteration 2F: 3 clusters Score -257563.9 nChanged 609 ComputeScore: Raw -261498.196984 + Penalty 3362.962019 = -258135.234965 Iteration 3F: 3 clusters Score -258135.2 nChanged 573 ComputeScore: Raw -262069.156482 + Penalty 3362.962019 = -258706.194463 Iteration 4F: 3 clusters Score -258706.2 nChanged 499 ComputeScore: Raw -262659.416269 + Penalty 3362.962019 = -259296.454250 Iteration 5F: 3 clusters Score -259296.5 nChanged 463 ComputeScore: Raw -263235.389174 + Penalty 3362.962019 = -259872.427155 Iteration 6F: 3 clusters Score -259872.4 nChanged 352 ComputeScore: Raw -263655.509204 + Penalty 3362.962019 = -260292.547185 Iteration 7Q: 3 clusters Score -260292.5 nChanged 305 ComputeScore: Raw -264011.821659 + Penalty 3362.962019 = -260648.859641 Iteration 8Q: 3 clusters Score -260648.9 nChanged 243 ComputeScore: Raw -264289.286566 + Penalty 3362.962019 = -260926.324547 Iteration 9Q: 3 clusters Score -260926.3 nChanged 196 ComputeScore: Raw -264530.071862 + Penalty 3362.962019 = -261167.109843 Iteration 10Q: 3 clusters Score -261167.1 nChanged 171 ComputeScore: Raw -264728.204446 + Penalty 3362.962019 = -261365.242428 Iteration 11Q: 3 clusters Score -261365.2 nChanged 145 ComputeScore: Raw -264859.867715 + Penalty 3362.962019 = -261496.905696 Iteration 12Q: 3 clusters Score -261496.9 nChanged 148 ComputeScore: Raw -264974.258367 + Penalty 3362.962019 = -261611.296348 Iteration 13Q: 3 clusters Score -261611.3 nChanged 123 ComputeScore: Raw -265054.433270 + Penalty 3362.962019 = -261691.471251 Iteration 14Q: 3 clusters Score -261691.5 nChanged 119 ComputeScore: Raw -265128.477421 + Penalty 3362.962019 = -261765.515402 Iteration 15Q: 3 clusters Score -261765.5 nChanged 115 ComputeScore: Raw -265210.617077 + Penalty 3362.962019 = -261847.655058 Iteration 16Q: 3 clusters Score -261847.7 nChanged 104 ComputeScore: Raw -265282.672494 + Penalty 3362.962019 = -261919.710475 Iteration 17Q: 3 clusters Score -261919.7 nChanged 75 ComputeScore: Raw -265330.307087 + Penalty 3362.962019 = -261967.345069 Iteration 18Q: 3 clusters Score -261967.3 nChanged 47 ComputeScore: Raw -265349.928081 + Penalty 3362.962019 = -261986.966062 Iteration 19Q: 3 clusters Score -261987 nChanged 22 ComputeScore: Raw -265363.582887 + Penalty 3362.962019 = -262000.620869 Iteration 20F: 3 clusters Score -262000.6 nChanged 16 ComputeScore: Raw -265368.860695 + Penalty 3362.962019 = -262005.898676 Iteration 21Q: 3 clusters Score -262005.9 nChanged 13 ComputeScore: Raw -265372.010663 + Penalty 3362.962019 = -262009.048645 Iteration 22Q: 3 clusters Score -262009 nChanged 8 ComputeScore: Raw -265373.201007 + Penalty 3362.962019 = -262010.238988 Iteration 23Q: 3 clusters Score -262010.2 nChanged 8 ComputeScore: Raw -265374.595824 + Penalty 3362.962019 = -262011.633805 Iteration 24Q: 3 clusters Score -262011.6 nChanged 8 ComputeScore: Raw -265376.148254 + Penalty 3362.962019 = -262013.186236 Iteration 25Q: 3 clusters Score -262013.2 nChanged 10 ComputeScore: Raw -265377.742779 + Penalty 3362.962019 = -262014.780761 Iteration 26Q: 3 clusters Score -262014.8 nChanged 3 ComputeScore: Raw -265377.968866 + Penalty 3362.962019 = -262015.006847 Iteration 27Q: 3 clusters Score -262015 nChanged 1 ComputeScore: Raw -265378.181064 + Penalty 3362.962019 = -262015.219046 Iteration 28Q: 3 clusters Score -262015.2 nChanged 2 ComputeScore: Raw -265379.335362 + Penalty 3362.962019 = -262016.373343 Iteration 29Q: 3 clusters Score -262016.4 nChanged 6 ComputeScore: Raw -265380.175966 + Penalty 3362.962019 = -262017.213947 Iteration 30Q: 3 clusters Score -262017.2 nChanged 3 ComputeScore: Raw -265380.759891 + Penalty 3362.962019 = -262017.797872 Iteration 31Q: 3 clusters Score -262017.8 nChanged 5 ComputeScore: Raw -265381.373755 + Penalty 3362.962019 = -262018.411736 Iteration 32Q: 3 clusters Score -262018.4 nChanged 3 ComputeScore: Raw -265381.621902 + Penalty 3362.962019 = -262018.659883 Iteration 33Q: 3 clusters Score -262018.7 nChanged 1 ComputeScore: Raw -265381.665660 + Penalty 3362.962019 = -262018.703641 Iteration 34Q: 3 clusters Score -262018.7 nChanged 0 ComputeScore: Raw -265381.665660 + Penalty 3362.962019 = -262018.703641 Iteration 35F: 3 clusters Score -262018.7 nChanged 0 ComputeScore: Raw -5101140.459181 + Penalty 45111.864854 = -5056028.594327Splitting cluster 4 changes total score from -5043742.271313 to -5056028.594327 So it's getting split into cluster 18. Trying to split cluster 5 (6698 points) Assigned 2 initial classes randomly. ComputeScore: Raw -250237.942783 + Penalty 1665.007644 = -248572.935139 Iteration 0F: 2 clusters Score -248572.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -246653.436957 + Penalty 3330.015288 = -243323.421669 Iteration 0F: 3 clusters Score -243323.4 nChanged 2796 ComputeScore: Raw -248214.781329 + Penalty 3330.015288 = -244884.766041 Iteration 1F: 3 clusters Score -244884.8 nChanged 507 ComputeScore: Raw -248537.973546 + Penalty 3330.015288 = -245207.958258 Iteration 2F: 3 clusters Score -245208 nChanged 451 ComputeScore: Raw -248905.941414 + Penalty 3330.015288 = -245575.926126 Iteration 3F: 3 clusters Score -245575.9 nChanged 444 ComputeScore: Raw -249469.663792 + Penalty 3330.015288 = -246139.648504 Iteration 4F: 3 clusters Score -246139.6 nChanged 477 ComputeScore: Raw -250428.618655 + Penalty 3330.015288 = -247098.603367 Iteration 5F: 3 clusters Score -247098.6 nChanged 543 ComputeScore: Raw -251702.991578 + Penalty 3330.015288 = -248372.976290 Iteration 6F: 3 clusters Score -248373 nChanged 569 ComputeScore: Raw -253057.457714 + Penalty 3330.015288 = -249727.442426 Iteration 7F: 3 clusters Score -249727.4 nChanged 426 ComputeScore: Raw -253936.482458 + Penalty 3330.015288 = -250606.467170 Iteration 8F: 3 clusters Score -250606.5 nChanged 256 ComputeScore: Raw -254153.010803 + Penalty 3330.015288 = -250822.995515 Iteration 9Q: 3 clusters Score -250823 nChanged 149 ComputeScore: Raw -254227.085003 + Penalty 3330.015288 = -250897.069715 Iteration 10Q: 3 clusters Score -250897.1 nChanged 95 ComputeScore: Raw -254266.667239 + Penalty 3330.015288 = -250936.651951 Iteration 11Q: 3 clusters Score -250936.7 nChanged 71 ComputeScore: Raw -254293.548723 + Penalty 3330.015288 = -250963.533435 Iteration 12Q: 3 clusters Score -250963.5 nChanged 49 ComputeScore: Raw -254310.456366 + Penalty 3330.015288 = -250980.441078 Iteration 13Q: 3 clusters Score -250980.4 nChanged 44 ComputeScore: Raw -254322.919408 + Penalty 3330.015288 = -250992.904120 Iteration 14Q: 3 clusters Score -250992.9 nChanged 31 ComputeScore: Raw -254330.023110 + Penalty 3330.015288 = -251000.007822 Iteration 15Q: 3 clusters Score -251000 nChanged 24 ComputeScore: Raw -254336.413409 + Penalty 3330.015288 = -251006.398121 Iteration 16Q: 3 clusters Score -251006.4 nChanged 25 ComputeScore: Raw -254343.199710 + Penalty 3330.015288 = -251013.184423 Iteration 17Q: 3 clusters Score -251013.2 nChanged 23 ComputeScore: Raw -254347.529142 + Penalty 3330.015288 = -251017.513854 Iteration 18Q: 3 clusters Score -251017.5 nChanged 15 ComputeScore: Raw -254350.643603 + Penalty 3330.015288 = -251020.628315 Iteration 19Q: 3 clusters Score -251020.6 nChanged 9 ComputeScore: Raw -254351.871079 + Penalty 3330.015288 = -251021.855792 Iteration 20F: 3 clusters Score -251021.9 nChanged 5 ComputeScore: Raw -254352.450108 + Penalty 3330.015288 = -251022.434820 Iteration 21Q: 3 clusters Score -251022.4 nChanged 4 ComputeScore: Raw -254353.144960 + Penalty 3330.015288 = -251023.129672 Iteration 22Q: 3 clusters Score -251023.1 nChanged 4 ComputeScore: Raw -254353.951480 + Penalty 3330.015288 = -251023.936192 Iteration 23Q: 3 clusters Score -251023.9 nChanged 3 ComputeScore: Raw -254354.817152 + Penalty 3330.015288 = -251024.801864 Iteration 24Q: 3 clusters Score -251024.8 nChanged 7 ComputeScore: Raw -254355.866366 + Penalty 3330.015288 = -251025.851078 Iteration 25Q: 3 clusters Score -251025.9 nChanged 2 ComputeScore: Raw -254356.341271 + Penalty 3330.015288 = -251026.325983 Iteration 26Q: 3 clusters Score -251026.3 nChanged 5 ComputeScore: Raw -254357.229265 + Penalty 3330.015288 = -251027.213978 Iteration 27Q: 3 clusters Score -251027.2 nChanged 4 ComputeScore: Raw -254357.887596 + Penalty 3330.015288 = -251027.872308 Iteration 28Q: 3 clusters Score -251027.9 nChanged 1 ComputeScore: Raw -254358.011439 + Penalty 3330.015288 = -251027.996151 Iteration 29Q: 3 clusters Score -251028 nChanged 1 ComputeScore: Raw -254358.251989 + Penalty 3330.015288 = -251028.236701 Iteration 30Q: 3 clusters Score -251028.2 nChanged 1 ComputeScore: Raw -254358.385596 + Penalty 3330.015288 = -251028.370309 Iteration 31Q: 3 clusters Score -251028.4 nChanged 2 ComputeScore: Raw -254358.647463 + Penalty 3330.015288 = -251028.632175 Iteration 32Q: 3 clusters Score -251028.6 nChanged 0 ComputeScore: Raw -254358.647463 + Penalty 3330.015288 = -251028.632175 Iteration 33F: 3 clusters Score -251028.6 nChanged 0 ComputeScore: Raw -5105261.163862 + Penalty 47367.458097 = -5057893.705765Splitting cluster 5 changes total score from -5043742.271313 to -5057893.705765 So it's getting split into cluster 21. Trying to split cluster 7 (8287 points) Assigned 2 initial classes randomly. ComputeScore: Raw -306431.634508 + Penalty 1705.241784 = -304726.392724 Iteration 0F: 2 clusters Score -304726.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -301882.262298 + Penalty 3410.483568 = -298471.778730 Iteration 0F: 3 clusters Score -298471.8 nChanged 3486 ComputeScore: Raw -303832.312756 + Penalty 3410.483568 = -300421.829189 Iteration 1F: 3 clusters Score -300421.8 nChanged 507 ComputeScore: Raw -304072.309332 + Penalty 3410.483568 = -300661.825765 Iteration 2F: 3 clusters Score -300661.8 nChanged 407 ComputeScore: Raw -304244.645034 + Penalty 3410.483568 = -300834.161466 Iteration 3Q: 3 clusters Score -300834.2 nChanged 315 ComputeScore: Raw -304418.234751 + Penalty 3410.483568 = -301007.751183 Iteration 4Q: 3 clusters Score -301007.8 nChanged 341 ComputeScore: Raw -304645.357102 + Penalty 3410.483568 = -301234.873535 Iteration 5Q: 3 clusters Score -301234.9 nChanged 387 ComputeScore: Raw -305086.380444 + Penalty 3410.483568 = -301675.896877 Iteration 6Q: 3 clusters Score -301675.9 nChanged 516 ComputeScore: Raw -305899.705384 + Penalty 3410.483568 = -302489.221816 Iteration 7F: 3 clusters Score -302489.2 nChanged 657 ComputeScore: Raw -307435.216614 + Penalty 3410.483568 = -304024.733046 Iteration 8F: 3 clusters Score -304024.7 nChanged 738 ComputeScore: Raw -309532.616267 + Penalty 3410.483568 = -306122.132699 Iteration 9F: 3 clusters Score -306122.1 nChanged 649 ComputeScore: Raw -311228.066216 + Penalty 3410.483568 = -307817.582648 Iteration 10F: 3 clusters Score -307817.6 nChanged 546 ComputeScore: Raw -312468.045682 + Penalty 3410.483568 = -309057.562115 Iteration 11F: 3 clusters Score -309057.6 nChanged 427 ComputeScore: Raw -313175.935789 + Penalty 3410.483568 = -309765.452221 Iteration 12F: 3 clusters Score -309765.5 nChanged 274 ComputeScore: Raw -313409.112221 + Penalty 3410.483568 = -309998.628653 Iteration 13Q: 3 clusters Score -309998.6 nChanged 128 ComputeScore: Raw -313479.451654 + Penalty 3410.483568 = -310068.968086 Iteration 14Q: 3 clusters Score -310069 nChanged 52 ComputeScore: Raw -313493.685143 + Penalty 3410.483568 = -310083.201576 Iteration 15Q: 3 clusters Score -310083.2 nChanged 19 ComputeScore: Raw -313498.264345 + Penalty 3410.483568 = -310087.780778 Iteration 16Q: 3 clusters Score -310087.8 nChanged 6 ComputeScore: Raw -313499.640197 + Penalty 3410.483568 = -310089.156629 Iteration 17Q: 3 clusters Score -310089.2 nChanged 6 ComputeScore: Raw -313500.647590 + Penalty 3410.483568 = -310090.164023 Iteration 18Q: 3 clusters Score -310090.2 nChanged 1 ComputeScore: Raw -313500.752094 + Penalty 3410.483568 = -310090.268526 Iteration 19Q: 3 clusters Score -310090.3 nChanged 0 ComputeScore: Raw -313500.752094 + Penalty 3410.483568 = -310090.268526 Iteration 20F: 3 clusters Score -310090.3 nChanged 0 ComputeScore: Raw -5112330.281448 + Penalty 49623.051340 = -5062707.230108Splitting cluster 7 changes total score from -5043742.271313 to -5062707.230108 So it's getting split into cluster 22. Trying to split cluster 8 (11448 points) Assigned 2 initial classes randomly. ComputeScore: Raw -409211.609731 + Penalty 1766.312791 = -407445.296941 Iteration 0F: 2 clusters Score -407445.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -402867.309260 + Penalty 3532.625581 = -399334.683678 Iteration 0F: 3 clusters Score -399334.7 nChanged 4880 ComputeScore: Raw -405735.559317 + Penalty 3532.625581 = -402202.933735 Iteration 1F: 3 clusters Score -402202.9 nChanged 910 ComputeScore: Raw -406489.346157 + Penalty 3532.625581 = -402956.720575 Iteration 2F: 3 clusters Score -402956.7 nChanged 948 ComputeScore: Raw -407545.497431 + Penalty 3532.625581 = -404012.871849 Iteration 3F: 3 clusters Score -404012.9 nChanged 948 ComputeScore: Raw -408947.915491 + Penalty 3532.625581 = -405415.289910 Iteration 4F: 3 clusters Score -405415.3 nChanged 971 ComputeScore: Raw -410740.333231 + Penalty 3532.625581 = -407207.707649 Iteration 5F: 3 clusters Score -407207.7 nChanged 944 ComputeScore: Raw -412970.242011 + Penalty 3532.625581 = -409437.616430 Iteration 6F: 3 clusters Score -409437.6 nChanged 862 ComputeScore: Raw -415394.556649 + Penalty 3532.625581 = -411861.931068 Iteration 7F: 3 clusters Score -411861.9 nChanged 749 ComputeScore: Raw -417517.284363 + Penalty 3532.625581 = -413984.658782 Iteration 8F: 3 clusters Score -413984.7 nChanged 643 ComputeScore: Raw -419016.491507 + Penalty 3532.625581 = -415483.865925 Iteration 9F: 3 clusters Score -415483.9 nChanged 465 ComputeScore: Raw -419783.939375 + Penalty 3532.625581 = -416251.313793 Iteration 10Q: 3 clusters Score -416251.3 nChanged 288 ComputeScore: Raw -420004.146158 + Penalty 3532.625581 = -416471.520576 Iteration 11Q: 3 clusters Score -416471.5 nChanged 133 ComputeScore: Raw -420059.684170 + Penalty 3532.625581 = -416527.058589 Iteration 12Q: 3 clusters Score -416527.1 nChanged 66 ComputeScore: Raw -420073.371031 + Penalty 3532.625581 = -416540.745449 Iteration 13Q: 3 clusters Score -416540.7 nChanged 28 ComputeScore: Raw -420077.898760 + Penalty 3532.625581 = -416545.273179 Iteration 14Q: 3 clusters Score -416545.3 nChanged 12 ComputeScore: Raw -420080.215835 + Penalty 3532.625581 = -416547.590253 Iteration 15Q: 3 clusters Score -416547.6 nChanged 14 ComputeScore: Raw -420081.803320 + Penalty 3532.625581 = -416549.177738 Iteration 16Q: 3 clusters Score -416549.2 nChanged 8 ComputeScore: Raw -420082.915857 + Penalty 3532.625581 = -416550.290276 Iteration 17Q: 3 clusters Score -416550.3 nChanged 6 ComputeScore: Raw -420083.528673 + Penalty 3532.625581 = -416550.903092 Iteration 18Q: 3 clusters Score -416550.9 nChanged 5 ComputeScore: Raw -420084.407107 + Penalty 3532.625581 = -416551.781526 Iteration 19Q: 3 clusters Score -416551.8 nChanged 4 ComputeScore: Raw -420085.184933 + Penalty 3532.625581 = -416552.559352 Iteration 20F: 3 clusters Score -416552.6 nChanged 8 ComputeScore: Raw -420086.146555 + Penalty 3532.625581 = -416553.520974 Iteration 21Q: 3 clusters Score -416553.5 nChanged 11 ComputeScore: Raw -420087.936296 + Penalty 3532.625581 = -416555.310715 Iteration 22Q: 3 clusters Score -416555.3 nChanged 11 ComputeScore: Raw -420089.454804 + Penalty 3532.625581 = -416556.829223 Iteration 23Q: 3 clusters Score -416556.8 nChanged 17 ComputeScore: Raw -420092.243349 + Penalty 3532.625581 = -416559.617768 Iteration 24Q: 3 clusters Score -416559.6 nChanged 17 ComputeScore: Raw -420096.061239 + Penalty 3532.625581 = -416563.435658 Iteration 25Q: 3 clusters Score -416563.4 nChanged 14 ComputeScore: Raw -420098.627918 + Penalty 3532.625581 = -416566.002337 Iteration 26Q: 3 clusters Score -416566 nChanged 24 ComputeScore: Raw -420103.760047 + Penalty 3532.625581 = -416571.134466 Iteration 27Q: 3 clusters Score -416571.1 nChanged 32 ComputeScore: Raw -420111.735150 + Penalty 3532.625581 = -416579.109569 Iteration 28Q: 3 clusters Score -416579.1 nChanged 34 ComputeScore: Raw -420120.371634 + Penalty 3532.625581 = -416587.746052 Iteration 29Q: 3 clusters Score -416587.7 nChanged 35 ComputeScore: Raw -420127.590961 + Penalty 3532.625581 = -416594.965380 Iteration 30Q: 3 clusters Score -416595 nChanged 30 ComputeScore: Raw -420135.739700 + Penalty 3532.625581 = -416603.114119 Iteration 31Q: 3 clusters Score -416603.1 nChanged 26 ComputeScore: Raw -420142.102423 + Penalty 3532.625581 = -416609.476842 Iteration 32Q: 3 clusters Score -416609.5 nChanged 33 ComputeScore: Raw -420150.837895 + Penalty 3532.625581 = -416618.212314 Iteration 33Q: 3 clusters Score -416618.2 nChanged 42 ComputeScore: Raw -420160.851910 + Penalty 3532.625581 = -416628.226329 Iteration 34Q: 3 clusters Score -416628.2 nChanged 35 ComputeScore: Raw -420168.304454 + Penalty 3532.625581 = -416635.678873 Iteration 35Q: 3 clusters Score -416635.7 nChanged 32 ComputeScore: Raw -420174.010026 + Penalty 3532.625581 = -416641.384444 Iteration 36Q: 3 clusters Score -416641.4 nChanged 26 ComputeScore: Raw -420177.155486 + Penalty 3532.625581 = -416644.529904 Iteration 37Q: 3 clusters Score -416644.5 nChanged 14 ComputeScore: Raw -420178.947220 + Penalty 3532.625581 = -416646.321639 Iteration 38Q: 3 clusters Score -416646.3 nChanged 8 ComputeScore: Raw -420180.272800 + Penalty 3532.625581 = -416647.647219 Iteration 39Q: 3 clusters Score -416647.6 nChanged 7 ComputeScore: Raw -420181.451025 + Penalty 3532.625581 = -416648.825443 Iteration 40F: 3 clusters Score -416648.8 nChanged 6 ComputeScore: Raw -420182.041325 + Penalty 3532.625581 = -416649.415744 Iteration 41Q: 3 clusters Score -416649.4 nChanged 1 ComputeScore: Raw -420182.093778 + Penalty 3532.625581 = -416649.468197 Iteration 42Q: 3 clusters Score -416649.5 nChanged 1 ComputeScore: Raw -420182.140739 + Penalty 3532.625581 = -416649.515157 Iteration 43Q: 3 clusters Score -416649.5 nChanged 1 ComputeScore: Raw -420182.182805 + Penalty 3532.625581 = -416649.557224 Iteration 44Q: 3 clusters Score -416649.6 nChanged 0 ComputeScore: Raw -420182.182805 + Penalty 3532.625581 = -416649.557224 Iteration 45F: 3 clusters Score -416649.6 nChanged 0 ComputeScore: Raw -5123300.854521 + Penalty 51878.644582 = -5071422.209939Splitting cluster 8 changes total score from -5043742.271313 to -5071422.209939 So it's getting split into cluster 23. Trying to split cluster 9 (9087 points) Assigned 2 initial classes randomly. ComputeScore: Raw -324806.442325 + Penalty 1722.659419 = -323083.782906 Iteration 0F: 2 clusters Score -323083.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -319845.182447 + Penalty 3445.318838 = -316399.863609 Iteration 0F: 3 clusters Score -316399.9 nChanged 3841 ComputeScore: Raw -321880.535651 + Penalty 3445.318838 = -318435.216813 Iteration 1F: 3 clusters Score -318435.2 nChanged 653 ComputeScore: Raw -322250.249147 + Penalty 3445.318838 = -318804.930309 Iteration 2F: 3 clusters Score -318804.9 nChanged 626 ComputeScore: Raw -322666.956402 + Penalty 3445.318838 = -319221.637564 Iteration 3F: 3 clusters Score -319221.6 nChanged 625 ComputeScore: Raw -323107.037797 + Penalty 3445.318838 = -319661.718959 Iteration 4F: 3 clusters Score -319661.7 nChanged 581 ComputeScore: Raw -323547.860526 + Penalty 3445.318838 = -320102.541689 Iteration 5F: 3 clusters Score -320102.5 nChanged 555 ComputeScore: Raw -324029.555914 + Penalty 3445.318838 = -320584.237076 Iteration 6F: 3 clusters Score -320584.2 nChanged 521 ComputeScore: Raw -324493.566450 + Penalty 3445.318838 = -321048.247612 Iteration 7F: 3 clusters Score -321048.2 nChanged 410 ComputeScore: Raw -324828.166847 + Penalty 3445.318838 = -321382.848009 Iteration 8Q: 3 clusters Score -321382.8 nChanged 336 ComputeScore: Raw -325078.662978 + Penalty 3445.318838 = -321633.344141 Iteration 9Q: 3 clusters Score -321633.3 nChanged 239 ComputeScore: Raw -325227.465118 + Penalty 3445.318838 = -321782.146280 Iteration 10Q: 3 clusters Score -321782.1 nChanged 145 ComputeScore: Raw -325323.827286 + Penalty 3445.318838 = -321878.508449 Iteration 11Q: 3 clusters Score -321878.5 nChanged 102 ComputeScore: Raw -325380.654692 + Penalty 3445.318838 = -321935.335854 Iteration 12Q: 3 clusters Score -321935.3 nChanged 80 ComputeScore: Raw -325423.192498 + Penalty 3445.318838 = -321977.873660 Iteration 13Q: 3 clusters Score -321977.9 nChanged 51 ComputeScore: Raw -325451.571548 + Penalty 3445.318838 = -322006.252710 Iteration 14Q: 3 clusters Score -322006.3 nChanged 32 ComputeScore: Raw -325471.356950 + Penalty 3445.318838 = -322026.038112 Iteration 15Q: 3 clusters Score -322026 nChanged 34 ComputeScore: Raw -325490.014291 + Penalty 3445.318838 = -322044.695453 Iteration 16Q: 3 clusters Score -322044.7 nChanged 16 ComputeScore: Raw -325496.602918 + Penalty 3445.318838 = -322051.284080 Iteration 17Q: 3 clusters Score -322051.3 nChanged 9 ComputeScore: Raw -325500.737489 + Penalty 3445.318838 = -322055.418651 Iteration 18Q: 3 clusters Score -322055.4 nChanged 10 ComputeScore: Raw -325505.373193 + Penalty 3445.318838 = -322060.054355 Iteration 19Q: 3 clusters Score -322060.1 nChanged 8 ComputeScore: Raw -325508.247427 + Penalty 3445.318838 = -322062.928590 Iteration 20F: 3 clusters Score -322062.9 nChanged 6 ComputeScore: Raw -325510.273664 + Penalty 3445.318838 = -322064.954826 Iteration 21Q: 3 clusters Score -322065 nChanged 1 ComputeScore: Raw -325510.454990 + Penalty 3445.318838 = -322065.136152 Iteration 22Q: 3 clusters Score -322065.1 nChanged 1 ComputeScore: Raw -325510.550267 + Penalty 3445.318838 = -322065.231430 Iteration 23Q: 3 clusters Score -322065.2 nChanged 0 ComputeScore: Raw -325510.550267 + Penalty 3445.318838 = -322065.231430 Iteration 24F: 3 clusters Score -322065.2 nChanged 0 Trying to split cluster 10 (5144 points) Assigned 2 initial classes randomly. ComputeScore: Raw -196867.735145 + Penalty 1615.115804 = -195252.619341 Iteration 0F: 2 clusters Score -195252.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -194265.384235 + Penalty 3230.231609 = -191035.152626 Iteration 0F: 3 clusters Score -191035.2 nChanged 2030 ComputeScore: Raw -195379.290420 + Penalty 3230.231609 = -192149.058812 Iteration 1F: 3 clusters Score -192149.1 nChanged 376 ComputeScore: Raw -195568.334588 + Penalty 3230.231609 = -192338.102980 Iteration 2F: 3 clusters Score -192338.1 nChanged 235 ComputeScore: Raw -195676.246122 + Penalty 3230.231609 = -192446.014514 Iteration 3Q: 3 clusters Score -192446 nChanged 198 ComputeScore: Raw -195771.628392 + Penalty 3230.231609 = -192541.396783 Iteration 4Q: 3 clusters Score -192541.4 nChanged 164 ComputeScore: Raw -195862.423745 + Penalty 3230.231609 = -192632.192136 Iteration 5Q: 3 clusters Score -192632.2 nChanged 169 ComputeScore: Raw -195953.609517 + Penalty 3230.231609 = -192723.377909 Iteration 6Q: 3 clusters Score -192723.4 nChanged 153 ComputeScore: Raw -196040.979314 + Penalty 3230.231609 = -192810.747706 Iteration 7Q: 3 clusters Score -192810.7 nChanged 152 ComputeScore: Raw -196127.026141 + Penalty 3230.231609 = -192896.794533 Iteration 8Q: 3 clusters Score -192896.8 nChanged 143 ComputeScore: Raw -196212.238662 + Penalty 3230.231609 = -192982.007053 Iteration 9Q: 3 clusters Score -192982 nChanged 142 ComputeScore: Raw -196302.926713 + Penalty 3230.231609 = -193072.695104 Iteration 10Q: 3 clusters Score -193072.7 nChanged 166 ComputeScore: Raw -196404.052022 + Penalty 3230.231609 = -193173.820413 Iteration 11Q: 3 clusters Score -193173.8 nChanged 159 ComputeScore: Raw -196502.529556 + Penalty 3230.231609 = -193272.297948 Iteration 12Q: 3 clusters Score -193272.3 nChanged 160 ComputeScore: Raw -196608.405317 + Penalty 3230.231609 = -193378.173709 Iteration 13Q: 3 clusters Score -193378.2 nChanged 144 ComputeScore: Raw -196702.844715 + Penalty 3230.231609 = -193472.613107 Iteration 14Q: 3 clusters Score -193472.6 nChanged 113 ComputeScore: Raw -196778.077279 + Penalty 3230.231609 = -193547.845670 Iteration 15Q: 3 clusters Score -193547.8 nChanged 87 ComputeScore: Raw -196833.377514 + Penalty 3230.231609 = -193603.145905 Iteration 16Q: 3 clusters Score -193603.1 nChanged 80 ComputeScore: Raw -196883.400035 + Penalty 3230.231609 = -193653.168427 Iteration 17Q: 3 clusters Score -193653.2 nChanged 60 ComputeScore: Raw -196919.689265 + Penalty 3230.231609 = -193689.457657 Iteration 18Q: 3 clusters Score -193689.5 nChanged 53 ComputeScore: Raw -196957.322310 + Penalty 3230.231609 = -193727.090701 Iteration 19Q: 3 clusters Score -193727.1 nChanged 45 ComputeScore: Raw -196992.797162 + Penalty 3230.231609 = -193762.565553 Iteration 20F: 3 clusters Score -193762.6 nChanged 32 ComputeScore: Raw -197017.793134 + Penalty 3230.231609 = -193787.561526 Iteration 21Q: 3 clusters Score -193787.6 nChanged 32 ComputeScore: Raw -197040.857584 + Penalty 3230.231609 = -193810.625975 Iteration 22Q: 3 clusters Score -193810.6 nChanged 22 ComputeScore: Raw -197058.328469 + Penalty 3230.231609 = -193828.096860 Iteration 23Q: 3 clusters Score -193828.1 nChanged 18 ComputeScore: Raw -197072.776595 + Penalty 3230.231609 = -193842.544986 Iteration 24Q: 3 clusters Score -193842.5 nChanged 11 ComputeScore: Raw -197078.922637 + Penalty 3230.231609 = -193848.691029 Iteration 25Q: 3 clusters Score -193848.7 nChanged 8 ComputeScore: Raw -197087.454778 + Penalty 3230.231609 = -193857.223170 Iteration 26Q: 3 clusters Score -193857.2 nChanged 9 ComputeScore: Raw -197096.213234 + Penalty 3230.231609 = -193865.981625 Iteration 27Q: 3 clusters Score -193866 nChanged 9 ComputeScore: Raw -197105.799873 + Penalty 3230.231609 = -193875.568265 Iteration 28Q: 3 clusters Score -193875.6 nChanged 9 ComputeScore: Raw -197111.366035 + Penalty 3230.231609 = -193881.134427 Iteration 29Q: 3 clusters Score -193881.1 nChanged 4 ComputeScore: Raw -197113.144797 + Penalty 3230.231609 = -193882.913189 Iteration 30Q: 3 clusters Score -193882.9 nChanged 3 ComputeScore: Raw -197115.496637 + Penalty 3230.231609 = -193885.265028 Iteration 31Q: 3 clusters Score -193885.3 nChanged 4 ComputeScore: Raw -197117.405950 + Penalty 3230.231609 = -193887.174341 Iteration 32Q: 3 clusters Score -193887.2 nChanged 4 ComputeScore: Raw -197120.554848 + Penalty 3230.231609 = -193890.323240 Iteration 33Q: 3 clusters Score -193890.3 nChanged 3 ComputeScore: Raw -197123.209727 + Penalty 3230.231609 = -193892.978118 Iteration 34Q: 3 clusters Score -193893 nChanged 4 ComputeScore: Raw -197126.780058 + Penalty 3230.231609 = -193896.548449 Iteration 35Q: 3 clusters Score -193896.5 nChanged 4 ComputeScore: Raw -197128.872930 + Penalty 3230.231609 = -193898.641322 Iteration 36Q: 3 clusters Score -193898.6 nChanged 3 ComputeScore: Raw -197130.795938 + Penalty 3230.231609 = -193900.564329 Iteration 37Q: 3 clusters Score -193900.6 nChanged 4 ComputeScore: Raw -197132.805155 + Penalty 3230.231609 = -193902.573547 Iteration 38Q: 3 clusters Score -193902.6 nChanged 1 ComputeScore: Raw -197133.306991 + Penalty 3230.231609 = -193903.075382 Iteration 39Q: 3 clusters Score -193903.1 nChanged 0 ComputeScore: Raw -197133.306991 + Penalty 3230.231609 = -193903.075382 Iteration 40F: 3 clusters Score -193903.1 nChanged 0 Trying to split cluster 11 (6606 points) Assigned 2 initial classes randomly. ComputeScore: Raw -245951.935933 + Penalty 1662.393652 = -244289.542281 Iteration 0F: 2 clusters Score -244289.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -242404.147209 + Penalty 3324.787303 = -239079.359906 Iteration 0F: 3 clusters Score -239079.4 nChanged 2777 ComputeScore: Raw -243945.487288 + Penalty 3324.787303 = -240620.699985 Iteration 1F: 3 clusters Score -240620.7 nChanged 443 ComputeScore: Raw -244182.492536 + Penalty 3324.787303 = -240857.705233 Iteration 2F: 3 clusters Score -240857.7 nChanged 370 ComputeScore: Raw -244388.572778 + Penalty 3324.787303 = -241063.785475 Iteration 3F: 3 clusters Score -241063.8 nChanged 319 ComputeScore: Raw -244575.746981 + Penalty 3324.787303 = -241250.959678 Iteration 4Q: 3 clusters Score -241251 nChanged 306 ComputeScore: Raw -244772.578875 + Penalty 3324.787303 = -241447.791572 Iteration 5Q: 3 clusters Score -241447.8 nChanged 303 ComputeScore: Raw -244968.391674 + Penalty 3324.787303 = -241643.604371 Iteration 6Q: 3 clusters Score -241643.6 nChanged 291 ComputeScore: Raw -245138.090923 + Penalty 3324.787303 = -241813.303620 Iteration 7Q: 3 clusters Score -241813.3 nChanged 252 ComputeScore: Raw -245285.777745 + Penalty 3324.787303 = -241960.990442 Iteration 8Q: 3 clusters Score -241961 nChanged 215 ComputeScore: Raw -245409.633149 + Penalty 3324.787303 = -242084.845846 Iteration 9Q: 3 clusters Score -242084.8 nChanged 212 ComputeScore: Raw -245528.956984 + Penalty 3324.787303 = -242204.169681 Iteration 10Q: 3 clusters Score -242204.2 nChanged 209 ComputeScore: Raw -245649.354231 + Penalty 3324.787303 = -242324.566928 Iteration 11Q: 3 clusters Score -242324.6 nChanged 180 ComputeScore: Raw -245754.788283 + Penalty 3324.787303 = -242430.000980 Iteration 12Q: 3 clusters Score -242430 nChanged 168 ComputeScore: Raw -245854.128528 + Penalty 3324.787303 = -242529.341225 Iteration 13Q: 3 clusters Score -242529.3 nChanged 152 ComputeScore: Raw -245938.253906 + Penalty 3324.787303 = -242613.466603 Iteration 14Q: 3 clusters Score -242613.5 nChanged 124 ComputeScore: Raw -246004.269425 + Penalty 3324.787303 = -242679.482122 Iteration 15Q: 3 clusters Score -242679.5 nChanged 93 ComputeScore: Raw -246046.333199 + Penalty 3324.787303 = -242721.545896 Iteration 16Q: 3 clusters Score -242721.5 nChanged 77 ComputeScore: Raw -246082.897748 + Penalty 3324.787303 = -242758.110445 Iteration 17Q: 3 clusters Score -242758.1 nChanged 78 ComputeScore: Raw -246119.057381 + Penalty 3324.787303 = -242794.270078 Iteration 18Q: 3 clusters Score -242794.3 nChanged 83 ComputeScore: Raw -246158.899368 + Penalty 3324.787303 = -242834.112065 Iteration 19Q: 3 clusters Score -242834.1 nChanged 79 ComputeScore: Raw -246195.467201 + Penalty 3324.787303 = -242870.679898 Iteration 20F: 3 clusters Score -242870.7 nChanged 71 ComputeScore: Raw -246234.363009 + Penalty 3324.787303 = -242909.575706 Iteration 21Q: 3 clusters Score -242909.6 nChanged 78 ComputeScore: Raw -246276.219267 + Penalty 3324.787303 = -242951.431964 Iteration 22Q: 3 clusters Score -242951.4 nChanged 53 ComputeScore: Raw -246299.711608 + Penalty 3324.787303 = -242974.924305 Iteration 23Q: 3 clusters Score -242974.9 nChanged 47 ComputeScore: Raw -246329.605203 + Penalty 3324.787303 = -243004.817900 Iteration 24Q: 3 clusters Score -243004.8 nChanged 42 ComputeScore: Raw -246353.934753 + Penalty 3324.787303 = -243029.147450 Iteration 25Q: 3 clusters Score -243029.1 nChanged 36 ComputeScore: Raw -246371.777288 + Penalty 3324.787303 = -243046.989985 Iteration 26Q: 3 clusters Score -243047 nChanged 24 ComputeScore: Raw -246382.788695 + Penalty 3324.787303 = -243058.001392 Iteration 27Q: 3 clusters Score -243058 nChanged 26 ComputeScore: Raw -246395.335477 + Penalty 3324.787303 = -243070.548174 Iteration 28Q: 3 clusters Score -243070.5 nChanged 23 ComputeScore: Raw -246408.076209 + Penalty 3324.787303 = -243083.288905 Iteration 29Q: 3 clusters Score -243083.3 nChanged 24 ComputeScore: Raw -246416.954994 + Penalty 3324.787303 = -243092.167691 Iteration 30Q: 3 clusters Score -243092.2 nChanged 20 ComputeScore: Raw -246424.949113 + Penalty 3324.787303 = -243100.161810 Iteration 31Q: 3 clusters Score -243100.2 nChanged 17 ComputeScore: Raw -246434.299414 + Penalty 3324.787303 = -243109.512111 Iteration 32Q: 3 clusters Score -243109.5 nChanged 9 ComputeScore: Raw -246438.304832 + Penalty 3324.787303 = -243113.517529 Iteration 33Q: 3 clusters Score -243113.5 nChanged 10 ComputeScore: Raw -246442.607481 + Penalty 3324.787303 = -243117.820178 Iteration 34Q: 3 clusters Score -243117.8 nChanged 9 ComputeScore: Raw -246446.358269 + Penalty 3324.787303 = -243121.570966 Iteration 35Q: 3 clusters Score -243121.6 nChanged 4 ComputeScore: Raw -246448.293187 + Penalty 3324.787303 = -243123.505884 Iteration 36Q: 3 clusters Score -243123.5 nChanged 4 ComputeScore: Raw -246449.966371 + Penalty 3324.787303 = -243125.179068 Iteration 37Q: 3 clusters Score -243125.2 nChanged 2 ComputeScore: Raw -246450.487998 + Penalty 3324.787303 = -243125.700695 Iteration 38Q: 3 clusters Score -243125.7 nChanged 1 ComputeScore: Raw -246450.842702 + Penalty 3324.787303 = -243126.055398 Iteration 39Q: 3 clusters Score -243126.1 nChanged 0 ComputeScore: Raw -246450.842702 + Penalty 3324.787303 = -243126.055398 Iteration 40F: 3 clusters Score -243126.1 nChanged 0 Trying to split cluster 12 (10628 points) Assigned 2 initial classes randomly. ComputeScore: Raw -387761.840953 + Penalty 1752.265741 = -386009.575212 Iteration 0F: 2 clusters Score -386009.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -381760.773602 + Penalty 3504.531482 = -378256.242120 Iteration 0F: 3 clusters Score -378256.2 nChanged 4565 ComputeScore: Raw -384339.970904 + Penalty 3504.531482 = -380835.439422 Iteration 1F: 3 clusters Score -380835.4 nChanged 685 ComputeScore: Raw -384725.387044 + Penalty 3504.531482 = -381220.855562 Iteration 2F: 3 clusters Score -381220.9 nChanged 625 ComputeScore: Raw -385129.041128 + Penalty 3504.531482 = -381624.509646 Iteration 3F: 3 clusters Score -381624.5 nChanged 636 ComputeScore: Raw -385605.937102 + Penalty 3504.531482 = -382101.405620 Iteration 4F: 3 clusters Score -382101.4 nChanged 656 ComputeScore: Raw -386284.608243 + Penalty 3504.531482 = -382780.076761 Iteration 5F: 3 clusters Score -382780.1 nChanged 738 ComputeScore: Raw -387275.295480 + Penalty 3504.531482 = -383770.763998 Iteration 6F: 3 clusters Score -383770.8 nChanged 788 ComputeScore: Raw -388876.689486 + Penalty 3504.531482 = -385372.158004 Iteration 7F: 3 clusters Score -385372.2 nChanged 811 ComputeScore: Raw -390648.550285 + Penalty 3504.531482 = -387144.018803 Iteration 8F: 3 clusters Score -387144 nChanged 833 ComputeScore: Raw -392974.413600 + Penalty 3504.531482 = -389469.882118 Iteration 9F: 3 clusters Score -389469.9 nChanged 745 ComputeScore: Raw -395397.660530 + Penalty 3504.531482 = -391893.129048 Iteration 10F: 3 clusters Score -391893.1 nChanged 591 ComputeScore: Raw -397330.706323 + Penalty 3504.531482 = -393826.174841 Iteration 11F: 3 clusters Score -393826.2 nChanged 330 ComputeScore: Raw -397990.586348 + Penalty 3504.531482 = -394486.054866 Iteration 12Q: 3 clusters Score -394486.1 nChanged 205 ComputeScore: Raw -398068.832522 + Penalty 3504.531482 = -394564.301040 Iteration 13Q: 3 clusters Score -394564.3 nChanged 117 ComputeScore: Raw -398106.426901 + Penalty 3504.531482 = -394601.895419 Iteration 14Q: 3 clusters Score -394601.9 nChanged 72 ComputeScore: Raw -398127.252369 + Penalty 3504.531482 = -394622.720887 Iteration 15Q: 3 clusters Score -394622.7 nChanged 43 ComputeScore: Raw -398138.418889 + Penalty 3504.531482 = -394633.887407 Iteration 16Q: 3 clusters Score -394633.9 nChanged 41 ComputeScore: Raw -398149.274637 + Penalty 3504.531482 = -394644.743155 Iteration 17Q: 3 clusters Score -394644.7 nChanged 39 ComputeScore: Raw -398158.393097 + Penalty 3504.531482 = -394653.861615 Iteration 18Q: 3 clusters Score -394653.9 nChanged 29 ComputeScore: Raw -398164.443960 + Penalty 3504.531482 = -394659.912478 Iteration 19Q: 3 clusters Score -394659.9 nChanged 34 ComputeScore: Raw -398171.661563 + Penalty 3504.531482 = -394667.130081 Iteration 20F: 3 clusters Score -394667.1 nChanged 27 ComputeScore: Raw -398176.664076 + Penalty 3504.531482 = -394672.132594 Iteration 21Q: 3 clusters Score -394672.1 nChanged 21 ComputeScore: Raw -398180.293553 + Penalty 3504.531482 = -394675.762071 Iteration 22Q: 3 clusters Score -394675.8 nChanged 19 ComputeScore: Raw -398183.671618 + Penalty 3504.531482 = -394679.140136 Iteration 23Q: 3 clusters Score -394679.1 nChanged 20 ComputeScore: Raw -398186.731587 + Penalty 3504.531482 = -394682.200105 Iteration 24Q: 3 clusters Score -394682.2 nChanged 17 ComputeScore: Raw -398189.184926 + Penalty 3504.531482 = -394684.653444 Iteration 25Q: 3 clusters Score -394684.7 nChanged 14 ComputeScore: Raw -398190.826407 + Penalty 3504.531482 = -394686.294925 Iteration 26Q: 3 clusters Score -394686.3 nChanged 10 ComputeScore: Raw -398192.414297 + Penalty 3504.531482 = -394687.882815 Iteration 27Q: 3 clusters Score -394687.9 nChanged 9 ComputeScore: Raw -398194.206730 + Penalty 3504.531482 = -394689.675248 Iteration 28Q: 3 clusters Score -394689.7 nChanged 9 ComputeScore: Raw -398195.238834 + Penalty 3504.531482 = -394690.707352 Iteration 29Q: 3 clusters Score -394690.7 nChanged 10 ComputeScore: Raw -398196.572526 + Penalty 3504.531482 = -394692.041044 Iteration 30Q: 3 clusters Score -394692 nChanged 5 ComputeScore: Raw -398197.219932 + Penalty 3504.531482 = -394692.688450 Iteration 31Q: 3 clusters Score -394692.7 nChanged 0 ComputeScore: Raw -398197.219932 + Penalty 3504.531482 = -394692.688450 Iteration 32F: 3 clusters Score -394692.7 nChanged 0 ComputeScore: Raw -5133736.233500 + Penalty 54134.237825 = -5079601.995675Splitting cluster 12 changes total score from -5043742.271313 to -5079601.995675 So it's getting split into cluster 24. Trying to split cluster 13 (8542 points) Assigned 2 initial classes randomly. ComputeScore: Raw -306140.414477 + Penalty 1710.969835 = -304429.444641 Iteration 0F: 2 clusters Score -304429.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -301471.351318 + Penalty 3421.939671 = -298049.411647 Iteration 0F: 3 clusters Score -298049.4 nChanged 3724 ComputeScore: Raw -303741.847528 + Penalty 3421.939671 = -300319.907857 Iteration 1F: 3 clusters Score -300319.9 nChanged 732 ComputeScore: Raw -304464.427388 + Penalty 3421.939671 = -301042.487717 Iteration 2F: 3 clusters Score -301042.5 nChanged 732 ComputeScore: Raw -305472.882623 + Penalty 3421.939671 = -302050.942953 Iteration 3F: 3 clusters Score -302050.9 nChanged 733 ComputeScore: Raw -306797.521496 + Penalty 3421.939671 = -303375.581826 Iteration 4F: 3 clusters Score -303375.6 nChanged 755 ComputeScore: Raw -308239.221804 + Penalty 3421.939671 = -304817.282133 Iteration 5F: 3 clusters Score -304817.3 nChanged 620 ComputeScore: Raw -309200.534033 + Penalty 3421.939671 = -305778.594363 Iteration 6F: 3 clusters Score -305778.6 nChanged 456 ComputeScore: Raw -309705.454179 + Penalty 3421.939671 = -306283.514508 Iteration 7F: 3 clusters Score -306283.5 nChanged 320 ComputeScore: Raw -309989.209131 + Penalty 3421.939671 = -306567.269460 Iteration 8Q: 3 clusters Score -306567.3 nChanged 195 ComputeScore: Raw -310129.534109 + Penalty 3421.939671 = -306707.594439 Iteration 9Q: 3 clusters Score -306707.6 nChanged 145 ComputeScore: Raw -310201.688916 + Penalty 3421.939671 = -306779.749245 Iteration 10Q: 3 clusters Score -306779.7 nChanged 99 ComputeScore: Raw -310245.626478 + Penalty 3421.939671 = -306823.686807 Iteration 11Q: 3 clusters Score -306823.7 nChanged 87 ComputeScore: Raw -310290.867702 + Penalty 3421.939671 = -306868.928032 Iteration 12Q: 3 clusters Score -306868.9 nChanged 98 ComputeScore: Raw -310342.411348 + Penalty 3421.939671 = -306920.471677 Iteration 13Q: 3 clusters Score -306920.5 nChanged 95 ComputeScore: Raw -310394.667294 + Penalty 3421.939671 = -306972.727624 Iteration 14Q: 3 clusters Score -306972.7 nChanged 92 ComputeScore: Raw -310438.102390 + Penalty 3421.939671 = -307016.162719 Iteration 15Q: 3 clusters Score -307016.2 nChanged 75 ComputeScore: Raw -310460.760838 + Penalty 3421.939671 = -307038.821168 Iteration 16Q: 3 clusters Score -307038.8 nChanged 40 ComputeScore: Raw -310471.080033 + Penalty 3421.939671 = -307049.140362 Iteration 17Q: 3 clusters Score -307049.1 nChanged 39 ComputeScore: Raw -310478.929618 + Penalty 3421.939671 = -307056.989947 Iteration 18Q: 3 clusters Score -307057 nChanged 26 ComputeScore: Raw -310483.617056 + Penalty 3421.939671 = -307061.677385 Iteration 19Q: 3 clusters Score -307061.7 nChanged 16 ComputeScore: Raw -310486.538370 + Penalty 3421.939671 = -307064.598699 Iteration 20F: 3 clusters Score -307064.6 nChanged 9 ComputeScore: Raw -310487.994895 + Penalty 3421.939671 = -307066.055224 Iteration 21Q: 3 clusters Score -307066.1 nChanged 6 ComputeScore: Raw -310488.596336 + Penalty 3421.939671 = -307066.656666 Iteration 22Q: 3 clusters Score -307066.7 nChanged 2 ComputeScore: Raw -310488.900188 + Penalty 3421.939671 = -307066.960517 Iteration 23Q: 3 clusters Score -307067 nChanged 2 ComputeScore: Raw -310489.299167 + Penalty 3421.939671 = -307067.359497 Iteration 24Q: 3 clusters Score -307067.4 nChanged 2 ComputeScore: Raw -310489.564606 + Penalty 3421.939671 = -307067.624936 Iteration 25Q: 3 clusters Score -307067.6 nChanged 1 ComputeScore: Raw -310489.666758 + Penalty 3421.939671 = -307067.727088 Iteration 26Q: 3 clusters Score -307067.7 nChanged 1 ComputeScore: Raw -310489.764155 + Penalty 3421.939671 = -307067.824484 Iteration 27Q: 3 clusters Score -307067.8 nChanged 0 ComputeScore: Raw -310489.764155 + Penalty 3421.939671 = -307067.824484 Iteration 28F: 3 clusters Score -307067.8 nChanged 0 ComputeScore: Raw -5138085.583178 + Penalty 56389.831068 = -5081695.752110Splitting cluster 13 changes total score from -5043742.271313 to -5081695.752110 So it's getting split into cluster 25. Trying to split cluster 14 (13408 points) Assigned 2 initial classes randomly. ComputeScore: Raw -460844.280799 + Penalty 1796.181689 = -459048.099110 Iteration 0F: 2 clusters Score -459048.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -453131.830957 + Penalty 3592.363379 = -449539.467578 Iteration 0F: 3 clusters Score -449539.5 nChanged 5868 ComputeScore: Raw -456385.707595 + Penalty 3592.363379 = -452793.344216 Iteration 1F: 3 clusters Score -452793.3 nChanged 915 ComputeScore: Raw -456971.289233 + Penalty 3592.363379 = -453378.925854 Iteration 2F: 3 clusters Score -453378.9 nChanged 1008 ComputeScore: Raw -458090.570262 + Penalty 3592.363379 = -454498.206883 Iteration 3F: 3 clusters Score -454498.2 nChanged 1284 ComputeScore: Raw -461475.764561 + Penalty 3592.363379 = -457883.401182 Iteration 4F: 3 clusters Score -457883.4 nChanged 1587 ComputeScore: Raw -476273.599585 + Penalty 3592.363379 = -472681.236206 Iteration 5F: 3 clusters Score -472681.2 nChanged 2062 ComputeScore: Raw -482800.153687 + Penalty 3592.363379 = -479207.790308 Iteration 6F: 3 clusters Score -479207.8 nChanged 604 ComputeScore: Raw -486595.135553 + Penalty 3592.363379 = -483002.772174 Iteration 7Q: 3 clusters Score -483002.8 nChanged 148 ComputeScore: Raw -489766.746839 + Penalty 3592.363379 = -486174.383460 Iteration 8Q: 3 clusters Score -486174.4 nChanged 35 ComputeScore: Raw -491760.380222 + Penalty 3592.363379 = -488168.016843 Iteration 9Q: 3 clusters Score -488168 nChanged 0 ComputeScore: Raw -491760.380222 + Penalty 3592.363379 = -488168.016843 Iteration 10F: 3 clusters Score -488168 nChanged 0 ComputeScore: Raw -5169001.682601 + Penalty 58645.424310 = -5110356.258291Splitting cluster 14 changes total score from -5043742.271313 to -5110356.258291 So it's getting split into cluster 26. Trying to split cluster 15 (6291 points) Assigned 2 initial classes randomly. ComputeScore: Raw -238726.099007 + Penalty 1653.159435 = -237072.939572 Iteration 0F: 2 clusters Score -237072.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -235434.340642 + Penalty 3306.318871 = -232128.021771 Iteration 0F: 3 clusters Score -232128 nChanged 2594 ComputeScore: Raw -236927.064932 + Penalty 3306.318871 = -233620.746061 Iteration 1F: 3 clusters Score -233620.7 nChanged 509 ComputeScore: Raw -237244.484163 + Penalty 3306.318871 = -233938.165292 Iteration 2F: 3 clusters Score -233938.2 nChanged 407 ComputeScore: Raw -237478.373247 + Penalty 3306.318871 = -234172.054377 Iteration 3F: 3 clusters Score -234172.1 nChanged 328 ComputeScore: Raw -237669.698053 + Penalty 3306.318871 = -234363.379182 Iteration 4F: 3 clusters Score -234363.4 nChanged 289 ComputeScore: Raw -237848.082806 + Penalty 3306.318871 = -234541.763935 Iteration 5Q: 3 clusters Score -234541.8 nChanged 290 ComputeScore: Raw -238028.183237 + Penalty 3306.318871 = -234721.864367 Iteration 6Q: 3 clusters Score -234721.9 nChanged 267 ComputeScore: Raw -238218.988946 + Penalty 3306.318871 = -234912.670076 Iteration 7Q: 3 clusters Score -234912.7 nChanged 265 ComputeScore: Raw -238404.221899 + Penalty 3306.318871 = -235097.903029 Iteration 8Q: 3 clusters Score -235097.9 nChanged 226 ComputeScore: Raw -238573.241357 + Penalty 3306.318871 = -235266.922486 Iteration 9Q: 3 clusters Score -235266.9 nChanged 195 ComputeScore: Raw -238714.690428 + Penalty 3306.318871 = -235408.371558 Iteration 10Q: 3 clusters Score -235408.4 nChanged 139 ComputeScore: Raw -238814.381807 + Penalty 3306.318871 = -235508.062937 Iteration 11Q: 3 clusters Score -235508.1 nChanged 119 ComputeScore: Raw -238900.175981 + Penalty 3306.318871 = -235593.857110 Iteration 12Q: 3 clusters Score -235593.9 nChanged 94 ComputeScore: Raw -238967.627693 + Penalty 3306.318871 = -235661.308822 Iteration 13Q: 3 clusters Score -235661.3 nChanged 82 ComputeScore: Raw -239031.642644 + Penalty 3306.318871 = -235725.323773 Iteration 14Q: 3 clusters Score -235725.3 nChanged 53 ComputeScore: Raw -239071.823222 + Penalty 3306.318871 = -235765.504351 Iteration 15Q: 3 clusters Score -235765.5 nChanged 44 ComputeScore: Raw -239106.325973 + Penalty 3306.318871 = -235800.007102 Iteration 16Q: 3 clusters Score -235800 nChanged 28 ComputeScore: Raw -239133.574314 + Penalty 3306.318871 = -235827.255443 Iteration 17Q: 3 clusters Score -235827.3 nChanged 20 ComputeScore: Raw -239151.594431 + Penalty 3306.318871 = -235845.275560 Iteration 18Q: 3 clusters Score -235845.3 nChanged 22 ComputeScore: Raw -239171.629989 + Penalty 3306.318871 = -235865.311118 Iteration 19Q: 3 clusters Score -235865.3 nChanged 15 ComputeScore: Raw -239182.758291 + Penalty 3306.318871 = -235876.439420 Iteration 20F: 3 clusters Score -235876.4 nChanged 7 ComputeScore: Raw -239187.725673 + Penalty 3306.318871 = -235881.406802 Iteration 21Q: 3 clusters Score -235881.4 nChanged 6 ComputeScore: Raw -239191.823696 + Penalty 3306.318871 = -235885.504825 Iteration 22Q: 3 clusters Score -235885.5 nChanged 3 ComputeScore: Raw -239193.475852 + Penalty 3306.318871 = -235887.156981 Iteration 23Q: 3 clusters Score -235887.2 nChanged 5 ComputeScore: Raw -239197.238260 + Penalty 3306.318871 = -235890.919390 Iteration 24Q: 3 clusters Score -235890.9 nChanged 1 ComputeScore: Raw -239197.484914 + Penalty 3306.318871 = -235891.166043 Iteration 25Q: 3 clusters Score -235891.2 nChanged 0 ComputeScore: Raw -239197.484914 + Penalty 3306.318871 = -235891.166043 Iteration 26F: 3 clusters Score -235891.2 nChanged 0 Trying to split cluster 16 (12118 points) Assigned 2 initial classes randomly. ComputeScore: Raw -422988.833736 + Penalty 1777.062526 = -421211.771209 Iteration 0F: 2 clusters Score -421211.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -416184.944794 + Penalty 3554.125053 = -412630.819741 Iteration 0F: 3 clusters Score -412630.8 nChanged 5175 ComputeScore: Raw -418965.620954 + Penalty 3554.125053 = -415411.495902 Iteration 1F: 3 clusters Score -415411.5 nChanged 728 ComputeScore: Raw -419348.346825 + Penalty 3554.125053 = -415794.221773 Iteration 2F: 3 clusters Score -415794.2 nChanged 740 ComputeScore: Raw -419883.990321 + Penalty 3554.125053 = -416329.865268 Iteration 3F: 3 clusters Score -416329.9 nChanged 855 ComputeScore: Raw -420770.737300 + Penalty 3554.125053 = -417216.612247 Iteration 4F: 3 clusters Score -417216.6 nChanged 1061 ComputeScore: Raw -422361.360343 + Penalty 3554.125053 = -418807.235291 Iteration 5F: 3 clusters Score -418807.2 nChanged 1147 ComputeScore: Raw -424284.680607 + Penalty 3554.125053 = -420730.555554 Iteration 6F: 3 clusters Score -420730.6 nChanged 1085 ComputeScore: Raw -426774.384495 + Penalty 3554.125053 = -423220.259442 Iteration 7F: 3 clusters Score -423220.3 nChanged 809 ComputeScore: Raw -430077.541857 + Penalty 3554.125053 = -426523.416804 Iteration 8F: 3 clusters Score -426523.4 nChanged 639 ComputeScore: Raw -434371.608428 + Penalty 3554.125053 = -430817.483376 Iteration 9F: 3 clusters Score -430817.5 nChanged 697 ComputeScore: Raw -436492.572109 + Penalty 3554.125053 = -432938.447057 Iteration 10F: 3 clusters Score -432938.4 nChanged 332 ComputeScore: Raw -436858.453820 + Penalty 3554.125053 = -433304.328767 Iteration 11Q: 3 clusters Score -433304.3 nChanged 179 ComputeScore: Raw -437085.865690 + Penalty 3554.125053 = -433531.740637 Iteration 12Q: 3 clusters Score -433531.7 nChanged 138 ComputeScore: Raw -437246.311034 + Penalty 3554.125053 = -433692.185981 Iteration 13Q: 3 clusters Score -433692.2 nChanged 110 ComputeScore: Raw -437337.248225 + Penalty 3554.125053 = -433783.123172 Iteration 14Q: 3 clusters Score -433783.1 nChanged 83 ComputeScore: Raw -437403.310489 + Penalty 3554.125053 = -433849.185436 Iteration 15Q: 3 clusters Score -433849.2 nChanged 92 ComputeScore: Raw -437460.128366 + Penalty 3554.125053 = -433906.003313 Iteration 16Q: 3 clusters Score -433906 nChanged 45 ComputeScore: Raw -437478.486854 + Penalty 3554.125053 = -433924.361801 Iteration 17Q: 3 clusters Score -433924.4 nChanged 22 ComputeScore: Raw -437485.773681 + Penalty 3554.125053 = -433931.648628 Iteration 18Q: 3 clusters Score -433931.6 nChanged 22 ComputeScore: Raw -437493.885536 + Penalty 3554.125053 = -433939.760484 Iteration 19Q: 3 clusters Score -433939.8 nChanged 28 ComputeScore: Raw -437505.995043 + Penalty 3554.125053 = -433951.869990 Iteration 20F: 3 clusters Score -433951.9 nChanged 40 ComputeScore: Raw -437525.499114 + Penalty 3554.125053 = -433971.374062 Iteration 21Q: 3 clusters Score -433971.4 nChanged 59 ComputeScore: Raw -437555.315038 + Penalty 3554.125053 = -434001.189985 Iteration 22Q: 3 clusters Score -434001.2 nChanged 57 ComputeScore: Raw -437579.216329 + Penalty 3554.125053 = -434025.091276 Iteration 23Q: 3 clusters Score -434025.1 nChanged 40 ComputeScore: Raw -437591.274918 + Penalty 3554.125053 = -434037.149865 Iteration 24Q: 3 clusters Score -434037.1 nChanged 17 ComputeScore: Raw -437596.540228 + Penalty 3554.125053 = -434042.415176 Iteration 25Q: 3 clusters Score -434042.4 nChanged 16 ComputeScore: Raw -437601.678881 + Penalty 3554.125053 = -434047.553829 Iteration 26Q: 3 clusters Score -434047.6 nChanged 10 ComputeScore: Raw -437604.764246 + Penalty 3554.125053 = -434050.639194 Iteration 27Q: 3 clusters Score -434050.6 nChanged 12 ComputeScore: Raw -437608.419786 + Penalty 3554.125053 = -434054.294733 Iteration 28Q: 3 clusters Score -434054.3 nChanged 12 ComputeScore: Raw -437612.051560 + Penalty 3554.125053 = -434057.926508 Iteration 29Q: 3 clusters Score -434057.9 nChanged 12 ComputeScore: Raw -437614.701855 + Penalty 3554.125053 = -434060.576802 Iteration 30Q: 3 clusters Score -434060.6 nChanged 9 ComputeScore: Raw -437616.950690 + Penalty 3554.125053 = -434062.825638 Iteration 31Q: 3 clusters Score -434062.8 nChanged 6 ComputeScore: Raw -437617.752477 + Penalty 3554.125053 = -434063.627425 Iteration 32Q: 3 clusters Score -434063.6 nChanged 1 ComputeScore: Raw -437617.864969 + Penalty 3554.125053 = -434063.739916 Iteration 33Q: 3 clusters Score -434063.7 nChanged 1 ComputeScore: Raw -437617.910442 + Penalty 3554.125053 = -434063.785390 Iteration 34Q: 3 clusters Score -434063.8 nChanged 1 ComputeScore: Raw -437618.225221 + Penalty 3554.125053 = -434064.100168 Iteration 35Q: 3 clusters Score -434064.1 nChanged 1 ComputeScore: Raw -437618.249909 + Penalty 3554.125053 = -434064.124856 Iteration 36Q: 3 clusters Score -434064.1 nChanged 0 ComputeScore: Raw -437618.249909 + Penalty 3554.125053 = -434064.124856 Iteration 37F: 3 clusters Score -434064.1 nChanged 0 ComputeScore: Raw -5183631.098774 + Penalty 60901.017553 = -5122730.081221Splitting cluster 16 changes total score from -5043742.271313 to -5122730.081221 So it's getting split into cluster 27. Trying to split cluster 17 (10494 points) Assigned 2 initial classes randomly. ComputeScore: Raw -386859.429248 + Penalty 1749.867640 = -385109.561608 Iteration 0F: 2 clusters Score -385109.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -380995.356877 + Penalty 3499.735281 = -377495.621597 Iteration 0F: 3 clusters Score -377495.6 nChanged 4497 ComputeScore: Raw -383417.742908 + Penalty 3499.735281 = -379918.007627 Iteration 1F: 3 clusters Score -379918 nChanged 658 ComputeScore: Raw -383816.130868 + Penalty 3499.735281 = -380316.395587 Iteration 2F: 3 clusters Score -380316.4 nChanged 651 ComputeScore: Raw -384380.260580 + Penalty 3499.735281 = -380880.525299 Iteration 3F: 3 clusters Score -380880.5 nChanged 797 ComputeScore: Raw -385439.802403 + Penalty 3499.735281 = -381940.067122 Iteration 4F: 3 clusters Score -381940.1 nChanged 914 ComputeScore: Raw -387177.007371 + Penalty 3499.735281 = -383677.272090 Iteration 5F: 3 clusters Score -383677.3 nChanged 984 ComputeScore: Raw -389398.785285 + Penalty 3499.735281 = -385899.050004 Iteration 6F: 3 clusters Score -385899.1 nChanged 901 ComputeScore: Raw -391208.096970 + Penalty 3499.735281 = -387708.361689 Iteration 7F: 3 clusters Score -387708.4 nChanged 734 ComputeScore: Raw -392531.090636 + Penalty 3499.735281 = -389031.355355 Iteration 8F: 3 clusters Score -389031.4 nChanged 540 ComputeScore: Raw -393223.624324 + Penalty 3499.735281 = -389723.889043 Iteration 9F: 3 clusters Score -389723.9 nChanged 320 ComputeScore: Raw -393468.525868 + Penalty 3499.735281 = -389968.790587 Iteration 10Q: 3 clusters Score -389968.8 nChanged 156 ComputeScore: Raw -393526.219057 + Penalty 3499.735281 = -390026.483776 Iteration 11Q: 3 clusters Score -390026.5 nChanged 81 ComputeScore: Raw -393546.609417 + Penalty 3499.735281 = -390046.874136 Iteration 12Q: 3 clusters Score -390046.9 nChanged 50 ComputeScore: Raw -393556.188463 + Penalty 3499.735281 = -390056.453182 Iteration 13Q: 3 clusters Score -390056.5 nChanged 30 ComputeScore: Raw -393562.142037 + Penalty 3499.735281 = -390062.406756 Iteration 14Q: 3 clusters Score -390062.4 nChanged 21 ComputeScore: Raw -393566.189851 + Penalty 3499.735281 = -390066.454570 Iteration 15Q: 3 clusters Score -390066.5 nChanged 19 ComputeScore: Raw -393569.575218 + Penalty 3499.735281 = -390069.839937 Iteration 16Q: 3 clusters Score -390069.8 nChanged 15 ComputeScore: Raw -393572.758873 + Penalty 3499.735281 = -390073.023592 Iteration 17Q: 3 clusters Score -390073 nChanged 17 ComputeScore: Raw -393576.101953 + Penalty 3499.735281 = -390076.366673 Iteration 18Q: 3 clusters Score -390076.4 nChanged 14 ComputeScore: Raw -393578.199889 + Penalty 3499.735281 = -390078.464608 Iteration 19Q: 3 clusters Score -390078.5 nChanged 11 ComputeScore: Raw -393579.716721 + Penalty 3499.735281 = -390079.981440 Iteration 20F: 3 clusters Score -390080 nChanged 11 ComputeScore: Raw -393581.393244 + Penalty 3499.735281 = -390081.657964 Iteration 21Q: 3 clusters Score -390081.7 nChanged 8 ComputeScore: Raw -393582.797043 + Penalty 3499.735281 = -390083.061762 Iteration 22Q: 3 clusters Score -390083.1 nChanged 11 ComputeScore: Raw -393584.179775 + Penalty 3499.735281 = -390084.444494 Iteration 23Q: 3 clusters Score -390084.4 nChanged 4 ComputeScore: Raw -393584.608983 + Penalty 3499.735281 = -390084.873702 Iteration 24Q: 3 clusters Score -390084.9 nChanged 5 ComputeScore: Raw -393585.187073 + Penalty 3499.735281 = -390085.451792 Iteration 25Q: 3 clusters Score -390085.5 nChanged 4 ComputeScore: Raw -393585.743505 + Penalty 3499.735281 = -390086.008224 Iteration 26Q: 3 clusters Score -390086 nChanged 6 ComputeScore: Raw -393586.529945 + Penalty 3499.735281 = -390086.794665 Iteration 27Q: 3 clusters Score -390086.8 nChanged 2 ComputeScore: Raw -393586.837924 + Penalty 3499.735281 = -390087.102643 Iteration 28Q: 3 clusters Score -390087.1 nChanged 2 ComputeScore: Raw -393587.000855 + Penalty 3499.735281 = -390087.265574 Iteration 29Q: 3 clusters Score -390087.3 nChanged 2 ComputeScore: Raw -393587.148869 + Penalty 3499.735281 = -390087.413588 Iteration 30Q: 3 clusters Score -390087.4 nChanged 1 ComputeScore: Raw -393587.312142 + Penalty 3499.735281 = -390087.576861 Iteration 31Q: 3 clusters Score -390087.6 nChanged 1 ComputeScore: Raw -393587.371811 + Penalty 3499.735281 = -390087.636531 Iteration 32Q: 3 clusters Score -390087.6 nChanged 2 ComputeScore: Raw -393587.657095 + Penalty 3499.735281 = -390087.921814 Iteration 33Q: 3 clusters Score -390087.9 nChanged 2 ComputeScore: Raw -393588.811895 + Penalty 3499.735281 = -390089.076614 Iteration 34Q: 3 clusters Score -390089.1 nChanged 2 ComputeScore: Raw -393589.332646 + Penalty 3499.735281 = -390089.597365 Iteration 35Q: 3 clusters Score -390089.6 nChanged 2 ComputeScore: Raw -393589.523954 + Penalty 3499.735281 = -390089.788673 Iteration 36Q: 3 clusters Score -390089.8 nChanged 0 ComputeScore: Raw -393589.523954 + Penalty 3499.735281 = -390089.788673 Iteration 37F: 3 clusters Score -390089.8 nChanged 0 ComputeScore: Raw -5190361.193480 + Penalty 63156.610796 = -5127204.582684Splitting cluster 17 changes total score from -5043742.271313 to -5127204.582684 So it's getting split into cluster 28. Trying to split cluster 19 (12970 points) Assigned 2 initial classes randomly. ComputeScore: Raw -462890.514414 + Penalty 1789.904518 = -461100.609896 Iteration 0F: 2 clusters Score -461100.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -455434.459671 + Penalty 3579.809037 = -451854.650634 Iteration 0F: 3 clusters Score -451854.7 nChanged 5589 ComputeScore: Raw -458651.267415 + Penalty 3579.809037 = -455071.458379 Iteration 1F: 3 clusters Score -455071.5 nChanged 969 ComputeScore: Raw -459860.942711 + Penalty 3579.809037 = -456281.133674 Iteration 2F: 3 clusters Score -456281.1 nChanged 1209 ComputeScore: Raw -462251.969806 + Penalty 3579.809037 = -458672.160769 Iteration 3F: 3 clusters Score -458672.2 nChanged 1564 ComputeScore: Raw -466213.390354 + Penalty 3579.809037 = -462633.581317 Iteration 4F: 3 clusters Score -462633.6 nChanged 1465 ComputeScore: Raw -470857.635709 + Penalty 3579.809037 = -467277.826672 Iteration 5F: 3 clusters Score -467277.8 nChanged 1146 ComputeScore: Raw -474881.327703 + Penalty 3579.809037 = -471301.518666 Iteration 6F: 3 clusters Score -471301.5 nChanged 815 ComputeScore: Raw -476641.743754 + Penalty 3579.809037 = -473061.934718 Iteration 7F: 3 clusters Score -473061.9 nChanged 354 ComputeScore: Raw -476911.763291 + Penalty 3579.809037 = -473331.954254 Iteration 8Q: 3 clusters Score -473332 nChanged 141 ComputeScore: Raw -476997.320167 + Penalty 3579.809037 = -473417.511131 Iteration 9Q: 3 clusters Score -473417.5 nChanged 65 ComputeScore: Raw -477063.101230 + Penalty 3579.809037 = -473483.292193 Iteration 10Q: 3 clusters Score -473483.3 nChanged 98 ComputeScore: Raw -477191.921247 + Penalty 3579.809037 = -473612.112210 Iteration 11Q: 3 clusters Score -473612.1 nChanged 60 ComputeScore: Raw -477219.348195 + Penalty 3579.809037 = -473639.539159 Iteration 12Q: 3 clusters Score -473639.5 nChanged 16 ComputeScore: Raw -477221.325134 + Penalty 3579.809037 = -473641.516097 Iteration 13Q: 3 clusters Score -473641.5 nChanged 4 ComputeScore: Raw -477221.766124 + Penalty 3579.809037 = -473641.957087 Iteration 14Q: 3 clusters Score -473642 nChanged 0 ComputeScore: Raw -477221.766124 + Penalty 3579.809037 = -473641.957087 Iteration 15F: 3 clusters Score -473642 nChanged 0 ComputeScore: Raw -5204692.445190 + Penalty 65412.204039 = -5139280.241151Splitting cluster 19 changes total score from -5043742.271313 to -5139280.241151 So it's getting split into cluster 29. Trying to split cluster 20 (4678 points) Assigned 2 initial classes randomly. ComputeScore: Raw -179062.342367 + Penalty 1597.168304 = -177465.174063 Iteration 0F: 2 clusters Score -177465.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -176745.416990 + Penalty 3194.336608 = -173551.080382 Iteration 0F: 3 clusters Score -173551.1 nChanged 1850 ComputeScore: Raw -177728.474912 + Penalty 3194.336608 = -174534.138304 Iteration 1F: 3 clusters Score -174534.1 nChanged 340 ComputeScore: Raw -177923.231927 + Penalty 3194.336608 = -174728.895319 Iteration 2F: 3 clusters Score -174728.9 nChanged 257 ComputeScore: Raw -178074.312903 + Penalty 3194.336608 = -174879.976295 Iteration 3F: 3 clusters Score -174880 nChanged 224 ComputeScore: Raw -178209.307997 + Penalty 3194.336608 = -175014.971389 Iteration 4Q: 3 clusters Score -175015 nChanged 196 ComputeScore: Raw -178336.643450 + Penalty 3194.336608 = -175142.306842 Iteration 5Q: 3 clusters Score -175142.3 nChanged 182 ComputeScore: Raw -178450.785237 + Penalty 3194.336608 = -175256.448629 Iteration 6Q: 3 clusters Score -175256.4 nChanged 157 ComputeScore: Raw -178562.573709 + Penalty 3194.336608 = -175368.237101 Iteration 7Q: 3 clusters Score -175368.2 nChanged 162 ComputeScore: Raw -178673.296685 + Penalty 3194.336608 = -175478.960077 Iteration 8Q: 3 clusters Score -175479 nChanged 160 ComputeScore: Raw -178800.079192 + Penalty 3194.336608 = -175605.742584 Iteration 9Q: 3 clusters Score -175605.7 nChanged 157 ComputeScore: Raw -178913.371372 + Penalty 3194.336608 = -175719.034764 Iteration 10Q: 3 clusters Score -175719 nChanged 169 ComputeScore: Raw -179043.289258 + Penalty 3194.336608 = -175848.952650 Iteration 11Q: 3 clusters Score -175849 nChanged 152 ComputeScore: Raw -179170.650704 + Penalty 3194.336608 = -175976.314096 Iteration 12Q: 3 clusters Score -175976.3 nChanged 144 ComputeScore: Raw -179291.263749 + Penalty 3194.336608 = -176096.927141 Iteration 13Q: 3 clusters Score -176096.9 nChanged 150 ComputeScore: Raw -179429.406227 + Penalty 3194.336608 = -176235.069619 Iteration 14Q: 3 clusters Score -176235.1 nChanged 130 ComputeScore: Raw -179565.753636 + Penalty 3194.336608 = -176371.417028 Iteration 15Q: 3 clusters Score -176371.4 nChanged 120 ComputeScore: Raw -179660.238253 + Penalty 3194.336608 = -176465.901645 Iteration 16Q: 3 clusters Score -176465.9 nChanged 95 ComputeScore: Raw -179727.964665 + Penalty 3194.336608 = -176533.628057 Iteration 17Q: 3 clusters Score -176533.6 nChanged 76 ComputeScore: Raw -179783.286728 + Penalty 3194.336608 = -176588.950120 Iteration 18Q: 3 clusters Score -176589 nChanged 75 ComputeScore: Raw -179840.447612 + Penalty 3194.336608 = -176646.111004 Iteration 19Q: 3 clusters Score -176646.1 nChanged 69 ComputeScore: Raw -179901.569660 + Penalty 3194.336608 = -176707.233052 Iteration 20F: 3 clusters Score -176707.2 nChanged 71 ComputeScore: Raw -179956.402707 + Penalty 3194.336608 = -176762.066099 Iteration 21Q: 3 clusters Score -176762.1 nChanged 52 ComputeScore: Raw -179989.521053 + Penalty 3194.336608 = -176795.184445 Iteration 22Q: 3 clusters Score -176795.2 nChanged 44 ComputeScore: Raw -180020.337737 + Penalty 3194.336608 = -176826.001129 Iteration 23Q: 3 clusters Score -176826 nChanged 32 ComputeScore: Raw -180035.775462 + Penalty 3194.336608 = -176841.438854 Iteration 24Q: 3 clusters Score -176841.4 nChanged 25 ComputeScore: Raw -180048.880269 + Penalty 3194.336608 = -176854.543661 Iteration 25Q: 3 clusters Score -176854.5 nChanged 20 ComputeScore: Raw -180058.990410 + Penalty 3194.336608 = -176864.653802 Iteration 26Q: 3 clusters Score -176864.7 nChanged 23 ComputeScore: Raw -180067.627485 + Penalty 3194.336608 = -176873.290877 Iteration 27Q: 3 clusters Score -176873.3 nChanged 19 ComputeScore: Raw -180076.797658 + Penalty 3194.336608 = -176882.461050 Iteration 28Q: 3 clusters Score -176882.5 nChanged 18 ComputeScore: Raw -180085.328894 + Penalty 3194.336608 = -176890.992286 Iteration 29Q: 3 clusters Score -176891 nChanged 19 ComputeScore: Raw -180093.252546 + Penalty 3194.336608 = -176898.915938 Iteration 30Q: 3 clusters Score -176898.9 nChanged 19 ComputeScore: Raw -180101.351286 + Penalty 3194.336608 = -176907.014678 Iteration 31Q: 3 clusters Score -176907 nChanged 20 ComputeScore: Raw -180109.663060 + Penalty 3194.336608 = -176915.326452 Iteration 32Q: 3 clusters Score -176915.3 nChanged 20 ComputeScore: Raw -180117.515169 + Penalty 3194.336608 = -176923.178561 Iteration 33Q: 3 clusters Score -176923.2 nChanged 13 ComputeScore: Raw -180121.231356 + Penalty 3194.336608 = -176926.894748 Iteration 34Q: 3 clusters Score -176926.9 nChanged 16 ComputeScore: Raw -180126.580161 + Penalty 3194.336608 = -176932.243553 Iteration 35Q: 3 clusters Score -176932.2 nChanged 18 ComputeScore: Raw -180132.714505 + Penalty 3194.336608 = -176938.377897 Iteration 36Q: 3 clusters Score -176938.4 nChanged 19 ComputeScore: Raw -180142.648151 + Penalty 3194.336608 = -176948.311543 Iteration 37Q: 3 clusters Score -176948.3 nChanged 15 ComputeScore: Raw -180149.167040 + Penalty 3194.336608 = -176954.830432 Iteration 38Q: 3 clusters Score -176954.8 nChanged 16 ComputeScore: Raw -180155.655562 + Penalty 3194.336608 = -176961.318954 Iteration 39Q: 3 clusters Score -176961.3 nChanged 8 ComputeScore: Raw -180158.896436 + Penalty 3194.336608 = -176964.559828 Iteration 40F: 3 clusters Score -176964.6 nChanged 10 ComputeScore: Raw -180163.580241 + Penalty 3194.336608 = -176969.243633 Iteration 41Q: 3 clusters Score -176969.2 nChanged 8 ComputeScore: Raw -180166.432739 + Penalty 3194.336608 = -176972.096131 Iteration 42Q: 3 clusters Score -176972.1 nChanged 4 ComputeScore: Raw -180167.564106 + Penalty 3194.336608 = -176973.227498 Iteration 43Q: 3 clusters Score -176973.2 nChanged 2 ComputeScore: Raw -180168.246422 + Penalty 3194.336608 = -176973.909814 Iteration 44Q: 3 clusters Score -176973.9 nChanged 1 ComputeScore: Raw -180168.542603 + Penalty 3194.336608 = -176974.205995 Iteration 45Q: 3 clusters Score -176974.2 nChanged 1 ComputeScore: Raw -180168.774806 + Penalty 3194.336608 = -176974.438198 Iteration 46Q: 3 clusters Score -176974.4 nChanged 1 ComputeScore: Raw -180169.193155 + Penalty 3194.336608 = -176974.856547 Iteration 47Q: 3 clusters Score -176974.9 nChanged 0 ComputeScore: Raw -180169.193155 + Penalty 3194.336608 = -176974.856547 Iteration 48F: 3 clusters Score -176974.9 nChanged 0 ConsiderDeletion: ComputeScore: Raw -5205694.514072 + Penalty 65412.204039 = -5140282.310033Iteration 79Q: 30 clusters Score -5140282 nChanged 1035 ConsiderDeletion: ComputeScore: Raw -5206834.404997 + Penalty 65412.204039 = -5141422.200958Iteration 80F: 30 clusters Score -5141422 nChanged 1105 ConsiderDeletion: ComputeScore: Raw -5207475.059858 + Penalty 65412.204039 = -5142062.855819Iteration 81Q: 30 clusters Score -5142063 nChanged 722 ConsiderDeletion: ComputeScore: Raw -5207823.177125 + Penalty 65412.204039 = -5142410.973087Iteration 82Q: 30 clusters Score -5142411 nChanged 679 ConsiderDeletion: ComputeScore: Raw -5208278.097466 + Penalty 65412.204039 = -5142865.893427Iteration 83Q: 30 clusters Score -5142866 nChanged 798 ConsiderDeletion: ComputeScore: Raw -5208940.542574 + Penalty 65412.204039 = -5143528.338535Iteration 84Q: 30 clusters Score -5143528 nChanged 840 ConsiderDeletion: ComputeScore: Raw -5209392.224237 + Penalty 65412.204039 = -5143980.020198Iteration 85Q: 30 clusters Score -5143980 nChanged 541 ConsiderDeletion: ComputeScore: Raw -5209556.525284 + Penalty 65412.204039 = -5144144.321245Iteration 86Q: 30 clusters Score -5144144 nChanged 357 ConsiderDeletion: ComputeScore: Raw -5209637.137044 + Penalty 65412.204039 = -5144224.933005Iteration 87Q: 30 clusters Score -5144225 nChanged 287 ConsiderDeletion: ComputeScore: Raw -5209708.450471 + Penalty 65412.204039 = -5144296.246433Iteration 88Q: 30 clusters Score -5144296 nChanged 284 ConsiderDeletion: ComputeScore: Raw -5209792.659663 + Penalty 65412.204039 = -5144380.455625Iteration 89Q: 30 clusters Score -5144380 nChanged 302 ConsiderDeletion: ComputeScore: Raw -5209880.505923 + Penalty 65412.204039 = -5144468.301885Iteration 90Q: 30 clusters Score -5144468 nChanged 304 ConsiderDeletion: ComputeScore: Raw -5209977.643200 + Penalty 65412.204039 = -5144565.439162Iteration 91Q: 30 clusters Score -5144565 nChanged 278 ConsiderDeletion: ComputeScore: Raw -5210060.591428 + Penalty 65412.204039 = -5144648.387389Iteration 92Q: 30 clusters Score -5144648 nChanged 236 ConsiderDeletion: ComputeScore: Raw -5210123.952610 + Penalty 65412.204039 = -5144711.748571Iteration 93Q: 30 clusters Score -5144712 nChanged 209 ConsiderDeletion: ComputeScore: Raw -5210176.302687 + Penalty 65412.204039 = -5144764.098648Iteration 94Q: 30 clusters Score -5144764 nChanged 184 ConsiderDeletion: ComputeScore: Raw -5210236.637072 + Penalty 65412.204039 = -5144824.433034Iteration 95Q: 30 clusters Score -5144824 nChanged 168 ConsiderDeletion: ComputeScore: Raw -5210295.580456 + Penalty 65412.204039 = -5144883.376417Iteration 96Q: 30 clusters Score -5144883 nChanged 139 ConsiderDeletion: ComputeScore: Raw -5210332.846029 + Penalty 65412.204039 = -5144920.641990Iteration 97Q: 30 clusters Score -5144921 nChanged 91 ConsiderDeletion: ComputeScore: Raw -5210350.031318 + Penalty 65412.204039 = -5144937.827279Iteration 98Q: 30 clusters Score -5144938 nChanged 72 ConsiderDeletion: ComputeScore: Raw -5210362.087450 + Penalty 65412.204039 = -5144949.883411Iteration 99Q: 30 clusters Score -5144950 nChanged 68 ConsiderDeletion: ComputeScore: Raw -5210373.416611 + Penalty 65412.204039 = -5144961.212572Iteration 100F: 30 clusters Score -5144961 nChanged 62 ConsiderDeletion: ComputeScore: Raw -5210384.156450 + Penalty 65412.204039 = -5144971.952411Iteration 101Q: 30 clusters Score -5144972 nChanged 60 ConsiderDeletion: ComputeScore: Raw -5210393.816823 + Penalty 65412.204039 = -5144981.612784Iteration 102Q: 30 clusters Score -5144982 nChanged 56 ConsiderDeletion: ComputeScore: Raw -5210403.092855 + Penalty 65412.204039 = -5144990.888817Iteration 103Q: 30 clusters Score -5144991 nChanged 53 ConsiderDeletion: ComputeScore: Raw -5210412.065880 + Penalty 65412.204039 = -5144999.861842Iteration 104Q: 30 clusters Score -5145000 nChanged 49 ConsiderDeletion: ComputeScore: Raw -5210420.020250 + Penalty 65412.204039 = -5145007.816211Iteration 105Q: 30 clusters Score -5145008 nChanged 42 ConsiderDeletion: ComputeScore: Raw -5210426.468785 + Penalty 65412.204039 = -5145014.264747Iteration 106Q: 30 clusters Score -5145014 nChanged 35 ConsiderDeletion: ComputeScore: Raw -5210431.057372 + Penalty 65412.204039 = -5145018.853333Iteration 107Q: 30 clusters Score -5145019 nChanged 27 ConsiderDeletion: ComputeScore: Raw -5210434.286279 + Penalty 65412.204039 = -5145022.082241Iteration 108Q: 30 clusters Score -5145022 nChanged 23 ConsiderDeletion: ComputeScore: Raw -5210436.688809 + Penalty 65412.204039 = -5145024.484771Iteration 109Q: 30 clusters Score -5145024 nChanged 15 ConsiderDeletion: ComputeScore: Raw -5210438.335233 + Penalty 65412.204039 = -5145026.131195Iteration 110Q: 30 clusters Score -5145026 nChanged 8 ConsiderDeletion: ComputeScore: Raw -5210439.039068 + Penalty 65412.204039 = -5145026.835030Iteration 111Q: 30 clusters Score -5145027 nChanged 2 ConsiderDeletion: ComputeScore: Raw -5210439.286549 + Penalty 65412.204039 = -5145027.082511Iteration 112Q: 30 clusters Score -5145027 nChanged 4 ConsiderDeletion: ComputeScore: Raw -5210439.747233 + Penalty 65412.204039 = -5145027.543195Iteration 113Q: 30 clusters Score -5145028 nChanged 5 ConsiderDeletion: ComputeScore: Raw -5210440.370398 + Penalty 65412.204039 = -5145028.166359Iteration 114Q: 30 clusters Score -5145028 nChanged 4 ConsiderDeletion: ComputeScore: Raw -5210440.701518 + Penalty 65412.204039 = -5145028.497480Iteration 115Q: 30 clusters Score -5145028 nChanged 3 ConsiderDeletion: ComputeScore: Raw -5210440.912573 + Penalty 65412.204039 = -5145028.708534Iteration 116Q: 30 clusters Score -5145029 nChanged 4 ConsiderDeletion: ComputeScore: Raw -5210441.655760 + Penalty 65412.204039 = -5145029.451721Iteration 117Q: 30 clusters Score -5145029 nChanged 7 ConsiderDeletion: ComputeScore: Raw -5210442.704343 + Penalty 65412.204039 = -5145030.500304Iteration 118Q: 30 clusters Score -5145031 nChanged 5 ComputeScore: Raw -5210442.704343 + Penalty 65412.204039 = -5145030.500304Trying to split cluster 1 (6488 points) Assigned 2 initial classes randomly. ComputeScore: Raw -240277.797570 + Penalty 1658.987114 = -238618.810456 Iteration 0F: 2 clusters Score -238618.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -236802.349214 + Penalty 3317.974227 = -233484.374986 Iteration 0F: 3 clusters Score -233484.4 nChanged 2682 ComputeScore: Raw -238407.438569 + Penalty 3317.974227 = -235089.464342 Iteration 1F: 3 clusters Score -235089.5 nChanged 557 ComputeScore: Raw -238934.306503 + Penalty 3317.974227 = -235616.332276 Iteration 2F: 3 clusters Score -235616.3 nChanged 593 ComputeScore: Raw -240395.347683 + Penalty 3317.974227 = -237077.373456 Iteration 3F: 3 clusters Score -237077.4 nChanged 793 ComputeScore: Raw -249644.800889 + Penalty 3317.974227 = -246326.826662 Iteration 4F: 3 clusters Score -246326.8 nChanged 1080 Unmasked E-step: Deleting class 2: covariance matrix is singular ComputeScore: Raw -250504.149897 + Penalty 3317.974227 = -247186.175670 Iteration 5F: 3 clusters Score -247186.2 nChanged 165 ComputeScore: Raw -165809.129690 + Penalty 1658.987114 = -164150.142576 Iteration 6Q: 2 clusters Score -164150.1 nChanged 5017 ComputeScore: Raw -240277.797570 + Penalty 1658.987114 = -238618.810456 Iteration 7F: 2 clusters Score -238618.8 nChanged 0 Trying to split cluster 2 (4764 points) Assigned 2 initial classes randomly. ComputeScore: Raw -177793.700797 + Penalty 1600.611314 = -176193.089483 Iteration 0F: 2 clusters Score -176193.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -175372.887706 + Penalty 3201.222628 = -172171.665079 Iteration 0F: 3 clusters Score -172171.7 nChanged 1892 ComputeScore: Raw -176385.037934 + Penalty 3201.222628 = -173183.815306 Iteration 1F: 3 clusters Score -173183.8 nChanged 370 ComputeScore: Raw -176596.534581 + Penalty 3201.222628 = -173395.311953 Iteration 2F: 3 clusters Score -173395.3 nChanged 261 ComputeScore: Raw -176736.203771 + Penalty 3201.222628 = -173534.981143 Iteration 3F: 3 clusters Score -173535 nChanged 215 ComputeScore: Raw -176842.712069 + Penalty 3201.222628 = -173641.489441 Iteration 4Q: 3 clusters Score -173641.5 nChanged 184 ComputeScore: Raw -176936.804625 + Penalty 3201.222628 = -173735.581997 Iteration 5Q: 3 clusters Score -173735.6 nChanged 170 ComputeScore: Raw -177033.369869 + Penalty 3201.222628 = -173832.147241 Iteration 6Q: 3 clusters Score -173832.1 nChanged 174 ComputeScore: Raw -177146.829746 + Penalty 3201.222628 = -173945.607118 Iteration 7Q: 3 clusters Score -173945.6 nChanged 174 ComputeScore: Raw -177272.520435 + Penalty 3201.222628 = -174071.297808 Iteration 8Q: 3 clusters Score -174071.3 nChanged 185 ComputeScore: Raw -177415.877321 + Penalty 3201.222628 = -174214.654693 Iteration 9Q: 3 clusters Score -174214.7 nChanged 154 ComputeScore: Raw -177523.625509 + Penalty 3201.222628 = -174322.402881 Iteration 10Q: 3 clusters Score -174322.4 nChanged 135 ComputeScore: Raw -177618.624612 + Penalty 3201.222628 = -174417.401984 Iteration 11Q: 3 clusters Score -174417.4 nChanged 122 ComputeScore: Raw -177707.605570 + Penalty 3201.222628 = -174506.382942 Iteration 12Q: 3 clusters Score -174506.4 nChanged 107 ComputeScore: Raw -177787.769663 + Penalty 3201.222628 = -174586.547035 Iteration 13Q: 3 clusters Score -174586.5 nChanged 95 ComputeScore: Raw -177860.256187 + Penalty 3201.222628 = -174659.033559 Iteration 14Q: 3 clusters Score -174659 nChanged 78 ComputeScore: Raw -177916.644638 + Penalty 3201.222628 = -174715.422010 Iteration 15Q: 3 clusters Score -174715.4 nChanged 62 ComputeScore: Raw -177970.958108 + Penalty 3201.222628 = -174769.735481 Iteration 16Q: 3 clusters Score -174769.7 nChanged 63 ComputeScore: Raw -178011.220515 + Penalty 3201.222628 = -174809.997888 Iteration 17Q: 3 clusters Score -174810 nChanged 41 ComputeScore: Raw -178037.363757 + Penalty 3201.222628 = -174836.141129 Iteration 18Q: 3 clusters Score -174836.1 nChanged 34 ComputeScore: Raw -178057.821541 + Penalty 3201.222628 = -174856.598913 Iteration 19Q: 3 clusters Score -174856.6 nChanged 31 ComputeScore: Raw -178073.700211 + Penalty 3201.222628 = -174872.477584 Iteration 20F: 3 clusters Score -174872.5 nChanged 16 ComputeScore: Raw -178080.080963 + Penalty 3201.222628 = -174878.858336 Iteration 21Q: 3 clusters Score -174878.9 nChanged 13 ComputeScore: Raw -178084.597354 + Penalty 3201.222628 = -174883.374726 Iteration 22Q: 3 clusters Score -174883.4 nChanged 7 ComputeScore: Raw -178088.490733 + Penalty 3201.222628 = -174887.268105 Iteration 23Q: 3 clusters Score -174887.3 nChanged 5 ComputeScore: Raw -178091.559368 + Penalty 3201.222628 = -174890.336741 Iteration 24Q: 3 clusters Score -174890.3 nChanged 6 ComputeScore: Raw -178094.715939 + Penalty 3201.222628 = -174893.493312 Iteration 25Q: 3 clusters Score -174893.5 nChanged 4 ComputeScore: Raw -178097.372073 + Penalty 3201.222628 = -174896.149445 Iteration 26Q: 3 clusters Score -174896.1 nChanged 8 ComputeScore: Raw -178101.366812 + Penalty 3201.222628 = -174900.144185 Iteration 27Q: 3 clusters Score -174900.1 nChanged 5 ComputeScore: Raw -178104.073331 + Penalty 3201.222628 = -174902.850704 Iteration 28Q: 3 clusters Score -174902.9 nChanged 3 ComputeScore: Raw -178104.692561 + Penalty 3201.222628 = -174903.469934 Iteration 29Q: 3 clusters Score -174903.5 nChanged 3 ComputeScore: Raw -178107.400417 + Penalty 3201.222628 = -174906.177790 Iteration 30Q: 3 clusters Score -174906.2 nChanged 5 ComputeScore: Raw -178110.139150 + Penalty 3201.222628 = -174908.916522 Iteration 31Q: 3 clusters Score -174908.9 nChanged 3 ComputeScore: Raw -178111.428442 + Penalty 3201.222628 = -174910.205814 Iteration 32Q: 3 clusters Score -174910.2 nChanged 2 ComputeScore: Raw -178113.278732 + Penalty 3201.222628 = -174912.056104 Iteration 33Q: 3 clusters Score -174912.1 nChanged 5 ComputeScore: Raw -178116.675553 + Penalty 3201.222628 = -174915.452925 Iteration 34Q: 3 clusters Score -174915.5 nChanged 8 ComputeScore: Raw -178119.765245 + Penalty 3201.222628 = -174918.542617 Iteration 35Q: 3 clusters Score -174918.5 nChanged 5 ComputeScore: Raw -178121.637956 + Penalty 3201.222628 = -174920.415328 Iteration 36Q: 3 clusters Score -174920.4 nChanged 3 ComputeScore: Raw -178123.197692 + Penalty 3201.222628 = -174921.975064 Iteration 37Q: 3 clusters Score -174922 nChanged 5 ComputeScore: Raw -178124.900944 + Penalty 3201.222628 = -174923.678316 Iteration 38Q: 3 clusters Score -174923.7 nChanged 2 ComputeScore: Raw -178125.649854 + Penalty 3201.222628 = -174924.427226 Iteration 39Q: 3 clusters Score -174924.4 nChanged 0 ComputeScore: Raw -178125.649854 + Penalty 3201.222628 = -174924.427226 Iteration 40F: 3 clusters Score -174924.4 nChanged 0 Trying to split cluster 3 (4750 points) Assigned 2 initial classes randomly. ComputeScore: Raw -174200.745008 + Penalty 1600.055081 = -172600.689927 Iteration 0F: 2 clusters Score -172600.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -171851.860202 + Penalty 3200.110161 = -168651.750041 Iteration 0F: 3 clusters Score -168651.8 nChanged 1881 ComputeScore: Raw -173013.346426 + Penalty 3200.110161 = -169813.236265 Iteration 1F: 3 clusters Score -169813.2 nChanged 337 ComputeScore: Raw -173213.694821 + Penalty 3200.110161 = -170013.584660 Iteration 2F: 3 clusters Score -170013.6 nChanged 254 ComputeScore: Raw -173349.779678 + Penalty 3200.110161 = -170149.669517 Iteration 3F: 3 clusters Score -170149.7 nChanged 203 ComputeScore: Raw -173450.991887 + Penalty 3200.110161 = -170250.881726 Iteration 4Q: 3 clusters Score -170250.9 nChanged 160 ComputeScore: Raw -173525.286575 + Penalty 3200.110161 = -170325.176414 Iteration 5Q: 3 clusters Score -170325.2 nChanged 133 ComputeScore: Raw -173589.504660 + Penalty 3200.110161 = -170389.394499 Iteration 6Q: 3 clusters Score -170389.4 nChanged 134 ComputeScore: Raw -173669.970211 + Penalty 3200.110161 = -170469.860050 Iteration 7Q: 3 clusters Score -170469.9 nChanged 144 ComputeScore: Raw -173755.183015 + Penalty 3200.110161 = -170555.072854 Iteration 8Q: 3 clusters Score -170555.1 nChanged 150 ComputeScore: Raw -173843.711767 + Penalty 3200.110161 = -170643.601606 Iteration 9Q: 3 clusters Score -170643.6 nChanged 129 ComputeScore: Raw -173926.939157 + Penalty 3200.110161 = -170726.828996 Iteration 10Q: 3 clusters Score -170726.8 nChanged 159 ComputeScore: Raw -174033.463296 + Penalty 3200.110161 = -170833.353135 Iteration 11Q: 3 clusters Score -170833.4 nChanged 155 ComputeScore: Raw -174128.078006 + Penalty 3200.110161 = -170927.967845 Iteration 12Q: 3 clusters Score -170928 nChanged 146 ComputeScore: Raw -174228.778647 + Penalty 3200.110161 = -171028.668486 Iteration 13Q: 3 clusters Score -171028.7 nChanged 140 ComputeScore: Raw -174322.269541 + Penalty 3200.110161 = -171122.159380 Iteration 14Q: 3 clusters Score -171122.2 nChanged 123 ComputeScore: Raw -174394.926834 + Penalty 3200.110161 = -171194.816673 Iteration 15Q: 3 clusters Score -171194.8 nChanged 109 ComputeScore: Raw -174448.452328 + Penalty 3200.110161 = -171248.342167 Iteration 16Q: 3 clusters Score -171248.3 nChanged 79 ComputeScore: Raw -174492.148785 + Penalty 3200.110161 = -171292.038624 Iteration 17Q: 3 clusters Score -171292 nChanged 71 ComputeScore: Raw -174529.966458 + Penalty 3200.110161 = -171329.856297 Iteration 18Q: 3 clusters Score -171329.9 nChanged 57 ComputeScore: Raw -174560.400275 + Penalty 3200.110161 = -171360.290114 Iteration 19Q: 3 clusters Score -171360.3 nChanged 44 ComputeScore: Raw -174577.793406 + Penalty 3200.110161 = -171377.683245 Iteration 20F: 3 clusters Score -171377.7 nChanged 41 ComputeScore: Raw -174597.868771 + Penalty 3200.110161 = -171397.758610 Iteration 21Q: 3 clusters Score -171397.8 nChanged 45 ComputeScore: Raw -174619.852284 + Penalty 3200.110161 = -171419.742123 Iteration 22Q: 3 clusters Score -171419.7 nChanged 36 ComputeScore: Raw -174635.396488 + Penalty 3200.110161 = -171435.286327 Iteration 23Q: 3 clusters Score -171435.3 nChanged 32 ComputeScore: Raw -174649.728050 + Penalty 3200.110161 = -171449.617889 Iteration 24Q: 3 clusters Score -171449.6 nChanged 27 ComputeScore: Raw -174663.222304 + Penalty 3200.110161 = -171463.112143 Iteration 25Q: 3 clusters Score -171463.1 nChanged 23 ComputeScore: Raw -174678.044792 + Penalty 3200.110161 = -171477.934631 Iteration 26Q: 3 clusters Score -171477.9 nChanged 28 ComputeScore: Raw -174694.309847 + Penalty 3200.110161 = -171494.199686 Iteration 27Q: 3 clusters Score -171494.2 nChanged 21 ComputeScore: Raw -174703.731390 + Penalty 3200.110161 = -171503.621229 Iteration 28Q: 3 clusters Score -171503.6 nChanged 18 ComputeScore: Raw -174711.089772 + Penalty 3200.110161 = -171510.979611 Iteration 29Q: 3 clusters Score -171511 nChanged 16 ComputeScore: Raw -174717.712442 + Penalty 3200.110161 = -171517.602281 Iteration 30Q: 3 clusters Score -171517.6 nChanged 23 ComputeScore: Raw -174728.551207 + Penalty 3200.110161 = -171528.441046 Iteration 31Q: 3 clusters Score -171528.4 nChanged 26 ComputeScore: Raw -174743.688330 + Penalty 3200.110161 = -171543.578169 Iteration 32Q: 3 clusters Score -171543.6 nChanged 18 ComputeScore: Raw -174752.541988 + Penalty 3200.110161 = -171552.431827 Iteration 33Q: 3 clusters Score -171552.4 nChanged 18 ComputeScore: Raw -174760.350144 + Penalty 3200.110161 = -171560.239983 Iteration 34Q: 3 clusters Score -171560.2 nChanged 15 ComputeScore: Raw -174763.996442 + Penalty 3200.110161 = -171563.886281 Iteration 35Q: 3 clusters Score -171563.9 nChanged 13 ComputeScore: Raw -174768.161457 + Penalty 3200.110161 = -171568.051296 Iteration 36Q: 3 clusters Score -171568.1 nChanged 12 ComputeScore: Raw -174772.975344 + Penalty 3200.110161 = -171572.865182 Iteration 37Q: 3 clusters Score -171572.9 nChanged 7 ComputeScore: Raw -174776.386179 + Penalty 3200.110161 = -171576.276018 Iteration 38Q: 3 clusters Score -171576.3 nChanged 8 ComputeScore: Raw -174778.652326 + Penalty 3200.110161 = -171578.542165 Iteration 39Q: 3 clusters Score -171578.5 nChanged 3 ComputeScore: Raw -174779.545151 + Penalty 3200.110161 = -171579.434990 Iteration 40F: 3 clusters Score -171579.4 nChanged 3 ComputeScore: Raw -174780.642946 + Penalty 3200.110161 = -171580.532785 Iteration 41Q: 3 clusters Score -171580.5 nChanged 6 ComputeScore: Raw -174782.453678 + Penalty 3200.110161 = -171582.343517 Iteration 42Q: 3 clusters Score -171582.3 nChanged 4 ComputeScore: Raw -174783.657064 + Penalty 3200.110161 = -171583.546903 Iteration 43Q: 3 clusters Score -171583.5 nChanged 4 ComputeScore: Raw -174784.839630 + Penalty 3200.110161 = -171584.729469 Iteration 44Q: 3 clusters Score -171584.7 nChanged 1 ComputeScore: Raw -174784.919277 + Penalty 3200.110161 = -171584.809115 Iteration 45Q: 3 clusters Score -171584.8 nChanged 1 ComputeScore: Raw -174785.118435 + Penalty 3200.110161 = -171585.008274 Iteration 46Q: 3 clusters Score -171585 nChanged 2 ComputeScore: Raw -174785.772990 + Penalty 3200.110161 = -171585.662829 Iteration 47Q: 3 clusters Score -171585.7 nChanged 0 ComputeScore: Raw -174785.772990 + Penalty 3200.110161 = -171585.662829 Iteration 48F: 3 clusters Score -171585.7 nChanged 0 Trying to split cluster 4 (5548 points) Assigned 2 initial classes randomly. ComputeScore: Raw -202041.913267 + Penalty 1629.405436 = -200412.507831 Iteration 0F: 2 clusters Score -200412.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -199184.653453 + Penalty 3258.810871 = -195925.842582 Iteration 0F: 3 clusters Score -195925.8 nChanged 2197 ComputeScore: Raw -200483.730122 + Penalty 3258.810871 = -197224.919251 Iteration 1F: 3 clusters Score -197224.9 nChanged 419 ComputeScore: Raw -200778.539977 + Penalty 3258.810871 = -197519.729105 Iteration 2F: 3 clusters Score -197519.7 nChanged 392 ComputeScore: Raw -201104.751113 + Penalty 3258.810871 = -197845.940242 Iteration 3F: 3 clusters Score -197845.9 nChanged 365 ComputeScore: Raw -201426.805304 + Penalty 3258.810871 = -198167.994432 Iteration 4F: 3 clusters Score -198168 nChanged 341 ComputeScore: Raw -201712.170805 + Penalty 3258.810871 = -198453.359934 Iteration 5F: 3 clusters Score -198453.4 nChanged 285 ComputeScore: Raw -201938.247920 + Penalty 3258.810871 = -198679.437049 Iteration 6F: 3 clusters Score -198679.4 nChanged 229 ComputeScore: Raw -202095.995213 + Penalty 3258.810871 = -198837.184342 Iteration 7Q: 3 clusters Score -198837.2 nChanged 166 ComputeScore: Raw -202203.983505 + Penalty 3258.810871 = -198945.172634 Iteration 8Q: 3 clusters Score -198945.2 nChanged 112 ComputeScore: Raw -202274.164974 + Penalty 3258.810871 = -199015.354103 Iteration 9Q: 3 clusters Score -199015.4 nChanged 96 ComputeScore: Raw -202333.847788 + Penalty 3258.810871 = -199075.036917 Iteration 10Q: 3 clusters Score -199075 nChanged 78 ComputeScore: Raw -202381.425472 + Penalty 3258.810871 = -199122.614600 Iteration 11Q: 3 clusters Score -199122.6 nChanged 63 ComputeScore: Raw -202423.284257 + Penalty 3258.810871 = -199164.473386 Iteration 12Q: 3 clusters Score -199164.5 nChanged 54 ComputeScore: Raw -202451.672911 + Penalty 3258.810871 = -199192.862039 Iteration 13Q: 3 clusters Score -199192.9 nChanged 44 ComputeScore: Raw -202474.027886 + Penalty 3258.810871 = -199215.217015 Iteration 14Q: 3 clusters Score -199215.2 nChanged 26 ComputeScore: Raw -202487.426817 + Penalty 3258.810871 = -199228.615945 Iteration 15Q: 3 clusters Score -199228.6 nChanged 22 ComputeScore: Raw -202498.385615 + Penalty 3258.810871 = -199239.574744 Iteration 16Q: 3 clusters Score -199239.6 nChanged 15 ComputeScore: Raw -202505.139216 + Penalty 3258.810871 = -199246.328345 Iteration 17Q: 3 clusters Score -199246.3 nChanged 10 ComputeScore: Raw -202509.590058 + Penalty 3258.810871 = -199250.779187 Iteration 18Q: 3 clusters Score -199250.8 nChanged 5 ComputeScore: Raw -202511.445388 + Penalty 3258.810871 = -199252.634517 Iteration 19Q: 3 clusters Score -199252.6 nChanged 2 ComputeScore: Raw -202512.628330 + Penalty 3258.810871 = -199253.817459 Iteration 20F: 3 clusters Score -199253.8 nChanged 3 ComputeScore: Raw -202514.364726 + Penalty 3258.810871 = -199255.553854 Iteration 21Q: 3 clusters Score -199255.6 nChanged 2 ComputeScore: Raw -202515.604091 + Penalty 3258.810871 = -199256.793220 Iteration 22Q: 3 clusters Score -199256.8 nChanged 3 ComputeScore: Raw -202516.356339 + Penalty 3258.810871 = -199257.545467 Iteration 23Q: 3 clusters Score -199257.5 nChanged 1 ComputeScore: Raw -202516.743420 + Penalty 3258.810871 = -199257.932549 Iteration 24Q: 3 clusters Score -199257.9 nChanged 0 ComputeScore: Raw -202516.743420 + Penalty 3258.810871 = -199257.932549 Iteration 25F: 3 clusters Score -199257.9 nChanged 0 Trying to split cluster 5 (3691 points) Assigned 2 initial classes randomly. ComputeScore: Raw -142151.419217 + Penalty 1552.380361 = -140599.038856 Iteration 0F: 2 clusters Score -140599 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -140367.404003 + Penalty 3104.760722 = -137262.643281 Iteration 0F: 3 clusters Score -137262.6 nChanged 1410 ComputeScore: Raw -141171.638335 + Penalty 3104.760722 = -138066.877613 Iteration 1F: 3 clusters Score -138066.9 nChanged 276 ComputeScore: Raw -141320.625071 + Penalty 3104.760722 = -138215.864350 Iteration 2F: 3 clusters Score -138215.9 nChanged 203 ComputeScore: Raw -141439.537484 + Penalty 3104.760722 = -138334.776762 Iteration 3F: 3 clusters Score -138334.8 nChanged 141 ComputeScore: Raw -141515.422150 + Penalty 3104.760722 = -138410.661428 Iteration 4Q: 3 clusters Score -138410.7 nChanged 112 ComputeScore: Raw -141576.505250 + Penalty 3104.760722 = -138471.744528 Iteration 5Q: 3 clusters Score -138471.7 nChanged 92 ComputeScore: Raw -141621.165129 + Penalty 3104.760722 = -138516.404407 Iteration 6Q: 3 clusters Score -138516.4 nChanged 67 ComputeScore: Raw -141656.955772 + Penalty 3104.760722 = -138552.195050 Iteration 7Q: 3 clusters Score -138552.2 nChanged 65 ComputeScore: Raw -141686.555177 + Penalty 3104.760722 = -138581.794455 Iteration 8Q: 3 clusters Score -138581.8 nChanged 76 ComputeScore: Raw -141720.733399 + Penalty 3104.760722 = -138615.972677 Iteration 9Q: 3 clusters Score -138616 nChanged 60 ComputeScore: Raw -141749.041351 + Penalty 3104.760722 = -138644.280629 Iteration 10Q: 3 clusters Score -138644.3 nChanged 62 ComputeScore: Raw -141778.787388 + Penalty 3104.760722 = -138674.026666 Iteration 11Q: 3 clusters Score -138674 nChanged 58 ComputeScore: Raw -141812.686095 + Penalty 3104.760722 = -138707.925373 Iteration 12Q: 3 clusters Score -138707.9 nChanged 56 ComputeScore: Raw -141844.607466 + Penalty 3104.760722 = -138739.846745 Iteration 13Q: 3 clusters Score -138739.8 nChanged 68 ComputeScore: Raw -141891.061815 + Penalty 3104.760722 = -138786.301093 Iteration 14Q: 3 clusters Score -138786.3 nChanged 80 ComputeScore: Raw -141932.049129 + Penalty 3104.760722 = -138827.288407 Iteration 15Q: 3 clusters Score -138827.3 nChanged 47 ComputeScore: Raw -141955.821854 + Penalty 3104.760722 = -138851.061132 Iteration 16Q: 3 clusters Score -138851.1 nChanged 50 ComputeScore: Raw -141983.828289 + Penalty 3104.760722 = -138879.067567 Iteration 17Q: 3 clusters Score -138879.1 nChanged 60 ComputeScore: Raw -142021.030984 + Penalty 3104.760722 = -138916.270262 Iteration 18Q: 3 clusters Score -138916.3 nChanged 59 ComputeScore: Raw -142053.473758 + Penalty 3104.760722 = -138948.713036 Iteration 19Q: 3 clusters Score -138948.7 nChanged 59 ComputeScore: Raw -142084.633087 + Penalty 3104.760722 = -138979.872365 Iteration 20F: 3 clusters Score -138979.9 nChanged 49 ComputeScore: Raw -142112.844089 + Penalty 3104.760722 = -139008.083367 Iteration 21Q: 3 clusters Score -139008.1 nChanged 45 ComputeScore: Raw -142142.031539 + Penalty 3104.760722 = -139037.270817 Iteration 22Q: 3 clusters Score -139037.3 nChanged 33 ComputeScore: Raw -142160.470328 + Penalty 3104.760722 = -139055.709606 Iteration 23Q: 3 clusters Score -139055.7 nChanged 29 ComputeScore: Raw -142174.316813 + Penalty 3104.760722 = -139069.556092 Iteration 24Q: 3 clusters Score -139069.6 nChanged 24 ComputeScore: Raw -142184.914816 + Penalty 3104.760722 = -139080.154095 Iteration 25Q: 3 clusters Score -139080.2 nChanged 18 ComputeScore: Raw -142197.406345 + Penalty 3104.760722 = -139092.645624 Iteration 26Q: 3 clusters Score -139092.6 nChanged 20 ComputeScore: Raw -142209.261898 + Penalty 3104.760722 = -139104.501177 Iteration 27Q: 3 clusters Score -139104.5 nChanged 22 ComputeScore: Raw -142221.818179 + Penalty 3104.760722 = -139117.057457 Iteration 28Q: 3 clusters Score -139117.1 nChanged 22 ComputeScore: Raw -142235.790577 + Penalty 3104.760722 = -139131.029855 Iteration 29Q: 3 clusters Score -139131 nChanged 20 ComputeScore: Raw -142246.782212 + Penalty 3104.760722 = -139142.021490 Iteration 30Q: 3 clusters Score -139142 nChanged 21 ComputeScore: Raw -142255.656689 + Penalty 3104.760722 = -139150.895967 Iteration 31Q: 3 clusters Score -139150.9 nChanged 13 ComputeScore: Raw -142260.771025 + Penalty 3104.760722 = -139156.010304 Iteration 32Q: 3 clusters Score -139156 nChanged 13 ComputeScore: Raw -142268.009191 + Penalty 3104.760722 = -139163.248470 Iteration 33Q: 3 clusters Score -139163.2 nChanged 10 ComputeScore: Raw -142272.846572 + Penalty 3104.760722 = -139168.085850 Iteration 34Q: 3 clusters Score -139168.1 nChanged 9 ComputeScore: Raw -142276.777168 + Penalty 3104.760722 = -139172.016446 Iteration 35Q: 3 clusters Score -139172 nChanged 6 ComputeScore: Raw -142279.183163 + Penalty 3104.760722 = -139174.422441 Iteration 36Q: 3 clusters Score -139174.4 nChanged 7 ComputeScore: Raw -142281.728222 + Penalty 3104.760722 = -139176.967501 Iteration 37Q: 3 clusters Score -139177 nChanged 6 ComputeScore: Raw -142284.460264 + Penalty 3104.760722 = -139179.699542 Iteration 38Q: 3 clusters Score -139179.7 nChanged 8 ComputeScore: Raw -142289.526174 + Penalty 3104.760722 = -139184.765453 Iteration 39Q: 3 clusters Score -139184.8 nChanged 15 ComputeScore: Raw -142298.529542 + Penalty 3104.760722 = -139193.768820 Iteration 40F: 3 clusters Score -139193.8 nChanged 13 ComputeScore: Raw -142302.587307 + Penalty 3104.760722 = -139197.826585 Iteration 41Q: 3 clusters Score -139197.8 nChanged 7 ComputeScore: Raw -142305.629435 + Penalty 3104.760722 = -139200.868714 Iteration 42Q: 3 clusters Score -139200.9 nChanged 8 ComputeScore: Raw -142310.130895 + Penalty 3104.760722 = -139205.370173 Iteration 43Q: 3 clusters Score -139205.4 nChanged 7 ComputeScore: Raw -142312.740830 + Penalty 3104.760722 = -139207.980108 Iteration 44Q: 3 clusters Score -139208 nChanged 7 ComputeScore: Raw -142315.642285 + Penalty 3104.760722 = -139210.881563 Iteration 45Q: 3 clusters Score -139210.9 nChanged 8 ComputeScore: Raw -142318.711655 + Penalty 3104.760722 = -139213.950933 Iteration 46Q: 3 clusters Score -139214 nChanged 5 ComputeScore: Raw -142320.319369 + Penalty 3104.760722 = -139215.558647 Iteration 47Q: 3 clusters Score -139215.6 nChanged 4 ComputeScore: Raw -142321.854697 + Penalty 3104.760722 = -139217.093975 Iteration 48Q: 3 clusters Score -139217.1 nChanged 4 ComputeScore: Raw -142323.241518 + Penalty 3104.760722 = -139218.480797 Iteration 49Q: 3 clusters Score -139218.5 nChanged 1 ComputeScore: Raw -142323.423529 + Penalty 3104.760722 = -139218.662807 Iteration 50Q: 3 clusters Score -139218.7 nChanged 2 ComputeScore: Raw -142324.154825 + Penalty 3104.760722 = -139219.394104 Iteration 51Q: 3 clusters Score -139219.4 nChanged 1 ComputeScore: Raw -142325.131728 + Penalty 3104.760722 = -139220.371006 Iteration 52Q: 3 clusters Score -139220.4 nChanged 2 ComputeScore: Raw -142325.702397 + Penalty 3104.760722 = -139220.941676 Iteration 53Q: 3 clusters Score -139220.9 nChanged 1 ComputeScore: Raw -142326.212795 + Penalty 3104.760722 = -139221.452073 Iteration 54Q: 3 clusters Score -139221.5 nChanged 0 ComputeScore: Raw -142326.212795 + Penalty 3104.760722 = -139221.452073 Iteration 55F: 3 clusters Score -139221.5 nChanged 0 Trying to split cluster 6 (3440 points) Assigned 2 initial classes randomly. ComputeScore: Raw -130419.725079 + Penalty 1539.069856 = -128880.655223 Iteration 0F: 2 clusters Score -128880.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -128780.941938 + Penalty 3078.139712 = -125702.802227 Iteration 0F: 3 clusters Score -125702.8 nChanged 1290 ComputeScore: Raw -129546.128828 + Penalty 3078.139712 = -126467.989116 Iteration 1F: 3 clusters Score -126468 nChanged 264 ComputeScore: Raw -129701.915187 + Penalty 3078.139712 = -126623.775475 Iteration 2F: 3 clusters Score -126623.8 nChanged 174 ComputeScore: Raw -129810.412731 + Penalty 3078.139712 = -126732.273019 Iteration 3F: 3 clusters Score -126732.3 nChanged 155 ComputeScore: Raw -129889.535783 + Penalty 3078.139712 = -126811.396071 Iteration 4Q: 3 clusters Score -126811.4 nChanged 105 ComputeScore: Raw -129949.208774 + Penalty 3078.139712 = -126871.069062 Iteration 5Q: 3 clusters Score -126871.1 nChanged 86 ComputeScore: Raw -129993.461465 + Penalty 3078.139712 = -126915.321754 Iteration 6Q: 3 clusters Score -126915.3 nChanged 66 ComputeScore: Raw -130027.154227 + Penalty 3078.139712 = -126949.014515 Iteration 7Q: 3 clusters Score -126949 nChanged 78 ComputeScore: Raw -130079.492318 + Penalty 3078.139712 = -127001.352606 Iteration 8Q: 3 clusters Score -127001.4 nChanged 78 ComputeScore: Raw -130125.544844 + Penalty 3078.139712 = -127047.405132 Iteration 9Q: 3 clusters Score -127047.4 nChanged 80 ComputeScore: Raw -130171.565943 + Penalty 3078.139712 = -127093.426231 Iteration 10Q: 3 clusters Score -127093.4 nChanged 61 ComputeScore: Raw -130201.428603 + Penalty 3078.139712 = -127123.288892 Iteration 11Q: 3 clusters Score -127123.3 nChanged 53 ComputeScore: Raw -130231.608717 + Penalty 3078.139712 = -127153.469005 Iteration 12Q: 3 clusters Score -127153.5 nChanged 56 ComputeScore: Raw -130258.429791 + Penalty 3078.139712 = -127180.290079 Iteration 13Q: 3 clusters Score -127180.3 nChanged 41 ComputeScore: Raw -130279.473220 + Penalty 3078.139712 = -127201.333509 Iteration 14Q: 3 clusters Score -127201.3 nChanged 42 ComputeScore: Raw -130301.796629 + Penalty 3078.139712 = -127223.656917 Iteration 15Q: 3 clusters Score -127223.7 nChanged 30 ComputeScore: Raw -130318.281330 + Penalty 3078.139712 = -127240.141618 Iteration 16Q: 3 clusters Score -127240.1 nChanged 30 ComputeScore: Raw -130336.084772 + Penalty 3078.139712 = -127257.945060 Iteration 17Q: 3 clusters Score -127257.9 nChanged 36 ComputeScore: Raw -130354.564884 + Penalty 3078.139712 = -127276.425172 Iteration 18Q: 3 clusters Score -127276.4 nChanged 31 ComputeScore: Raw -130367.626140 + Penalty 3078.139712 = -127289.486429 Iteration 19Q: 3 clusters Score -127289.5 nChanged 24 ComputeScore: Raw -130376.259323 + Penalty 3078.139712 = -127298.119611 Iteration 20F: 3 clusters Score -127298.1 nChanged 20 ComputeScore: Raw -130385.378710 + Penalty 3078.139712 = -127307.238998 Iteration 21Q: 3 clusters Score -127307.2 nChanged 26 ComputeScore: Raw -130397.461142 + Penalty 3078.139712 = -127319.321430 Iteration 22Q: 3 clusters Score -127319.3 nChanged 20 ComputeScore: Raw -130406.622322 + Penalty 3078.139712 = -127328.482610 Iteration 23Q: 3 clusters Score -127328.5 nChanged 16 ComputeScore: Raw -130413.262430 + Penalty 3078.139712 = -127335.122718 Iteration 24Q: 3 clusters Score -127335.1 nChanged 18 ComputeScore: Raw -130420.311691 + Penalty 3078.139712 = -127342.171979 Iteration 25Q: 3 clusters Score -127342.2 nChanged 17 ComputeScore: Raw -130427.367823 + Penalty 3078.139712 = -127349.228111 Iteration 26Q: 3 clusters Score -127349.2 nChanged 10 ComputeScore: Raw -130433.946082 + Penalty 3078.139712 = -127355.806370 Iteration 27Q: 3 clusters Score -127355.8 nChanged 14 ComputeScore: Raw -130438.643784 + Penalty 3078.139712 = -127360.504073 Iteration 28Q: 3 clusters Score -127360.5 nChanged 10 ComputeScore: Raw -130443.002765 + Penalty 3078.139712 = -127364.863053 Iteration 29Q: 3 clusters Score -127364.9 nChanged 12 ComputeScore: Raw -130448.153086 + Penalty 3078.139712 = -127370.013374 Iteration 30Q: 3 clusters Score -127370 nChanged 7 ComputeScore: Raw -130452.719533 + Penalty 3078.139712 = -127374.579821 Iteration 31Q: 3 clusters Score -127374.6 nChanged 7 ComputeScore: Raw -130457.246771 + Penalty 3078.139712 = -127379.107060 Iteration 32Q: 3 clusters Score -127379.1 nChanged 9 ComputeScore: Raw -130460.930934 + Penalty 3078.139712 = -127382.791222 Iteration 33Q: 3 clusters Score -127382.8 nChanged 9 ComputeScore: Raw -130465.518745 + Penalty 3078.139712 = -127387.379033 Iteration 34Q: 3 clusters Score -127387.4 nChanged 5 ComputeScore: Raw -130467.697615 + Penalty 3078.139712 = -127389.557904 Iteration 35Q: 3 clusters Score -127389.6 nChanged 6 ComputeScore: Raw -130472.069314 + Penalty 3078.139712 = -127393.929603 Iteration 36Q: 3 clusters Score -127393.9 nChanged 9 ComputeScore: Raw -130476.224014 + Penalty 3078.139712 = -127398.084302 Iteration 37Q: 3 clusters Score -127398.1 nChanged 9 ComputeScore: Raw -130480.370668 + Penalty 3078.139712 = -127402.230957 Iteration 38Q: 3 clusters Score -127402.2 nChanged 10 ComputeScore: Raw -130483.527613 + Penalty 3078.139712 = -127405.387902 Iteration 39Q: 3 clusters Score -127405.4 nChanged 8 ComputeScore: Raw -130488.364882 + Penalty 3078.139712 = -127410.225171 Iteration 40F: 3 clusters Score -127410.2 nChanged 10 ComputeScore: Raw -130492.353465 + Penalty 3078.139712 = -127414.213754 Iteration 41Q: 3 clusters Score -127414.2 nChanged 10 ComputeScore: Raw -130496.329798 + Penalty 3078.139712 = -127418.190086 Iteration 42Q: 3 clusters Score -127418.2 nChanged 5 ComputeScore: Raw -130498.850195 + Penalty 3078.139712 = -127420.710484 Iteration 43Q: 3 clusters Score -127420.7 nChanged 6 ComputeScore: Raw -130501.693519 + Penalty 3078.139712 = -127423.553807 Iteration 44Q: 3 clusters Score -127423.6 nChanged 4 ComputeScore: Raw -130503.373746 + Penalty 3078.139712 = -127425.234034 Iteration 45Q: 3 clusters Score -127425.2 nChanged 4 ComputeScore: Raw -130504.942637 + Penalty 3078.139712 = -127426.802926 Iteration 46Q: 3 clusters Score -127426.8 nChanged 2 ComputeScore: Raw -130505.502647 + Penalty 3078.139712 = -127427.362936 Iteration 47Q: 3 clusters Score -127427.4 nChanged 0 ComputeScore: Raw -130505.502647 + Penalty 3078.139712 = -127427.362936 Iteration 48F: 3 clusters Score -127427.4 nChanged 0 Trying to split cluster 7 (4020 points) Assigned 2 initial classes randomly. ComputeScore: Raw -155124.952962 + Penalty 1568.518027 = -153556.434935 Iteration 0F: 2 clusters Score -153556.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -153159.862603 + Penalty 3137.036055 = -150022.826548 Iteration 0F: 3 clusters Score -150022.8 nChanged 1549 ComputeScore: Raw -154079.003514 + Penalty 3137.036055 = -150941.967460 Iteration 1F: 3 clusters Score -150942 nChanged 303 ComputeScore: Raw -154259.893157 + Penalty 3137.036055 = -151122.857102 Iteration 2F: 3 clusters Score -151122.9 nChanged 198 ComputeScore: Raw -154363.945635 + Penalty 3137.036055 = -151226.909580 Iteration 3Q: 3 clusters Score -151226.9 nChanged 141 ComputeScore: Raw -154429.050234 + Penalty 3137.036055 = -151292.014180 Iteration 4Q: 3 clusters Score -151292 nChanged 119 ComputeScore: Raw -154485.917759 + Penalty 3137.036055 = -151348.881704 Iteration 5Q: 3 clusters Score -151348.9 nChanged 107 ComputeScore: Raw -154542.984024 + Penalty 3137.036055 = -151405.947970 Iteration 6Q: 3 clusters Score -151405.9 nChanged 88 ComputeScore: Raw -154575.156442 + Penalty 3137.036055 = -151438.120388 Iteration 7Q: 3 clusters Score -151438.1 nChanged 61 ComputeScore: Raw -154602.650059 + Penalty 3137.036055 = -151465.614004 Iteration 8Q: 3 clusters Score -151465.6 nChanged 60 ComputeScore: Raw -154622.598861 + Penalty 3137.036055 = -151485.562806 Iteration 9Q: 3 clusters Score -151485.6 nChanged 43 ComputeScore: Raw -154639.968594 + Penalty 3137.036055 = -151502.932539 Iteration 10Q: 3 clusters Score -151502.9 nChanged 57 ComputeScore: Raw -154666.502741 + Penalty 3137.036055 = -151529.466686 Iteration 11Q: 3 clusters Score -151529.5 nChanged 55 ComputeScore: Raw -154692.491294 + Penalty 3137.036055 = -151555.455239 Iteration 12Q: 3 clusters Score -151555.5 nChanged 64 ComputeScore: Raw -154722.904473 + Penalty 3137.036055 = -151585.868418 Iteration 13Q: 3 clusters Score -151585.9 nChanged 74 ComputeScore: Raw -154757.804953 + Penalty 3137.036055 = -151620.768898 Iteration 14Q: 3 clusters Score -151620.8 nChanged 63 ComputeScore: Raw -154790.722896 + Penalty 3137.036055 = -151653.686842 Iteration 15Q: 3 clusters Score -151653.7 nChanged 67 ComputeScore: Raw -154827.603366 + Penalty 3137.036055 = -151690.567312 Iteration 16Q: 3 clusters Score -151690.6 nChanged 71 ComputeScore: Raw -154882.731576 + Penalty 3137.036055 = -151745.695522 Iteration 17Q: 3 clusters Score -151745.7 nChanged 73 ComputeScore: Raw -154936.051079 + Penalty 3137.036055 = -151799.015024 Iteration 18Q: 3 clusters Score -151799 nChanged 62 ComputeScore: Raw -154978.606790 + Penalty 3137.036055 = -151841.570735 Iteration 19Q: 3 clusters Score -151841.6 nChanged 56 ComputeScore: Raw -155009.063972 + Penalty 3137.036055 = -151872.027918 Iteration 20F: 3 clusters Score -151872 nChanged 60 ComputeScore: Raw -155036.562504 + Penalty 3137.036055 = -151899.526449 Iteration 21Q: 3 clusters Score -151899.5 nChanged 33 ComputeScore: Raw -155051.042862 + Penalty 3137.036055 = -151914.006807 Iteration 22Q: 3 clusters Score -151914 nChanged 26 ComputeScore: Raw -155062.301073 + Penalty 3137.036055 = -151925.265018 Iteration 23Q: 3 clusters Score -151925.3 nChanged 21 ComputeScore: Raw -155071.696324 + Penalty 3137.036055 = -151934.660270 Iteration 24Q: 3 clusters Score -151934.7 nChanged 21 ComputeScore: Raw -155083.185420 + Penalty 3137.036055 = -151946.149366 Iteration 25Q: 3 clusters Score -151946.1 nChanged 27 ComputeScore: Raw -155098.831389 + Penalty 3137.036055 = -151961.795335 Iteration 26Q: 3 clusters Score -151961.8 nChanged 25 ComputeScore: Raw -155114.446103 + Penalty 3137.036055 = -151977.410048 Iteration 27Q: 3 clusters Score -151977.4 nChanged 34 ComputeScore: Raw -155133.715892 + Penalty 3137.036055 = -151996.679837 Iteration 28Q: 3 clusters Score -151996.7 nChanged 39 ComputeScore: Raw -155160.561622 + Penalty 3137.036055 = -152023.525567 Iteration 29Q: 3 clusters Score -152023.5 nChanged 37 ComputeScore: Raw -155182.519477 + Penalty 3137.036055 = -152045.483423 Iteration 30Q: 3 clusters Score -152045.5 nChanged 23 ComputeScore: Raw -155194.886235 + Penalty 3137.036055 = -152057.850180 Iteration 31Q: 3 clusters Score -152057.9 nChanged 26 ComputeScore: Raw -155208.095396 + Penalty 3137.036055 = -152071.059341 Iteration 32Q: 3 clusters Score -152071.1 nChanged 18 ComputeScore: Raw -155215.660058 + Penalty 3137.036055 = -152078.624003 Iteration 33Q: 3 clusters Score -152078.6 nChanged 15 ComputeScore: Raw -155223.673056 + Penalty 3137.036055 = -152086.637001 Iteration 34Q: 3 clusters Score -152086.6 nChanged 15 ComputeScore: Raw -155233.630124 + Penalty 3137.036055 = -152096.594069 Iteration 35Q: 3 clusters Score -152096.6 nChanged 19 ComputeScore: Raw -155241.835100 + Penalty 3137.036055 = -152104.799046 Iteration 36Q: 3 clusters Score -152104.8 nChanged 16 ComputeScore: Raw -155248.477812 + Penalty 3137.036055 = -152111.441757 Iteration 37Q: 3 clusters Score -152111.4 nChanged 10 ComputeScore: Raw -155252.327231 + Penalty 3137.036055 = -152115.291176 Iteration 38Q: 3 clusters Score -152115.3 nChanged 10 ComputeScore: Raw -155256.226559 + Penalty 3137.036055 = -152119.190504 Iteration 39Q: 3 clusters Score -152119.2 nChanged 7 ComputeScore: Raw -155260.016061 + Penalty 3137.036055 = -152122.980006 Iteration 40F: 3 clusters Score -152123 nChanged 9 ComputeScore: Raw -155263.522689 + Penalty 3137.036055 = -152126.486634 Iteration 41Q: 3 clusters Score -152126.5 nChanged 6 ComputeScore: Raw -155265.597694 + Penalty 3137.036055 = -152128.561640 Iteration 42Q: 3 clusters Score -152128.6 nChanged 2 ComputeScore: Raw -155267.040923 + Penalty 3137.036055 = -152130.004869 Iteration 43Q: 3 clusters Score -152130 nChanged 0 ComputeScore: Raw -155267.040923 + Penalty 3137.036055 = -152130.004869 Iteration 44F: 3 clusters Score -152130 nChanged 0 Trying to split cluster 8 (4950 points) Assigned 2 initial classes randomly. ComputeScore: Raw -185396.156507 + Penalty 1607.850000 = -183788.306507 Iteration 0F: 2 clusters Score -183788.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -182891.197632 + Penalty 3215.699999 = -179675.497633 Iteration 0F: 3 clusters Score -179675.5 nChanged 1946 ComputeScore: Raw -184021.170010 + Penalty 3215.699999 = -180805.470010 Iteration 1F: 3 clusters Score -180805.5 nChanged 418 ComputeScore: Raw -184335.607841 + Penalty 3215.699999 = -181119.907842 Iteration 2F: 3 clusters Score -181119.9 nChanged 325 ComputeScore: Raw -184570.084775 + Penalty 3215.699999 = -181354.384775 Iteration 3F: 3 clusters Score -181354.4 nChanged 275 ComputeScore: Raw -184779.169572 + Penalty 3215.699999 = -181563.469573 Iteration 4F: 3 clusters Score -181563.5 nChanged 254 ComputeScore: Raw -184961.140682 + Penalty 3215.699999 = -181745.440683 Iteration 5F: 3 clusters Score -181745.4 nChanged 224 ComputeScore: Raw -185115.898151 + Penalty 3215.699999 = -181900.198152 Iteration 6Q: 3 clusters Score -181900.2 nChanged 186 ComputeScore: Raw -185250.361202 + Penalty 3215.699999 = -182034.661203 Iteration 7Q: 3 clusters Score -182034.7 nChanged 159 ComputeScore: Raw -185356.686962 + Penalty 3215.699999 = -182140.986963 Iteration 8Q: 3 clusters Score -182141 nChanged 146 ComputeScore: Raw -185460.144876 + Penalty 3215.699999 = -182244.444877 Iteration 9Q: 3 clusters Score -182244.4 nChanged 114 ComputeScore: Raw -185542.332408 + Penalty 3215.699999 = -182326.632409 Iteration 10Q: 3 clusters Score -182326.6 nChanged 106 ComputeScore: Raw -185614.457721 + Penalty 3215.699999 = -182398.757721 Iteration 11Q: 3 clusters Score -182398.8 nChanged 77 ComputeScore: Raw -185660.849120 + Penalty 3215.699999 = -182445.149121 Iteration 12Q: 3 clusters Score -182445.1 nChanged 52 ComputeScore: Raw -185686.017731 + Penalty 3215.699999 = -182470.317731 Iteration 13Q: 3 clusters Score -182470.3 nChanged 44 ComputeScore: Raw -185710.364509 + Penalty 3215.699999 = -182494.664509 Iteration 14Q: 3 clusters Score -182494.7 nChanged 38 ComputeScore: Raw -185733.076472 + Penalty 3215.699999 = -182517.376472 Iteration 15Q: 3 clusters Score -182517.4 nChanged 45 ComputeScore: Raw -185759.861406 + Penalty 3215.699999 = -182544.161407 Iteration 16Q: 3 clusters Score -182544.2 nChanged 45 ComputeScore: Raw -185776.950518 + Penalty 3215.699999 = -182561.250519 Iteration 17Q: 3 clusters Score -182561.3 nChanged 25 ComputeScore: Raw -185790.005589 + Penalty 3215.699999 = -182574.305590 Iteration 18Q: 3 clusters Score -182574.3 nChanged 29 ComputeScore: Raw -185804.278965 + Penalty 3215.699999 = -182588.578965 Iteration 19Q: 3 clusters Score -182588.6 nChanged 26 ComputeScore: Raw -185823.567907 + Penalty 3215.699999 = -182607.867907 Iteration 20F: 3 clusters Score -182607.9 nChanged 21 ComputeScore: Raw -185831.905661 + Penalty 3215.699999 = -182616.205661 Iteration 21Q: 3 clusters Score -182616.2 nChanged 14 ComputeScore: Raw -185836.684316 + Penalty 3215.699999 = -182620.984317 Iteration 22Q: 3 clusters Score -182621 nChanged 10 ComputeScore: Raw -185840.863030 + Penalty 3215.699999 = -182625.163031 Iteration 23Q: 3 clusters Score -182625.2 nChanged 11 ComputeScore: Raw -185844.708717 + Penalty 3215.699999 = -182629.008718 Iteration 24Q: 3 clusters Score -182629 nChanged 13 ComputeScore: Raw -185849.361403 + Penalty 3215.699999 = -182633.661404 Iteration 25Q: 3 clusters Score -182633.7 nChanged 11 ComputeScore: Raw -185853.249501 + Penalty 3215.699999 = -182637.549501 Iteration 26Q: 3 clusters Score -182637.5 nChanged 11 ComputeScore: Raw -185857.179407 + Penalty 3215.699999 = -182641.479408 Iteration 27Q: 3 clusters Score -182641.5 nChanged 15 ComputeScore: Raw -185862.484968 + Penalty 3215.699999 = -182646.784968 Iteration 28Q: 3 clusters Score -182646.8 nChanged 8 ComputeScore: Raw -185865.239406 + Penalty 3215.699999 = -182649.539407 Iteration 29Q: 3 clusters Score -182649.5 nChanged 4 ComputeScore: Raw -185866.153083 + Penalty 3215.699999 = -182650.453084 Iteration 30Q: 3 clusters Score -182650.5 nChanged 0 ComputeScore: Raw -185866.153083 + Penalty 3215.699999 = -182650.453084 Iteration 31F: 3 clusters Score -182650.5 nChanged 0 Trying to split cluster 9 (6252 points) Assigned 2 initial classes randomly. ComputeScore: Raw -228115.876588 + Penalty 1651.984115 = -226463.892473 Iteration 0F: 2 clusters Score -226463.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -224844.922020 + Penalty 3303.968229 = -221540.953790 Iteration 0F: 3 clusters Score -221541 nChanged 2568 ComputeScore: Raw -226391.863291 + Penalty 3303.968229 = -223087.895061 Iteration 1F: 3 clusters Score -223087.9 nChanged 498 ComputeScore: Raw -226770.590639 + Penalty 3303.968229 = -223466.622409 Iteration 2F: 3 clusters Score -223466.6 nChanged 434 ComputeScore: Raw -227051.361894 + Penalty 3303.968229 = -223747.393665 Iteration 3F: 3 clusters Score -223747.4 nChanged 355 ComputeScore: Raw -227279.491265 + Penalty 3303.968229 = -223975.523035 Iteration 4F: 3 clusters Score -223975.5 nChanged 321 ComputeScore: Raw -227471.459252 + Penalty 3303.968229 = -224167.491023 Iteration 5F: 3 clusters Score -224167.5 nChanged 279 ComputeScore: Raw -227636.338900 + Penalty 3303.968229 = -224332.370671 Iteration 6Q: 3 clusters Score -224332.4 nChanged 265 ComputeScore: Raw -227802.950993 + Penalty 3303.968229 = -224498.982764 Iteration 7Q: 3 clusters Score -224499 nChanged 254 ComputeScore: Raw -227937.793281 + Penalty 3303.968229 = -224633.825051 Iteration 8Q: 3 clusters Score -224633.8 nChanged 192 ComputeScore: Raw -228028.741902 + Penalty 3303.968229 = -224724.773672 Iteration 9Q: 3 clusters Score -224724.8 nChanged 166 ComputeScore: Raw -228113.760730 + Penalty 3303.968229 = -224809.792501 Iteration 10Q: 3 clusters Score -224809.8 nChanged 147 ComputeScore: Raw -228190.904620 + Penalty 3303.968229 = -224886.936390 Iteration 11Q: 3 clusters Score -224886.9 nChanged 141 ComputeScore: Raw -228257.639451 + Penalty 3303.968229 = -224953.671222 Iteration 12Q: 3 clusters Score -224953.7 nChanged 127 ComputeScore: Raw -228320.228619 + Penalty 3303.968229 = -225016.260390 Iteration 13Q: 3 clusters Score -225016.3 nChanged 107 ComputeScore: Raw -228367.848208 + Penalty 3303.968229 = -225063.879979 Iteration 14Q: 3 clusters Score -225063.9 nChanged 78 ComputeScore: Raw -228399.884038 + Penalty 3303.968229 = -225095.915808 Iteration 15Q: 3 clusters Score -225095.9 nChanged 82 ComputeScore: Raw -228432.092873 + Penalty 3303.968229 = -225128.124643 Iteration 16Q: 3 clusters Score -225128.1 nChanged 59 ComputeScore: Raw -228453.363129 + Penalty 3303.968229 = -225149.394899 Iteration 17Q: 3 clusters Score -225149.4 nChanged 61 ComputeScore: Raw -228475.387800 + Penalty 3303.968229 = -225171.419570 Iteration 18Q: 3 clusters Score -225171.4 nChanged 57 ComputeScore: Raw -228495.721787 + Penalty 3303.968229 = -225191.753557 Iteration 19Q: 3 clusters Score -225191.8 nChanged 51 ComputeScore: Raw -228515.223720 + Penalty 3303.968229 = -225211.255491 Iteration 20F: 3 clusters Score -225211.3 nChanged 47 ComputeScore: Raw -228537.499569 + Penalty 3303.968229 = -225233.531339 Iteration 21Q: 3 clusters Score -225233.5 nChanged 56 ComputeScore: Raw -228563.348047 + Penalty 3303.968229 = -225259.379818 Iteration 22Q: 3 clusters Score -225259.4 nChanged 55 ComputeScore: Raw -228589.727285 + Penalty 3303.968229 = -225285.759055 Iteration 23Q: 3 clusters Score -225285.8 nChanged 47 ComputeScore: Raw -228609.904446 + Penalty 3303.968229 = -225305.936216 Iteration 24Q: 3 clusters Score -225305.9 nChanged 40 ComputeScore: Raw -228631.932653 + Penalty 3303.968229 = -225327.964424 Iteration 25Q: 3 clusters Score -225328 nChanged 29 ComputeScore: Raw -228646.292465 + Penalty 3303.968229 = -225342.324236 Iteration 26Q: 3 clusters Score -225342.3 nChanged 19 ComputeScore: Raw -228655.456352 + Penalty 3303.968229 = -225351.488123 Iteration 27Q: 3 clusters Score -225351.5 nChanged 19 ComputeScore: Raw -228663.160200 + Penalty 3303.968229 = -225359.191971 Iteration 28Q: 3 clusters Score -225359.2 nChanged 12 ComputeScore: Raw -228669.910279 + Penalty 3303.968229 = -225365.942049 Iteration 29Q: 3 clusters Score -225365.9 nChanged 20 ComputeScore: Raw -228677.194445 + Penalty 3303.968229 = -225373.226216 Iteration 30Q: 3 clusters Score -225373.2 nChanged 12 ComputeScore: Raw -228681.865676 + Penalty 3303.968229 = -225377.897446 Iteration 31Q: 3 clusters Score -225377.9 nChanged 6 ComputeScore: Raw -228684.721146 + Penalty 3303.968229 = -225380.752916 Iteration 32Q: 3 clusters Score -225380.8 nChanged 4 ComputeScore: Raw -228686.045654 + Penalty 3303.968229 = -225382.077425 Iteration 33Q: 3 clusters Score -225382.1 nChanged 3 ComputeScore: Raw -228687.373289 + Penalty 3303.968229 = -225383.405060 Iteration 34Q: 3 clusters Score -225383.4 nChanged 1 ComputeScore: Raw -228687.613560 + Penalty 3303.968229 = -225383.645331 Iteration 35Q: 3 clusters Score -225383.6 nChanged 0 ComputeScore: Raw -228687.613560 + Penalty 3303.968229 = -225383.645331 Iteration 36F: 3 clusters Score -225383.6 nChanged 0 Trying to split cluster 10 (5482 points) Assigned 2 initial classes randomly. ComputeScore: Raw -208672.764668 + Penalty 1627.143577 = -207045.621090 Iteration 0F: 2 clusters Score -207045.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -205826.405720 + Penalty 3254.287155 = -202572.118565 Iteration 0F: 3 clusters Score -202572.1 nChanged 2192 ComputeScore: Raw -207034.458628 + Penalty 3254.287155 = -203780.171473 Iteration 1F: 3 clusters Score -203780.2 nChanged 421 ComputeScore: Raw -207259.390863 + Penalty 3254.287155 = -204005.103709 Iteration 2F: 3 clusters Score -204005.1 nChanged 318 ComputeScore: Raw -207441.505014 + Penalty 3254.287155 = -204187.217859 Iteration 3F: 3 clusters Score -204187.2 nChanged 272 ComputeScore: Raw -207610.832159 + Penalty 3254.287155 = -204356.545004 Iteration 4Q: 3 clusters Score -204356.5 nChanged 266 ComputeScore: Raw -207794.333482 + Penalty 3254.287155 = -204540.046327 Iteration 5Q: 3 clusters Score -204540 nChanged 240 ComputeScore: Raw -207957.832934 + Penalty 3254.287155 = -204703.545779 Iteration 6Q: 3 clusters Score -204703.5 nChanged 236 ComputeScore: Raw -208113.455718 + Penalty 3254.287155 = -204859.168563 Iteration 7Q: 3 clusters Score -204859.2 nChanged 199 ComputeScore: Raw -208234.941985 + Penalty 3254.287155 = -204980.654830 Iteration 8Q: 3 clusters Score -204980.7 nChanged 185 ComputeScore: Raw -208348.619950 + Penalty 3254.287155 = -205094.332796 Iteration 9Q: 3 clusters Score -205094.3 nChanged 154 ComputeScore: Raw -208441.088127 + Penalty 3254.287155 = -205186.800972 Iteration 10Q: 3 clusters Score -205186.8 nChanged 133 ComputeScore: Raw -208519.777645 + Penalty 3254.287155 = -205265.490490 Iteration 11Q: 3 clusters Score -205265.5 nChanged 105 ComputeScore: Raw -208585.227871 + Penalty 3254.287155 = -205330.940717 Iteration 12Q: 3 clusters Score -205330.9 nChanged 87 ComputeScore: Raw -208636.497935 + Penalty 3254.287155 = -205382.210780 Iteration 13Q: 3 clusters Score -205382.2 nChanged 85 ComputeScore: Raw -208680.397702 + Penalty 3254.287155 = -205426.110547 Iteration 14Q: 3 clusters Score -205426.1 nChanged 66 ComputeScore: Raw -208718.827222 + Penalty 3254.287155 = -205464.540067 Iteration 15Q: 3 clusters Score -205464.5 nChanged 60 ComputeScore: Raw -208747.874106 + Penalty 3254.287155 = -205493.586951 Iteration 16Q: 3 clusters Score -205493.6 nChanged 47 ComputeScore: Raw -208772.111554 + Penalty 3254.287155 = -205517.824399 Iteration 17Q: 3 clusters Score -205517.8 nChanged 51 ComputeScore: Raw -208797.740507 + Penalty 3254.287155 = -205543.453352 Iteration 18Q: 3 clusters Score -205543.5 nChanged 39 ComputeScore: Raw -208820.678337 + Penalty 3254.287155 = -205566.391182 Iteration 19Q: 3 clusters Score -205566.4 nChanged 40 ComputeScore: Raw -208843.763360 + Penalty 3254.287155 = -205589.476205 Iteration 20F: 3 clusters Score -205589.5 nChanged 43 ComputeScore: Raw -208863.824101 + Penalty 3254.287155 = -205609.536946 Iteration 21Q: 3 clusters Score -205609.5 nChanged 29 ComputeScore: Raw -208872.373625 + Penalty 3254.287155 = -205618.086470 Iteration 22Q: 3 clusters Score -205618.1 nChanged 13 ComputeScore: Raw -208875.832135 + Penalty 3254.287155 = -205621.544981 Iteration 23Q: 3 clusters Score -205621.5 nChanged 12 ComputeScore: Raw -208878.701652 + Penalty 3254.287155 = -205624.414498 Iteration 24Q: 3 clusters Score -205624.4 nChanged 15 ComputeScore: Raw -208883.407383 + Penalty 3254.287155 = -205629.120229 Iteration 25Q: 3 clusters Score -205629.1 nChanged 11 ComputeScore: Raw -208886.546944 + Penalty 3254.287155 = -205632.259789 Iteration 26Q: 3 clusters Score -205632.3 nChanged 9 ComputeScore: Raw -208888.654237 + Penalty 3254.287155 = -205634.367082 Iteration 27Q: 3 clusters Score -205634.4 nChanged 6 ComputeScore: Raw -208889.863901 + Penalty 3254.287155 = -205635.576747 Iteration 28Q: 3 clusters Score -205635.6 nChanged 3 ComputeScore: Raw -208890.655364 + Penalty 3254.287155 = -205636.368209 Iteration 29Q: 3 clusters Score -205636.4 nChanged 3 ComputeScore: Raw -208891.738816 + Penalty 3254.287155 = -205637.451662 Iteration 30Q: 3 clusters Score -205637.5 nChanged 4 ComputeScore: Raw -208893.067236 + Penalty 3254.287155 = -205638.780081 Iteration 31Q: 3 clusters Score -205638.8 nChanged 3 ComputeScore: Raw -208894.182813 + Penalty 3254.287155 = -205639.895659 Iteration 32Q: 3 clusters Score -205639.9 nChanged 4 ComputeScore: Raw -208895.357888 + Penalty 3254.287155 = -205641.070733 Iteration 33Q: 3 clusters Score -205641.1 nChanged 1 ComputeScore: Raw -208895.513697 + Penalty 3254.287155 = -205641.226542 Iteration 34Q: 3 clusters Score -205641.2 nChanged 1 ComputeScore: Raw -208896.064930 + Penalty 3254.287155 = -205641.777776 Iteration 35Q: 3 clusters Score -205641.8 nChanged 2 ComputeScore: Raw -208896.395778 + Penalty 3254.287155 = -205642.108624 Iteration 36Q: 3 clusters Score -205642.1 nChanged 1 ComputeScore: Raw -208896.593244 + Penalty 3254.287155 = -205642.306089 Iteration 37Q: 3 clusters Score -205642.3 nChanged 3 ComputeScore: Raw -208897.295641 + Penalty 3254.287155 = -205643.008486 Iteration 38Q: 3 clusters Score -205643 nChanged 1 ComputeScore: Raw -208897.386213 + Penalty 3254.287155 = -205643.099059 Iteration 39Q: 3 clusters Score -205643.1 nChanged 1 ComputeScore: Raw -208897.461112 + Penalty 3254.287155 = -205643.173957 Iteration 40F: 3 clusters Score -205643.2 nChanged 0 Trying to split cluster 11 (6583 points) Assigned 2 initial classes randomly. ComputeScore: Raw -245167.396380 + Penalty 1661.734465 = -243505.661915 Iteration 0F: 2 clusters Score -243505.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -241687.267601 + Penalty 3323.468930 = -238363.798670 Iteration 0F: 3 clusters Score -238363.8 nChanged 2665 ComputeScore: Raw -243200.487172 + Penalty 3323.468930 = -239877.018242 Iteration 1F: 3 clusters Score -239877 nChanged 508 ComputeScore: Raw -243512.129686 + Penalty 3323.468930 = -240188.660756 Iteration 2F: 3 clusters Score -240188.7 nChanged 406 ComputeScore: Raw -243752.187398 + Penalty 3323.468930 = -240428.718467 Iteration 3F: 3 clusters Score -240428.7 nChanged 333 ComputeScore: Raw -243939.710123 + Penalty 3323.468930 = -240616.241193 Iteration 4F: 3 clusters Score -240616.2 nChanged 299 ComputeScore: Raw -244090.486720 + Penalty 3323.468930 = -240767.017789 Iteration 5Q: 3 clusters Score -240767 nChanged 248 ComputeScore: Raw -244202.858249 + Penalty 3323.468930 = -240879.389319 Iteration 6Q: 3 clusters Score -240879.4 nChanged 215 ComputeScore: Raw -244305.811158 + Penalty 3323.468930 = -240982.342227 Iteration 7Q: 3 clusters Score -240982.3 nChanged 211 ComputeScore: Raw -244411.609744 + Penalty 3323.468930 = -241088.140814 Iteration 8Q: 3 clusters Score -241088.1 nChanged 243 ComputeScore: Raw -244550.334891 + Penalty 3323.468930 = -241226.865960 Iteration 9Q: 3 clusters Score -241226.9 nChanged 241 ComputeScore: Raw -244695.459824 + Penalty 3323.468930 = -241371.990894 Iteration 10Q: 3 clusters Score -241372 nChanged 233 ComputeScore: Raw -244834.847897 + Penalty 3323.468930 = -241511.378967 Iteration 11Q: 3 clusters Score -241511.4 nChanged 212 ComputeScore: Raw -244982.305648 + Penalty 3323.468930 = -241658.836718 Iteration 12Q: 3 clusters Score -241658.8 nChanged 189 ComputeScore: Raw -245127.779008 + Penalty 3323.468930 = -241804.310078 Iteration 13Q: 3 clusters Score -241804.3 nChanged 162 ComputeScore: Raw -245267.080194 + Penalty 3323.468930 = -241943.611264 Iteration 14Q: 3 clusters Score -241943.6 nChanged 130 ComputeScore: Raw -245375.796459 + Penalty 3323.468930 = -242052.327528 Iteration 15Q: 3 clusters Score -242052.3 nChanged 105 ComputeScore: Raw -245456.129189 + Penalty 3323.468930 = -242132.660258 Iteration 16Q: 3 clusters Score -242132.7 nChanged 88 ComputeScore: Raw -245519.154323 + Penalty 3323.468930 = -242195.685393 Iteration 17Q: 3 clusters Score -242195.7 nChanged 72 ComputeScore: Raw -245572.805699 + Penalty 3323.468930 = -242249.336769 Iteration 18Q: 3 clusters Score -242249.3 nChanged 44 ComputeScore: Raw -245600.063272 + Penalty 3323.468930 = -242276.594342 Iteration 19Q: 3 clusters Score -242276.6 nChanged 24 ComputeScore: Raw -245613.085455 + Penalty 3323.468930 = -242289.616525 Iteration 20F: 3 clusters Score -242289.6 nChanged 18 ComputeScore: Raw -245624.063969 + Penalty 3323.468930 = -242300.595039 Iteration 21Q: 3 clusters Score -242300.6 nChanged 17 ComputeScore: Raw -245634.187888 + Penalty 3323.468930 = -242310.718958 Iteration 22Q: 3 clusters Score -242310.7 nChanged 9 ComputeScore: Raw -245639.729990 + Penalty 3323.468930 = -242316.261060 Iteration 23Q: 3 clusters Score -242316.3 nChanged 7 ComputeScore: Raw -245643.457301 + Penalty 3323.468930 = -242319.988371 Iteration 24Q: 3 clusters Score -242320 nChanged 8 ComputeScore: Raw -245645.968634 + Penalty 3323.468930 = -242322.499704 Iteration 25Q: 3 clusters Score -242322.5 nChanged 3 ComputeScore: Raw -245646.914632 + Penalty 3323.468930 = -242323.445702 Iteration 26Q: 3 clusters Score -242323.4 nChanged 4 ComputeScore: Raw -245649.350599 + Penalty 3323.468930 = -242325.881668 Iteration 27Q: 3 clusters Score -242325.9 nChanged 4 ComputeScore: Raw -245652.073406 + Penalty 3323.468930 = -242328.604475 Iteration 28Q: 3 clusters Score -242328.6 nChanged 7 ComputeScore: Raw -245657.074137 + Penalty 3323.468930 = -242333.605207 Iteration 29Q: 3 clusters Score -242333.6 nChanged 7 ComputeScore: Raw -245662.306609 + Penalty 3323.468930 = -242338.837679 Iteration 30Q: 3 clusters Score -242338.8 nChanged 7 ComputeScore: Raw -245667.105612 + Penalty 3323.468930 = -242343.636681 Iteration 31Q: 3 clusters Score -242343.6 nChanged 3 ComputeScore: Raw -245668.591226 + Penalty 3323.468930 = -242345.122296 Iteration 32Q: 3 clusters Score -242345.1 nChanged 1 ComputeScore: Raw -245669.007455 + Penalty 3323.468930 = -242345.538525 Iteration 33Q: 3 clusters Score -242345.5 nChanged 1 ComputeScore: Raw -245669.911331 + Penalty 3323.468930 = -242346.442401 Iteration 34Q: 3 clusters Score -242346.4 nChanged 0 ComputeScore: Raw -245669.911331 + Penalty 3323.468930 = -242346.442401 Iteration 35F: 3 clusters Score -242346.4 nChanged 0 Trying to split cluster 12 (5053 points) Assigned 2 initial classes randomly. ComputeScore: Raw -191247.828239 + Penalty 1611.742370 = -189636.085870 Iteration 0F: 2 clusters Score -189636.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -188712.138480 + Penalty 3223.484739 = -185488.653740 Iteration 0F: 3 clusters Score -185488.7 nChanged 2018 ComputeScore: Raw -189856.613680 + Penalty 3223.484739 = -186633.128941 Iteration 1F: 3 clusters Score -186633.1 nChanged 385 ComputeScore: Raw -190135.609828 + Penalty 3223.484739 = -186912.125089 Iteration 2F: 3 clusters Score -186912.1 nChanged 299 ComputeScore: Raw -190350.600436 + Penalty 3223.484739 = -187127.115696 Iteration 3F: 3 clusters Score -187127.1 nChanged 244 ComputeScore: Raw -190486.793123 + Penalty 3223.484739 = -187263.308384 Iteration 4Q: 3 clusters Score -187263.3 nChanged 175 ComputeScore: Raw -190583.571633 + Penalty 3223.484739 = -187360.086894 Iteration 5Q: 3 clusters Score -187360.1 nChanged 155 ComputeScore: Raw -190675.532938 + Penalty 3223.484739 = -187452.048198 Iteration 6Q: 3 clusters Score -187452 nChanged 161 ComputeScore: Raw -190765.468603 + Penalty 3223.484739 = -187541.983864 Iteration 7Q: 3 clusters Score -187542 nChanged 160 ComputeScore: Raw -190854.696053 + Penalty 3223.484739 = -187631.211314 Iteration 8Q: 3 clusters Score -187631.2 nChanged 160 ComputeScore: Raw -190937.799298 + Penalty 3223.484739 = -187714.314559 Iteration 9Q: 3 clusters Score -187714.3 nChanged 138 ComputeScore: Raw -191017.862870 + Penalty 3223.484739 = -187794.378130 Iteration 10Q: 3 clusters Score -187794.4 nChanged 131 ComputeScore: Raw -191088.326410 + Penalty 3223.484739 = -187864.841671 Iteration 11Q: 3 clusters Score -187864.8 nChanged 110 ComputeScore: Raw -191139.824091 + Penalty 3223.484739 = -187916.339351 Iteration 12Q: 3 clusters Score -187916.3 nChanged 91 ComputeScore: Raw -191198.795716 + Penalty 3223.484739 = -187975.310977 Iteration 13Q: 3 clusters Score -187975.3 nChanged 108 ComputeScore: Raw -191262.717743 + Penalty 3223.484739 = -188039.233004 Iteration 14Q: 3 clusters Score -188039.2 nChanged 94 ComputeScore: Raw -191311.992549 + Penalty 3223.484739 = -188088.507809 Iteration 15Q: 3 clusters Score -188088.5 nChanged 78 ComputeScore: Raw -191353.086591 + Penalty 3223.484739 = -188129.601852 Iteration 16Q: 3 clusters Score -188129.6 nChanged 76 ComputeScore: Raw -191387.358842 + Penalty 3223.484739 = -188163.874102 Iteration 17Q: 3 clusters Score -188163.9 nChanged 72 ComputeScore: Raw -191419.113935 + Penalty 3223.484739 = -188195.629196 Iteration 18Q: 3 clusters Score -188195.6 nChanged 61 ComputeScore: Raw -191453.028761 + Penalty 3223.484739 = -188229.544022 Iteration 19Q: 3 clusters Score -188229.5 nChanged 69 ComputeScore: Raw -191496.674181 + Penalty 3223.484739 = -188273.189441 Iteration 20F: 3 clusters Score -188273.2 nChanged 76 ComputeScore: Raw -191534.341662 + Penalty 3223.484739 = -188310.856922 Iteration 21Q: 3 clusters Score -188310.9 nChanged 60 ComputeScore: Raw -191565.883015 + Penalty 3223.484739 = -188342.398276 Iteration 22Q: 3 clusters Score -188342.4 nChanged 61 ComputeScore: Raw -191598.416784 + Penalty 3223.484739 = -188374.932045 Iteration 23Q: 3 clusters Score -188374.9 nChanged 61 ComputeScore: Raw -191625.387994 + Penalty 3223.484739 = -188401.903255 Iteration 24Q: 3 clusters Score -188401.9 nChanged 50 ComputeScore: Raw -191651.855124 + Penalty 3223.484739 = -188428.370384 Iteration 25Q: 3 clusters Score -188428.4 nChanged 51 ComputeScore: Raw -191675.302942 + Penalty 3223.484739 = -188451.818203 Iteration 26Q: 3 clusters Score -188451.8 nChanged 42 ComputeScore: Raw -191694.379311 + Penalty 3223.484739 = -188470.894571 Iteration 27Q: 3 clusters Score -188470.9 nChanged 30 ComputeScore: Raw -191708.148709 + Penalty 3223.484739 = -188484.663970 Iteration 28Q: 3 clusters Score -188484.7 nChanged 36 ComputeScore: Raw -191723.903269 + Penalty 3223.484739 = -188500.418529 Iteration 29Q: 3 clusters Score -188500.4 nChanged 27 ComputeScore: Raw -191732.862986 + Penalty 3223.484739 = -188509.378247 Iteration 30Q: 3 clusters Score -188509.4 nChanged 23 ComputeScore: Raw -191741.564375 + Penalty 3223.484739 = -188518.079636 Iteration 31Q: 3 clusters Score -188518.1 nChanged 26 ComputeScore: Raw -191753.819911 + Penalty 3223.484739 = -188530.335172 Iteration 32Q: 3 clusters Score -188530.3 nChanged 29 ComputeScore: Raw -191762.618366 + Penalty 3223.484739 = -188539.133627 Iteration 33Q: 3 clusters Score -188539.1 nChanged 24 ComputeScore: Raw -191771.328415 + Penalty 3223.484739 = -188547.843676 Iteration 34Q: 3 clusters Score -188547.8 nChanged 27 ComputeScore: Raw -191780.246371 + Penalty 3223.484739 = -188556.761631 Iteration 35Q: 3 clusters Score -188556.8 nChanged 29 ComputeScore: Raw -191792.184224 + Penalty 3223.484739 = -188568.699485 Iteration 36Q: 3 clusters Score -188568.7 nChanged 23 ComputeScore: Raw -191800.409109 + Penalty 3223.484739 = -188576.924370 Iteration 37Q: 3 clusters Score -188576.9 nChanged 19 ComputeScore: Raw -191806.552938 + Penalty 3223.484739 = -188583.068199 Iteration 38Q: 3 clusters Score -188583.1 nChanged 21 ComputeScore: Raw -191811.212813 + Penalty 3223.484739 = -188587.728074 Iteration 39Q: 3 clusters Score -188587.7 nChanged 18 ComputeScore: Raw -191814.914709 + Penalty 3223.484739 = -188591.429970 Iteration 40F: 3 clusters Score -188591.4 nChanged 11 ComputeScore: Raw -191819.201842 + Penalty 3223.484739 = -188595.717103 Iteration 41Q: 3 clusters Score -188595.7 nChanged 16 ComputeScore: Raw -191824.048983 + Penalty 3223.484739 = -188600.564244 Iteration 42Q: 3 clusters Score -188600.6 nChanged 11 ComputeScore: Raw -191827.953575 + Penalty 3223.484739 = -188604.468836 Iteration 43Q: 3 clusters Score -188604.5 nChanged 16 ComputeScore: Raw -191833.131165 + Penalty 3223.484739 = -188609.646425 Iteration 44Q: 3 clusters Score -188609.6 nChanged 17 ComputeScore: Raw -191838.694875 + Penalty 3223.484739 = -188615.210135 Iteration 45Q: 3 clusters Score -188615.2 nChanged 14 ComputeScore: Raw -191844.085365 + Penalty 3223.484739 = -188620.600626 Iteration 46Q: 3 clusters Score -188620.6 nChanged 17 ComputeScore: Raw -191848.641991 + Penalty 3223.484739 = -188625.157251 Iteration 47Q: 3 clusters Score -188625.2 nChanged 13 ComputeScore: Raw -191852.107175 + Penalty 3223.484739 = -188628.622436 Iteration 48Q: 3 clusters Score -188628.6 nChanged 12 ComputeScore: Raw -191855.979891 + Penalty 3223.484739 = -188632.495152 Iteration 49Q: 3 clusters Score -188632.5 nChanged 18 ComputeScore: Raw -191861.247204 + Penalty 3223.484739 = -188637.762465 Iteration 50Q: 3 clusters Score -188637.8 nChanged 16 ComputeScore: Raw -191865.902704 + Penalty 3223.484739 = -188642.417964 Iteration 51Q: 3 clusters Score -188642.4 nChanged 18 ComputeScore: Raw -191873.001921 + Penalty 3223.484739 = -188649.517182 Iteration 52Q: 3 clusters Score -188649.5 nChanged 19 ComputeScore: Raw -191880.452182 + Penalty 3223.484739 = -188656.967443 Iteration 53Q: 3 clusters Score -188657 nChanged 22 ComputeScore: Raw -191886.459296 + Penalty 3223.484739 = -188662.974557 Iteration 54Q: 3 clusters Score -188663 nChanged 20 ComputeScore: Raw -191892.257126 + Penalty 3223.484739 = -188668.772387 Iteration 55Q: 3 clusters Score -188668.8 nChanged 18 ComputeScore: Raw -191896.504510 + Penalty 3223.484739 = -188673.019770 Iteration 56Q: 3 clusters Score -188673 nChanged 6 ComputeScore: Raw -191898.064395 + Penalty 3223.484739 = -188674.579656 Iteration 57Q: 3 clusters Score -188674.6 nChanged 7 ComputeScore: Raw -191899.645287 + Penalty 3223.484739 = -188676.160548 Iteration 58Q: 3 clusters Score -188676.2 nChanged 6 ComputeScore: Raw -191901.934955 + Penalty 3223.484739 = -188678.450216 Iteration 59Q: 3 clusters Score -188678.5 nChanged 6 ComputeScore: Raw -191903.261429 + Penalty 3223.484739 = -188679.776690 Iteration 60F: 3 clusters Score -188679.8 nChanged 7 ComputeScore: Raw -191904.662980 + Penalty 3223.484739 = -188681.178240 Iteration 61Q: 3 clusters Score -188681.2 nChanged 6 ComputeScore: Raw -191906.087033 + Penalty 3223.484739 = -188682.602293 Iteration 62Q: 3 clusters Score -188682.6 nChanged 7 ComputeScore: Raw -191907.987075 + Penalty 3223.484739 = -188684.502336 Iteration 63Q: 3 clusters Score -188684.5 nChanged 5 ComputeScore: Raw -191909.367675 + Penalty 3223.484739 = -188685.882936 Iteration 64Q: 3 clusters Score -188685.9 nChanged 12 ComputeScore: Raw -191911.985506 + Penalty 3223.484739 = -188688.500766 Iteration 65Q: 3 clusters Score -188688.5 nChanged 8 ComputeScore: Raw -191913.883292 + Penalty 3223.484739 = -188690.398553 Iteration 66Q: 3 clusters Score -188690.4 nChanged 6 ComputeScore: Raw -191914.812636 + Penalty 3223.484739 = -188691.327896 Iteration 67Q: 3 clusters Score -188691.3 nChanged 3 ComputeScore: Raw -191915.440812 + Penalty 3223.484739 = -188691.956073 Iteration 68Q: 3 clusters Score -188692 nChanged 2 ComputeScore: Raw -191915.928736 + Penalty 3223.484739 = -188692.443997 Iteration 69Q: 3 clusters Score -188692.4 nChanged 4 ComputeScore: Raw -191917.105788 + Penalty 3223.484739 = -188693.621049 Iteration 70Q: 3 clusters Score -188693.6 nChanged 4 ComputeScore: Raw -191917.816431 + Penalty 3223.484739 = -188694.331691 Iteration 71Q: 3 clusters Score -188694.3 nChanged 0 ComputeScore: Raw -191917.816431 + Penalty 3223.484739 = -188694.331691 Iteration 72F: 3 clusters Score -188694.3 nChanged 0 Trying to split cluster 13 (3854 points) Assigned 2 initial classes randomly. ComputeScore: Raw -143503.849228 + Penalty 1560.547834 = -141943.301394 Iteration 0F: 2 clusters Score -141943.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -141629.565892 + Penalty 3121.095669 = -138508.470223 Iteration 0F: 3 clusters Score -138508.5 nChanged 1491 ComputeScore: Raw -142546.379773 + Penalty 3121.095669 = -139425.284104 Iteration 1F: 3 clusters Score -139425.3 nChanged 319 ComputeScore: Raw -142770.074359 + Penalty 3121.095669 = -139648.978691 Iteration 2F: 3 clusters Score -139649 nChanged 228 ComputeScore: Raw -142929.670045 + Penalty 3121.095669 = -139808.574376 Iteration 3F: 3 clusters Score -139808.6 nChanged 201 ComputeScore: Raw -143076.045841 + Penalty 3121.095669 = -139954.950172 Iteration 4F: 3 clusters Score -139955 nChanged 173 ComputeScore: Raw -143184.189513 + Penalty 3121.095669 = -140063.093844 Iteration 5Q: 3 clusters Score -140063.1 nChanged 133 ComputeScore: Raw -143274.229704 + Penalty 3121.095669 = -140153.134035 Iteration 6Q: 3 clusters Score -140153.1 nChanged 132 ComputeScore: Raw -143375.688853 + Penalty 3121.095669 = -140254.593184 Iteration 7Q: 3 clusters Score -140254.6 nChanged 131 ComputeScore: Raw -143465.892191 + Penalty 3121.095669 = -140344.796522 Iteration 8Q: 3 clusters Score -140344.8 nChanged 97 ComputeScore: Raw -143532.705320 + Penalty 3121.095669 = -140411.609651 Iteration 9Q: 3 clusters Score -140411.6 nChanged 79 ComputeScore: Raw -143582.464946 + Penalty 3121.095669 = -140461.369277 Iteration 10Q: 3 clusters Score -140461.4 nChanged 68 ComputeScore: Raw -143625.948476 + Penalty 3121.095669 = -140504.852807 Iteration 11Q: 3 clusters Score -140504.9 nChanged 68 ComputeScore: Raw -143677.459449 + Penalty 3121.095669 = -140556.363780 Iteration 12Q: 3 clusters Score -140556.4 nChanged 62 ComputeScore: Raw -143724.559703 + Penalty 3121.095669 = -140603.464034 Iteration 13Q: 3 clusters Score -140603.5 nChanged 53 ComputeScore: Raw -143759.706634 + Penalty 3121.095669 = -140638.610965 Iteration 14Q: 3 clusters Score -140638.6 nChanged 38 ComputeScore: Raw -143788.874173 + Penalty 3121.095669 = -140667.778504 Iteration 15Q: 3 clusters Score -140667.8 nChanged 38 ComputeScore: Raw -143820.891036 + Penalty 3121.095669 = -140699.795367 Iteration 16Q: 3 clusters Score -140699.8 nChanged 46 ComputeScore: Raw -143858.585035 + Penalty 3121.095669 = -140737.489367 Iteration 17Q: 3 clusters Score -140737.5 nChanged 34 ComputeScore: Raw -143884.239790 + Penalty 3121.095669 = -140763.144121 Iteration 18Q: 3 clusters Score -140763.1 nChanged 27 ComputeScore: Raw -143901.799044 + Penalty 3121.095669 = -140780.703375 Iteration 19Q: 3 clusters Score -140780.7 nChanged 20 ComputeScore: Raw -143915.215863 + Penalty 3121.095669 = -140794.120194 Iteration 20F: 3 clusters Score -140794.1 nChanged 10 ComputeScore: Raw -143921.905135 + Penalty 3121.095669 = -140800.809466 Iteration 21Q: 3 clusters Score -140800.8 nChanged 6 ComputeScore: Raw -143926.359482 + Penalty 3121.095669 = -140805.263813 Iteration 22Q: 3 clusters Score -140805.3 nChanged 4 ComputeScore: Raw -143930.016986 + Penalty 3121.095669 = -140808.921317 Iteration 23Q: 3 clusters Score -140808.9 nChanged 4 ComputeScore: Raw -143932.204683 + Penalty 3121.095669 = -140811.109015 Iteration 24Q: 3 clusters Score -140811.1 nChanged 4 ComputeScore: Raw -143933.584157 + Penalty 3121.095669 = -140812.488488 Iteration 25Q: 3 clusters Score -140812.5 nChanged 1 ComputeScore: Raw -143933.752721 + Penalty 3121.095669 = -140812.657052 Iteration 26Q: 3 clusters Score -140812.7 nChanged 2 ComputeScore: Raw -143935.837810 + Penalty 3121.095669 = -140814.742141 Iteration 27Q: 3 clusters Score -140814.7 nChanged 2 ComputeScore: Raw -143936.753530 + Penalty 3121.095669 = -140815.657861 Iteration 28Q: 3 clusters Score -140815.7 nChanged 1 ComputeScore: Raw -143936.999918 + Penalty 3121.095669 = -140815.904249 Iteration 29Q: 3 clusters Score -140815.9 nChanged 0 ComputeScore: Raw -143936.999918 + Penalty 3121.095669 = -140815.904249 Iteration 30F: 3 clusters Score -140815.9 nChanged 0 Trying to split cluster 14 (9022 points) Assigned 2 initial classes randomly. ComputeScore: Raw -336183.387061 + Penalty 1721.302629 = -334462.084432 Iteration 0F: 2 clusters Score -334462.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -331144.087069 + Penalty 3442.605258 = -327701.481810 Iteration 0F: 3 clusters Score -327701.5 nChanged 3814 ComputeScore: Raw -333278.150844 + Penalty 3442.605258 = -329835.545586 Iteration 1F: 3 clusters Score -329835.5 nChanged 662 ComputeScore: Raw -333721.541513 + Penalty 3442.605258 = -330278.936255 Iteration 2F: 3 clusters Score -330278.9 nChanged 644 ComputeScore: Raw -334278.402324 + Penalty 3442.605258 = -330835.797066 Iteration 3F: 3 clusters Score -330835.8 nChanged 697 ComputeScore: Raw -335074.425753 + Penalty 3442.605258 = -331631.820495 Iteration 4F: 3 clusters Score -331631.8 nChanged 755 ComputeScore: Raw -336248.645490 + Penalty 3442.605258 = -332806.040231 Iteration 5F: 3 clusters Score -332806 nChanged 741 ComputeScore: Raw -337435.449323 + Penalty 3442.605258 = -333992.844065 Iteration 6F: 3 clusters Score -333992.8 nChanged 604 ComputeScore: Raw -338217.374165 + Penalty 3442.605258 = -334774.768906 Iteration 7F: 3 clusters Score -334774.8 nChanged 435 ComputeScore: Raw -338801.944499 + Penalty 3442.605258 = -335359.339240 Iteration 8Q: 3 clusters Score -335359.3 nChanged 338 ComputeScore: Raw -339331.083620 + Penalty 3442.605258 = -335888.478362 Iteration 9Q: 3 clusters Score -335888.5 nChanged 352 ComputeScore: Raw -340060.908751 + Penalty 3442.605258 = -336618.303493 Iteration 10Q: 3 clusters Score -336618.3 nChanged 376 ComputeScore: Raw -341800.891669 + Penalty 3442.605258 = -338358.286411 Iteration 11Q: 3 clusters Score -338358.3 nChanged 353 Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -341794.555612 + Penalty 3442.605258 = -338351.950353 Iteration 12Q: 3 clusters Score -338352 nChanged 68 ComputeScore: Raw -314120.570582 + Penalty 1721.302629 = -312399.267953 Iteration 13F: 2 clusters Score -312399.3 nChanged 3278 ComputeScore: Raw -336183.387061 + Penalty 1721.302629 = -334462.084432 Iteration 14F: 2 clusters Score -334462.1 nChanged 0 Trying to split cluster 15 (5949 points) Assigned 2 initial classes randomly. ComputeScore: Raw -226845.142534 + Penalty 1642.594921 = -225202.547613 Iteration 0F: 2 clusters Score -225202.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -223824.230526 + Penalty 3285.189842 = -220539.040685 Iteration 0F: 3 clusters Score -220539 nChanged 2364 ComputeScore: Raw -225148.476964 + Penalty 3285.189842 = -221863.287122 Iteration 1F: 3 clusters Score -221863.3 nChanged 477 ComputeScore: Raw -225408.424002 + Penalty 3285.189842 = -222123.234160 Iteration 2F: 3 clusters Score -222123.2 nChanged 357 ComputeScore: Raw -225618.836047 + Penalty 3285.189842 = -222333.646205 Iteration 3F: 3 clusters Score -222333.6 nChanged 286 ComputeScore: Raw -225772.238179 + Penalty 3285.189842 = -222487.048337 Iteration 4Q: 3 clusters Score -222487 nChanged 239 ComputeScore: Raw -225907.717687 + Penalty 3285.189842 = -222622.527845 Iteration 5Q: 3 clusters Score -222622.5 nChanged 218 ComputeScore: Raw -226031.782314 + Penalty 3285.189842 = -222746.592472 Iteration 6Q: 3 clusters Score -222746.6 nChanged 204 ComputeScore: Raw -226156.774894 + Penalty 3285.189842 = -222871.585052 Iteration 7Q: 3 clusters Score -222871.6 nChanged 206 ComputeScore: Raw -226264.503531 + Penalty 3285.189842 = -222979.313690 Iteration 8Q: 3 clusters Score -222979.3 nChanged 190 ComputeScore: Raw -226362.997164 + Penalty 3285.189842 = -223077.807322 Iteration 9Q: 3 clusters Score -223077.8 nChanged 165 ComputeScore: Raw -226464.826908 + Penalty 3285.189842 = -223179.637066 Iteration 10Q: 3 clusters Score -223179.6 nChanged 170 ComputeScore: Raw -226560.020316 + Penalty 3285.189842 = -223274.830474 Iteration 11Q: 3 clusters Score -223274.8 nChanged 141 ComputeScore: Raw -226644.523453 + Penalty 3285.189842 = -223359.333611 Iteration 12Q: 3 clusters Score -223359.3 nChanged 117 ComputeScore: Raw -226705.188363 + Penalty 3285.189842 = -223419.998521 Iteration 13Q: 3 clusters Score -223420 nChanged 104 ComputeScore: Raw -226756.489989 + Penalty 3285.189842 = -223471.300147 Iteration 14Q: 3 clusters Score -223471.3 nChanged 84 ComputeScore: Raw -226787.921530 + Penalty 3285.189842 = -223502.731689 Iteration 15Q: 3 clusters Score -223502.7 nChanged 54 ComputeScore: Raw -226807.155451 + Penalty 3285.189842 = -223521.965610 Iteration 16Q: 3 clusters Score -223522 nChanged 52 ComputeScore: Raw -226823.511557 + Penalty 3285.189842 = -223538.321715 Iteration 17Q: 3 clusters Score -223538.3 nChanged 45 ComputeScore: Raw -226840.649270 + Penalty 3285.189842 = -223555.459428 Iteration 18Q: 3 clusters Score -223555.5 nChanged 49 ComputeScore: Raw -226856.202932 + Penalty 3285.189842 = -223571.013090 Iteration 19Q: 3 clusters Score -223571 nChanged 36 ComputeScore: Raw -226868.034050 + Penalty 3285.189842 = -223582.844209 Iteration 20F: 3 clusters Score -223582.8 nChanged 32 ComputeScore: Raw -226878.686039 + Penalty 3285.189842 = -223593.496197 Iteration 21Q: 3 clusters Score -223593.5 nChanged 29 ComputeScore: Raw -226887.859776 + Penalty 3285.189842 = -223602.669934 Iteration 22Q: 3 clusters Score -223602.7 nChanged 22 ComputeScore: Raw -226893.698050 + Penalty 3285.189842 = -223608.508208 Iteration 23Q: 3 clusters Score -223608.5 nChanged 22 ComputeScore: Raw -226899.317626 + Penalty 3285.189842 = -223614.127784 Iteration 24Q: 3 clusters Score -223614.1 nChanged 19 ComputeScore: Raw -226904.550523 + Penalty 3285.189842 = -223619.360681 Iteration 25Q: 3 clusters Score -223619.4 nChanged 24 ComputeScore: Raw -226912.423290 + Penalty 3285.189842 = -223627.233448 Iteration 26Q: 3 clusters Score -223627.2 nChanged 20 ComputeScore: Raw -226918.880830 + Penalty 3285.189842 = -223633.690988 Iteration 27Q: 3 clusters Score -223633.7 nChanged 26 ComputeScore: Raw -226926.954760 + Penalty 3285.189842 = -223641.764919 Iteration 28Q: 3 clusters Score -223641.8 nChanged 29 ComputeScore: Raw -226936.228530 + Penalty 3285.189842 = -223651.038688 Iteration 29Q: 3 clusters Score -223651 nChanged 20 ComputeScore: Raw -226944.148563 + Penalty 3285.189842 = -223658.958721 Iteration 30Q: 3 clusters Score -223659 nChanged 21 ComputeScore: Raw -226952.484009 + Penalty 3285.189842 = -223667.294167 Iteration 31Q: 3 clusters Score -223667.3 nChanged 17 ComputeScore: Raw -226957.968440 + Penalty 3285.189842 = -223672.778598 Iteration 32Q: 3 clusters Score -223672.8 nChanged 12 ComputeScore: Raw -226961.453079 + Penalty 3285.189842 = -223676.263238 Iteration 33Q: 3 clusters Score -223676.3 nChanged 16 ComputeScore: Raw -226965.153177 + Penalty 3285.189842 = -223679.963336 Iteration 34Q: 3 clusters Score -223680 nChanged 13 ComputeScore: Raw -226968.529913 + Penalty 3285.189842 = -223683.340072 Iteration 35Q: 3 clusters Score -223683.3 nChanged 9 ComputeScore: Raw -226971.099363 + Penalty 3285.189842 = -223685.909522 Iteration 36Q: 3 clusters Score -223685.9 nChanged 5 ComputeScore: Raw -226971.927657 + Penalty 3285.189842 = -223686.737816 Iteration 37Q: 3 clusters Score -223686.7 nChanged 3 ComputeScore: Raw -226972.454478 + Penalty 3285.189842 = -223687.264636 Iteration 38Q: 3 clusters Score -223687.3 nChanged 2 ComputeScore: Raw -226972.828672 + Penalty 3285.189842 = -223687.638831 Iteration 39Q: 3 clusters Score -223687.6 nChanged 2 ComputeScore: Raw -226973.496369 + Penalty 3285.189842 = -223688.306527 Iteration 40F: 3 clusters Score -223688.3 nChanged 4 ComputeScore: Raw -226974.676451 + Penalty 3285.189842 = -223689.486610 Iteration 41Q: 3 clusters Score -223689.5 nChanged 5 ComputeScore: Raw -226975.884777 + Penalty 3285.189842 = -223690.694936 Iteration 42Q: 3 clusters Score -223690.7 nChanged 8 ComputeScore: Raw -226978.119785 + Penalty 3285.189842 = -223692.929944 Iteration 43Q: 3 clusters Score -223692.9 nChanged 6 ComputeScore: Raw -226980.428088 + Penalty 3285.189842 = -223695.238246 Iteration 44Q: 3 clusters Score -223695.2 nChanged 10 ComputeScore: Raw -226983.138558 + Penalty 3285.189842 = -223697.948716 Iteration 45Q: 3 clusters Score -223697.9 nChanged 7 ComputeScore: Raw -226985.608632 + Penalty 3285.189842 = -223700.418790 Iteration 46Q: 3 clusters Score -223700.4 nChanged 9 ComputeScore: Raw -226990.863185 + Penalty 3285.189842 = -223705.673343 Iteration 47Q: 3 clusters Score -223705.7 nChanged 16 ComputeScore: Raw -226996.932683 + Penalty 3285.189842 = -223711.742841 Iteration 48Q: 3 clusters Score -223711.7 nChanged 12 ComputeScore: Raw -227000.247351 + Penalty 3285.189842 = -223715.057509 Iteration 49Q: 3 clusters Score -223715.1 nChanged 12 ComputeScore: Raw -227003.759982 + Penalty 3285.189842 = -223718.570140 Iteration 50Q: 3 clusters Score -223718.6 nChanged 10 ComputeScore: Raw -227005.406700 + Penalty 3285.189842 = -223720.216858 Iteration 51Q: 3 clusters Score -223720.2 nChanged 4 ComputeScore: Raw -227006.762381 + Penalty 3285.189842 = -223721.572539 Iteration 52Q: 3 clusters Score -223721.6 nChanged 7 ComputeScore: Raw -227009.677419 + Penalty 3285.189842 = -223724.487578 Iteration 53Q: 3 clusters Score -223724.5 nChanged 14 ComputeScore: Raw -227014.415665 + Penalty 3285.189842 = -223729.225823 Iteration 54Q: 3 clusters Score -223729.2 nChanged 12 ComputeScore: Raw -227019.362652 + Penalty 3285.189842 = -223734.172810 Iteration 55Q: 3 clusters Score -223734.2 nChanged 11 ComputeScore: Raw -227022.449363 + Penalty 3285.189842 = -223737.259522 Iteration 56Q: 3 clusters Score -223737.3 nChanged 8 ComputeScore: Raw -227024.673324 + Penalty 3285.189842 = -223739.483482 Iteration 57Q: 3 clusters Score -223739.5 nChanged 9 ComputeScore: Raw -227027.017234 + Penalty 3285.189842 = -223741.827393 Iteration 58Q: 3 clusters Score -223741.8 nChanged 7 ComputeScore: Raw -227028.924138 + Penalty 3285.189842 = -223743.734296 Iteration 59Q: 3 clusters Score -223743.7 nChanged 6 ComputeScore: Raw -227030.222725 + Penalty 3285.189842 = -223745.032883 Iteration 60F: 3 clusters Score -223745 nChanged 7 ComputeScore: Raw -227031.499136 + Penalty 3285.189842 = -223746.309294 Iteration 61Q: 3 clusters Score -223746.3 nChanged 6 ComputeScore: Raw -227032.578805 + Penalty 3285.189842 = -223747.388963 Iteration 62Q: 3 clusters Score -223747.4 nChanged 8 ComputeScore: Raw -227034.473664 + Penalty 3285.189842 = -223749.283822 Iteration 63Q: 3 clusters Score -223749.3 nChanged 6 ComputeScore: Raw -227035.685463 + Penalty 3285.189842 = -223750.495621 Iteration 64Q: 3 clusters Score -223750.5 nChanged 5 ComputeScore: Raw -227036.930078 + Penalty 3285.189842 = -223751.740236 Iteration 65Q: 3 clusters Score -223751.7 nChanged 10 ComputeScore: Raw -227038.985232 + Penalty 3285.189842 = -223753.795390 Iteration 66Q: 3 clusters Score -223753.8 nChanged 6 ComputeScore: Raw -227040.786623 + Penalty 3285.189842 = -223755.596781 Iteration 67Q: 3 clusters Score -223755.6 nChanged 6 ComputeScore: Raw -227042.601620 + Penalty 3285.189842 = -223757.411779 Iteration 68Q: 3 clusters Score -223757.4 nChanged 5 ComputeScore: Raw -227045.041568 + Penalty 3285.189842 = -223759.851726 Iteration 69Q: 3 clusters Score -223759.9 nChanged 8 ComputeScore: Raw -227047.262589 + Penalty 3285.189842 = -223762.072748 Iteration 70Q: 3 clusters Score -223762.1 nChanged 7 ComputeScore: Raw -227049.102824 + Penalty 3285.189842 = -223763.912982 Iteration 71Q: 3 clusters Score -223763.9 nChanged 9 ComputeScore: Raw -227051.206901 + Penalty 3285.189842 = -223766.017060 Iteration 72Q: 3 clusters Score -223766 nChanged 10 ComputeScore: Raw -227053.247176 + Penalty 3285.189842 = -223768.057334 Iteration 73Q: 3 clusters Score -223768.1 nChanged 8 ComputeScore: Raw -227056.216553 + Penalty 3285.189842 = -223771.026711 Iteration 74Q: 3 clusters Score -223771 nChanged 10 ComputeScore: Raw -227058.317288 + Penalty 3285.189842 = -223773.127446 Iteration 75Q: 3 clusters Score -223773.1 nChanged 4 ComputeScore: Raw -227059.443050 + Penalty 3285.189842 = -223774.253208 Iteration 76Q: 3 clusters Score -223774.3 nChanged 4 ComputeScore: Raw -227060.990185 + Penalty 3285.189842 = -223775.800344 Iteration 77Q: 3 clusters Score -223775.8 nChanged 4 ComputeScore: Raw -227062.099028 + Penalty 3285.189842 = -223776.909186 Iteration 78Q: 3 clusters Score -223776.9 nChanged 3 ComputeScore: Raw -227062.843327 + Penalty 3285.189842 = -223777.653485 Iteration 79Q: 3 clusters Score -223777.7 nChanged 2 ComputeScore: Raw -227063.206376 + Penalty 3285.189842 = -223778.016534 Iteration 80F: 3 clusters Score -223778 nChanged 1 ComputeScore: Raw -227063.550885 + Penalty 3285.189842 = -223778.361043 Iteration 81Q: 3 clusters Score -223778.4 nChanged 1 ComputeScore: Raw -227063.877360 + Penalty 3285.189842 = -223778.687519 Iteration 82Q: 3 clusters Score -223778.7 nChanged 0 ComputeScore: Raw -227063.877360 + Penalty 3285.189842 = -223778.687519 Iteration 83F: 3 clusters Score -223778.7 nChanged 0 Trying to split cluster 16 (5643 points) Assigned 2 initial classes randomly. ComputeScore: Raw -208690.855947 + Penalty 1632.614341 = -207058.241606 Iteration 0F: 2 clusters Score -207058.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -205812.166435 + Penalty 3265.228683 = -202546.937753 Iteration 0F: 3 clusters Score -202546.9 nChanged 2230 ComputeScore: Raw -207072.356047 + Penalty 3265.228683 = -203807.127364 Iteration 1F: 3 clusters Score -203807.1 nChanged 413 ComputeScore: Raw -207313.146063 + Penalty 3265.228683 = -204047.917380 Iteration 2F: 3 clusters Score -204047.9 nChanged 307 ComputeScore: Raw -207480.095506 + Penalty 3265.228683 = -204214.866823 Iteration 3F: 3 clusters Score -204214.9 nChanged 263 ComputeScore: Raw -207646.589175 + Penalty 3265.228683 = -204381.360492 Iteration 4Q: 3 clusters Score -204381.4 nChanged 261 ComputeScore: Raw -207803.448065 + Penalty 3265.228683 = -204538.219383 Iteration 5Q: 3 clusters Score -204538.2 nChanged 227 ComputeScore: Raw -207971.308949 + Penalty 3265.228683 = -204706.080266 Iteration 6Q: 3 clusters Score -204706.1 nChanged 205 ComputeScore: Raw -208106.904278 + Penalty 3265.228683 = -204841.675596 Iteration 7Q: 3 clusters Score -204841.7 nChanged 193 ComputeScore: Raw -208237.347714 + Penalty 3265.228683 = -204972.119031 Iteration 8Q: 3 clusters Score -204972.1 nChanged 170 ComputeScore: Raw -208364.362309 + Penalty 3265.228683 = -205099.133626 Iteration 9Q: 3 clusters Score -205099.1 nChanged 162 ComputeScore: Raw -208481.876366 + Penalty 3265.228683 = -205216.647683 Iteration 10Q: 3 clusters Score -205216.6 nChanged 152 ComputeScore: Raw -208584.837573 + Penalty 3265.228683 = -205319.608890 Iteration 11Q: 3 clusters Score -205319.6 nChanged 122 ComputeScore: Raw -208670.953862 + Penalty 3265.228683 = -205405.725179 Iteration 12Q: 3 clusters Score -205405.7 nChanged 77 ComputeScore: Raw -208725.878341 + Penalty 3265.228683 = -205460.649658 Iteration 13Q: 3 clusters Score -205460.6 nChanged 88 ComputeScore: Raw -208792.618603 + Penalty 3265.228683 = -205527.389921 Iteration 14Q: 3 clusters Score -205527.4 nChanged 62 ComputeScore: Raw -208840.700711 + Penalty 3265.228683 = -205575.472028 Iteration 15Q: 3 clusters Score -205575.5 nChanged 40 ComputeScore: Raw -208868.712246 + Penalty 3265.228683 = -205603.483564 Iteration 16Q: 3 clusters Score -205603.5 nChanged 41 ComputeScore: Raw -208901.098950 + Penalty 3265.228683 = -205635.870267 Iteration 17Q: 3 clusters Score -205635.9 nChanged 33 ComputeScore: Raw -208927.829748 + Penalty 3265.228683 = -205662.601066 Iteration 18Q: 3 clusters Score -205662.6 nChanged 36 ComputeScore: Raw -208958.116013 + Penalty 3265.228683 = -205692.887330 Iteration 19Q: 3 clusters Score -205692.9 nChanged 33 ComputeScore: Raw -208980.350850 + Penalty 3265.228683 = -205715.122167 Iteration 20F: 3 clusters Score -205715.1 nChanged 31 ComputeScore: Raw -209014.038065 + Penalty 3265.228683 = -205748.809382 Iteration 21Q: 3 clusters Score -205748.8 nChanged 42 ComputeScore: Raw -209049.133706 + Penalty 3265.228683 = -205783.905023 Iteration 22Q: 3 clusters Score -205783.9 nChanged 45 ComputeScore: Raw -209093.894700 + Penalty 3265.228683 = -205828.666018 Iteration 23Q: 3 clusters Score -205828.7 nChanged 42 ComputeScore: Raw -209140.613619 + Penalty 3265.228683 = -205875.384936 Iteration 24Q: 3 clusters Score -205875.4 nChanged 48 ComputeScore: Raw -209187.415221 + Penalty 3265.228683 = -205922.186539 Iteration 25Q: 3 clusters Score -205922.2 nChanged 46 ComputeScore: Raw -209228.041834 + Penalty 3265.228683 = -205962.813151 Iteration 26Q: 3 clusters Score -205962.8 nChanged 50 ComputeScore: Raw -209277.543540 + Penalty 3265.228683 = -206012.314857 Iteration 27Q: 3 clusters Score -206012.3 nChanged 48 ComputeScore: Raw -209320.294158 + Penalty 3265.228683 = -206055.065476 Iteration 28Q: 3 clusters Score -206055.1 nChanged 44 ComputeScore: Raw -209365.963637 + Penalty 3265.228683 = -206100.734954 Iteration 29Q: 3 clusters Score -206100.7 nChanged 61 ComputeScore: Raw -209424.716581 + Penalty 3265.228683 = -206159.487898 Iteration 30Q: 3 clusters Score -206159.5 nChanged 67 ComputeScore: Raw -209509.513065 + Penalty 3265.228683 = -206244.284382 Iteration 31Q: 3 clusters Score -206244.3 nChanged 76 ComputeScore: Raw -209582.479161 + Penalty 3265.228683 = -206317.250478 Iteration 32Q: 3 clusters Score -206317.3 nChanged 58 ComputeScore: Raw -209630.301317 + Penalty 3265.228683 = -206365.072634 Iteration 33Q: 3 clusters Score -206365.1 nChanged 45 ComputeScore: Raw -209664.281115 + Penalty 3265.228683 = -206399.052432 Iteration 34Q: 3 clusters Score -206399.1 nChanged 48 ComputeScore: Raw -209709.227117 + Penalty 3265.228683 = -206443.998435 Iteration 35Q: 3 clusters Score -206444 nChanged 51 ComputeScore: Raw -209741.095159 + Penalty 3265.228683 = -206475.866477 Iteration 36Q: 3 clusters Score -206475.9 nChanged 48 ComputeScore: Raw -209783.344398 + Penalty 3265.228683 = -206518.115715 Iteration 37Q: 3 clusters Score -206518.1 nChanged 43 ComputeScore: Raw -209815.622025 + Penalty 3265.228683 = -206550.393342 Iteration 38Q: 3 clusters Score -206550.4 nChanged 43 ComputeScore: Raw -209847.462928 + Penalty 3265.228683 = -206582.234246 Iteration 39Q: 3 clusters Score -206582.2 nChanged 38 ComputeScore: Raw -209949.893773 + Penalty 3265.228683 = -206684.665090 Iteration 40F: 3 clusters Score -206684.7 nChanged 72 ComputeScore: Raw -210067.216376 + Penalty 3265.228683 = -206801.987694 Iteration 41Q: 3 clusters Score -206802 nChanged 83 ComputeScore: Raw -210147.894349 + Penalty 3265.228683 = -206882.665667 Iteration 42Q: 3 clusters Score -206882.7 nChanged 86 ComputeScore: Raw -210225.154296 + Penalty 3265.228683 = -206959.925614 Iteration 43Q: 3 clusters Score -206959.9 nChanged 92 ComputeScore: Raw -210315.629347 + Penalty 3265.228683 = -207050.400665 Iteration 44Q: 3 clusters Score -207050.4 nChanged 106 ComputeScore: Raw -210421.571066 + Penalty 3265.228683 = -207156.342383 Iteration 45Q: 3 clusters Score -207156.3 nChanged 97 ComputeScore: Raw -210517.743842 + Penalty 3265.228683 = -207252.515159 Iteration 46Q: 3 clusters Score -207252.5 nChanged 102 ComputeScore: Raw -210617.506232 + Penalty 3265.228683 = -207352.277549 Iteration 47Q: 3 clusters Score -207352.3 nChanged 113 ComputeScore: Raw -210735.578835 + Penalty 3265.228683 = -207470.350153 Iteration 48Q: 3 clusters Score -207470.4 nChanged 99 ComputeScore: Raw -210821.630060 + Penalty 3265.228683 = -207556.401378 Iteration 49Q: 3 clusters Score -207556.4 nChanged 73 ComputeScore: Raw -210868.380035 + Penalty 3265.228683 = -207603.151352 Iteration 50Q: 3 clusters Score -207603.2 nChanged 59 ComputeScore: Raw -210902.355655 + Penalty 3265.228683 = -207637.126973 Iteration 51Q: 3 clusters Score -207637.1 nChanged 48 ComputeScore: Raw -210922.842454 + Penalty 3265.228683 = -207657.613771 Iteration 52Q: 3 clusters Score -207657.6 nChanged 42 ComputeScore: Raw -210941.500395 + Penalty 3265.228683 = -207676.271713 Iteration 53Q: 3 clusters Score -207676.3 nChanged 37 ComputeScore: Raw -210961.703177 + Penalty 3265.228683 = -207696.474494 Iteration 54Q: 3 clusters Score -207696.5 nChanged 34 ComputeScore: Raw -210976.714530 + Penalty 3265.228683 = -207711.485847 Iteration 55Q: 3 clusters Score -207711.5 nChanged 28 ComputeScore: Raw -210985.919207 + Penalty 3265.228683 = -207720.690524 Iteration 56Q: 3 clusters Score -207720.7 nChanged 14 ComputeScore: Raw -210992.086841 + Penalty 3265.228683 = -207726.858159 Iteration 57Q: 3 clusters Score -207726.9 nChanged 11 ComputeScore: Raw -210994.987348 + Penalty 3265.228683 = -207729.758666 Iteration 58Q: 3 clusters Score -207729.8 nChanged 10 ComputeScore: Raw -210997.812245 + Penalty 3265.228683 = -207732.583562 Iteration 59Q: 3 clusters Score -207732.6 nChanged 7 ComputeScore: Raw -211030.439862 + Penalty 3265.228683 = -207765.211180 Iteration 60F: 3 clusters Score -207765.2 nChanged 27 ComputeScore: Raw -211054.344264 + Penalty 3265.228683 = -207789.115581 Iteration 61Q: 3 clusters Score -207789.1 nChanged 30 ComputeScore: Raw -211074.745739 + Penalty 3265.228683 = -207809.517057 Iteration 62Q: 3 clusters Score -207809.5 nChanged 18 ComputeScore: Raw -211080.714539 + Penalty 3265.228683 = -207815.485856 Iteration 63Q: 3 clusters Score -207815.5 nChanged 8 ComputeScore: Raw -211082.112998 + Penalty 3265.228683 = -207816.884316 Iteration 64Q: 3 clusters Score -207816.9 nChanged 5 ComputeScore: Raw -211083.183995 + Penalty 3265.228683 = -207817.955312 Iteration 65Q: 3 clusters Score -207818 nChanged 3 ComputeScore: Raw -211083.784479 + Penalty 3265.228683 = -207818.555796 Iteration 66Q: 3 clusters Score -207818.6 nChanged 3 ComputeScore: Raw -211084.740652 + Penalty 3265.228683 = -207819.511969 Iteration 67Q: 3 clusters Score -207819.5 nChanged 6 ComputeScore: Raw -211085.957251 + Penalty 3265.228683 = -207820.728568 Iteration 68Q: 3 clusters Score -207820.7 nChanged 1 ComputeScore: Raw -211086.154492 + Penalty 3265.228683 = -207820.925809 Iteration 69Q: 3 clusters Score -207820.9 nChanged 0 ComputeScore: Raw -211086.154492 + Penalty 3265.228683 = -207820.925809 Iteration 70F: 3 clusters Score -207820.9 nChanged 0 ComputeScore: Raw -5212838.425389 + Penalty 67667.797281 = -5145170.628108Splitting cluster 16 changes total score from -5145030.500304 to -5145170.628108 So it's getting split into cluster 30. Trying to split cluster 17 (6046 points) Assigned 2 initial classes randomly. ComputeScore: Raw -229074.119998 + Penalty 1645.651761 = -227428.468237 Iteration 0F: 2 clusters Score -227428.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -226038.864084 + Penalty 3291.303522 = -222747.560562 Iteration 0F: 3 clusters Score -222747.6 nChanged 2395 ComputeScore: Raw -227365.505808 + Penalty 3291.303522 = -224074.202285 Iteration 1F: 3 clusters Score -224074.2 nChanged 449 ComputeScore: Raw -227624.283112 + Penalty 3291.303522 = -224332.979590 Iteration 2F: 3 clusters Score -224333 nChanged 331 ComputeScore: Raw -227808.714495 + Penalty 3291.303522 = -224517.410972 Iteration 3F: 3 clusters Score -224517.4 nChanged 279 ComputeScore: Raw -227987.606939 + Penalty 3291.303522 = -224696.303417 Iteration 4Q: 3 clusters Score -224696.3 nChanged 294 ComputeScore: Raw -228193.494489 + Penalty 3291.303522 = -224902.190966 Iteration 5Q: 3 clusters Score -224902.2 nChanged 269 ComputeScore: Raw -228367.710854 + Penalty 3291.303522 = -225076.407331 Iteration 6Q: 3 clusters Score -225076.4 nChanged 246 ComputeScore: Raw -228513.943843 + Penalty 3291.303522 = -225222.640321 Iteration 7Q: 3 clusters Score -225222.6 nChanged 217 ComputeScore: Raw -228657.312180 + Penalty 3291.303522 = -225366.008658 Iteration 8Q: 3 clusters Score -225366 nChanged 211 ComputeScore: Raw -228784.042229 + Penalty 3291.303522 = -225492.738707 Iteration 9Q: 3 clusters Score -225492.7 nChanged 167 ComputeScore: Raw -228892.421580 + Penalty 3291.303522 = -225601.118058 Iteration 10Q: 3 clusters Score -225601.1 nChanged 174 ComputeScore: Raw -229018.381328 + Penalty 3291.303522 = -225727.077806 Iteration 11Q: 3 clusters Score -225727.1 nChanged 149 ComputeScore: Raw -229119.189481 + Penalty 3291.303522 = -225827.885959 Iteration 12Q: 3 clusters Score -225827.9 nChanged 131 ComputeScore: Raw -229209.582394 + Penalty 3291.303522 = -225918.278871 Iteration 13Q: 3 clusters Score -225918.3 nChanged 98 ComputeScore: Raw -229260.570378 + Penalty 3291.303522 = -225969.266856 Iteration 14Q: 3 clusters Score -225969.3 nChanged 82 ComputeScore: Raw -229295.791129 + Penalty 3291.303522 = -226004.487606 Iteration 15Q: 3 clusters Score -226004.5 nChanged 65 ComputeScore: Raw -229326.959260 + Penalty 3291.303522 = -226035.655738 Iteration 16Q: 3 clusters Score -226035.7 nChanged 56 ComputeScore: Raw -229354.352335 + Penalty 3291.303522 = -226063.048812 Iteration 17Q: 3 clusters Score -226063 nChanged 46 ComputeScore: Raw -229372.794939 + Penalty 3291.303522 = -226081.491417 Iteration 18Q: 3 clusters Score -226081.5 nChanged 29 ComputeScore: Raw -229383.463389 + Penalty 3291.303522 = -226092.159867 Iteration 19Q: 3 clusters Score -226092.2 nChanged 30 ComputeScore: Raw -229394.213200 + Penalty 3291.303522 = -226102.909677 Iteration 20F: 3 clusters Score -226102.9 nChanged 17 ComputeScore: Raw -229400.018784 + Penalty 3291.303522 = -226108.715261 Iteration 21Q: 3 clusters Score -226108.7 nChanged 16 ComputeScore: Raw -229406.214725 + Penalty 3291.303522 = -226114.911203 Iteration 22Q: 3 clusters Score -226114.9 nChanged 13 ComputeScore: Raw -229411.088999 + Penalty 3291.303522 = -226119.785477 Iteration 23Q: 3 clusters Score -226119.8 nChanged 10 ComputeScore: Raw -229414.285648 + Penalty 3291.303522 = -226122.982125 Iteration 24Q: 3 clusters Score -226123 nChanged 8 ComputeScore: Raw -229416.356516 + Penalty 3291.303522 = -226125.052993 Iteration 25Q: 3 clusters Score -226125.1 nChanged 7 ComputeScore: Raw -229418.430644 + Penalty 3291.303522 = -226127.127122 Iteration 26Q: 3 clusters Score -226127.1 nChanged 7 ComputeScore: Raw -229420.623626 + Penalty 3291.303522 = -226129.320103 Iteration 27Q: 3 clusters Score -226129.3 nChanged 7 ComputeScore: Raw -229423.350987 + Penalty 3291.303522 = -226132.047465 Iteration 28Q: 3 clusters Score -226132 nChanged 7 ComputeScore: Raw -229425.339721 + Penalty 3291.303522 = -226134.036199 Iteration 29Q: 3 clusters Score -226134 nChanged 6 ComputeScore: Raw -229427.561452 + Penalty 3291.303522 = -226136.257929 Iteration 30Q: 3 clusters Score -226136.3 nChanged 9 ComputeScore: Raw -229430.127785 + Penalty 3291.303522 = -226138.824263 Iteration 31Q: 3 clusters Score -226138.8 nChanged 5 ComputeScore: Raw -229431.630872 + Penalty 3291.303522 = -226140.327350 Iteration 32Q: 3 clusters Score -226140.3 nChanged 8 ComputeScore: Raw -229434.808316 + Penalty 3291.303522 = -226143.504794 Iteration 33Q: 3 clusters Score -226143.5 nChanged 7 ComputeScore: Raw -229437.262731 + Penalty 3291.303522 = -226145.959208 Iteration 34Q: 3 clusters Score -226146 nChanged 3 ComputeScore: Raw -229438.986942 + Penalty 3291.303522 = -226147.683420 Iteration 35Q: 3 clusters Score -226147.7 nChanged 5 ComputeScore: Raw -229440.224582 + Penalty 3291.303522 = -226148.921059 Iteration 36Q: 3 clusters Score -226148.9 nChanged 6 ComputeScore: Raw -229441.719662 + Penalty 3291.303522 = -226150.416140 Iteration 37Q: 3 clusters Score -226150.4 nChanged 6 ComputeScore: Raw -229442.681357 + Penalty 3291.303522 = -226151.377834 Iteration 38Q: 3 clusters Score -226151.4 nChanged 2 ComputeScore: Raw -229443.128545 + Penalty 3291.303522 = -226151.825022 Iteration 39Q: 3 clusters Score -226151.8 nChanged 1 ComputeScore: Raw -229443.355458 + Penalty 3291.303522 = -226152.051936 Iteration 40F: 3 clusters Score -226152.1 nChanged 0 Trying to split cluster 18 (3961 points) Assigned 2 initial classes randomly. ComputeScore: Raw -146374.283962 + Penalty 1565.723590 = -144808.560373 Iteration 0F: 2 clusters Score -144808.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -144470.329874 + Penalty 3131.447180 = -141338.882694 Iteration 0F: 3 clusters Score -141338.9 nChanged 1552 ComputeScore: Raw -145482.370276 + Penalty 3131.447180 = -142350.923097 Iteration 1F: 3 clusters Score -142350.9 nChanged 350 ComputeScore: Raw -145748.827128 + Penalty 3131.447180 = -142617.379949 Iteration 2F: 3 clusters Score -142617.4 nChanged 266 ComputeScore: Raw -145947.735100 + Penalty 3131.447180 = -142816.287920 Iteration 3F: 3 clusters Score -142816.3 nChanged 211 ComputeScore: Raw -146084.056765 + Penalty 3131.447180 = -142952.609586 Iteration 4F: 3 clusters Score -142952.6 nChanged 170 ComputeScore: Raw -146196.098962 + Penalty 3131.447180 = -143064.651782 Iteration 5Q: 3 clusters Score -143064.7 nChanged 163 ComputeScore: Raw -146302.299230 + Penalty 3131.447180 = -143170.852051 Iteration 6Q: 3 clusters Score -143170.9 nChanged 124 ComputeScore: Raw -146389.851587 + Penalty 3131.447180 = -143258.404407 Iteration 7Q: 3 clusters Score -143258.4 nChanged 117 ComputeScore: Raw -146468.578606 + Penalty 3131.447180 = -143337.131427 Iteration 8Q: 3 clusters Score -143337.1 nChanged 95 ComputeScore: Raw -146524.061637 + Penalty 3131.447180 = -143392.614458 Iteration 9Q: 3 clusters Score -143392.6 nChanged 71 ComputeScore: Raw -146563.014375 + Penalty 3131.447180 = -143431.567195 Iteration 10Q: 3 clusters Score -143431.6 nChanged 63 ComputeScore: Raw -146601.389235 + Penalty 3131.447180 = -143469.942056 Iteration 11Q: 3 clusters Score -143469.9 nChanged 73 ComputeScore: Raw -146650.527161 + Penalty 3131.447180 = -143519.079981 Iteration 12Q: 3 clusters Score -143519.1 nChanged 71 ComputeScore: Raw -146697.533107 + Penalty 3131.447180 = -143566.085928 Iteration 13Q: 3 clusters Score -143566.1 nChanged 69 ComputeScore: Raw -146743.175630 + Penalty 3131.447180 = -143611.728450 Iteration 14Q: 3 clusters Score -143611.7 nChanged 54 ComputeScore: Raw -146773.944898 + Penalty 3131.447180 = -143642.497719 Iteration 15Q: 3 clusters Score -143642.5 nChanged 32 ComputeScore: Raw -146796.581772 + Penalty 3131.447180 = -143665.134593 Iteration 16Q: 3 clusters Score -143665.1 nChanged 26 ComputeScore: Raw -146814.028706 + Penalty 3131.447180 = -143682.581527 Iteration 17Q: 3 clusters Score -143682.6 nChanged 18 ComputeScore: Raw -146826.449804 + Penalty 3131.447180 = -143695.002624 Iteration 18Q: 3 clusters Score -143695 nChanged 17 ComputeScore: Raw -146840.335851 + Penalty 3131.447180 = -143708.888672 Iteration 19Q: 3 clusters Score -143708.9 nChanged 11 ComputeScore: Raw -146849.476609 + Penalty 3131.447180 = -143718.029429 Iteration 20F: 3 clusters Score -143718 nChanged 10 ComputeScore: Raw -146854.421119 + Penalty 3131.447180 = -143722.973940 Iteration 21Q: 3 clusters Score -143723 nChanged 4 ComputeScore: Raw -146855.862895 + Penalty 3131.447180 = -143724.415715 Iteration 22Q: 3 clusters Score -143724.4 nChanged 2 ComputeScore: Raw -146856.743979 + Penalty 3131.447180 = -143725.296800 Iteration 23Q: 3 clusters Score -143725.3 nChanged 4 ComputeScore: Raw -146858.506467 + Penalty 3131.447180 = -143727.059287 Iteration 24Q: 3 clusters Score -143727.1 nChanged 2 ComputeScore: Raw -146859.176075 + Penalty 3131.447180 = -143727.728896 Iteration 25Q: 3 clusters Score -143727.7 nChanged 2 ComputeScore: Raw -146860.635357 + Penalty 3131.447180 = -143729.188178 Iteration 26Q: 3 clusters Score -143729.2 nChanged 3 ComputeScore: Raw -146862.619471 + Penalty 3131.447180 = -143731.172292 Iteration 27Q: 3 clusters Score -143731.2 nChanged 3 ComputeScore: Raw -146864.797301 + Penalty 3131.447180 = -143733.350121 Iteration 28Q: 3 clusters Score -143733.4 nChanged 1 ComputeScore: Raw -146865.577200 + Penalty 3131.447180 = -143734.130020 Iteration 29Q: 3 clusters Score -143734.1 nChanged 1 ComputeScore: Raw -146866.045210 + Penalty 3131.447180 = -143734.598031 Iteration 30Q: 3 clusters Score -143734.6 nChanged 1 ComputeScore: Raw -146866.975563 + Penalty 3131.447180 = -143735.528384 Iteration 31Q: 3 clusters Score -143735.5 nChanged 0 ComputeScore: Raw -146866.975563 + Penalty 3131.447180 = -143735.528384 Iteration 32F: 3 clusters Score -143735.5 nChanged 0 Trying to split cluster 19 (6034 points) Assigned 2 initial classes randomly. ComputeScore: Raw -224833.589071 + Penalty 1645.276264 = -223188.312806 Iteration 0F: 2 clusters Score -223188.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -221736.251546 + Penalty 3290.552529 = -218445.699017 Iteration 0F: 3 clusters Score -218445.7 nChanged 2483 ComputeScore: Raw -223204.456248 + Penalty 3290.552529 = -219913.903719 Iteration 1F: 3 clusters Score -219913.9 nChanged 502 ComputeScore: Raw -223514.940668 + Penalty 3290.552529 = -220224.388139 Iteration 2F: 3 clusters Score -220224.4 nChanged 361 ComputeScore: Raw -223704.257734 + Penalty 3290.552529 = -220413.705205 Iteration 3F: 3 clusters Score -220413.7 nChanged 271 ComputeScore: Raw -223837.131239 + Penalty 3290.552529 = -220546.578710 Iteration 4Q: 3 clusters Score -220546.6 nChanged 192 ComputeScore: Raw -223917.505769 + Penalty 3290.552529 = -220626.953240 Iteration 5Q: 3 clusters Score -220627 nChanged 160 ComputeScore: Raw -223973.329220 + Penalty 3290.552529 = -220682.776691 Iteration 6Q: 3 clusters Score -220682.8 nChanged 120 ComputeScore: Raw -224021.494526 + Penalty 3290.552529 = -220730.941997 Iteration 7Q: 3 clusters Score -220730.9 nChanged 109 ComputeScore: Raw -224063.011369 + Penalty 3290.552529 = -220772.458840 Iteration 8Q: 3 clusters Score -220772.5 nChanged 96 ComputeScore: Raw -224098.054975 + Penalty 3290.552529 = -220807.502446 Iteration 9Q: 3 clusters Score -220807.5 nChanged 96 ComputeScore: Raw -224133.002350 + Penalty 3290.552529 = -220842.449821 Iteration 10Q: 3 clusters Score -220842.4 nChanged 94 ComputeScore: Raw -224169.481899 + Penalty 3290.552529 = -220878.929370 Iteration 11Q: 3 clusters Score -220878.9 nChanged 84 ComputeScore: Raw -224202.630630 + Penalty 3290.552529 = -220912.078101 Iteration 12Q: 3 clusters Score -220912.1 nChanged 104 ComputeScore: Raw -224242.914853 + Penalty 3290.552529 = -220952.362324 Iteration 13Q: 3 clusters Score -220952.4 nChanged 81 ComputeScore: Raw -224274.481888 + Penalty 3290.552529 = -220983.929360 Iteration 14Q: 3 clusters Score -220983.9 nChanged 69 ComputeScore: Raw -224303.620531 + Penalty 3290.552529 = -221013.068002 Iteration 15Q: 3 clusters Score -221013.1 nChanged 60 ComputeScore: Raw -224327.158532 + Penalty 3290.552529 = -221036.606004 Iteration 16Q: 3 clusters Score -221036.6 nChanged 65 ComputeScore: Raw -224350.691516 + Penalty 3290.552529 = -221060.138987 Iteration 17Q: 3 clusters Score -221060.1 nChanged 68 ComputeScore: Raw -224378.918067 + Penalty 3290.552529 = -221088.365538 Iteration 18Q: 3 clusters Score -221088.4 nChanged 76 ComputeScore: Raw -224406.215396 + Penalty 3290.552529 = -221115.662868 Iteration 19Q: 3 clusters Score -221115.7 nChanged 69 ComputeScore: Raw -224434.394716 + Penalty 3290.552529 = -221143.842188 Iteration 20F: 3 clusters Score -221143.8 nChanged 65 ComputeScore: Raw -224460.263579 + Penalty 3290.552529 = -221169.711051 Iteration 21Q: 3 clusters Score -221169.7 nChanged 75 ComputeScore: Raw -224489.279854 + Penalty 3290.552529 = -221198.727326 Iteration 22Q: 3 clusters Score -221198.7 nChanged 72 ComputeScore: Raw -224523.620300 + Penalty 3290.552529 = -221233.067772 Iteration 23Q: 3 clusters Score -221233.1 nChanged 80 ComputeScore: Raw -224561.164467 + Penalty 3290.552529 = -221270.611938 Iteration 24Q: 3 clusters Score -221270.6 nChanged 69 ComputeScore: Raw -224590.458260 + Penalty 3290.552529 = -221299.905731 Iteration 25Q: 3 clusters Score -221299.9 nChanged 70 ComputeScore: Raw -224620.147901 + Penalty 3290.552529 = -221329.595372 Iteration 26Q: 3 clusters Score -221329.6 nChanged 73 ComputeScore: Raw -224658.881164 + Penalty 3290.552529 = -221368.328636 Iteration 27Q: 3 clusters Score -221368.3 nChanged 77 ComputeScore: Raw -224696.078163 + Penalty 3290.552529 = -221405.525635 Iteration 28Q: 3 clusters Score -221405.5 nChanged 64 ComputeScore: Raw -224727.881074 + Penalty 3290.552529 = -221437.328546 Iteration 29Q: 3 clusters Score -221437.3 nChanged 66 ComputeScore: Raw -224762.621865 + Penalty 3290.552529 = -221472.069337 Iteration 30Q: 3 clusters Score -221472.1 nChanged 59 ComputeScore: Raw -224797.516049 + Penalty 3290.552529 = -221506.963521 Iteration 31Q: 3 clusters Score -221507 nChanged 46 ComputeScore: Raw -224818.849555 + Penalty 3290.552529 = -221528.297027 Iteration 32Q: 3 clusters Score -221528.3 nChanged 39 ComputeScore: Raw -224836.818928 + Penalty 3290.552529 = -221546.266399 Iteration 33Q: 3 clusters Score -221546.3 nChanged 38 ComputeScore: Raw -224858.923094 + Penalty 3290.552529 = -221568.370566 Iteration 34Q: 3 clusters Score -221568.4 nChanged 44 ComputeScore: Raw -224885.210223 + Penalty 3290.552529 = -221594.657694 Iteration 35Q: 3 clusters Score -221594.7 nChanged 47 ComputeScore: Raw -224917.558887 + Penalty 3290.552529 = -221627.006358 Iteration 36Q: 3 clusters Score -221627 nChanged 44 ComputeScore: Raw -224947.817182 + Penalty 3290.552529 = -221657.264653 Iteration 37Q: 3 clusters Score -221657.3 nChanged 36 ComputeScore: Raw -224970.327016 + Penalty 3290.552529 = -221679.774487 Iteration 38Q: 3 clusters Score -221679.8 nChanged 34 ComputeScore: Raw -224990.395081 + Penalty 3290.552529 = -221699.842552 Iteration 39Q: 3 clusters Score -221699.8 nChanged 26 ComputeScore: Raw -225008.687618 + Penalty 3290.552529 = -221718.135089 Iteration 40F: 3 clusters Score -221718.1 nChanged 24 ComputeScore: Raw -225022.437772 + Penalty 3290.552529 = -221731.885244 Iteration 41Q: 3 clusters Score -221731.9 nChanged 19 ComputeScore: Raw -225033.084849 + Penalty 3290.552529 = -221742.532320 Iteration 42Q: 3 clusters Score -221742.5 nChanged 20 ComputeScore: Raw -225043.257367 + Penalty 3290.552529 = -221752.704839 Iteration 43Q: 3 clusters Score -221752.7 nChanged 16 ComputeScore: Raw -225053.708595 + Penalty 3290.552529 = -221763.156066 Iteration 44Q: 3 clusters Score -221763.2 nChanged 16 ComputeScore: Raw -225064.495126 + Penalty 3290.552529 = -221773.942597 Iteration 45Q: 3 clusters Score -221773.9 nChanged 16 ComputeScore: Raw -225073.106692 + Penalty 3290.552529 = -221782.554164 Iteration 46Q: 3 clusters Score -221782.6 nChanged 16 ComputeScore: Raw -225083.614524 + Penalty 3290.552529 = -221793.061995 Iteration 47Q: 3 clusters Score -221793.1 nChanged 22 ComputeScore: Raw -225093.408465 + Penalty 3290.552529 = -221802.855937 Iteration 48Q: 3 clusters Score -221802.9 nChanged 15 ComputeScore: Raw -225101.717356 + Penalty 3290.552529 = -221811.164828 Iteration 49Q: 3 clusters Score -221811.2 nChanged 17 ComputeScore: Raw -225109.430545 + Penalty 3290.552529 = -221818.878016 Iteration 50Q: 3 clusters Score -221818.9 nChanged 11 ComputeScore: Raw -225115.562104 + Penalty 3290.552529 = -221825.009575 Iteration 51Q: 3 clusters Score -221825 nChanged 11 ComputeScore: Raw -225120.224855 + Penalty 3290.552529 = -221829.672326 Iteration 52Q: 3 clusters Score -221829.7 nChanged 7 ComputeScore: Raw -225122.471672 + Penalty 3290.552529 = -221831.919143 Iteration 53Q: 3 clusters Score -221831.9 nChanged 4 ComputeScore: Raw -225123.634061 + Penalty 3290.552529 = -221833.081532 Iteration 54Q: 3 clusters Score -221833.1 nChanged 4 ComputeScore: Raw -225125.028539 + Penalty 3290.552529 = -221834.476011 Iteration 55Q: 3 clusters Score -221834.5 nChanged 5 ComputeScore: Raw -225126.994673 + Penalty 3290.552529 = -221836.442144 Iteration 56Q: 3 clusters Score -221836.4 nChanged 5 ComputeScore: Raw -225128.703348 + Penalty 3290.552529 = -221838.150820 Iteration 57Q: 3 clusters Score -221838.2 nChanged 6 ComputeScore: Raw -225131.542586 + Penalty 3290.552529 = -221840.990057 Iteration 58Q: 3 clusters Score -221841 nChanged 6 ComputeScore: Raw -225134.885740 + Penalty 3290.552529 = -221844.333211 Iteration 59Q: 3 clusters Score -221844.3 nChanged 6 ComputeScore: Raw -225138.594790 + Penalty 3290.552529 = -221848.042261 Iteration 60F: 3 clusters Score -221848 nChanged 12 ComputeScore: Raw -225145.290065 + Penalty 3290.552529 = -221854.737537 Iteration 61Q: 3 clusters Score -221854.7 nChanged 9 ComputeScore: Raw -225150.887366 + Penalty 3290.552529 = -221860.334838 Iteration 62Q: 3 clusters Score -221860.3 nChanged 10 ComputeScore: Raw -225156.086566 + Penalty 3290.552529 = -221865.534037 Iteration 63Q: 3 clusters Score -221865.5 nChanged 6 ComputeScore: Raw -225157.611983 + Penalty 3290.552529 = -221867.059454 Iteration 64Q: 3 clusters Score -221867.1 nChanged 3 ComputeScore: Raw -225158.235089 + Penalty 3290.552529 = -221867.682560 Iteration 65Q: 3 clusters Score -221867.7 nChanged 1 ComputeScore: Raw -225158.487894 + Penalty 3290.552529 = -221867.935365 Iteration 66Q: 3 clusters Score -221867.9 nChanged 0 ComputeScore: Raw -225158.487894 + Penalty 3290.552529 = -221867.935365 Iteration 67F: 3 clusters Score -221867.9 nChanged 0 Trying to split cluster 20 (4414 points) Assigned 2 initial classes randomly. ComputeScore: Raw -169428.839871 + Penalty 1586.189415 = -167842.650456 Iteration 0F: 2 clusters Score -167842.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -167243.886438 + Penalty 3172.378830 = -164071.507608 Iteration 0F: 3 clusters Score -164071.5 nChanged 1734 ComputeScore: Raw -168202.910921 + Penalty 3172.378830 = -165030.532091 Iteration 1F: 3 clusters Score -165030.5 nChanged 320 ComputeScore: Raw -168392.059418 + Penalty 3172.378830 = -165219.680588 Iteration 2F: 3 clusters Score -165219.7 nChanged 251 ComputeScore: Raw -168539.468323 + Penalty 3172.378830 = -165367.089493 Iteration 3F: 3 clusters Score -165367.1 nChanged 185 ComputeScore: Raw -168640.171709 + Penalty 3172.378830 = -165467.792879 Iteration 4Q: 3 clusters Score -165467.8 nChanged 146 ComputeScore: Raw -168717.764774 + Penalty 3172.378830 = -165545.385945 Iteration 5Q: 3 clusters Score -165545.4 nChanged 131 ComputeScore: Raw -168777.891329 + Penalty 3172.378830 = -165605.512499 Iteration 6Q: 3 clusters Score -165605.5 nChanged 107 ComputeScore: Raw -168826.542988 + Penalty 3172.378830 = -165654.164158 Iteration 7Q: 3 clusters Score -165654.2 nChanged 96 ComputeScore: Raw -168867.795039 + Penalty 3172.378830 = -165695.416209 Iteration 8Q: 3 clusters Score -165695.4 nChanged 88 ComputeScore: Raw -168906.227185 + Penalty 3172.378830 = -165733.848355 Iteration 9Q: 3 clusters Score -165733.8 nChanged 84 ComputeScore: Raw -168944.784599 + Penalty 3172.378830 = -165772.405769 Iteration 10Q: 3 clusters Score -165772.4 nChanged 82 ComputeScore: Raw -168979.240156 + Penalty 3172.378830 = -165806.861326 Iteration 11Q: 3 clusters Score -165806.9 nChanged 83 ComputeScore: Raw -169016.309453 + Penalty 3172.378830 = -165843.930623 Iteration 12Q: 3 clusters Score -165843.9 nChanged 76 ComputeScore: Raw -169051.693375 + Penalty 3172.378830 = -165879.314546 Iteration 13Q: 3 clusters Score -165879.3 nChanged 79 ComputeScore: Raw -169095.458826 + Penalty 3172.378830 = -165923.079996 Iteration 14Q: 3 clusters Score -165923.1 nChanged 77 ComputeScore: Raw -169132.691358 + Penalty 3172.378830 = -165960.312528 Iteration 15Q: 3 clusters Score -165960.3 nChanged 69 ComputeScore: Raw -169169.339976 + Penalty 3172.378830 = -165996.961146 Iteration 16Q: 3 clusters Score -165997 nChanged 73 ComputeScore: Raw -169205.641842 + Penalty 3172.378830 = -166033.263012 Iteration 17Q: 3 clusters Score -166033.3 nChanged 51 ComputeScore: Raw -169233.565296 + Penalty 3172.378830 = -166061.186467 Iteration 18Q: 3 clusters Score -166061.2 nChanged 56 ComputeScore: Raw -169265.131560 + Penalty 3172.378830 = -166092.752730 Iteration 19Q: 3 clusters Score -166092.8 nChanged 48 ComputeScore: Raw -169293.307431 + Penalty 3172.378830 = -166120.928601 Iteration 20F: 3 clusters Score -166120.9 nChanged 42 ComputeScore: Raw -169314.315894 + Penalty 3172.378830 = -166141.937064 Iteration 21Q: 3 clusters Score -166141.9 nChanged 39 ComputeScore: Raw -169337.107973 + Penalty 3172.378830 = -166164.729143 Iteration 22Q: 3 clusters Score -166164.7 nChanged 47 ComputeScore: Raw -169366.319297 + Penalty 3172.378830 = -166193.940468 Iteration 23Q: 3 clusters Score -166193.9 nChanged 50 ComputeScore: Raw -169398.239847 + Penalty 3172.378830 = -166225.861017 Iteration 24Q: 3 clusters Score -166225.9 nChanged 58 ComputeScore: Raw -169431.309815 + Penalty 3172.378830 = -166258.930986 Iteration 25Q: 3 clusters Score -166258.9 nChanged 48 ComputeScore: Raw -169460.773421 + Penalty 3172.378830 = -166288.394591 Iteration 26Q: 3 clusters Score -166288.4 nChanged 41 ComputeScore: Raw -169481.162485 + Penalty 3172.378830 = -166308.783656 Iteration 27Q: 3 clusters Score -166308.8 nChanged 42 ComputeScore: Raw -169509.549033 + Penalty 3172.378830 = -166337.170203 Iteration 28Q: 3 clusters Score -166337.2 nChanged 43 ComputeScore: Raw -169539.795335 + Penalty 3172.378830 = -166367.416505 Iteration 29Q: 3 clusters Score -166367.4 nChanged 34 ComputeScore: Raw -169557.616131 + Penalty 3172.378830 = -166385.237301 Iteration 30Q: 3 clusters Score -166385.2 nChanged 17 ComputeScore: Raw -169567.183660 + Penalty 3172.378830 = -166394.804830 Iteration 31Q: 3 clusters Score -166394.8 nChanged 16 ComputeScore: Raw -169578.352921 + Penalty 3172.378830 = -166405.974091 Iteration 32Q: 3 clusters Score -166406 nChanged 19 ComputeScore: Raw -169591.075684 + Penalty 3172.378830 = -166418.696855 Iteration 33Q: 3 clusters Score -166418.7 nChanged 17 ComputeScore: Raw -169599.087372 + Penalty 3172.378830 = -166426.708542 Iteration 34Q: 3 clusters Score -166426.7 nChanged 13 ComputeScore: Raw -169604.884236 + Penalty 3172.378830 = -166432.505406 Iteration 35Q: 3 clusters Score -166432.5 nChanged 14 ComputeScore: Raw -169613.401186 + Penalty 3172.378830 = -166441.022356 Iteration 36Q: 3 clusters Score -166441 nChanged 12 ComputeScore: Raw -169620.922704 + Penalty 3172.378830 = -166448.543874 Iteration 37Q: 3 clusters Score -166448.5 nChanged 7 ComputeScore: Raw -169625.791510 + Penalty 3172.378830 = -166453.412680 Iteration 38Q: 3 clusters Score -166453.4 nChanged 6 ComputeScore: Raw -169629.327032 + Penalty 3172.378830 = -166456.948202 Iteration 39Q: 3 clusters Score -166456.9 nChanged 2 ComputeScore: Raw -169629.876942 + Penalty 3172.378830 = -166457.498113 Iteration 40F: 3 clusters Score -166457.5 nChanged 0 Trying to split cluster 21 (3270 points) Assigned 2 initial classes randomly. ComputeScore: Raw -126673.283222 + Penalty 1529.491055 = -125143.792167 Iteration 0F: 2 clusters Score -125143.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -125124.882316 + Penalty 3058.982110 = -122065.900206 Iteration 0F: 3 clusters Score -122065.9 nChanged 1233 ComputeScore: Raw -125823.299542 + Penalty 3058.982110 = -122764.317432 Iteration 1F: 3 clusters Score -122764.3 nChanged 248 ComputeScore: Raw -125981.850740 + Penalty 3058.982110 = -122922.868630 Iteration 2F: 3 clusters Score -122922.9 nChanged 142 ComputeScore: Raw -126067.022758 + Penalty 3058.982110 = -123008.040649 Iteration 3Q: 3 clusters Score -123008 nChanged 94 ComputeScore: Raw -126113.461964 + Penalty 3058.982110 = -123054.479854 Iteration 4Q: 3 clusters Score -123054.5 nChanged 63 ComputeScore: Raw -126144.049503 + Penalty 3058.982110 = -123085.067393 Iteration 5Q: 3 clusters Score -123085.1 nChanged 73 ComputeScore: Raw -126183.174683 + Penalty 3058.982110 = -123124.192573 Iteration 6Q: 3 clusters Score -123124.2 nChanged 67 ComputeScore: Raw -126220.019286 + Penalty 3058.982110 = -123161.037177 Iteration 7Q: 3 clusters Score -123161 nChanged 72 ComputeScore: Raw -126256.515647 + Penalty 3058.982110 = -123197.533537 Iteration 8Q: 3 clusters Score -123197.5 nChanged 53 ComputeScore: Raw -126282.770689 + Penalty 3058.982110 = -123223.788580 Iteration 9Q: 3 clusters Score -123223.8 nChanged 62 ComputeScore: Raw -126315.886222 + Penalty 3058.982110 = -123256.904113 Iteration 10Q: 3 clusters Score -123256.9 nChanged 51 ComputeScore: Raw -126342.381096 + Penalty 3058.982110 = -123283.398986 Iteration 11Q: 3 clusters Score -123283.4 nChanged 41 ComputeScore: Raw -126359.937772 + Penalty 3058.982110 = -123300.955662 Iteration 12Q: 3 clusters Score -123301 nChanged 36 ComputeScore: Raw -126378.725768 + Penalty 3058.982110 = -123319.743658 Iteration 13Q: 3 clusters Score -123319.7 nChanged 51 ComputeScore: Raw -126414.126599 + Penalty 3058.982110 = -123355.144489 Iteration 14Q: 3 clusters Score -123355.1 nChanged 60 ComputeScore: Raw -126457.857716 + Penalty 3058.982110 = -123398.875607 Iteration 15Q: 3 clusters Score -123398.9 nChanged 62 ComputeScore: Raw -126495.028765 + Penalty 3058.982110 = -123436.046656 Iteration 16Q: 3 clusters Score -123436 nChanged 39 ComputeScore: Raw -126518.539124 + Penalty 3058.982110 = -123459.557014 Iteration 17Q: 3 clusters Score -123459.6 nChanged 43 ComputeScore: Raw -126547.354726 + Penalty 3058.982110 = -123488.372616 Iteration 18Q: 3 clusters Score -123488.4 nChanged 43 ComputeScore: Raw -126575.108464 + Penalty 3058.982110 = -123516.126355 Iteration 19Q: 3 clusters Score -123516.1 nChanged 39 ComputeScore: Raw -126596.966236 + Penalty 3058.982110 = -123537.984126 Iteration 20F: 3 clusters Score -123538 nChanged 29 ComputeScore: Raw -126615.370665 + Penalty 3058.982110 = -123556.388556 Iteration 21Q: 3 clusters Score -123556.4 nChanged 36 ComputeScore: Raw -126641.931099 + Penalty 3058.982110 = -123582.948990 Iteration 22Q: 3 clusters Score -123582.9 nChanged 38 ComputeScore: Raw -126664.445221 + Penalty 3058.982110 = -123605.463111 Iteration 23Q: 3 clusters Score -123605.5 nChanged 33 ComputeScore: Raw -126684.949580 + Penalty 3058.982110 = -123625.967470 Iteration 24Q: 3 clusters Score -123626 nChanged 32 ComputeScore: Raw -126707.961216 + Penalty 3058.982110 = -123648.979106 Iteration 25Q: 3 clusters Score -123649 nChanged 31 ComputeScore: Raw -126728.162034 + Penalty 3058.982110 = -123669.179924 Iteration 26Q: 3 clusters Score -123669.2 nChanged 25 ComputeScore: Raw -126743.016992 + Penalty 3058.982110 = -123684.034883 Iteration 27Q: 3 clusters Score -123684 nChanged 19 ComputeScore: Raw -126754.007831 + Penalty 3058.982110 = -123695.025721 Iteration 28Q: 3 clusters Score -123695 nChanged 13 ComputeScore: Raw -126764.761444 + Penalty 3058.982110 = -123705.779334 Iteration 29Q: 3 clusters Score -123705.8 nChanged 18 ComputeScore: Raw -126776.068355 + Penalty 3058.982110 = -123717.086246 Iteration 30Q: 3 clusters Score -123717.1 nChanged 25 ComputeScore: Raw -126791.488469 + Penalty 3058.982110 = -123732.506360 Iteration 31Q: 3 clusters Score -123732.5 nChanged 20 ComputeScore: Raw -126803.658258 + Penalty 3058.982110 = -123744.676149 Iteration 32Q: 3 clusters Score -123744.7 nChanged 13 ComputeScore: Raw -126811.207062 + Penalty 3058.982110 = -123752.224952 Iteration 33Q: 3 clusters Score -123752.2 nChanged 13 ComputeScore: Raw -126818.494942 + Penalty 3058.982110 = -123759.512832 Iteration 34Q: 3 clusters Score -123759.5 nChanged 12 ComputeScore: Raw -126824.600239 + Penalty 3058.982110 = -123765.618130 Iteration 35Q: 3 clusters Score -123765.6 nChanged 5 ComputeScore: Raw -126826.526562 + Penalty 3058.982110 = -123767.544453 Iteration 36Q: 3 clusters Score -123767.5 nChanged 3 ComputeScore: Raw -126828.229484 + Penalty 3058.982110 = -123769.247374 Iteration 37Q: 3 clusters Score -123769.2 nChanged 4 ComputeScore: Raw -126830.206316 + Penalty 3058.982110 = -123771.224207 Iteration 38Q: 3 clusters Score -123771.2 nChanged 3 ComputeScore: Raw -126831.807710 + Penalty 3058.982110 = -123772.825600 Iteration 39Q: 3 clusters Score -123772.8 nChanged 3 ComputeScore: Raw -126833.776819 + Penalty 3058.982110 = -123774.794709 Iteration 40F: 3 clusters Score -123774.8 nChanged 2 ComputeScore: Raw -126835.084493 + Penalty 3058.982110 = -123776.102383 Iteration 41Q: 3 clusters Score -123776.1 nChanged 3 ComputeScore: Raw -126836.986376 + Penalty 3058.982110 = -123778.004266 Iteration 42Q: 3 clusters Score -123778 nChanged 2 ComputeScore: Raw -126839.088162 + Penalty 3058.982110 = -123780.106052 Iteration 43Q: 3 clusters Score -123780.1 nChanged 4 ComputeScore: Raw -126841.259209 + Penalty 3058.982110 = -123782.277099 Iteration 44Q: 3 clusters Score -123782.3 nChanged 3 ComputeScore: Raw -126842.051565 + Penalty 3058.982110 = -123783.069455 Iteration 45Q: 3 clusters Score -123783.1 nChanged 0 ComputeScore: Raw -126842.051565 + Penalty 3058.982110 = -123783.069455 Iteration 46F: 3 clusters Score -123783.1 nChanged 0 Trying to split cluster 22 (4271 points) Assigned 2 initial classes randomly. ComputeScore: Raw -164310.492737 + Penalty 1579.965018 = -162730.527719 Iteration 0F: 2 clusters Score -162730.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -162211.123458 + Penalty 3159.930036 = -159051.193421 Iteration 0F: 3 clusters Score -159051.2 nChanged 1664 ComputeScore: Raw -163144.558880 + Penalty 3159.930036 = -159984.628843 Iteration 1F: 3 clusters Score -159984.6 nChanged 308 ComputeScore: Raw -163300.704661 + Penalty 3159.930036 = -160140.774625 Iteration 2F: 3 clusters Score -160140.8 nChanged 203 ComputeScore: Raw -163404.218794 + Penalty 3159.930036 = -160244.288757 Iteration 3Q: 3 clusters Score -160244.3 nChanged 157 ComputeScore: Raw -163466.099765 + Penalty 3159.930036 = -160306.169729 Iteration 4Q: 3 clusters Score -160306.2 nChanged 113 ComputeScore: Raw -163517.686984 + Penalty 3159.930036 = -160357.756947 Iteration 5Q: 3 clusters Score -160357.8 nChanged 98 ComputeScore: Raw -163562.129068 + Penalty 3159.930036 = -160402.199032 Iteration 6Q: 3 clusters Score -160402.2 nChanged 97 ComputeScore: Raw -163606.024945 + Penalty 3159.930036 = -160446.094908 Iteration 7Q: 3 clusters Score -160446.1 nChanged 84 ComputeScore: Raw -163647.007588 + Penalty 3159.930036 = -160487.077552 Iteration 8Q: 3 clusters Score -160487.1 nChanged 92 ComputeScore: Raw -163689.040823 + Penalty 3159.930036 = -160529.110787 Iteration 9Q: 3 clusters Score -160529.1 nChanged 92 ComputeScore: Raw -163740.320009 + Penalty 3159.930036 = -160580.389973 Iteration 10Q: 3 clusters Score -160580.4 nChanged 110 ComputeScore: Raw -163795.590923 + Penalty 3159.930036 = -160635.660886 Iteration 11Q: 3 clusters Score -160635.7 nChanged 101 ComputeScore: Raw -163845.639157 + Penalty 3159.930036 = -160685.709121 Iteration 12Q: 3 clusters Score -160685.7 nChanged 101 ComputeScore: Raw -163893.422462 + Penalty 3159.930036 = -160733.492426 Iteration 13Q: 3 clusters Score -160733.5 nChanged 82 ComputeScore: Raw -163933.583141 + Penalty 3159.930036 = -160773.653105 Iteration 14Q: 3 clusters Score -160773.7 nChanged 82 ComputeScore: Raw -163970.978381 + Penalty 3159.930036 = -160811.048344 Iteration 15Q: 3 clusters Score -160811 nChanged 72 ComputeScore: Raw -164009.052350 + Penalty 3159.930036 = -160849.122313 Iteration 16Q: 3 clusters Score -160849.1 nChanged 80 ComputeScore: Raw -164045.345042 + Penalty 3159.930036 = -160885.415006 Iteration 17Q: 3 clusters Score -160885.4 nChanged 64 ComputeScore: Raw -164073.083422 + Penalty 3159.930036 = -160913.153386 Iteration 18Q: 3 clusters Score -160913.2 nChanged 67 ComputeScore: Raw -164103.973075 + Penalty 3159.930036 = -160944.043038 Iteration 19Q: 3 clusters Score -160944 nChanged 58 ComputeScore: Raw -164131.758838 + Penalty 3159.930036 = -160971.828802 Iteration 20F: 3 clusters Score -160971.8 nChanged 58 ComputeScore: Raw -164159.219520 + Penalty 3159.930036 = -160999.289484 Iteration 21Q: 3 clusters Score -160999.3 nChanged 59 ComputeScore: Raw -164185.874085 + Penalty 3159.930036 = -161025.944048 Iteration 22Q: 3 clusters Score -161025.9 nChanged 44 ComputeScore: Raw -164206.730019 + Penalty 3159.930036 = -161046.799983 Iteration 23Q: 3 clusters Score -161046.8 nChanged 41 ComputeScore: Raw -164223.990114 + Penalty 3159.930036 = -161064.060078 Iteration 24Q: 3 clusters Score -161064.1 nChanged 47 ComputeScore: Raw -164250.018675 + Penalty 3159.930036 = -161090.088639 Iteration 25Q: 3 clusters Score -161090.1 nChanged 51 ComputeScore: Raw -164273.024680 + Penalty 3159.930036 = -161113.094644 Iteration 26Q: 3 clusters Score -161113.1 nChanged 43 ComputeScore: Raw -164295.229105 + Penalty 3159.930036 = -161135.299069 Iteration 27Q: 3 clusters Score -161135.3 nChanged 38 ComputeScore: Raw -164312.789543 + Penalty 3159.930036 = -161152.859506 Iteration 28Q: 3 clusters Score -161152.9 nChanged 31 ComputeScore: Raw -164329.923735 + Penalty 3159.930036 = -161169.993699 Iteration 29Q: 3 clusters Score -161170 nChanged 32 ComputeScore: Raw -164347.838209 + Penalty 3159.930036 = -161187.908172 Iteration 30Q: 3 clusters Score -161187.9 nChanged 37 ComputeScore: Raw -164365.165492 + Penalty 3159.930036 = -161205.235456 Iteration 31Q: 3 clusters Score -161205.2 nChanged 33 ComputeScore: Raw -164382.917324 + Penalty 3159.930036 = -161222.987288 Iteration 32Q: 3 clusters Score -161223 nChanged 35 ComputeScore: Raw -164399.676744 + Penalty 3159.930036 = -161239.746708 Iteration 33Q: 3 clusters Score -161239.7 nChanged 25 ComputeScore: Raw -164411.817590 + Penalty 3159.930036 = -161251.887554 Iteration 34Q: 3 clusters Score -161251.9 nChanged 14 ComputeScore: Raw -164417.906143 + Penalty 3159.930036 = -161257.976107 Iteration 35Q: 3 clusters Score -161258 nChanged 17 ComputeScore: Raw -164427.605356 + Penalty 3159.930036 = -161267.675319 Iteration 36Q: 3 clusters Score -161267.7 nChanged 27 ComputeScore: Raw -164441.105094 + Penalty 3159.930036 = -161281.175058 Iteration 37Q: 3 clusters Score -161281.2 nChanged 25 ComputeScore: Raw -164465.218866 + Penalty 3159.930036 = -161305.288829 Iteration 38Q: 3 clusters Score -161305.3 nChanged 36 ComputeScore: Raw -164490.761624 + Penalty 3159.930036 = -161330.831587 Iteration 39Q: 3 clusters Score -161330.8 nChanged 36 ComputeScore: Raw -164515.670490 + Penalty 3159.930036 = -161355.740454 Iteration 40F: 3 clusters Score -161355.7 nChanged 32 ComputeScore: Raw -164535.765826 + Penalty 3159.930036 = -161375.835790 Iteration 41Q: 3 clusters Score -161375.8 nChanged 29 ComputeScore: Raw -164552.904869 + Penalty 3159.930036 = -161392.974833 Iteration 42Q: 3 clusters Score -161393 nChanged 23 ComputeScore: Raw -164566.810060 + Penalty 3159.930036 = -161406.880023 Iteration 43Q: 3 clusters Score -161406.9 nChanged 18 ComputeScore: Raw -164574.685074 + Penalty 3159.930036 = -161414.755038 Iteration 44Q: 3 clusters Score -161414.8 nChanged 15 ComputeScore: Raw -164583.953751 + Penalty 3159.930036 = -161424.023714 Iteration 45Q: 3 clusters Score -161424 nChanged 15 ComputeScore: Raw -164592.544644 + Penalty 3159.930036 = -161432.614608 Iteration 46Q: 3 clusters Score -161432.6 nChanged 16 ComputeScore: Raw -164598.641328 + Penalty 3159.930036 = -161438.711292 Iteration 47Q: 3 clusters Score -161438.7 nChanged 7 ComputeScore: Raw -164602.159053 + Penalty 3159.930036 = -161442.229017 Iteration 48Q: 3 clusters Score -161442.2 nChanged 7 ComputeScore: Raw -164604.221912 + Penalty 3159.930036 = -161444.291875 Iteration 49Q: 3 clusters Score -161444.3 nChanged 8 ComputeScore: Raw -164607.487999 + Penalty 3159.930036 = -161447.557962 Iteration 50Q: 3 clusters Score -161447.6 nChanged 10 ComputeScore: Raw -164611.647746 + Penalty 3159.930036 = -161451.717709 Iteration 51Q: 3 clusters Score -161451.7 nChanged 10 ComputeScore: Raw -164615.103790 + Penalty 3159.930036 = -161455.173754 Iteration 52Q: 3 clusters Score -161455.2 nChanged 9 ComputeScore: Raw -164618.887917 + Penalty 3159.930036 = -161458.957881 Iteration 53Q: 3 clusters Score -161459 nChanged 10 ComputeScore: Raw -164622.729497 + Penalty 3159.930036 = -161462.799460 Iteration 54Q: 3 clusters Score -161462.8 nChanged 9 ComputeScore: Raw -164625.860614 + Penalty 3159.930036 = -161465.930578 Iteration 55Q: 3 clusters Score -161465.9 nChanged 6 ComputeScore: Raw -164628.764749 + Penalty 3159.930036 = -161468.834713 Iteration 56Q: 3 clusters Score -161468.8 nChanged 8 ComputeScore: Raw -164632.240517 + Penalty 3159.930036 = -161472.310480 Iteration 57Q: 3 clusters Score -161472.3 nChanged 5 ComputeScore: Raw -164634.243276 + Penalty 3159.930036 = -161474.313240 Iteration 58Q: 3 clusters Score -161474.3 nChanged 4 ComputeScore: Raw -164635.818824 + Penalty 3159.930036 = -161475.888788 Iteration 59Q: 3 clusters Score -161475.9 nChanged 3 ComputeScore: Raw -164636.986084 + Penalty 3159.930036 = -161477.056048 Iteration 60F: 3 clusters Score -161477.1 nChanged 6 ComputeScore: Raw -164639.302503 + Penalty 3159.930036 = -161479.372466 Iteration 61Q: 3 clusters Score -161479.4 nChanged 5 ComputeScore: Raw -164641.035251 + Penalty 3159.930036 = -161481.105214 Iteration 62Q: 3 clusters Score -161481.1 nChanged 3 ComputeScore: Raw -164642.644252 + Penalty 3159.930036 = -161482.714216 Iteration 63Q: 3 clusters Score -161482.7 nChanged 3 ComputeScore: Raw -164644.260668 + Penalty 3159.930036 = -161484.330631 Iteration 64Q: 3 clusters Score -161484.3 nChanged 0 ComputeScore: Raw -164644.260668 + Penalty 3159.930036 = -161484.330631 Iteration 65F: 3 clusters Score -161484.3 nChanged 0 Trying to split cluster 23 (6024 points) Assigned 2 initial classes randomly. ComputeScore: Raw -225795.856187 + Penalty 1644.962779 = -224150.893407 Iteration 0F: 2 clusters Score -224150.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -222698.611296 + Penalty 3289.925559 = -219408.685737 Iteration 0F: 3 clusters Score -219408.7 nChanged 2458 ComputeScore: Raw -223933.691507 + Penalty 3289.925559 = -220643.765948 Iteration 1F: 3 clusters Score -220643.8 nChanged 385 ComputeScore: Raw -224160.777212 + Penalty 3289.925559 = -220870.851654 Iteration 2F: 3 clusters Score -220870.9 nChanged 323 ComputeScore: Raw -224342.470808 + Penalty 3289.925559 = -221052.545250 Iteration 3F: 3 clusters Score -221052.5 nChanged 290 ComputeScore: Raw -224514.013908 + Penalty 3289.925559 = -221224.088349 Iteration 4Q: 3 clusters Score -221224.1 nChanged 269 ComputeScore: Raw -224691.254497 + Penalty 3289.925559 = -221401.328938 Iteration 5Q: 3 clusters Score -221401.3 nChanged 270 ComputeScore: Raw -224922.069826 + Penalty 3289.925559 = -221632.144267 Iteration 6Q: 3 clusters Score -221632.1 nChanged 316 ComputeScore: Raw -225213.319183 + Penalty 3289.925559 = -221923.393624 Iteration 7F: 3 clusters Score -221923.4 nChanged 317 ComputeScore: Raw -225506.751779 + Penalty 3289.925559 = -222216.826221 Iteration 8F: 3 clusters Score -222216.8 nChanged 307 ComputeScore: Raw -225765.212172 + Penalty 3289.925559 = -222475.286613 Iteration 9F: 3 clusters Score -222475.3 nChanged 252 ComputeScore: Raw -225931.783506 + Penalty 3289.925559 = -222641.857947 Iteration 10Q: 3 clusters Score -222641.9 nChanged 210 ComputeScore: Raw -226049.272837 + Penalty 3289.925559 = -222759.347278 Iteration 11Q: 3 clusters Score -222759.3 nChanged 146 ComputeScore: Raw -226119.621849 + Penalty 3289.925559 = -222829.696290 Iteration 12Q: 3 clusters Score -222829.7 nChanged 115 ComputeScore: Raw -226176.705533 + Penalty 3289.925559 = -222886.779974 Iteration 13Q: 3 clusters Score -222886.8 nChanged 113 ComputeScore: Raw -226234.632769 + Penalty 3289.925559 = -222944.707210 Iteration 14Q: 3 clusters Score -222944.7 nChanged 95 ComputeScore: Raw -226284.726746 + Penalty 3289.925559 = -222994.801188 Iteration 15Q: 3 clusters Score -222994.8 nChanged 90 ComputeScore: Raw -226329.850312 + Penalty 3289.925559 = -223039.924753 Iteration 16Q: 3 clusters Score -223039.9 nChanged 76 ComputeScore: Raw -226375.755128 + Penalty 3289.925559 = -223085.829570 Iteration 17Q: 3 clusters Score -223085.8 nChanged 78 ComputeScore: Raw -226421.335238 + Penalty 3289.925559 = -223131.409679 Iteration 18Q: 3 clusters Score -223131.4 nChanged 64 ComputeScore: Raw -226452.532556 + Penalty 3289.925559 = -223162.606997 Iteration 19Q: 3 clusters Score -223162.6 nChanged 60 ComputeScore: Raw -226479.179447 + Penalty 3289.925559 = -223189.253888 Iteration 20F: 3 clusters Score -223189.3 nChanged 52 ComputeScore: Raw -226499.641623 + Penalty 3289.925559 = -223209.716064 Iteration 21Q: 3 clusters Score -223209.7 nChanged 44 ComputeScore: Raw -226513.825709 + Penalty 3289.925559 = -223223.900150 Iteration 22Q: 3 clusters Score -223223.9 nChanged 34 ComputeScore: Raw -226523.110773 + Penalty 3289.925559 = -223233.185214 Iteration 23Q: 3 clusters Score -223233.2 nChanged 24 ComputeScore: Raw -226529.085025 + Penalty 3289.925559 = -223239.159466 Iteration 24Q: 3 clusters Score -223239.2 nChanged 25 ComputeScore: Raw -226537.039879 + Penalty 3289.925559 = -223247.114320 Iteration 25Q: 3 clusters Score -223247.1 nChanged 30 ComputeScore: Raw -226544.851010 + Penalty 3289.925559 = -223254.925452 Iteration 26Q: 3 clusters Score -223254.9 nChanged 24 ComputeScore: Raw -226550.020069 + Penalty 3289.925559 = -223260.094510 Iteration 27Q: 3 clusters Score -223260.1 nChanged 16 ComputeScore: Raw -226554.032004 + Penalty 3289.925559 = -223264.106445 Iteration 28Q: 3 clusters Score -223264.1 nChanged 15 ComputeScore: Raw -226558.909709 + Penalty 3289.925559 = -223268.984150 Iteration 29Q: 3 clusters Score -223269 nChanged 13 ComputeScore: Raw -226563.309146 + Penalty 3289.925559 = -223273.383587 Iteration 30Q: 3 clusters Score -223273.4 nChanged 17 ComputeScore: Raw -226568.110061 + Penalty 3289.925559 = -223278.184502 Iteration 31Q: 3 clusters Score -223278.2 nChanged 16 ComputeScore: Raw -226572.202336 + Penalty 3289.925559 = -223282.276777 Iteration 32Q: 3 clusters Score -223282.3 nChanged 10 ComputeScore: Raw -226574.334027 + Penalty 3289.925559 = -223284.408468 Iteration 33Q: 3 clusters Score -223284.4 nChanged 9 ComputeScore: Raw -226576.072386 + Penalty 3289.925559 = -223286.146827 Iteration 34Q: 3 clusters Score -223286.1 nChanged 8 ComputeScore: Raw -226578.506687 + Penalty 3289.925559 = -223288.581128 Iteration 35Q: 3 clusters Score -223288.6 nChanged 8 ComputeScore: Raw -226581.772067 + Penalty 3289.925559 = -223291.846508 Iteration 36Q: 3 clusters Score -223291.8 nChanged 10 ComputeScore: Raw -226584.693698 + Penalty 3289.925559 = -223294.768139 Iteration 37Q: 3 clusters Score -223294.8 nChanged 8 ComputeScore: Raw -226587.695424 + Penalty 3289.925559 = -223297.769865 Iteration 38Q: 3 clusters Score -223297.8 nChanged 11 ComputeScore: Raw -226590.069175 + Penalty 3289.925559 = -223300.143617 Iteration 39Q: 3 clusters Score -223300.1 nChanged 10 ComputeScore: Raw -226592.456051 + Penalty 3289.925559 = -223302.530492 Iteration 40F: 3 clusters Score -223302.5 nChanged 6 ComputeScore: Raw -226593.557703 + Penalty 3289.925559 = -223303.632144 Iteration 41Q: 3 clusters Score -223303.6 nChanged 5 ComputeScore: Raw -226594.330160 + Penalty 3289.925559 = -223304.404601 Iteration 42Q: 3 clusters Score -223304.4 nChanged 3 ComputeScore: Raw -226594.937161 + Penalty 3289.925559 = -223305.011603 Iteration 43Q: 3 clusters Score -223305 nChanged 5 ComputeScore: Raw -226596.238797 + Penalty 3289.925559 = -223306.313238 Iteration 44Q: 3 clusters Score -223306.3 nChanged 4 ComputeScore: Raw -226596.999569 + Penalty 3289.925559 = -223307.074011 Iteration 45Q: 3 clusters Score -223307.1 nChanged 1 ComputeScore: Raw -226597.374185 + Penalty 3289.925559 = -223307.448626 Iteration 46Q: 3 clusters Score -223307.4 nChanged 1 ComputeScore: Raw -226597.504578 + Penalty 3289.925559 = -223307.579019 Iteration 47Q: 3 clusters Score -223307.6 nChanged 2 ComputeScore: Raw -226597.750649 + Penalty 3289.925559 = -223307.825090 Iteration 48Q: 3 clusters Score -223307.8 nChanged 0 ComputeScore: Raw -226597.750649 + Penalty 3289.925559 = -223307.825090 Iteration 49F: 3 clusters Score -223307.8 nChanged 0 Trying to split cluster 24 (5728 points) Assigned 2 initial classes randomly. ComputeScore: Raw -219855.880092 + Penalty 1635.440003 = -218220.440089 Iteration 0F: 2 clusters Score -218220.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -216876.744186 + Penalty 3270.880006 = -213605.864180 Iteration 0F: 3 clusters Score -213605.9 nChanged 2347 ComputeScore: Raw -218157.390488 + Penalty 3270.880006 = -214886.510482 Iteration 1F: 3 clusters Score -214886.5 nChanged 420 ComputeScore: Raw -218466.597049 + Penalty 3270.880006 = -215195.717043 Iteration 2F: 3 clusters Score -215195.7 nChanged 387 ComputeScore: Raw -218719.479326 + Penalty 3270.880006 = -215448.599320 Iteration 3F: 3 clusters Score -215448.6 nChanged 303 ComputeScore: Raw -218920.068853 + Penalty 3270.880006 = -215649.188847 Iteration 4F: 3 clusters Score -215649.2 nChanged 272 ComputeScore: Raw -219119.600050 + Penalty 3270.880006 = -215848.720044 Iteration 5Q: 3 clusters Score -215848.7 nChanged 285 ComputeScore: Raw -219329.630099 + Penalty 3270.880006 = -216058.750093 Iteration 6Q: 3 clusters Score -216058.8 nChanged 283 ComputeScore: Raw -219550.374300 + Penalty 3270.880006 = -216279.494294 Iteration 7Q: 3 clusters Score -216279.5 nChanged 311 ComputeScore: Raw -219881.481910 + Penalty 3270.880006 = -216610.601905 Iteration 8F: 3 clusters Score -216610.6 nChanged 347 ComputeScore: Raw -220457.001004 + Penalty 3270.880006 = -217186.120998 Iteration 9F: 3 clusters Score -217186.1 nChanged 416 ComputeScore: Raw -222068.009860 + Penalty 3270.880006 = -218797.129854 Iteration 10F: 3 clusters Score -218797.1 nChanged 391 ComputeScore: Raw -227654.419161 + Penalty 3270.880006 = -224383.539155 Iteration 11F: 3 clusters Score -224383.5 nChanged 244 Unmasked E-step: Deleting class 2: covariance matrix is singular ComputeScore: Raw -227709.660088 + Penalty 3270.880006 = -224438.780082 Iteration 12Q: 3 clusters Score -224438.8 nChanged 75 ComputeScore: Raw -192822.267931 + Penalty 1635.440003 = -191186.827928 Iteration 13Q: 2 clusters Score -191186.8 nChanged 4261 ComputeScore: Raw -219855.880092 + Penalty 1635.440003 = -218220.440089 Iteration 14F: 2 clusters Score -218220.4 nChanged 0 Trying to split cluster 25 (5112 points) Assigned 2 initial classes randomly. ComputeScore: Raw -187053.089865 + Penalty 1613.936393 = -185439.153472 Iteration 0F: 2 clusters Score -185439.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -184415.577460 + Penalty 3227.872787 = -181187.704674 Iteration 0F: 3 clusters Score -181187.7 nChanged 2005 ComputeScore: Raw -185479.437487 + Penalty 3227.872787 = -182251.564700 Iteration 1F: 3 clusters Score -182251.6 nChanged 362 ComputeScore: Raw -185703.796308 + Penalty 3227.872787 = -182475.923521 Iteration 2F: 3 clusters Score -182475.9 nChanged 308 ComputeScore: Raw -185904.809106 + Penalty 3227.872787 = -182676.936319 Iteration 3F: 3 clusters Score -182676.9 nChanged 282 ComputeScore: Raw -186082.798701 + Penalty 3227.872787 = -182854.925914 Iteration 4F: 3 clusters Score -182854.9 nChanged 229 ComputeScore: Raw -186226.897090 + Penalty 3227.872787 = -182999.024303 Iteration 5Q: 3 clusters Score -182999 nChanged 229 ComputeScore: Raw -186353.466049 + Penalty 3227.872787 = -183125.593263 Iteration 6Q: 3 clusters Score -183125.6 nChanged 195 ComputeScore: Raw -186445.531484 + Penalty 3227.872787 = -183217.658697 Iteration 7Q: 3 clusters Score -183217.7 nChanged 164 ComputeScore: Raw -186537.492715 + Penalty 3227.872787 = -183309.619929 Iteration 8Q: 3 clusters Score -183309.6 nChanged 184 ComputeScore: Raw -186642.035521 + Penalty 3227.872787 = -183414.162735 Iteration 9Q: 3 clusters Score -183414.2 nChanged 172 ComputeScore: Raw -186732.579902 + Penalty 3227.872787 = -183504.707115 Iteration 10Q: 3 clusters Score -183504.7 nChanged 150 ComputeScore: Raw -186810.631646 + Penalty 3227.872787 = -183582.758859 Iteration 11Q: 3 clusters Score -183582.8 nChanged 148 ComputeScore: Raw -186899.776148 + Penalty 3227.872787 = -183671.903361 Iteration 12Q: 3 clusters Score -183671.9 nChanged 155 ComputeScore: Raw -186990.034191 + Penalty 3227.872787 = -183762.161405 Iteration 13Q: 3 clusters Score -183762.2 nChanged 148 ComputeScore: Raw -187080.672007 + Penalty 3227.872787 = -183852.799220 Iteration 14Q: 3 clusters Score -183852.8 nChanged 126 ComputeScore: Raw -187164.846185 + Penalty 3227.872787 = -183936.973399 Iteration 15Q: 3 clusters Score -183937 nChanged 129 ComputeScore: Raw -187257.652173 + Penalty 3227.872787 = -184029.779387 Iteration 16Q: 3 clusters Score -184029.8 nChanged 124 ComputeScore: Raw -187334.374438 + Penalty 3227.872787 = -184106.501651 Iteration 17Q: 3 clusters Score -184106.5 nChanged 88 ComputeScore: Raw -187393.295654 + Penalty 3227.872787 = -184165.422868 Iteration 18Q: 3 clusters Score -184165.4 nChanged 85 ComputeScore: Raw -187449.622064 + Penalty 3227.872787 = -184221.749278 Iteration 19Q: 3 clusters Score -184221.7 nChanged 77 ComputeScore: Raw -187510.223848 + Penalty 3227.872787 = -184282.351061 Iteration 20F: 3 clusters Score -184282.4 nChanged 68 ComputeScore: Raw -187557.742015 + Penalty 3227.872787 = -184329.869229 Iteration 21Q: 3 clusters Score -184329.9 nChanged 46 ComputeScore: Raw -187590.565362 + Penalty 3227.872787 = -184362.692575 Iteration 22Q: 3 clusters Score -184362.7 nChanged 35 ComputeScore: Raw -187612.513941 + Penalty 3227.872787 = -184384.641155 Iteration 23Q: 3 clusters Score -184384.6 nChanged 28 ComputeScore: Raw -187627.252872 + Penalty 3227.872787 = -184399.380085 Iteration 24Q: 3 clusters Score -184399.4 nChanged 14 ComputeScore: Raw -187632.960374 + Penalty 3227.872787 = -184405.087587 Iteration 25Q: 3 clusters Score -184405.1 nChanged 8 ComputeScore: Raw -187636.729713 + Penalty 3227.872787 = -184408.856927 Iteration 26Q: 3 clusters Score -184408.9 nChanged 3 ComputeScore: Raw -187638.661209 + Penalty 3227.872787 = -184410.788423 Iteration 27Q: 3 clusters Score -184410.8 nChanged 3 ComputeScore: Raw -187641.236964 + Penalty 3227.872787 = -184413.364178 Iteration 28Q: 3 clusters Score -184413.4 nChanged 3 ComputeScore: Raw -187642.496632 + Penalty 3227.872787 = -184414.623845 Iteration 29Q: 3 clusters Score -184414.6 nChanged 2 ComputeScore: Raw -187643.149363 + Penalty 3227.872787 = -184415.276576 Iteration 30Q: 3 clusters Score -184415.3 nChanged 1 ComputeScore: Raw -187643.879484 + Penalty 3227.872787 = -184416.006698 Iteration 31Q: 3 clusters Score -184416 nChanged 1 ComputeScore: Raw -187644.492370 + Penalty 3227.872787 = -184416.619583 Iteration 32Q: 3 clusters Score -184416.6 nChanged 0 ComputeScore: Raw -187644.492370 + Penalty 3227.872787 = -184416.619583 Iteration 33F: 3 clusters Score -184416.6 nChanged 0 Trying to split cluster 26 (4053 points) Assigned 2 initial classes randomly. ComputeScore: Raw -154277.042760 + Penalty 1570.063186 = -152706.979574 Iteration 0F: 2 clusters Score -152707 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -152326.003388 + Penalty 3140.126373 = -149185.877015 Iteration 0F: 3 clusters Score -149185.9 nChanged 1552 ComputeScore: Raw -153221.918039 + Penalty 3140.126373 = -150081.791666 Iteration 1F: 3 clusters Score -150081.8 nChanged 313 ComputeScore: Raw -153413.732101 + Penalty 3140.126373 = -150273.605728 Iteration 2F: 3 clusters Score -150273.6 nChanged 214 ComputeScore: Raw -153591.869723 + Penalty 3140.126373 = -150451.743350 Iteration 3F: 3 clusters Score -150451.7 nChanged 245 ComputeScore: Raw -153792.765660 + Penalty 3140.126373 = -150652.639287 Iteration 4F: 3 clusters Score -150652.6 nChanged 212 ComputeScore: Raw -153942.163648 + Penalty 3140.126373 = -150802.037275 Iteration 5F: 3 clusters Score -150802 nChanged 176 ComputeScore: Raw -154055.389185 + Penalty 3140.126373 = -150915.262813 Iteration 6Q: 3 clusters Score -150915.3 nChanged 152 ComputeScore: Raw -154151.673658 + Penalty 3140.126373 = -151011.547285 Iteration 7Q: 3 clusters Score -151011.5 nChanged 130 ComputeScore: Raw -154222.062505 + Penalty 3140.126373 = -151081.936132 Iteration 8Q: 3 clusters Score -151081.9 nChanged 91 ComputeScore: Raw -154266.825119 + Penalty 3140.126373 = -151126.698746 Iteration 9Q: 3 clusters Score -151126.7 nChanged 73 ComputeScore: Raw -154302.110966 + Penalty 3140.126373 = -151161.984593 Iteration 10Q: 3 clusters Score -151162 nChanged 68 ComputeScore: Raw -154342.820865 + Penalty 3140.126373 = -151202.694492 Iteration 11Q: 3 clusters Score -151202.7 nChanged 75 ComputeScore: Raw -154397.276931 + Penalty 3140.126373 = -151257.150558 Iteration 12Q: 3 clusters Score -151257.2 nChanged 77 ComputeScore: Raw -154446.208204 + Penalty 3140.126373 = -151306.081832 Iteration 13Q: 3 clusters Score -151306.1 nChanged 61 ComputeScore: Raw -154483.971016 + Penalty 3140.126373 = -151343.844643 Iteration 14Q: 3 clusters Score -151343.8 nChanged 41 ComputeScore: Raw -154512.742851 + Penalty 3140.126373 = -151372.616478 Iteration 15Q: 3 clusters Score -151372.6 nChanged 39 ComputeScore: Raw -154541.028475 + Penalty 3140.126373 = -151400.902102 Iteration 16Q: 3 clusters Score -151400.9 nChanged 34 ComputeScore: Raw -154562.767384 + Penalty 3140.126373 = -151422.641011 Iteration 17Q: 3 clusters Score -151422.6 nChanged 38 ComputeScore: Raw -154585.006819 + Penalty 3140.126373 = -151444.880446 Iteration 18Q: 3 clusters Score -151444.9 nChanged 26 ComputeScore: Raw -154602.751503 + Penalty 3140.126373 = -151462.625130 Iteration 19Q: 3 clusters Score -151462.6 nChanged 24 ComputeScore: Raw -154618.288940 + Penalty 3140.126373 = -151478.162567 Iteration 20F: 3 clusters Score -151478.2 nChanged 15 ComputeScore: Raw -154625.566693 + Penalty 3140.126373 = -151485.440320 Iteration 21Q: 3 clusters Score -151485.4 nChanged 5 ComputeScore: Raw -154628.450699 + Penalty 3140.126373 = -151488.324326 Iteration 22Q: 3 clusters Score -151488.3 nChanged 10 ComputeScore: Raw -154635.085217 + Penalty 3140.126373 = -151494.958844 Iteration 23Q: 3 clusters Score -151495 nChanged 10 ComputeScore: Raw -154642.960080 + Penalty 3140.126373 = -151502.833707 Iteration 24Q: 3 clusters Score -151502.8 nChanged 13 ComputeScore: Raw -154650.872882 + Penalty 3140.126373 = -151510.746509 Iteration 25Q: 3 clusters Score -151510.7 nChanged 14 ComputeScore: Raw -154657.456583 + Penalty 3140.126373 = -151517.330211 Iteration 26Q: 3 clusters Score -151517.3 nChanged 5 ComputeScore: Raw -154659.193010 + Penalty 3140.126373 = -151519.066637 Iteration 27Q: 3 clusters Score -151519.1 nChanged 4 ComputeScore: Raw -154661.587077 + Penalty 3140.126373 = -151521.460704 Iteration 28Q: 3 clusters Score -151521.5 nChanged 5 ComputeScore: Raw -154664.228691 + Penalty 3140.126373 = -151524.102318 Iteration 29Q: 3 clusters Score -151524.1 nChanged 6 ComputeScore: Raw -154667.424585 + Penalty 3140.126373 = -151527.298212 Iteration 30Q: 3 clusters Score -151527.3 nChanged 5 ComputeScore: Raw -154669.655912 + Penalty 3140.126373 = -151529.529539 Iteration 31Q: 3 clusters Score -151529.5 nChanged 6 ComputeScore: Raw -154671.834002 + Penalty 3140.126373 = -151531.707629 Iteration 32Q: 3 clusters Score -151531.7 nChanged 3 ComputeScore: Raw -154673.266685 + Penalty 3140.126373 = -151533.140312 Iteration 33Q: 3 clusters Score -151533.1 nChanged 6 ComputeScore: Raw -154676.351083 + Penalty 3140.126373 = -151536.224710 Iteration 34Q: 3 clusters Score -151536.2 nChanged 2 ComputeScore: Raw -154677.111317 + Penalty 3140.126373 = -151536.984944 Iteration 35Q: 3 clusters Score -151537 nChanged 0 ComputeScore: Raw -154677.111317 + Penalty 3140.126373 = -151536.984944 Iteration 36F: 3 clusters Score -151537 nChanged 0 Trying to split cluster 27 (5904 points) Assigned 2 initial classes randomly. ComputeScore: Raw -217377.194314 + Penalty 1641.159834 = -215736.034480 Iteration 0F: 2 clusters Score -215736 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -214304.468302 + Penalty 3282.319668 = -211022.148633 Iteration 0F: 3 clusters Score -211022.1 nChanged 2380 ComputeScore: Raw -215650.618858 + Penalty 3282.319668 = -212368.299189 Iteration 1F: 3 clusters Score -212368.3 nChanged 462 ComputeScore: Raw -215929.691560 + Penalty 3282.319668 = -212647.371891 Iteration 2F: 3 clusters Score -212647.4 nChanged 354 ComputeScore: Raw -216142.298373 + Penalty 3282.319668 = -212859.978704 Iteration 3F: 3 clusters Score -212860 nChanged 277 ComputeScore: Raw -216305.454029 + Penalty 3282.319668 = -213023.134360 Iteration 4Q: 3 clusters Score -213023.1 nChanged 264 ComputeScore: Raw -216477.505944 + Penalty 3282.319668 = -213195.186275 Iteration 5Q: 3 clusters Score -213195.2 nChanged 239 ComputeScore: Raw -216636.567506 + Penalty 3282.319668 = -213354.247838 Iteration 6Q: 3 clusters Score -213354.2 nChanged 220 ComputeScore: Raw -216780.556741 + Penalty 3282.319668 = -213498.237072 Iteration 7Q: 3 clusters Score -213498.2 nChanged 207 ComputeScore: Raw -216927.421895 + Penalty 3282.319668 = -213645.102226 Iteration 8Q: 3 clusters Score -213645.1 nChanged 236 ComputeScore: Raw -217159.104047 + Penalty 3282.319668 = -213876.784379 Iteration 9Q: 3 clusters Score -213876.8 nChanged 261 ComputeScore: Raw -217498.100275 + Penalty 3282.319668 = -214215.780606 Iteration 10Q: 3 clusters Score -214215.8 nChanged 277 ComputeScore: Raw -217912.794887 + Penalty 3282.319668 = -214630.475219 Iteration 11Q: 3 clusters Score -214630.5 nChanged 289 ComputeScore: Raw -218343.904063 + Penalty 3282.319668 = -215061.584395 Iteration 12Q: 3 clusters Score -215061.6 nChanged 286 ComputeScore: Raw -218760.951790 + Penalty 3282.319668 = -215478.632122 Iteration 13Q: 3 clusters Score -215478.6 nChanged 261 ComputeScore: Raw -219215.463174 + Penalty 3282.319668 = -215933.143506 Iteration 14Q: 3 clusters Score -215933.1 nChanged 220 ComputeScore: Raw -219543.535887 + Penalty 3282.319668 = -216261.216219 Iteration 15Q: 3 clusters Score -216261.2 nChanged 183 ComputeScore: Raw -219742.076824 + Penalty 3282.319668 = -216459.757155 Iteration 16Q: 3 clusters Score -216459.8 nChanged 156 ComputeScore: Raw -219894.791877 + Penalty 3282.319668 = -216612.472208 Iteration 17Q: 3 clusters Score -216612.5 nChanged 138 ComputeScore: Raw -220022.658988 + Penalty 3282.319668 = -216740.339320 Iteration 18Q: 3 clusters Score -216740.3 nChanged 106 ComputeScore: Raw -220120.937786 + Penalty 3282.319668 = -216838.618117 Iteration 19Q: 3 clusters Score -216838.6 nChanged 86 ComputeScore: Raw -220185.114887 + Penalty 3282.319668 = -216902.795218 Iteration 20F: 3 clusters Score -216902.8 nChanged 59 ComputeScore: Raw -220212.002918 + Penalty 3282.319668 = -216929.683250 Iteration 21Q: 3 clusters Score -216929.7 nChanged 40 ComputeScore: Raw -220225.974599 + Penalty 3282.319668 = -216943.654931 Iteration 22Q: 3 clusters Score -216943.7 nChanged 28 ComputeScore: Raw -220232.364742 + Penalty 3282.319668 = -216950.045073 Iteration 23Q: 3 clusters Score -216950 nChanged 12 ComputeScore: Raw -220235.166461 + Penalty 3282.319668 = -216952.846792 Iteration 24Q: 3 clusters Score -216952.8 nChanged 8 ComputeScore: Raw -220236.433507 + Penalty 3282.319668 = -216954.113839 Iteration 25Q: 3 clusters Score -216954.1 nChanged 4 ComputeScore: Raw -220236.994711 + Penalty 3282.319668 = -216954.675042 Iteration 26Q: 3 clusters Score -216954.7 nChanged 2 ComputeScore: Raw -220237.242113 + Penalty 3282.319668 = -216954.922445 Iteration 27Q: 3 clusters Score -216954.9 nChanged 1 ComputeScore: Raw -220237.379007 + Penalty 3282.319668 = -216955.059339 Iteration 28Q: 3 clusters Score -216955.1 nChanged 2 ComputeScore: Raw -220237.695145 + Penalty 3282.319668 = -216955.375477 Iteration 29Q: 3 clusters Score -216955.4 nChanged 1 ComputeScore: Raw -220237.810892 + Penalty 3282.319668 = -216955.491223 Iteration 30Q: 3 clusters Score -216955.5 nChanged 1 ComputeScore: Raw -220237.936001 + Penalty 3282.319668 = -216955.616332 Iteration 31Q: 3 clusters Score -216955.6 nChanged 1 ComputeScore: Raw -220238.003577 + Penalty 3282.319668 = -216955.683909 Iteration 32Q: 3 clusters Score -216955.7 nChanged 0 ComputeScore: Raw -220238.003577 + Penalty 3282.319668 = -216955.683909 Iteration 33F: 3 clusters Score -216955.7 nChanged 0 ComputeScore: Raw -5215699.234652 + Penalty 69923.390524 = -5145775.844128Splitting cluster 27 changes total score from -5145030.500304 to -5145775.844128 So it's getting split into cluster 31. Trying to split cluster 28 (5237 points) Assigned 2 initial classes randomly. ComputeScore: Raw -199810.223103 + Penalty 1618.502274 = -198191.720829 Iteration 0F: 2 clusters Score -198191.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -197115.612529 + Penalty 3237.004548 = -193878.607982 Iteration 0F: 3 clusters Score -193878.6 nChanged 2087 ComputeScore: Raw -198291.010986 + Penalty 3237.004548 = -195054.006439 Iteration 1F: 3 clusters Score -195054 nChanged 338 ComputeScore: Raw -198454.299350 + Penalty 3237.004548 = -195217.294803 Iteration 2F: 3 clusters Score -195217.3 nChanged 228 ComputeScore: Raw -198570.908132 + Penalty 3237.004548 = -195333.903585 Iteration 3Q: 3 clusters Score -195333.9 nChanged 206 ComputeScore: Raw -198693.511879 + Penalty 3237.004548 = -195456.507331 Iteration 4Q: 3 clusters Score -195456.5 nChanged 207 ComputeScore: Raw -198812.725824 + Penalty 3237.004548 = -195575.721277 Iteration 5Q: 3 clusters Score -195575.7 nChanged 180 ComputeScore: Raw -198897.373643 + Penalty 3237.004548 = -195660.369096 Iteration 6Q: 3 clusters Score -195660.4 nChanged 138 ComputeScore: Raw -198968.977246 + Penalty 3237.004548 = -195731.972699 Iteration 7Q: 3 clusters Score -195732 nChanged 132 ComputeScore: Raw -199029.254634 + Penalty 3237.004548 = -195792.250086 Iteration 8Q: 3 clusters Score -195792.3 nChanged 121 ComputeScore: Raw -199092.908871 + Penalty 3237.004548 = -195855.904323 Iteration 9Q: 3 clusters Score -195855.9 nChanged 140 ComputeScore: Raw -199163.394903 + Penalty 3237.004548 = -195926.390356 Iteration 10Q: 3 clusters Score -195926.4 nChanged 135 ComputeScore: Raw -199230.064661 + Penalty 3237.004548 = -195993.060113 Iteration 11Q: 3 clusters Score -195993.1 nChanged 158 ComputeScore: Raw -199306.846030 + Penalty 3237.004548 = -196069.841483 Iteration 12Q: 3 clusters Score -196069.8 nChanged 156 ComputeScore: Raw -199393.552583 + Penalty 3237.004548 = -196156.548036 Iteration 13Q: 3 clusters Score -196156.5 nChanged 143 ComputeScore: Raw -199476.530101 + Penalty 3237.004548 = -196239.525554 Iteration 14Q: 3 clusters Score -196239.5 nChanged 160 ComputeScore: Raw -199574.810201 + Penalty 3237.004548 = -196337.805654 Iteration 15Q: 3 clusters Score -196337.8 nChanged 145 ComputeScore: Raw -199661.913761 + Penalty 3237.004548 = -196424.909214 Iteration 16Q: 3 clusters Score -196424.9 nChanged 125 ComputeScore: Raw -199737.081702 + Penalty 3237.004548 = -196500.077154 Iteration 17Q: 3 clusters Score -196500.1 nChanged 106 ComputeScore: Raw -199801.100224 + Penalty 3237.004548 = -196564.095676 Iteration 18Q: 3 clusters Score -196564.1 nChanged 99 ComputeScore: Raw -199854.834715 + Penalty 3237.004548 = -196617.830167 Iteration 19Q: 3 clusters Score -196617.8 nChanged 86 ComputeScore: Raw -199901.902078 + Penalty 3237.004548 = -196664.897530 Iteration 20F: 3 clusters Score -196664.9 nChanged 82 ComputeScore: Raw -199942.049397 + Penalty 3237.004548 = -196705.044849 Iteration 21Q: 3 clusters Score -196705 nChanged 68 ComputeScore: Raw -199973.271071 + Penalty 3237.004548 = -196736.266524 Iteration 22Q: 3 clusters Score -196736.3 nChanged 62 ComputeScore: Raw -199997.806455 + Penalty 3237.004548 = -196760.801907 Iteration 23Q: 3 clusters Score -196760.8 nChanged 43 ComputeScore: Raw -200013.392890 + Penalty 3237.004548 = -196776.388343 Iteration 24Q: 3 clusters Score -196776.4 nChanged 41 ComputeScore: Raw -200029.941121 + Penalty 3237.004548 = -196792.936573 Iteration 25Q: 3 clusters Score -196792.9 nChanged 34 ComputeScore: Raw -200043.307362 + Penalty 3237.004548 = -196806.302815 Iteration 26Q: 3 clusters Score -196806.3 nChanged 32 ComputeScore: Raw -200056.619076 + Penalty 3237.004548 = -196819.614529 Iteration 27Q: 3 clusters Score -196819.6 nChanged 21 ComputeScore: Raw -200063.214153 + Penalty 3237.004548 = -196826.209606 Iteration 28Q: 3 clusters Score -196826.2 nChanged 21 ComputeScore: Raw -200069.458099 + Penalty 3237.004548 = -196832.453552 Iteration 29Q: 3 clusters Score -196832.5 nChanged 16 ComputeScore: Raw -200074.043558 + Penalty 3237.004548 = -196837.039010 Iteration 30Q: 3 clusters Score -196837 nChanged 12 ComputeScore: Raw -200078.390318 + Penalty 3237.004548 = -196841.385770 Iteration 31Q: 3 clusters Score -196841.4 nChanged 8 ComputeScore: Raw -200080.040231 + Penalty 3237.004548 = -196843.035684 Iteration 32Q: 3 clusters Score -196843 nChanged 6 ComputeScore: Raw -200081.089789 + Penalty 3237.004548 = -196844.085242 Iteration 33Q: 3 clusters Score -196844.1 nChanged 5 ComputeScore: Raw -200081.907743 + Penalty 3237.004548 = -196844.903196 Iteration 34Q: 3 clusters Score -196844.9 nChanged 4 ComputeScore: Raw -200083.769856 + Penalty 3237.004548 = -196846.765309 Iteration 35Q: 3 clusters Score -196846.8 nChanged 6 ComputeScore: Raw -200085.906031 + Penalty 3237.004548 = -196848.901483 Iteration 36Q: 3 clusters Score -196848.9 nChanged 7 ComputeScore: Raw -200087.596587 + Penalty 3237.004548 = -196850.592040 Iteration 37Q: 3 clusters Score -196850.6 nChanged 5 ComputeScore: Raw -200089.209215 + Penalty 3237.004548 = -196852.204667 Iteration 38Q: 3 clusters Score -196852.2 nChanged 9 ComputeScore: Raw -200092.564850 + Penalty 3237.004548 = -196855.560302 Iteration 39Q: 3 clusters Score -196855.6 nChanged 14 ComputeScore: Raw -200096.101816 + Penalty 3237.004548 = -196859.097269 Iteration 40F: 3 clusters Score -196859.1 nChanged 8 ComputeScore: Raw -200098.234249 + Penalty 3237.004548 = -196861.229701 Iteration 41Q: 3 clusters Score -196861.2 nChanged 10 ComputeScore: Raw -200100.596712 + Penalty 3237.004548 = -196863.592164 Iteration 42Q: 3 clusters Score -196863.6 nChanged 5 ComputeScore: Raw -200101.707486 + Penalty 3237.004548 = -196864.702938 Iteration 43Q: 3 clusters Score -196864.7 nChanged 5 ComputeScore: Raw -200102.986555 + Penalty 3237.004548 = -196865.982007 Iteration 44Q: 3 clusters Score -196866 nChanged 3 ComputeScore: Raw -200103.659434 + Penalty 3237.004548 = -196866.654886 Iteration 45Q: 3 clusters Score -196866.7 nChanged 1 ComputeScore: Raw -200103.968169 + Penalty 3237.004548 = -196866.963622 Iteration 46Q: 3 clusters Score -196867 nChanged 4 ComputeScore: Raw -200104.853261 + Penalty 3237.004548 = -196867.848713 Iteration 47Q: 3 clusters Score -196867.8 nChanged 2 ComputeScore: Raw -200105.147434 + Penalty 3237.004548 = -196868.142886 Iteration 48Q: 3 clusters Score -196868.1 nChanged 0 ComputeScore: Raw -200105.147434 + Penalty 3237.004548 = -196868.142886 Iteration 49F: 3 clusters Score -196868.1 nChanged 0 Trying to split cluster 29 (6870 points) Assigned 2 initial classes randomly. ComputeScore: Raw -258967.657347 + Penalty 1669.799764 = -257297.857584 Iteration 0F: 2 clusters Score -257297.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -255245.749741 + Penalty 3339.599528 = -251906.150213 Iteration 0F: 3 clusters Score -251906.2 nChanged 2888 ComputeScore: Raw -256841.929927 + Penalty 3339.599528 = -253502.330400 Iteration 1F: 3 clusters Score -253502.3 nChanged 515 ComputeScore: Raw -257131.623036 + Penalty 3339.599528 = -253792.023508 Iteration 2F: 3 clusters Score -253792 nChanged 406 ComputeScore: Raw -257367.220369 + Penalty 3339.599528 = -254027.620842 Iteration 3F: 3 clusters Score -254027.6 nChanged 355 ComputeScore: Raw -257575.558467 + Penalty 3339.599528 = -254235.958939 Iteration 4F: 3 clusters Score -254236 nChanged 327 ComputeScore: Raw -257763.316694 + Penalty 3339.599528 = -254423.717166 Iteration 5Q: 3 clusters Score -254423.7 nChanged 345 ComputeScore: Raw -257987.279624 + Penalty 3339.599528 = -254647.680096 Iteration 6F: 3 clusters Score -254647.7 nChanged 327 ComputeScore: Raw -258177.636242 + Penalty 3339.599528 = -254838.036714 Iteration 7Q: 3 clusters Score -254838 nChanged 289 ComputeScore: Raw -258335.351475 + Penalty 3339.599528 = -254995.751948 Iteration 8Q: 3 clusters Score -254995.8 nChanged 241 ComputeScore: Raw -258453.535847 + Penalty 3339.599528 = -255113.936319 Iteration 9Q: 3 clusters Score -255113.9 nChanged 202 ComputeScore: Raw -258571.294702 + Penalty 3339.599528 = -255231.695174 Iteration 10Q: 3 clusters Score -255231.7 nChanged 192 ComputeScore: Raw -258700.283546 + Penalty 3339.599528 = -255360.684019 Iteration 11Q: 3 clusters Score -255360.7 nChanged 163 ComputeScore: Raw -258811.861638 + Penalty 3339.599528 = -255472.262110 Iteration 12Q: 3 clusters Score -255472.3 nChanged 156 ComputeScore: Raw -258916.069560 + Penalty 3339.599528 = -255576.470032 Iteration 13Q: 3 clusters Score -255576.5 nChanged 123 ComputeScore: Raw -258984.085177 + Penalty 3339.599528 = -255644.485650 Iteration 14Q: 3 clusters Score -255644.5 nChanged 96 ComputeScore: Raw -259044.800128 + Penalty 3339.599528 = -255705.200601 Iteration 15Q: 3 clusters Score -255705.2 nChanged 88 ComputeScore: Raw -259085.114970 + Penalty 3339.599528 = -255745.515442 Iteration 16Q: 3 clusters Score -255745.5 nChanged 66 ComputeScore: Raw -259115.499908 + Penalty 3339.599528 = -255775.900381 Iteration 17Q: 3 clusters Score -255775.9 nChanged 66 ComputeScore: Raw -259143.049988 + Penalty 3339.599528 = -255803.450461 Iteration 18Q: 3 clusters Score -255803.5 nChanged 53 ComputeScore: Raw -259169.920403 + Penalty 3339.599528 = -255830.320875 Iteration 19Q: 3 clusters Score -255830.3 nChanged 50 ComputeScore: Raw -259194.580344 + Penalty 3339.599528 = -255854.980816 Iteration 20F: 3 clusters Score -255855 nChanged 55 ComputeScore: Raw -259220.610379 + Penalty 3339.599528 = -255881.010851 Iteration 21Q: 3 clusters Score -255881 nChanged 53 ComputeScore: Raw -259258.825035 + Penalty 3339.599528 = -255919.225508 Iteration 22Q: 3 clusters Score -255919.2 nChanged 60 ComputeScore: Raw -259308.826658 + Penalty 3339.599528 = -255969.227130 Iteration 23Q: 3 clusters Score -255969.2 nChanged 62 ComputeScore: Raw -259351.835079 + Penalty 3339.599528 = -256012.235551 Iteration 24Q: 3 clusters Score -256012.2 nChanged 57 ComputeScore: Raw -259388.365190 + Penalty 3339.599528 = -256048.765662 Iteration 25Q: 3 clusters Score -256048.8 nChanged 41 ComputeScore: Raw -259415.431692 + Penalty 3339.599528 = -256075.832164 Iteration 26Q: 3 clusters Score -256075.8 nChanged 50 ComputeScore: Raw -259443.063397 + Penalty 3339.599528 = -256103.463869 Iteration 27Q: 3 clusters Score -256103.5 nChanged 45 ComputeScore: Raw -259466.641378 + Penalty 3339.599528 = -256127.041850 Iteration 28Q: 3 clusters Score -256127 nChanged 33 ComputeScore: Raw -259483.612972 + Penalty 3339.599528 = -256144.013445 Iteration 29Q: 3 clusters Score -256144 nChanged 36 ComputeScore: Raw -259499.496674 + Penalty 3339.599528 = -256159.897146 Iteration 30Q: 3 clusters Score -256159.9 nChanged 28 ComputeScore: Raw -259514.246705 + Penalty 3339.599528 = -256174.647177 Iteration 31Q: 3 clusters Score -256174.6 nChanged 21 ComputeScore: Raw -259521.013132 + Penalty 3339.599528 = -256181.413604 Iteration 32Q: 3 clusters Score -256181.4 nChanged 12 ComputeScore: Raw -259531.305325 + Penalty 3339.599528 = -256191.705797 Iteration 33Q: 3 clusters Score -256191.7 nChanged 15 ComputeScore: Raw -259539.352692 + Penalty 3339.599528 = -256199.753164 Iteration 34Q: 3 clusters Score -256199.8 nChanged 17 ComputeScore: Raw -259546.190822 + Penalty 3339.599528 = -256206.591294 Iteration 35Q: 3 clusters Score -256206.6 nChanged 13 ComputeScore: Raw -259550.523624 + Penalty 3339.599528 = -256210.924096 Iteration 36Q: 3 clusters Score -256210.9 nChanged 6 ComputeScore: Raw -259552.131038 + Penalty 3339.599528 = -256212.531511 Iteration 37Q: 3 clusters Score -256212.5 nChanged 6 ComputeScore: Raw -259555.132666 + Penalty 3339.599528 = -256215.533139 Iteration 38Q: 3 clusters Score -256215.5 nChanged 3 ComputeScore: Raw -259556.100930 + Penalty 3339.599528 = -256216.501402 Iteration 39Q: 3 clusters Score -256216.5 nChanged 3 ComputeScore: Raw -259557.243761 + Penalty 3339.599528 = -256217.644233 Iteration 40F: 3 clusters Score -256217.6 nChanged 4 ComputeScore: Raw -259558.217725 + Penalty 3339.599528 = -256218.618198 Iteration 41Q: 3 clusters Score -256218.6 nChanged 4 ComputeScore: Raw -259559.381734 + Penalty 3339.599528 = -256219.782206 Iteration 42Q: 3 clusters Score -256219.8 nChanged 5 ComputeScore: Raw -259561.172975 + Penalty 3339.599528 = -256221.573448 Iteration 43Q: 3 clusters Score -256221.6 nChanged 6 ComputeScore: Raw -259562.588394 + Penalty 3339.599528 = -256222.988866 Iteration 44Q: 3 clusters Score -256223 nChanged 1 ComputeScore: Raw -259562.883680 + Penalty 3339.599528 = -256223.284152 Iteration 45Q: 3 clusters Score -256223.3 nChanged 2 ComputeScore: Raw -259563.193639 + Penalty 3339.599528 = -256223.594112 Iteration 46Q: 3 clusters Score -256223.6 nChanged 1 ComputeScore: Raw -259563.282492 + Penalty 3339.599528 = -256223.682965 Iteration 47Q: 3 clusters Score -256223.7 nChanged 0 ComputeScore: Raw -259563.282492 + Penalty 3339.599528 = -256223.682965 Iteration 48F: 3 clusters Score -256223.7 nChanged 0 ConsiderDeletion: ComputeScore: Raw -5215722.204393 + Penalty 69923.390524 = -5145798.813869Iteration 119Q: 32 clusters Score -5145799 nChanged 54 ConsiderDeletion: ComputeScore: Raw -5215876.388761 + Penalty 69923.390524 = -5145952.998237Iteration 120F: 32 clusters Score -5145953 nChanged 257 ConsiderDeletion: ComputeScore: Raw -5216145.559974 + Penalty 69923.390524 = -5146222.169450Iteration 121Q: 32 clusters Score -5146222 nChanged 227 ConsiderDeletion: ComputeScore: Raw -5216300.139303 + Penalty 69923.390524 = -5146376.748779Iteration 122Q: 32 clusters Score -5146377 nChanged 190 ConsiderDeletion: ComputeScore: Raw -5216390.582094 + Penalty 69923.390524 = -5146467.191570Iteration 123Q: 32 clusters Score -5146467 nChanged 153 ConsiderDeletion: ComputeScore: Raw -5216468.653903 + Penalty 69923.390524 = -5146545.263379Iteration 124Q: 32 clusters Score -5146545 nChanged 162 ConsiderDeletion: ComputeScore: Raw -5216637.682221 + Penalty 69923.390524 = -5146714.291697Iteration 125Q: 32 clusters Score -5146714 nChanged 211 ConsiderDeletion: ComputeScore: Raw -5216816.453614 + Penalty 69923.390524 = -5146893.063090Iteration 126Q: 32 clusters Score -5146893 nChanged 235 ConsiderDeletion: ComputeScore: Raw -5216978.273673 + Penalty 69923.390524 = -5147054.883149Iteration 127Q: 32 clusters Score -5147055 nChanged 203 ConsiderDeletion: ComputeScore: Raw -5217063.722279 + Penalty 69923.390524 = -5147140.331755Iteration 128Q: 32 clusters Score -5147140 nChanged 124 ConsiderDeletion: ComputeScore: Raw -5217100.976604 + Penalty 69923.390524 = -5147177.586080Iteration 129Q: 32 clusters Score -5147178 nChanged 79 ConsiderDeletion: ComputeScore: Raw -5217120.911804 + Penalty 69923.390524 = -5147197.521280Iteration 130Q: 32 clusters Score -5147198 nChanged 59 ConsiderDeletion: ComputeScore: Raw -5217134.544444 + Penalty 69923.390524 = -5147211.153920Iteration 131Q: 32 clusters Score -5147211 nChanged 39 ConsiderDeletion: ComputeScore: Raw -5217142.370663 + Penalty 69923.390524 = -5147218.980139Iteration 132Q: 32 clusters Score -5147219 nChanged 37 ConsiderDeletion: ComputeScore: Raw -5217150.070226 + Penalty 69923.390524 = -5147226.679702Iteration 133Q: 32 clusters Score -5147227 nChanged 44 ConsiderDeletion: ComputeScore: Raw -5217157.892465 + Penalty 69923.390524 = -5147234.501941Iteration 134Q: 32 clusters Score -5147235 nChanged 38 ConsiderDeletion: ComputeScore: Raw -5217165.149095 + Penalty 69923.390524 = -5147241.758571Iteration 135Q: 32 clusters Score -5147242 nChanged 33 ConsiderDeletion: ComputeScore: Raw -5217172.016394 + Penalty 69923.390524 = -5147248.625870Iteration 136Q: 32 clusters Score -5147249 nChanged 37 ConsiderDeletion: ComputeScore: Raw -5217178.833654 + Penalty 69923.390524 = -5147255.443130Iteration 137Q: 32 clusters Score -5147255 nChanged 40 ConsiderDeletion: ComputeScore: Raw -5217187.882323 + Penalty 69923.390524 = -5147264.491799Iteration 138Q: 32 clusters Score -5147264 nChanged 45 ConsiderDeletion: ComputeScore: Raw -5217196.550141 + Penalty 69923.390524 = -5147273.159617Iteration 139Q: 32 clusters Score -5147273 nChanged 41 ConsiderDeletion: ComputeScore: Raw -5217208.745144 + Penalty 69923.390524 = -5147285.354620Iteration 140F: 32 clusters Score -5147285 nChanged 50 ConsiderDeletion: ComputeScore: Raw -5217223.303858 + Penalty 69923.390524 = -5147299.913334Iteration 141Q: 32 clusters Score -5147300 nChanged 52 ConsiderDeletion: ComputeScore: Raw -5217235.605447 + Penalty 69923.390524 = -5147312.214923Iteration 142Q: 32 clusters Score -5147312 nChanged 39 ConsiderDeletion: ComputeScore: Raw -5217248.684328 + Penalty 69923.390524 = -5147325.293804Iteration 143Q: 32 clusters Score -5147325 nChanged 52 ConsiderDeletion: ComputeScore: Raw -5217265.239171 + Penalty 69923.390524 = -5147341.848647Iteration 144Q: 32 clusters Score -5147342 nChanged 38 ConsiderDeletion: ComputeScore: Raw -5217273.858368 + Penalty 69923.390524 = -5147350.467844Iteration 145Q: 32 clusters Score -5147350 nChanged 46 ConsiderDeletion: ComputeScore: Raw -5217282.143009 + Penalty 69923.390524 = -5147358.752485Iteration 146Q: 32 clusters Score -5147359 nChanged 35 ConsiderDeletion: ComputeScore: Raw -5217287.821155 + Penalty 69923.390524 = -5147364.430631Iteration 147Q: 32 clusters Score -5147364 nChanged 37 ConsiderDeletion: ComputeScore: Raw -5217293.759987 + Penalty 69923.390524 = -5147370.369463Iteration 148Q: 32 clusters Score -5147370 nChanged 26 ConsiderDeletion: ComputeScore: Raw -5217298.154087 + Penalty 69923.390524 = -5147374.763563Iteration 149Q: 32 clusters Score -5147375 nChanged 19 ConsiderDeletion: ComputeScore: Raw -5217300.664856 + Penalty 69923.390524 = -5147377.274332Iteration 150Q: 32 clusters Score -5147377 nChanged 20 ConsiderDeletion: ComputeScore: Raw -5217304.413863 + Penalty 69923.390524 = -5147381.023339Iteration 151Q: 32 clusters Score -5147381 nChanged 25 ConsiderDeletion: ComputeScore: Raw -5217309.138488 + Penalty 69923.390524 = -5147385.747964Iteration 152Q: 32 clusters Score -5147386 nChanged 21 ConsiderDeletion: ComputeScore: Raw -5217312.453634 + Penalty 69923.390524 = -5147389.063110Iteration 153Q: 32 clusters Score -5147389 nChanged 26 ConsiderDeletion: ComputeScore: Raw -5217317.462383 + Penalty 69923.390524 = -5147394.071859Iteration 154Q: 32 clusters Score -5147394 nChanged 33 ConsiderDeletion: ComputeScore: Raw -5217325.490429 + Penalty 69923.390524 = -5147402.099905Iteration 155Q: 32 clusters Score -5147402 nChanged 39 ConsiderDeletion: ComputeScore: Raw -5217334.194663 + Penalty 69923.390524 = -5147410.804139Iteration 156Q: 32 clusters Score -5147411 nChanged 42 ConsiderDeletion: ComputeScore: Raw -5217343.917722 + Penalty 69923.390524 = -5147420.527198Iteration 157Q: 32 clusters Score -5147421 nChanged 43 ConsiderDeletion: ComputeScore: Raw -5217355.236951 + Penalty 69923.390524 = -5147431.846427Iteration 158Q: 32 clusters Score -5147432 nChanged 47 ComputeScore: Raw -5217355.236951 + Penalty 69923.390524 = -5147431.846427Trying to split cluster 1 (5929 points) Assigned 2 initial classes randomly. ComputeScore: Raw -220192.676608 + Penalty 1641.958449 = -218550.718158 Iteration 0F: 2 clusters Score -218550.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -217182.571345 + Penalty 3283.916899 = -213898.654446 Iteration 0F: 3 clusters Score -213898.7 nChanged 2374 ComputeScore: Raw -218648.492007 + Penalty 3283.916899 = -215364.575108 Iteration 1F: 3 clusters Score -215364.6 nChanged 534 ComputeScore: Raw -219608.139594 + Penalty 3283.916899 = -216324.222695 Iteration 2F: 3 clusters Score -216324.2 nChanged 663 ComputeScore: Raw -224418.837483 + Penalty 3283.916899 = -221134.920584 Iteration 3F: 3 clusters Score -221134.9 nChanged 1063 Unmasked E-step: Deleting class 2: covariance matrix is singular ComputeScore: Raw -224315.916177 + Penalty 3283.916899 = -221031.999278 Iteration 4F: 3 clusters Score -221032 nChanged 348 ComputeScore: Raw -199097.202300 + Penalty 1641.958449 = -197455.243851 Iteration 5F: 2 clusters Score -197455.2 nChanged 4566 ComputeScore: Raw -220192.676608 + Penalty 1641.958449 = -218550.718158 Iteration 6F: 2 clusters Score -218550.7 nChanged 0 Trying to split cluster 2 (4485 points) Assigned 2 initial classes randomly. ComputeScore: Raw -167597.815849 + Penalty 1589.205323 = -166008.610525 Iteration 0F: 2 clusters Score -166008.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -165351.804045 + Penalty 3178.410647 = -162173.393398 Iteration 0F: 3 clusters Score -162173.4 nChanged 1776 ComputeScore: Raw -166292.336582 + Penalty 3178.410647 = -163113.925935 Iteration 1F: 3 clusters Score -163113.9 nChanged 315 ComputeScore: Raw -166465.442810 + Penalty 3178.410647 = -163287.032163 Iteration 2F: 3 clusters Score -163287 nChanged 243 ComputeScore: Raw -166590.550682 + Penalty 3178.410647 = -163412.140035 Iteration 3F: 3 clusters Score -163412.1 nChanged 195 ComputeScore: Raw -166692.241911 + Penalty 3178.410647 = -163513.831265 Iteration 4Q: 3 clusters Score -163513.8 nChanged 146 ComputeScore: Raw -166755.137814 + Penalty 3178.410647 = -163576.727167 Iteration 5Q: 3 clusters Score -163576.7 nChanged 122 ComputeScore: Raw -166809.383164 + Penalty 3178.410647 = -163630.972517 Iteration 6Q: 3 clusters Score -163631 nChanged 108 ComputeScore: Raw -166853.895754 + Penalty 3178.410647 = -163675.485107 Iteration 7Q: 3 clusters Score -163675.5 nChanged 84 ComputeScore: Raw -166880.149844 + Penalty 3178.410647 = -163701.739197 Iteration 8Q: 3 clusters Score -163701.7 nChanged 68 ComputeScore: Raw -166903.396733 + Penalty 3178.410647 = -163724.986086 Iteration 9Q: 3 clusters Score -163725 nChanged 56 ComputeScore: Raw -166921.925167 + Penalty 3178.410647 = -163743.514520 Iteration 10Q: 3 clusters Score -163743.5 nChanged 49 ComputeScore: Raw -166937.781724 + Penalty 3178.410647 = -163759.371077 Iteration 11Q: 3 clusters Score -163759.4 nChanged 43 ComputeScore: Raw -166953.538022 + Penalty 3178.410647 = -163775.127375 Iteration 12Q: 3 clusters Score -163775.1 nChanged 50 ComputeScore: Raw -166971.202203 + Penalty 3178.410647 = -163792.791557 Iteration 13Q: 3 clusters Score -163792.8 nChanged 52 ComputeScore: Raw -166991.554947 + Penalty 3178.410647 = -163813.144300 Iteration 14Q: 3 clusters Score -163813.1 nChanged 52 ComputeScore: Raw -167011.183132 + Penalty 3178.410647 = -163832.772486 Iteration 15Q: 3 clusters Score -163832.8 nChanged 50 ComputeScore: Raw -167032.178780 + Penalty 3178.410647 = -163853.768133 Iteration 16Q: 3 clusters Score -163853.8 nChanged 55 ComputeScore: Raw -167053.654098 + Penalty 3178.410647 = -163875.243452 Iteration 17Q: 3 clusters Score -163875.2 nChanged 44 ComputeScore: Raw -167069.553378 + Penalty 3178.410647 = -163891.142731 Iteration 18Q: 3 clusters Score -163891.1 nChanged 41 ComputeScore: Raw -167083.931797 + Penalty 3178.410647 = -163905.521150 Iteration 19Q: 3 clusters Score -163905.5 nChanged 45 ComputeScore: Raw -167099.045305 + Penalty 3178.410647 = -163920.634658 Iteration 20F: 3 clusters Score -163920.6 nChanged 33 ComputeScore: Raw -167109.340961 + Penalty 3178.410647 = -163930.930314 Iteration 21Q: 3 clusters Score -163930.9 nChanged 27 ComputeScore: Raw -167113.634504 + Penalty 3178.410647 = -163935.223857 Iteration 22Q: 3 clusters Score -163935.2 nChanged 13 ComputeScore: Raw -167116.082151 + Penalty 3178.410647 = -163937.671504 Iteration 23Q: 3 clusters Score -163937.7 nChanged 8 ComputeScore: Raw -167118.052299 + Penalty 3178.410647 = -163939.641652 Iteration 24Q: 3 clusters Score -163939.6 nChanged 9 ComputeScore: Raw -167120.376403 + Penalty 3178.410647 = -163941.965756 Iteration 25Q: 3 clusters Score -163942 nChanged 8 ComputeScore: Raw -167123.286217 + Penalty 3178.410647 = -163944.875570 Iteration 26Q: 3 clusters Score -163944.9 nChanged 17 ComputeScore: Raw -167127.959371 + Penalty 3178.410647 = -163949.548724 Iteration 27Q: 3 clusters Score -163949.5 nChanged 16 ComputeScore: Raw -167131.848606 + Penalty 3178.410647 = -163953.437959 Iteration 28Q: 3 clusters Score -163953.4 nChanged 14 ComputeScore: Raw -167135.795135 + Penalty 3178.410647 = -163957.384488 Iteration 29Q: 3 clusters Score -163957.4 nChanged 17 ComputeScore: Raw -167140.446290 + Penalty 3178.410647 = -163962.035643 Iteration 30Q: 3 clusters Score -163962 nChanged 23 ComputeScore: Raw -167147.694019 + Penalty 3178.410647 = -163969.283372 Iteration 31Q: 3 clusters Score -163969.3 nChanged 24 ComputeScore: Raw -167153.399776 + Penalty 3178.410647 = -163974.989129 Iteration 32Q: 3 clusters Score -163975 nChanged 18 ComputeScore: Raw -167156.963635 + Penalty 3178.410647 = -163978.552988 Iteration 33Q: 3 clusters Score -163978.6 nChanged 14 ComputeScore: Raw -167161.254236 + Penalty 3178.410647 = -163982.843589 Iteration 34Q: 3 clusters Score -163982.8 nChanged 17 ComputeScore: Raw -167165.197506 + Penalty 3178.410647 = -163986.786859 Iteration 35Q: 3 clusters Score -163986.8 nChanged 11 ComputeScore: Raw -167167.812755 + Penalty 3178.410647 = -163989.402109 Iteration 36Q: 3 clusters Score -163989.4 nChanged 7 ComputeScore: Raw -167169.470701 + Penalty 3178.410647 = -163991.060054 Iteration 37Q: 3 clusters Score -163991.1 nChanged 9 ComputeScore: Raw -167171.368273 + Penalty 3178.410647 = -163992.957626 Iteration 38Q: 3 clusters Score -163993 nChanged 9 ComputeScore: Raw -167173.947343 + Penalty 3178.410647 = -163995.536697 Iteration 39Q: 3 clusters Score -163995.5 nChanged 14 ComputeScore: Raw -167177.754824 + Penalty 3178.410647 = -163999.344177 Iteration 40F: 3 clusters Score -163999.3 nChanged 20 ComputeScore: Raw -167182.152652 + Penalty 3178.410647 = -164003.742005 Iteration 41Q: 3 clusters Score -164003.7 nChanged 16 ComputeScore: Raw -167186.719312 + Penalty 3178.410647 = -164008.308665 Iteration 42Q: 3 clusters Score -164008.3 nChanged 19 ComputeScore: Raw -167191.222746 + Penalty 3178.410647 = -164012.812099 Iteration 43Q: 3 clusters Score -164012.8 nChanged 22 ComputeScore: Raw -167198.261074 + Penalty 3178.410647 = -164019.850428 Iteration 44Q: 3 clusters Score -164019.9 nChanged 26 ComputeScore: Raw -167206.715340 + Penalty 3178.410647 = -164028.304694 Iteration 45Q: 3 clusters Score -164028.3 nChanged 30 ComputeScore: Raw -167215.896060 + Penalty 3178.410647 = -164037.485413 Iteration 46Q: 3 clusters Score -164037.5 nChanged 31 ComputeScore: Raw -167227.732031 + Penalty 3178.410647 = -164049.321384 Iteration 47Q: 3 clusters Score -164049.3 nChanged 42 ComputeScore: Raw -167242.997699 + Penalty 3178.410647 = -164064.587052 Iteration 48Q: 3 clusters Score -164064.6 nChanged 43 ComputeScore: Raw -167262.483372 + Penalty 3178.410647 = -164084.072725 Iteration 49Q: 3 clusters Score -164084.1 nChanged 44 ComputeScore: Raw -167279.311683 + Penalty 3178.410647 = -164100.901036 Iteration 50Q: 3 clusters Score -164100.9 nChanged 33 ComputeScore: Raw -167290.926796 + Penalty 3178.410647 = -164112.516149 Iteration 51Q: 3 clusters Score -164112.5 nChanged 29 ComputeScore: Raw -167301.079915 + Penalty 3178.410647 = -164122.669269 Iteration 52Q: 3 clusters Score -164122.7 nChanged 34 ComputeScore: Raw -167312.456144 + Penalty 3178.410647 = -164134.045498 Iteration 53Q: 3 clusters Score -164134 nChanged 35 ComputeScore: Raw -167323.647103 + Penalty 3178.410647 = -164145.236456 Iteration 54Q: 3 clusters Score -164145.2 nChanged 36 ComputeScore: Raw -167336.746190 + Penalty 3178.410647 = -164158.335543 Iteration 55Q: 3 clusters Score -164158.3 nChanged 34 ComputeScore: Raw -167349.409633 + Penalty 3178.410647 = -164170.998986 Iteration 56Q: 3 clusters Score -164171 nChanged 43 ComputeScore: Raw -167367.517368 + Penalty 3178.410647 = -164189.106721 Iteration 57Q: 3 clusters Score -164189.1 nChanged 60 ComputeScore: Raw -167392.735056 + Penalty 3178.410647 = -164214.324410 Iteration 58Q: 3 clusters Score -164214.3 nChanged 55 ComputeScore: Raw -167416.088095 + Penalty 3178.410647 = -164237.677448 Iteration 59Q: 3 clusters Score -164237.7 nChanged 46 ComputeScore: Raw -167432.764920 + Penalty 3178.410647 = -164254.354273 Iteration 60F: 3 clusters Score -164254.4 nChanged 41 ComputeScore: Raw -167451.254883 + Penalty 3178.410647 = -164272.844236 Iteration 61Q: 3 clusters Score -164272.8 nChanged 47 ComputeScore: Raw -167471.188038 + Penalty 3178.410647 = -164292.777391 Iteration 62Q: 3 clusters Score -164292.8 nChanged 53 ComputeScore: Raw -167494.168885 + Penalty 3178.410647 = -164315.758238 Iteration 63Q: 3 clusters Score -164315.8 nChanged 52 ComputeScore: Raw -167519.292333 + Penalty 3178.410647 = -164340.881686 Iteration 64Q: 3 clusters Score -164340.9 nChanged 51 ComputeScore: Raw -167542.776847 + Penalty 3178.410647 = -164364.366200 Iteration 65Q: 3 clusters Score -164364.4 nChanged 49 ComputeScore: Raw -167563.299601 + Penalty 3178.410647 = -164384.888954 Iteration 66Q: 3 clusters Score -164384.9 nChanged 39 ComputeScore: Raw -167580.960912 + Penalty 3178.410647 = -164402.550265 Iteration 67Q: 3 clusters Score -164402.6 nChanged 39 ComputeScore: Raw -167600.631448 + Penalty 3178.410647 = -164422.220801 Iteration 68Q: 3 clusters Score -164422.2 nChanged 38 ComputeScore: Raw -167621.944781 + Penalty 3178.410647 = -164443.534134 Iteration 69Q: 3 clusters Score -164443.5 nChanged 43 ComputeScore: Raw -167645.510896 + Penalty 3178.410647 = -164467.100249 Iteration 70Q: 3 clusters Score -164467.1 nChanged 43 ComputeScore: Raw -167671.647544 + Penalty 3178.410647 = -164493.236898 Iteration 71Q: 3 clusters Score -164493.2 nChanged 37 ComputeScore: Raw -167692.407037 + Penalty 3178.410647 = -164513.996391 Iteration 72Q: 3 clusters Score -164514 nChanged 38 ComputeScore: Raw -167714.851314 + Penalty 3178.410647 = -164536.440667 Iteration 73Q: 3 clusters Score -164536.4 nChanged 46 ComputeScore: Raw -167750.736320 + Penalty 3178.410647 = -164572.325673 Iteration 74Q: 3 clusters Score -164572.3 nChanged 50 ComputeScore: Raw -167787.843152 + Penalty 3178.410647 = -164609.432505 Iteration 75Q: 3 clusters Score -164609.4 nChanged 38 ComputeScore: Raw -167812.739192 + Penalty 3178.410647 = -164634.328545 Iteration 76Q: 3 clusters Score -164634.3 nChanged 22 ComputeScore: Raw -167829.930439 + Penalty 3178.410647 = -164651.519792 Iteration 77Q: 3 clusters Score -164651.5 nChanged 30 ComputeScore: Raw -167849.945572 + Penalty 3178.410647 = -164671.534925 Iteration 78Q: 3 clusters Score -164671.5 nChanged 13 ComputeScore: Raw -167861.902013 + Penalty 3178.410647 = -164683.491366 Iteration 79Q: 3 clusters Score -164683.5 nChanged 13 ComputeScore: Raw -167875.343189 + Penalty 3178.410647 = -164696.932542 Iteration 80F: 3 clusters Score -164696.9 nChanged 15 ComputeScore: Raw -167885.394264 + Penalty 3178.410647 = -164706.983617 Iteration 81Q: 3 clusters Score -164707 nChanged 13 ComputeScore: Raw -167891.208002 + Penalty 3178.410647 = -164712.797355 Iteration 82Q: 3 clusters Score -164712.8 nChanged 11 ComputeScore: Raw -167898.286972 + Penalty 3178.410647 = -164719.876325 Iteration 83Q: 3 clusters Score -164719.9 nChanged 7 ComputeScore: Raw -167902.883825 + Penalty 3178.410647 = -164724.473178 Iteration 84Q: 3 clusters Score -164724.5 nChanged 7 ComputeScore: Raw -167907.275646 + Penalty 3178.410647 = -164728.864999 Iteration 85Q: 3 clusters Score -164728.9 nChanged 5 ComputeScore: Raw -167909.889720 + Penalty 3178.410647 = -164731.479074 Iteration 86Q: 3 clusters Score -164731.5 nChanged 5 ComputeScore: Raw -167911.666657 + Penalty 3178.410647 = -164733.256011 Iteration 87Q: 3 clusters Score -164733.3 nChanged 2 ComputeScore: Raw -167912.746150 + Penalty 3178.410647 = -164734.335504 Iteration 88Q: 3 clusters Score -164734.3 nChanged 1 ComputeScore: Raw -167913.494680 + Penalty 3178.410647 = -164735.084033 Iteration 89Q: 3 clusters Score -164735.1 nChanged 1 ComputeScore: Raw -167913.865204 + Penalty 3178.410647 = -164735.454557 Iteration 90Q: 3 clusters Score -164735.5 nChanged 2 ComputeScore: Raw -167914.651393 + Penalty 3178.410647 = -164736.240746 Iteration 91Q: 3 clusters Score -164736.2 nChanged 0 ComputeScore: Raw -167914.651393 + Penalty 3178.410647 = -164736.240746 Iteration 92F: 3 clusters Score -164736.2 nChanged 0 Trying to split cluster 3 (4750 points) Assigned 2 initial classes randomly. ComputeScore: Raw -174200.745008 + Penalty 1600.055081 = -172600.689927 Iteration 0F: 2 clusters Score -172600.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -171815.717552 + Penalty 3200.110161 = -168615.607391 Iteration 0F: 3 clusters Score -168615.6 nChanged 1902 ComputeScore: Raw -172902.474592 + Penalty 3200.110161 = -169702.364431 Iteration 1F: 3 clusters Score -169702.4 nChanged 364 ComputeScore: Raw -173118.311796 + Penalty 3200.110161 = -169918.201635 Iteration 2F: 3 clusters Score -169918.2 nChanged 248 ComputeScore: Raw -173268.773136 + Penalty 3200.110161 = -170068.662975 Iteration 3F: 3 clusters Score -170068.7 nChanged 207 ComputeScore: Raw -173393.420742 + Penalty 3200.110161 = -170193.310581 Iteration 4Q: 3 clusters Score -170193.3 nChanged 174 ComputeScore: Raw -173478.965550 + Penalty 3200.110161 = -170278.855389 Iteration 5Q: 3 clusters Score -170278.9 nChanged 144 ComputeScore: Raw -173561.129236 + Penalty 3200.110161 = -170361.019075 Iteration 6Q: 3 clusters Score -170361 nChanged 134 ComputeScore: Raw -173638.655093 + Penalty 3200.110161 = -170438.544932 Iteration 7Q: 3 clusters Score -170438.5 nChanged 128 ComputeScore: Raw -173709.733244 + Penalty 3200.110161 = -170509.623083 Iteration 8Q: 3 clusters Score -170509.6 nChanged 118 ComputeScore: Raw -173775.724674 + Penalty 3200.110161 = -170575.614513 Iteration 9Q: 3 clusters Score -170575.6 nChanged 107 ComputeScore: Raw -173834.713880 + Penalty 3200.110161 = -170634.603719 Iteration 10Q: 3 clusters Score -170634.6 nChanged 126 ComputeScore: Raw -173909.126837 + Penalty 3200.110161 = -170709.016676 Iteration 11Q: 3 clusters Score -170709 nChanged 123 ComputeScore: Raw -173971.707509 + Penalty 3200.110161 = -170771.597348 Iteration 12Q: 3 clusters Score -170771.6 nChanged 103 ComputeScore: Raw -174027.711375 + Penalty 3200.110161 = -170827.601214 Iteration 13Q: 3 clusters Score -170827.6 nChanged 112 ComputeScore: Raw -174079.804306 + Penalty 3200.110161 = -170879.694144 Iteration 14Q: 3 clusters Score -170879.7 nChanged 84 ComputeScore: Raw -174114.892446 + Penalty 3200.110161 = -170914.782285 Iteration 15Q: 3 clusters Score -170914.8 nChanged 91 ComputeScore: Raw -174164.620672 + Penalty 3200.110161 = -170964.510511 Iteration 16Q: 3 clusters Score -170964.5 nChanged 93 ComputeScore: Raw -174211.320328 + Penalty 3200.110161 = -171011.210167 Iteration 17Q: 3 clusters Score -171011.2 nChanged 91 ComputeScore: Raw -174251.121254 + Penalty 3200.110161 = -171051.011093 Iteration 18Q: 3 clusters Score -171051 nChanged 67 ComputeScore: Raw -174279.275902 + Penalty 3200.110161 = -171079.165741 Iteration 19Q: 3 clusters Score -171079.2 nChanged 57 ComputeScore: Raw -174307.650672 + Penalty 3200.110161 = -171107.540511 Iteration 20F: 3 clusters Score -171107.5 nChanged 50 ComputeScore: Raw -174325.116911 + Penalty 3200.110161 = -171125.006750 Iteration 21Q: 3 clusters Score -171125 nChanged 40 ComputeScore: Raw -174337.338314 + Penalty 3200.110161 = -171137.228152 Iteration 22Q: 3 clusters Score -171137.2 nChanged 33 ComputeScore: Raw -174346.823900 + Penalty 3200.110161 = -171146.713739 Iteration 23Q: 3 clusters Score -171146.7 nChanged 30 ComputeScore: Raw -174357.293720 + Penalty 3200.110161 = -171157.183559 Iteration 24Q: 3 clusters Score -171157.2 nChanged 25 ComputeScore: Raw -174365.104738 + Penalty 3200.110161 = -171164.994577 Iteration 25Q: 3 clusters Score -171165 nChanged 19 ComputeScore: Raw -174369.986754 + Penalty 3200.110161 = -171169.876593 Iteration 26Q: 3 clusters Score -171169.9 nChanged 15 ComputeScore: Raw -174373.786943 + Penalty 3200.110161 = -171173.676782 Iteration 27Q: 3 clusters Score -171173.7 nChanged 14 ComputeScore: Raw -174377.788470 + Penalty 3200.110161 = -171177.678309 Iteration 28Q: 3 clusters Score -171177.7 nChanged 13 ComputeScore: Raw -174381.561312 + Penalty 3200.110161 = -171181.451151 Iteration 29Q: 3 clusters Score -171181.5 nChanged 7 ComputeScore: Raw -174382.625451 + Penalty 3200.110161 = -171182.515290 Iteration 30Q: 3 clusters Score -171182.5 nChanged 6 ComputeScore: Raw -174383.907552 + Penalty 3200.110161 = -171183.797391 Iteration 31Q: 3 clusters Score -171183.8 nChanged 9 ComputeScore: Raw -174385.742112 + Penalty 3200.110161 = -171185.631951 Iteration 32Q: 3 clusters Score -171185.6 nChanged 2 ComputeScore: Raw -174386.373526 + Penalty 3200.110161 = -171186.263365 Iteration 33Q: 3 clusters Score -171186.3 nChanged 4 ComputeScore: Raw -174387.477353 + Penalty 3200.110161 = -171187.367192 Iteration 34Q: 3 clusters Score -171187.4 nChanged 2 ComputeScore: Raw -174387.851633 + Penalty 3200.110161 = -171187.741472 Iteration 35Q: 3 clusters Score -171187.7 nChanged 2 ComputeScore: Raw -174388.380536 + Penalty 3200.110161 = -171188.270375 Iteration 36Q: 3 clusters Score -171188.3 nChanged 2 ComputeScore: Raw -174388.860546 + Penalty 3200.110161 = -171188.750385 Iteration 37Q: 3 clusters Score -171188.8 nChanged 4 ComputeScore: Raw -174390.124726 + Penalty 3200.110161 = -171190.014565 Iteration 38Q: 3 clusters Score -171190 nChanged 1 ComputeScore: Raw -174390.227599 + Penalty 3200.110161 = -171190.117438 Iteration 39Q: 3 clusters Score -171190.1 nChanged 1 ComputeScore: Raw -174390.331835 + Penalty 3200.110161 = -171190.221674 Iteration 40F: 3 clusters Score -171190.2 nChanged 0 Trying to split cluster 4 (5548 points) Assigned 2 initial classes randomly. ComputeScore: Raw -202041.913267 + Penalty 1629.405436 = -200412.507831 Iteration 0F: 2 clusters Score -200412.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -199219.471618 + Penalty 3258.810871 = -195960.660746 Iteration 0F: 3 clusters Score -195960.7 nChanged 2245 ComputeScore: Raw -200606.908907 + Penalty 3258.810871 = -197348.098036 Iteration 1F: 3 clusters Score -197348.1 nChanged 474 ComputeScore: Raw -200971.850867 + Penalty 3258.810871 = -197713.039996 Iteration 2F: 3 clusters Score -197713 nChanged 383 ComputeScore: Raw -201270.737664 + Penalty 3258.810871 = -198011.926792 Iteration 3F: 3 clusters Score -198011.9 nChanged 333 ComputeScore: Raw -201482.265248 + Penalty 3258.810871 = -198223.454377 Iteration 4F: 3 clusters Score -198223.5 nChanged 260 ComputeScore: Raw -201635.143885 + Penalty 3258.810871 = -198376.333014 Iteration 5Q: 3 clusters Score -198376.3 nChanged 240 ComputeScore: Raw -201796.260717 + Penalty 3258.810871 = -198537.449845 Iteration 6Q: 3 clusters Score -198537.4 nChanged 205 ComputeScore: Raw -201913.724495 + Penalty 3258.810871 = -198654.913624 Iteration 7Q: 3 clusters Score -198654.9 nChanged 180 ComputeScore: Raw -202028.076158 + Penalty 3258.810871 = -198769.265286 Iteration 8Q: 3 clusters Score -198769.3 nChanged 161 ComputeScore: Raw -202141.311643 + Penalty 3258.810871 = -198882.500772 Iteration 9Q: 3 clusters Score -198882.5 nChanged 153 ComputeScore: Raw -202232.796227 + Penalty 3258.810871 = -198973.985355 Iteration 10Q: 3 clusters Score -198974 nChanged 119 ComputeScore: Raw -202308.124255 + Penalty 3258.810871 = -199049.313384 Iteration 11Q: 3 clusters Score -199049.3 nChanged 85 ComputeScore: Raw -202355.742512 + Penalty 3258.810871 = -199096.931641 Iteration 12Q: 3 clusters Score -199096.9 nChanged 65 ComputeScore: Raw -202390.256953 + Penalty 3258.810871 = -199131.446082 Iteration 13Q: 3 clusters Score -199131.4 nChanged 45 ComputeScore: Raw -202419.676572 + Penalty 3258.810871 = -199160.865700 Iteration 14Q: 3 clusters Score -199160.9 nChanged 39 ComputeScore: Raw -202439.445030 + Penalty 3258.810871 = -199180.634159 Iteration 15Q: 3 clusters Score -199180.6 nChanged 31 ComputeScore: Raw -202454.106519 + Penalty 3258.810871 = -199195.295648 Iteration 16Q: 3 clusters Score -199195.3 nChanged 22 ComputeScore: Raw -202464.601104 + Penalty 3258.810871 = -199205.790233 Iteration 17Q: 3 clusters Score -199205.8 nChanged 25 ComputeScore: Raw -202479.102198 + Penalty 3258.810871 = -199220.291326 Iteration 18Q: 3 clusters Score -199220.3 nChanged 22 ComputeScore: Raw -202489.680435 + Penalty 3258.810871 = -199230.869564 Iteration 19Q: 3 clusters Score -199230.9 nChanged 19 ComputeScore: Raw -202499.668502 + Penalty 3258.810871 = -199240.857630 Iteration 20F: 3 clusters Score -199240.9 nChanged 16 ComputeScore: Raw -202506.330425 + Penalty 3258.810871 = -199247.519554 Iteration 21Q: 3 clusters Score -199247.5 nChanged 9 ComputeScore: Raw -202509.808280 + Penalty 3258.810871 = -199250.997408 Iteration 22Q: 3 clusters Score -199251 nChanged 5 ComputeScore: Raw -202511.906252 + Penalty 3258.810871 = -199253.095381 Iteration 23Q: 3 clusters Score -199253.1 nChanged 5 ComputeScore: Raw -202513.560939 + Penalty 3258.810871 = -199254.750068 Iteration 24Q: 3 clusters Score -199254.8 nChanged 5 ComputeScore: Raw -202515.442211 + Penalty 3258.810871 = -199256.631340 Iteration 25Q: 3 clusters Score -199256.6 nChanged 4 ComputeScore: Raw -202517.637504 + Penalty 3258.810871 = -199258.826633 Iteration 26Q: 3 clusters Score -199258.8 nChanged 3 ComputeScore: Raw -202518.450712 + Penalty 3258.810871 = -199259.639840 Iteration 27Q: 3 clusters Score -199259.6 nChanged 0 ComputeScore: Raw -202518.450712 + Penalty 3258.810871 = -199259.639840 Iteration 28F: 3 clusters Score -199259.6 nChanged 0 Trying to split cluster 5 (3691 points) Assigned 2 initial classes randomly. ComputeScore: Raw -142151.419217 + Penalty 1552.380361 = -140599.038856 Iteration 0F: 2 clusters Score -140599 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -140356.167597 + Penalty 3104.760722 = -137251.406875 Iteration 0F: 3 clusters Score -137251.4 nChanged 1431 ComputeScore: Raw -141189.107940 + Penalty 3104.760722 = -138084.347218 Iteration 1F: 3 clusters Score -138084.3 nChanged 297 ComputeScore: Raw -141411.441962 + Penalty 3104.760722 = -138306.681240 Iteration 2F: 3 clusters Score -138306.7 nChanged 217 ComputeScore: Raw -141564.965480 + Penalty 3104.760722 = -138460.204758 Iteration 3F: 3 clusters Score -138460.2 nChanged 173 ComputeScore: Raw -141671.100208 + Penalty 3104.760722 = -138566.339486 Iteration 4Q: 3 clusters Score -138566.3 nChanged 117 ComputeScore: Raw -141732.489129 + Penalty 3104.760722 = -138627.728407 Iteration 5Q: 3 clusters Score -138627.7 nChanged 102 ComputeScore: Raw -141782.819298 + Penalty 3104.760722 = -138678.058576 Iteration 6Q: 3 clusters Score -138678.1 nChanged 78 ComputeScore: Raw -141819.503431 + Penalty 3104.760722 = -138714.742709 Iteration 7Q: 3 clusters Score -138714.7 nChanged 57 ComputeScore: Raw -141841.637394 + Penalty 3104.760722 = -138736.876672 Iteration 8Q: 3 clusters Score -138736.9 nChanged 45 ComputeScore: Raw -141863.814422 + Penalty 3104.760722 = -138759.053701 Iteration 9Q: 3 clusters Score -138759.1 nChanged 50 ComputeScore: Raw -141887.803349 + Penalty 3104.760722 = -138783.042627 Iteration 10Q: 3 clusters Score -138783 nChanged 59 ComputeScore: Raw -141918.796664 + Penalty 3104.760722 = -138814.035942 Iteration 11Q: 3 clusters Score -138814 nChanged 76 ComputeScore: Raw -141955.067483 + Penalty 3104.760722 = -138850.306762 Iteration 12Q: 3 clusters Score -138850.3 nChanged 65 ComputeScore: Raw -141993.643660 + Penalty 3104.760722 = -138888.882938 Iteration 13Q: 3 clusters Score -138888.9 nChanged 69 ComputeScore: Raw -142034.666735 + Penalty 3104.760722 = -138929.906014 Iteration 14Q: 3 clusters Score -138929.9 nChanged 64 ComputeScore: Raw -142071.934892 + Penalty 3104.760722 = -138967.174171 Iteration 15Q: 3 clusters Score -138967.2 nChanged 60 ComputeScore: Raw -142114.100018 + Penalty 3104.760722 = -139009.339296 Iteration 16Q: 3 clusters Score -139009.3 nChanged 69 ComputeScore: Raw -142166.154243 + Penalty 3104.760722 = -139061.393521 Iteration 17Q: 3 clusters Score -139061.4 nChanged 81 ComputeScore: Raw -142220.476035 + Penalty 3104.760722 = -139115.715313 Iteration 18Q: 3 clusters Score -139115.7 nChanged 82 ComputeScore: Raw -142271.199491 + Penalty 3104.760722 = -139166.438770 Iteration 19Q: 3 clusters Score -139166.4 nChanged 73 ComputeScore: Raw -142316.661798 + Penalty 3104.760722 = -139211.901076 Iteration 20F: 3 clusters Score -139211.9 nChanged 56 ComputeScore: Raw -142348.129919 + Penalty 3104.760722 = -139243.369197 Iteration 21Q: 3 clusters Score -139243.4 nChanged 49 ComputeScore: Raw -142374.963827 + Penalty 3104.760722 = -139270.203105 Iteration 22Q: 3 clusters Score -139270.2 nChanged 36 ComputeScore: Raw -142394.515175 + Penalty 3104.760722 = -139289.754453 Iteration 23Q: 3 clusters Score -139289.8 nChanged 34 ComputeScore: Raw -142411.249326 + Penalty 3104.760722 = -139306.488604 Iteration 24Q: 3 clusters Score -139306.5 nChanged 30 ComputeScore: Raw -142426.568475 + Penalty 3104.760722 = -139321.807753 Iteration 25Q: 3 clusters Score -139321.8 nChanged 32 ComputeScore: Raw -142440.429504 + Penalty 3104.760722 = -139335.668782 Iteration 26Q: 3 clusters Score -139335.7 nChanged 31 ComputeScore: Raw -142459.110463 + Penalty 3104.760722 = -139354.349742 Iteration 27Q: 3 clusters Score -139354.3 nChanged 39 ComputeScore: Raw -142484.050881 + Penalty 3104.760722 = -139379.290160 Iteration 28Q: 3 clusters Score -139379.3 nChanged 39 ComputeScore: Raw -142503.412829 + Penalty 3104.760722 = -139398.652107 Iteration 29Q: 3 clusters Score -139398.7 nChanged 27 ComputeScore: Raw -142517.867494 + Penalty 3104.760722 = -139413.106772 Iteration 30Q: 3 clusters Score -139413.1 nChanged 26 ComputeScore: Raw -142530.683556 + Penalty 3104.760722 = -139425.922834 Iteration 31Q: 3 clusters Score -139425.9 nChanged 19 ComputeScore: Raw -142539.092584 + Penalty 3104.760722 = -139434.331862 Iteration 32Q: 3 clusters Score -139434.3 nChanged 17 ComputeScore: Raw -142546.809976 + Penalty 3104.760722 = -139442.049254 Iteration 33Q: 3 clusters Score -139442 nChanged 14 ComputeScore: Raw -142552.666921 + Penalty 3104.760722 = -139447.906199 Iteration 34Q: 3 clusters Score -139447.9 nChanged 8 ComputeScore: Raw -142555.681138 + Penalty 3104.760722 = -139450.920416 Iteration 35Q: 3 clusters Score -139450.9 nChanged 5 ComputeScore: Raw -142557.454880 + Penalty 3104.760722 = -139452.694159 Iteration 36Q: 3 clusters Score -139452.7 nChanged 3 ComputeScore: Raw -142558.183984 + Penalty 3104.760722 = -139453.423263 Iteration 37Q: 3 clusters Score -139453.4 nChanged 4 ComputeScore: Raw -142560.573527 + Penalty 3104.760722 = -139455.812805 Iteration 38Q: 3 clusters Score -139455.8 nChanged 8 ComputeScore: Raw -142563.668545 + Penalty 3104.760722 = -139458.907823 Iteration 39Q: 3 clusters Score -139458.9 nChanged 8 ComputeScore: Raw -142565.806829 + Penalty 3104.760722 = -139461.046107 Iteration 40F: 3 clusters Score -139461 nChanged 5 ComputeScore: Raw -142567.138970 + Penalty 3104.760722 = -139462.378249 Iteration 41Q: 3 clusters Score -139462.4 nChanged 4 ComputeScore: Raw -142568.523079 + Penalty 3104.760722 = -139463.762357 Iteration 42Q: 3 clusters Score -139463.8 nChanged 3 ComputeScore: Raw -142569.552002 + Penalty 3104.760722 = -139464.791280 Iteration 43Q: 3 clusters Score -139464.8 nChanged 4 ComputeScore: Raw -142570.680337 + Penalty 3104.760722 = -139465.919615 Iteration 44Q: 3 clusters Score -139465.9 nChanged 1 ComputeScore: Raw -142570.958324 + Penalty 3104.760722 = -139466.197602 Iteration 45Q: 3 clusters Score -139466.2 nChanged 0 ComputeScore: Raw -142570.958324 + Penalty 3104.760722 = -139466.197602 Iteration 46F: 3 clusters Score -139466.2 nChanged 0 Trying to split cluster 6 (3440 points) Assigned 2 initial classes randomly. ComputeScore: Raw -130419.725079 + Penalty 1539.069856 = -128880.655223 Iteration 0F: 2 clusters Score -128880.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -128824.714640 + Penalty 3078.139712 = -125746.574928 Iteration 0F: 3 clusters Score -125746.6 nChanged 1267 ComputeScore: Raw -129545.420976 + Penalty 3078.139712 = -126467.281264 Iteration 1F: 3 clusters Score -126467.3 nChanged 281 ComputeScore: Raw -129712.837279 + Penalty 3078.139712 = -126634.697568 Iteration 2F: 3 clusters Score -126634.7 nChanged 191 ComputeScore: Raw -129826.729973 + Penalty 3078.139712 = -126748.590261 Iteration 3F: 3 clusters Score -126748.6 nChanged 125 ComputeScore: Raw -129905.661106 + Penalty 3078.139712 = -126827.521395 Iteration 4Q: 3 clusters Score -126827.5 nChanged 102 ComputeScore: Raw -129968.046605 + Penalty 3078.139712 = -126889.906893 Iteration 5Q: 3 clusters Score -126889.9 nChanged 80 ComputeScore: Raw -130007.080060 + Penalty 3078.139712 = -126928.940348 Iteration 6Q: 3 clusters Score -126928.9 nChanged 63 ComputeScore: Raw -130036.476971 + Penalty 3078.139712 = -126958.337260 Iteration 7Q: 3 clusters Score -126958.3 nChanged 50 ComputeScore: Raw -130062.110933 + Penalty 3078.139712 = -126983.971221 Iteration 8Q: 3 clusters Score -126984 nChanged 44 ComputeScore: Raw -130080.021521 + Penalty 3078.139712 = -127001.881809 Iteration 9Q: 3 clusters Score -127001.9 nChanged 40 ComputeScore: Raw -130100.909793 + Penalty 3078.139712 = -127022.770081 Iteration 10Q: 3 clusters Score -127022.8 nChanged 45 ComputeScore: Raw -130120.726859 + Penalty 3078.139712 = -127042.587148 Iteration 11Q: 3 clusters Score -127042.6 nChanged 38 ComputeScore: Raw -130138.553552 + Penalty 3078.139712 = -127060.413840 Iteration 12Q: 3 clusters Score -127060.4 nChanged 37 ComputeScore: Raw -130152.892636 + Penalty 3078.139712 = -127074.752924 Iteration 13Q: 3 clusters Score -127074.8 nChanged 34 ComputeScore: Raw -130172.371924 + Penalty 3078.139712 = -127094.232213 Iteration 14Q: 3 clusters Score -127094.2 nChanged 45 ComputeScore: Raw -130192.722142 + Penalty 3078.139712 = -127114.582431 Iteration 15Q: 3 clusters Score -127114.6 nChanged 31 ComputeScore: Raw -130208.136544 + Penalty 3078.139712 = -127129.996833 Iteration 16Q: 3 clusters Score -127130 nChanged 35 ComputeScore: Raw -130222.938029 + Penalty 3078.139712 = -127144.798318 Iteration 17Q: 3 clusters Score -127144.8 nChanged 36 ComputeScore: Raw -130239.625317 + Penalty 3078.139712 = -127161.485605 Iteration 18Q: 3 clusters Score -127161.5 nChanged 42 ComputeScore: Raw -130265.430841 + Penalty 3078.139712 = -127187.291130 Iteration 19Q: 3 clusters Score -127187.3 nChanged 42 ComputeScore: Raw -130286.704294 + Penalty 3078.139712 = -127208.564582 Iteration 20F: 3 clusters Score -127208.6 nChanged 46 ComputeScore: Raw -130316.927447 + Penalty 3078.139712 = -127238.787735 Iteration 21Q: 3 clusters Score -127238.8 nChanged 40 ComputeScore: Raw -130338.011829 + Penalty 3078.139712 = -127259.872117 Iteration 22Q: 3 clusters Score -127259.9 nChanged 41 ComputeScore: Raw -130358.130901 + Penalty 3078.139712 = -127279.991189 Iteration 23Q: 3 clusters Score -127280 nChanged 34 ComputeScore: Raw -130372.495881 + Penalty 3078.139712 = -127294.356169 Iteration 24Q: 3 clusters Score -127294.4 nChanged 25 ComputeScore: Raw -130387.258601 + Penalty 3078.139712 = -127309.118889 Iteration 25Q: 3 clusters Score -127309.1 nChanged 28 ComputeScore: Raw -130402.055943 + Penalty 3078.139712 = -127323.916231 Iteration 26Q: 3 clusters Score -127323.9 nChanged 29 ComputeScore: Raw -130424.736583 + Penalty 3078.139712 = -127346.596872 Iteration 27Q: 3 clusters Score -127346.6 nChanged 35 ComputeScore: Raw -130449.971898 + Penalty 3078.139712 = -127371.832187 Iteration 28Q: 3 clusters Score -127371.8 nChanged 39 ComputeScore: Raw -130474.435357 + Penalty 3078.139712 = -127396.295645 Iteration 29Q: 3 clusters Score -127396.3 nChanged 32 ComputeScore: Raw -130496.982499 + Penalty 3078.139712 = -127418.842787 Iteration 30Q: 3 clusters Score -127418.8 nChanged 30 ComputeScore: Raw -130514.833946 + Penalty 3078.139712 = -127436.694234 Iteration 31Q: 3 clusters Score -127436.7 nChanged 26 ComputeScore: Raw -130531.102846 + Penalty 3078.139712 = -127452.963134 Iteration 32Q: 3 clusters Score -127453 nChanged 23 ComputeScore: Raw -130541.888261 + Penalty 3078.139712 = -127463.748549 Iteration 33Q: 3 clusters Score -127463.7 nChanged 14 ComputeScore: Raw -130551.315851 + Penalty 3078.139712 = -127473.176139 Iteration 34Q: 3 clusters Score -127473.2 nChanged 6 ComputeScore: Raw -130555.513666 + Penalty 3078.139712 = -127477.373954 Iteration 35Q: 3 clusters Score -127477.4 nChanged 9 ComputeScore: Raw -130559.492801 + Penalty 3078.139712 = -127481.353090 Iteration 36Q: 3 clusters Score -127481.4 nChanged 7 ComputeScore: Raw -130561.369389 + Penalty 3078.139712 = -127483.229677 Iteration 37Q: 3 clusters Score -127483.2 nChanged 6 ComputeScore: Raw -130563.442415 + Penalty 3078.139712 = -127485.302703 Iteration 38Q: 3 clusters Score -127485.3 nChanged 4 ComputeScore: Raw -130565.854949 + Penalty 3078.139712 = -127487.715237 Iteration 39Q: 3 clusters Score -127487.7 nChanged 7 ComputeScore: Raw -130570.239304 + Penalty 3078.139712 = -127492.099592 Iteration 40F: 3 clusters Score -127492.1 nChanged 5 ComputeScore: Raw -130572.700878 + Penalty 3078.139712 = -127494.561166 Iteration 41Q: 3 clusters Score -127494.6 nChanged 1 ComputeScore: Raw -130573.284085 + Penalty 3078.139712 = -127495.144373 Iteration 42Q: 3 clusters Score -127495.1 nChanged 4 ComputeScore: Raw -130574.652293 + Penalty 3078.139712 = -127496.512581 Iteration 43Q: 3 clusters Score -127496.5 nChanged 4 ComputeScore: Raw -130577.267468 + Penalty 3078.139712 = -127499.127756 Iteration 44Q: 3 clusters Score -127499.1 nChanged 1 ComputeScore: Raw -130577.451114 + Penalty 3078.139712 = -127499.311403 Iteration 45Q: 3 clusters Score -127499.3 nChanged 1 ComputeScore: Raw -130577.889675 + Penalty 3078.139712 = -127499.749964 Iteration 46Q: 3 clusters Score -127499.7 nChanged 1 ComputeScore: Raw -130578.408144 + Penalty 3078.139712 = -127500.268432 Iteration 47Q: 3 clusters Score -127500.3 nChanged 1 ComputeScore: Raw -130579.943376 + Penalty 3078.139712 = -127501.803665 Iteration 48Q: 3 clusters Score -127501.8 nChanged 0 ComputeScore: Raw -130579.943376 + Penalty 3078.139712 = -127501.803665 Iteration 49F: 3 clusters Score -127501.8 nChanged 0 Trying to split cluster 7 (4020 points) Assigned 2 initial classes randomly. ComputeScore: Raw -155124.952962 + Penalty 1568.518027 = -153556.434935 Iteration 0F: 2 clusters Score -153556.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -153191.212421 + Penalty 3137.036055 = -150054.176366 Iteration 0F: 3 clusters Score -150054.2 nChanged 1522 ComputeScore: Raw -154035.879543 + Penalty 3137.036055 = -150898.843488 Iteration 1F: 3 clusters Score -150898.8 nChanged 311 ComputeScore: Raw -154235.221658 + Penalty 3137.036055 = -151098.185603 Iteration 2F: 3 clusters Score -151098.2 nChanged 211 ComputeScore: Raw -154369.471391 + Penalty 3137.036055 = -151232.435337 Iteration 3F: 3 clusters Score -151232.4 nChanged 179 ComputeScore: Raw -154469.636957 + Penalty 3137.036055 = -151332.600902 Iteration 4Q: 3 clusters Score -151332.6 nChanged 143 ComputeScore: Raw -154549.771915 + Penalty 3137.036055 = -151412.735861 Iteration 5Q: 3 clusters Score -151412.7 nChanged 122 ComputeScore: Raw -154619.763295 + Penalty 3137.036055 = -151482.727240 Iteration 6Q: 3 clusters Score -151482.7 nChanged 108 ComputeScore: Raw -154686.475388 + Penalty 3137.036055 = -151549.439333 Iteration 7Q: 3 clusters Score -151549.4 nChanged 113 ComputeScore: Raw -154751.725364 + Penalty 3137.036055 = -151614.689310 Iteration 8Q: 3 clusters Score -151614.7 nChanged 97 ComputeScore: Raw -154794.999058 + Penalty 3137.036055 = -151657.963003 Iteration 9Q: 3 clusters Score -151658 nChanged 74 ComputeScore: Raw -154830.517732 + Penalty 3137.036055 = -151693.481678 Iteration 10Q: 3 clusters Score -151693.5 nChanged 64 ComputeScore: Raw -154860.379756 + Penalty 3137.036055 = -151723.343702 Iteration 11Q: 3 clusters Score -151723.3 nChanged 65 ComputeScore: Raw -154891.677313 + Penalty 3137.036055 = -151754.641259 Iteration 12Q: 3 clusters Score -151754.6 nChanged 63 ComputeScore: Raw -154922.585655 + Penalty 3137.036055 = -151785.549600 Iteration 13Q: 3 clusters Score -151785.5 nChanged 64 ComputeScore: Raw -154944.411847 + Penalty 3137.036055 = -151807.375793 Iteration 14Q: 3 clusters Score -151807.4 nChanged 45 ComputeScore: Raw -154962.893135 + Penalty 3137.036055 = -151825.857080 Iteration 15Q: 3 clusters Score -151825.9 nChanged 41 ComputeScore: Raw -154976.841555 + Penalty 3137.036055 = -151839.805500 Iteration 16Q: 3 clusters Score -151839.8 nChanged 42 ComputeScore: Raw -154990.991091 + Penalty 3137.036055 = -151853.955036 Iteration 17Q: 3 clusters Score -151854 nChanged 31 ComputeScore: Raw -155001.282399 + Penalty 3137.036055 = -151864.246344 Iteration 18Q: 3 clusters Score -151864.2 nChanged 29 ComputeScore: Raw -155011.604167 + Penalty 3137.036055 = -151874.568112 Iteration 19Q: 3 clusters Score -151874.6 nChanged 31 ComputeScore: Raw -155022.828869 + Penalty 3137.036055 = -151885.792814 Iteration 20F: 3 clusters Score -151885.8 nChanged 25 ComputeScore: Raw -155031.129916 + Penalty 3137.036055 = -151894.093861 Iteration 21Q: 3 clusters Score -151894.1 nChanged 21 ComputeScore: Raw -155038.532468 + Penalty 3137.036055 = -151901.496413 Iteration 22Q: 3 clusters Score -151901.5 nChanged 15 ComputeScore: Raw -155042.136283 + Penalty 3137.036055 = -151905.100228 Iteration 23Q: 3 clusters Score -151905.1 nChanged 10 ComputeScore: Raw -155046.332587 + Penalty 3137.036055 = -151909.296533 Iteration 24Q: 3 clusters Score -151909.3 nChanged 11 ComputeScore: Raw -155049.125550 + Penalty 3137.036055 = -151912.089496 Iteration 25Q: 3 clusters Score -151912.1 nChanged 13 ComputeScore: Raw -155052.966360 + Penalty 3137.036055 = -151915.930305 Iteration 26Q: 3 clusters Score -151915.9 nChanged 13 ComputeScore: Raw -155056.760750 + Penalty 3137.036055 = -151919.724696 Iteration 27Q: 3 clusters Score -151919.7 nChanged 15 ComputeScore: Raw -155062.650212 + Penalty 3137.036055 = -151925.614157 Iteration 28Q: 3 clusters Score -151925.6 nChanged 15 ComputeScore: Raw -155067.297744 + Penalty 3137.036055 = -151930.261689 Iteration 29Q: 3 clusters Score -151930.3 nChanged 12 ComputeScore: Raw -155071.480188 + Penalty 3137.036055 = -151934.444134 Iteration 30Q: 3 clusters Score -151934.4 nChanged 20 ComputeScore: Raw -155079.906549 + Penalty 3137.036055 = -151942.870494 Iteration 31Q: 3 clusters Score -151942.9 nChanged 24 ComputeScore: Raw -155089.326569 + Penalty 3137.036055 = -151952.290515 Iteration 32Q: 3 clusters Score -151952.3 nChanged 26 ComputeScore: Raw -155097.541293 + Penalty 3137.036055 = -151960.505239 Iteration 33Q: 3 clusters Score -151960.5 nChanged 24 ComputeScore: Raw -155107.046434 + Penalty 3137.036055 = -151970.010380 Iteration 34Q: 3 clusters Score -151970 nChanged 19 ComputeScore: Raw -155114.965877 + Penalty 3137.036055 = -151977.929822 Iteration 35Q: 3 clusters Score -151977.9 nChanged 29 ComputeScore: Raw -155128.166493 + Penalty 3137.036055 = -151991.130438 Iteration 36Q: 3 clusters Score -151991.1 nChanged 31 ComputeScore: Raw -155138.612701 + Penalty 3137.036055 = -152001.576646 Iteration 37Q: 3 clusters Score -152001.6 nChanged 23 ComputeScore: Raw -155144.443284 + Penalty 3137.036055 = -152007.407230 Iteration 38Q: 3 clusters Score -152007.4 nChanged 14 ComputeScore: Raw -155150.943623 + Penalty 3137.036055 = -152013.907568 Iteration 39Q: 3 clusters Score -152013.9 nChanged 20 ComputeScore: Raw -155157.931935 + Penalty 3137.036055 = -152020.895881 Iteration 40F: 3 clusters Score -152020.9 nChanged 18 ComputeScore: Raw -155163.358057 + Penalty 3137.036055 = -152026.322002 Iteration 41Q: 3 clusters Score -152026.3 nChanged 14 ComputeScore: Raw -155168.620196 + Penalty 3137.036055 = -152031.584141 Iteration 42Q: 3 clusters Score -152031.6 nChanged 19 ComputeScore: Raw -155175.208298 + Penalty 3137.036055 = -152038.172243 Iteration 43Q: 3 clusters Score -152038.2 nChanged 23 ComputeScore: Raw -155181.823417 + Penalty 3137.036055 = -152044.787362 Iteration 44Q: 3 clusters Score -152044.8 nChanged 21 ComputeScore: Raw -155191.055754 + Penalty 3137.036055 = -152054.019699 Iteration 45Q: 3 clusters Score -152054 nChanged 21 ComputeScore: Raw -155197.587379 + Penalty 3137.036055 = -152060.551324 Iteration 46Q: 3 clusters Score -152060.6 nChanged 22 ComputeScore: Raw -155204.800140 + Penalty 3137.036055 = -152067.764085 Iteration 47Q: 3 clusters Score -152067.8 nChanged 19 ComputeScore: Raw -155210.629951 + Penalty 3137.036055 = -152073.593896 Iteration 48Q: 3 clusters Score -152073.6 nChanged 15 ComputeScore: Raw -155213.529768 + Penalty 3137.036055 = -152076.493714 Iteration 49Q: 3 clusters Score -152076.5 nChanged 10 ComputeScore: Raw -155217.088202 + Penalty 3137.036055 = -152080.052147 Iteration 50Q: 3 clusters Score -152080.1 nChanged 10 ComputeScore: Raw -155219.944842 + Penalty 3137.036055 = -152082.908787 Iteration 51Q: 3 clusters Score -152082.9 nChanged 8 ComputeScore: Raw -155222.187114 + Penalty 3137.036055 = -152085.151060 Iteration 52Q: 3 clusters Score -152085.2 nChanged 5 ComputeScore: Raw -155224.538922 + Penalty 3137.036055 = -152087.502867 Iteration 53Q: 3 clusters Score -152087.5 nChanged 7 ComputeScore: Raw -155227.087359 + Penalty 3137.036055 = -152090.051304 Iteration 54Q: 3 clusters Score -152090.1 nChanged 11 ComputeScore: Raw -155230.040473 + Penalty 3137.036055 = -152093.004418 Iteration 55Q: 3 clusters Score -152093 nChanged 8 ComputeScore: Raw -155231.757354 + Penalty 3137.036055 = -152094.721299 Iteration 56Q: 3 clusters Score -152094.7 nChanged 6 ComputeScore: Raw -155233.304899 + Penalty 3137.036055 = -152096.268844 Iteration 57Q: 3 clusters Score -152096.3 nChanged 3 ComputeScore: Raw -155233.921411 + Penalty 3137.036055 = -152096.885356 Iteration 58Q: 3 clusters Score -152096.9 nChanged 5 ComputeScore: Raw -155235.734050 + Penalty 3137.036055 = -152098.697995 Iteration 59Q: 3 clusters Score -152098.7 nChanged 12 ComputeScore: Raw -155243.364888 + Penalty 3137.036055 = -152106.328833 Iteration 60F: 3 clusters Score -152106.3 nChanged 17 ComputeScore: Raw -155248.132070 + Penalty 3137.036055 = -152111.096016 Iteration 61Q: 3 clusters Score -152111.1 nChanged 16 ComputeScore: Raw -155255.220112 + Penalty 3137.036055 = -152118.184058 Iteration 62Q: 3 clusters Score -152118.2 nChanged 19 ComputeScore: Raw -155261.631887 + Penalty 3137.036055 = -152124.595833 Iteration 63Q: 3 clusters Score -152124.6 nChanged 13 ComputeScore: Raw -155266.946060 + Penalty 3137.036055 = -152129.910005 Iteration 64Q: 3 clusters Score -152129.9 nChanged 15 ComputeScore: Raw -155272.333749 + Penalty 3137.036055 = -152135.297694 Iteration 65Q: 3 clusters Score -152135.3 nChanged 15 ComputeScore: Raw -155277.120365 + Penalty 3137.036055 = -152140.084310 Iteration 66Q: 3 clusters Score -152140.1 nChanged 14 ComputeScore: Raw -155281.891862 + Penalty 3137.036055 = -152144.855807 Iteration 67Q: 3 clusters Score -152144.9 nChanged 10 ComputeScore: Raw -155285.989361 + Penalty 3137.036055 = -152148.953306 Iteration 68Q: 3 clusters Score -152149 nChanged 8 ComputeScore: Raw -155288.563214 + Penalty 3137.036055 = -152151.527159 Iteration 69Q: 3 clusters Score -152151.5 nChanged 7 ComputeScore: Raw -155290.533920 + Penalty 3137.036055 = -152153.497865 Iteration 70Q: 3 clusters Score -152153.5 nChanged 7 ComputeScore: Raw -155292.083569 + Penalty 3137.036055 = -152155.047514 Iteration 71Q: 3 clusters Score -152155 nChanged 5 ComputeScore: Raw -155293.119608 + Penalty 3137.036055 = -152156.083554 Iteration 72Q: 3 clusters Score -152156.1 nChanged 4 ComputeScore: Raw -155293.969812 + Penalty 3137.036055 = -152156.933758 Iteration 73Q: 3 clusters Score -152156.9 nChanged 5 ComputeScore: Raw -155296.235898 + Penalty 3137.036055 = -152159.199843 Iteration 74Q: 3 clusters Score -152159.2 nChanged 7 ComputeScore: Raw -155299.035358 + Penalty 3137.036055 = -152161.999303 Iteration 75Q: 3 clusters Score -152162 nChanged 10 ComputeScore: Raw -155303.744330 + Penalty 3137.036055 = -152166.708275 Iteration 76Q: 3 clusters Score -152166.7 nChanged 8 ComputeScore: Raw -155306.149923 + Penalty 3137.036055 = -152169.113869 Iteration 77Q: 3 clusters Score -152169.1 nChanged 5 ComputeScore: Raw -155307.075861 + Penalty 3137.036055 = -152170.039806 Iteration 78Q: 3 clusters Score -152170 nChanged 4 ComputeScore: Raw -155308.306739 + Penalty 3137.036055 = -152171.270684 Iteration 79Q: 3 clusters Score -152171.3 nChanged 5 ComputeScore: Raw -155309.384867 + Penalty 3137.036055 = -152172.348813 Iteration 80F: 3 clusters Score -152172.3 nChanged 3 ComputeScore: Raw -155310.326743 + Penalty 3137.036055 = -152173.290688 Iteration 81Q: 3 clusters Score -152173.3 nChanged 1 ComputeScore: Raw -155310.534265 + Penalty 3137.036055 = -152173.498211 Iteration 82Q: 3 clusters Score -152173.5 nChanged 1 ComputeScore: Raw -155310.749318 + Penalty 3137.036055 = -152173.713263 Iteration 83Q: 3 clusters Score -152173.7 nChanged 2 ComputeScore: Raw -155311.399981 + Penalty 3137.036055 = -152174.363926 Iteration 84Q: 3 clusters Score -152174.4 nChanged 4 ComputeScore: Raw -155312.857557 + Penalty 3137.036055 = -152175.821502 Iteration 85Q: 3 clusters Score -152175.8 nChanged 5 ComputeScore: Raw -155314.026708 + Penalty 3137.036055 = -152176.990654 Iteration 86Q: 3 clusters Score -152177 nChanged 2 ComputeScore: Raw -155314.281634 + Penalty 3137.036055 = -152177.245579 Iteration 87Q: 3 clusters Score -152177.2 nChanged 3 ComputeScore: Raw -155315.639713 + Penalty 3137.036055 = -152178.603659 Iteration 88Q: 3 clusters Score -152178.6 nChanged 4 ComputeScore: Raw -155316.919791 + Penalty 3137.036055 = -152179.883736 Iteration 89Q: 3 clusters Score -152179.9 nChanged 4 ComputeScore: Raw -155318.570707 + Penalty 3137.036055 = -152181.534653 Iteration 90Q: 3 clusters Score -152181.5 nChanged 8 ComputeScore: Raw -155321.011931 + Penalty 3137.036055 = -152183.975877 Iteration 91Q: 3 clusters Score -152184 nChanged 3 ComputeScore: Raw -155322.071157 + Penalty 3137.036055 = -152185.035102 Iteration 92Q: 3 clusters Score -152185 nChanged 3 ComputeScore: Raw -155323.130272 + Penalty 3137.036055 = -152186.094217 Iteration 93Q: 3 clusters Score -152186.1 nChanged 4 ComputeScore: Raw -155324.823796 + Penalty 3137.036055 = -152187.787741 Iteration 94Q: 3 clusters Score -152187.8 nChanged 3 ComputeScore: Raw -155325.982423 + Penalty 3137.036055 = -152188.946368 Iteration 95Q: 3 clusters Score -152188.9 nChanged 0 ComputeScore: Raw -155325.982423 + Penalty 3137.036055 = -152188.946368 Iteration 96F: 3 clusters Score -152188.9 nChanged 0 Trying to split cluster 8 (4950 points) Assigned 2 initial classes randomly. ComputeScore: Raw -185396.156507 + Penalty 1607.850000 = -183788.306507 Iteration 0F: 2 clusters Score -183788.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -182958.728619 + Penalty 3215.699999 = -179743.028620 Iteration 0F: 3 clusters Score -179743 nChanged 1904 ComputeScore: Raw -184045.447046 + Penalty 3215.699999 = -180829.747047 Iteration 1F: 3 clusters Score -180829.7 nChanged 379 ComputeScore: Raw -184285.007580 + Penalty 3215.699999 = -181069.307580 Iteration 2F: 3 clusters Score -181069.3 nChanged 272 ComputeScore: Raw -184475.654612 + Penalty 3215.699999 = -181259.954612 Iteration 3F: 3 clusters Score -181260 nChanged 245 ComputeScore: Raw -184666.481166 + Penalty 3215.699999 = -181450.781167 Iteration 4Q: 3 clusters Score -181450.8 nChanged 238 ComputeScore: Raw -184821.735366 + Penalty 3215.699999 = -181606.035367 Iteration 5Q: 3 clusters Score -181606 nChanged 209 ComputeScore: Raw -184961.692638 + Penalty 3215.699999 = -181745.992639 Iteration 6Q: 3 clusters Score -181746 nChanged 192 ComputeScore: Raw -185101.331710 + Penalty 3215.699999 = -181885.631711 Iteration 7Q: 3 clusters Score -181885.6 nChanged 182 ComputeScore: Raw -185236.588125 + Penalty 3215.699999 = -182020.888126 Iteration 8Q: 3 clusters Score -182020.9 nChanged 192 ComputeScore: Raw -185354.755265 + Penalty 3215.699999 = -182139.055265 Iteration 9Q: 3 clusters Score -182139.1 nChanged 169 ComputeScore: Raw -185452.736760 + Penalty 3215.699999 = -182237.036760 Iteration 10Q: 3 clusters Score -182237 nChanged 159 ComputeScore: Raw -185548.426116 + Penalty 3215.699999 = -182332.726117 Iteration 11Q: 3 clusters Score -182332.7 nChanged 129 ComputeScore: Raw -185637.803328 + Penalty 3215.699999 = -182422.103328 Iteration 12Q: 3 clusters Score -182422.1 nChanged 117 ComputeScore: Raw -185700.045877 + Penalty 3215.699999 = -182484.345878 Iteration 13Q: 3 clusters Score -182484.3 nChanged 92 ComputeScore: Raw -185747.429134 + Penalty 3215.699999 = -182531.729134 Iteration 14Q: 3 clusters Score -182531.7 nChanged 65 ComputeScore: Raw -185780.889133 + Penalty 3215.699999 = -182565.189134 Iteration 15Q: 3 clusters Score -182565.2 nChanged 56 ComputeScore: Raw -185810.031503 + Penalty 3215.699999 = -182594.331503 Iteration 16Q: 3 clusters Score -182594.3 nChanged 49 ComputeScore: Raw -185833.710972 + Penalty 3215.699999 = -182618.010972 Iteration 17Q: 3 clusters Score -182618 nChanged 40 ComputeScore: Raw -185850.521927 + Penalty 3215.699999 = -182634.821928 Iteration 18Q: 3 clusters Score -182634.8 nChanged 37 ComputeScore: Raw -185866.646365 + Penalty 3215.699999 = -182650.946366 Iteration 19Q: 3 clusters Score -182650.9 nChanged 36 ComputeScore: Raw -185878.508368 + Penalty 3215.699999 = -182662.808368 Iteration 20F: 3 clusters Score -182662.8 nChanged 26 ComputeScore: Raw -185887.180666 + Penalty 3215.699999 = -182671.480667 Iteration 21Q: 3 clusters Score -182671.5 nChanged 23 ComputeScore: Raw -185896.388901 + Penalty 3215.699999 = -182680.688902 Iteration 22Q: 3 clusters Score -182680.7 nChanged 29 ComputeScore: Raw -185906.921520 + Penalty 3215.699999 = -182691.221521 Iteration 23Q: 3 clusters Score -182691.2 nChanged 15 ComputeScore: Raw -185911.162528 + Penalty 3215.699999 = -182695.462529 Iteration 24Q: 3 clusters Score -182695.5 nChanged 9 ComputeScore: Raw -185913.157072 + Penalty 3215.699999 = -182697.457072 Iteration 25Q: 3 clusters Score -182697.5 nChanged 14 ComputeScore: Raw -185917.659226 + Penalty 3215.699999 = -182701.959227 Iteration 26Q: 3 clusters Score -182702 nChanged 12 ComputeScore: Raw -185922.077296 + Penalty 3215.699999 = -182706.377296 Iteration 27Q: 3 clusters Score -182706.4 nChanged 12 ComputeScore: Raw -185925.800872 + Penalty 3215.699999 = -182710.100872 Iteration 28Q: 3 clusters Score -182710.1 nChanged 15 ComputeScore: Raw -185929.775773 + Penalty 3215.699999 = -182714.075773 Iteration 29Q: 3 clusters Score -182714.1 nChanged 10 ComputeScore: Raw -185932.541527 + Penalty 3215.699999 = -182716.841527 Iteration 30Q: 3 clusters Score -182716.8 nChanged 8 ComputeScore: Raw -185935.767777 + Penalty 3215.699999 = -182720.067778 Iteration 31Q: 3 clusters Score -182720.1 nChanged 7 ComputeScore: Raw -185938.448881 + Penalty 3215.699999 = -182722.748881 Iteration 32Q: 3 clusters Score -182722.7 nChanged 7 ComputeScore: Raw -185940.769297 + Penalty 3215.699999 = -182725.069298 Iteration 33Q: 3 clusters Score -182725.1 nChanged 10 ComputeScore: Raw -185944.185411 + Penalty 3215.699999 = -182728.485411 Iteration 34Q: 3 clusters Score -182728.5 nChanged 9 ComputeScore: Raw -185947.052647 + Penalty 3215.699999 = -182731.352647 Iteration 35Q: 3 clusters Score -182731.4 nChanged 12 ComputeScore: Raw -185950.864677 + Penalty 3215.699999 = -182735.164677 Iteration 36Q: 3 clusters Score -182735.2 nChanged 7 ComputeScore: Raw -185954.416289 + Penalty 3215.699999 = -182738.716289 Iteration 37Q: 3 clusters Score -182738.7 nChanged 10 ComputeScore: Raw -185957.496057 + Penalty 3215.699999 = -182741.796058 Iteration 38Q: 3 clusters Score -182741.8 nChanged 8 ComputeScore: Raw -185959.541279 + Penalty 3215.699999 = -182743.841279 Iteration 39Q: 3 clusters Score -182743.8 nChanged 2 ComputeScore: Raw -185960.078390 + Penalty 3215.699999 = -182744.378390 Iteration 40F: 3 clusters Score -182744.4 nChanged 2 ComputeScore: Raw -185960.367256 + Penalty 3215.699999 = -182744.667257 Iteration 41Q: 3 clusters Score -182744.7 nChanged 1 ComputeScore: Raw -185960.484402 + Penalty 3215.699999 = -182744.784402 Iteration 42Q: 3 clusters Score -182744.8 nChanged 1 ComputeScore: Raw -185960.727268 + Penalty 3215.699999 = -182745.027269 Iteration 43Q: 3 clusters Score -182745 nChanged 1 ComputeScore: Raw -185961.107102 + Penalty 3215.699999 = -182745.407102 Iteration 44Q: 3 clusters Score -182745.4 nChanged 3 ComputeScore: Raw -185961.523280 + Penalty 3215.699999 = -182745.823281 Iteration 45Q: 3 clusters Score -182745.8 nChanged 2 ComputeScore: Raw -185961.857246 + Penalty 3215.699999 = -182746.157247 Iteration 46Q: 3 clusters Score -182746.2 nChanged 2 ComputeScore: Raw -185962.631233 + Penalty 3215.699999 = -182746.931233 Iteration 47Q: 3 clusters Score -182746.9 nChanged 2 ComputeScore: Raw -185963.285960 + Penalty 3215.699999 = -182747.585961 Iteration 48Q: 3 clusters Score -182747.6 nChanged 3 ComputeScore: Raw -185963.861667 + Penalty 3215.699999 = -182748.161667 Iteration 49Q: 3 clusters Score -182748.2 nChanged 4 ComputeScore: Raw -185965.287697 + Penalty 3215.699999 = -182749.587698 Iteration 50Q: 3 clusters Score -182749.6 nChanged 3 ComputeScore: Raw -185965.772882 + Penalty 3215.699999 = -182750.072882 Iteration 51Q: 3 clusters Score -182750.1 nChanged 1 ComputeScore: Raw -185965.876961 + Penalty 3215.699999 = -182750.176962 Iteration 52Q: 3 clusters Score -182750.2 nChanged 0 ComputeScore: Raw -185965.876961 + Penalty 3215.699999 = -182750.176962 Iteration 53F: 3 clusters Score -182750.2 nChanged 0 Trying to split cluster 9 (6252 points) Assigned 2 initial classes randomly. ComputeScore: Raw -228115.876588 + Penalty 1651.984115 = -226463.892473 Iteration 0F: 2 clusters Score -226463.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -224860.547893 + Penalty 3303.968229 = -221556.579664 Iteration 0F: 3 clusters Score -221556.6 nChanged 2508 ComputeScore: Raw -226211.700454 + Penalty 3303.968229 = -222907.732225 Iteration 1F: 3 clusters Score -222907.7 nChanged 461 ComputeScore: Raw -226500.846893 + Penalty 3303.968229 = -223196.878664 Iteration 2F: 3 clusters Score -223196.9 nChanged 368 ComputeScore: Raw -226767.859369 + Penalty 3303.968229 = -223463.891140 Iteration 3F: 3 clusters Score -223463.9 nChanged 350 ComputeScore: Raw -226993.094987 + Penalty 3303.968229 = -223689.126758 Iteration 4F: 3 clusters Score -223689.1 nChanged 275 ComputeScore: Raw -227143.510852 + Penalty 3303.968229 = -223839.542623 Iteration 5Q: 3 clusters Score -223839.5 nChanged 241 ComputeScore: Raw -227263.255344 + Penalty 3303.968229 = -223959.287114 Iteration 6Q: 3 clusters Score -223959.3 nChanged 219 ComputeScore: Raw -227369.261453 + Penalty 3303.968229 = -224065.293223 Iteration 7Q: 3 clusters Score -224065.3 nChanged 200 ComputeScore: Raw -227485.275077 + Penalty 3303.968229 = -224181.306848 Iteration 8Q: 3 clusters Score -224181.3 nChanged 218 ComputeScore: Raw -227626.091524 + Penalty 3303.968229 = -224322.123295 Iteration 9Q: 3 clusters Score -224322.1 nChanged 239 ComputeScore: Raw -227783.312158 + Penalty 3303.968229 = -224479.343928 Iteration 10Q: 3 clusters Score -224479.3 nChanged 267 ComputeScore: Raw -227978.173387 + Penalty 3303.968229 = -224674.205158 Iteration 11Q: 3 clusters Score -224674.2 nChanged 263 ComputeScore: Raw -228170.290474 + Penalty 3303.968229 = -224866.322245 Iteration 12Q: 3 clusters Score -224866.3 nChanged 195 ComputeScore: Raw -228285.900858 + Penalty 3303.968229 = -224981.932628 Iteration 13Q: 3 clusters Score -224981.9 nChanged 157 ComputeScore: Raw -228380.081664 + Penalty 3303.968229 = -225076.113435 Iteration 14Q: 3 clusters Score -225076.1 nChanged 141 ComputeScore: Raw -228454.321826 + Penalty 3303.968229 = -225150.353596 Iteration 15Q: 3 clusters Score -225150.4 nChanged 100 ComputeScore: Raw -228499.918995 + Penalty 3303.968229 = -225195.950765 Iteration 16Q: 3 clusters Score -225196 nChanged 87 ComputeScore: Raw -228539.524202 + Penalty 3303.968229 = -225235.555972 Iteration 17Q: 3 clusters Score -225235.6 nChanged 68 ComputeScore: Raw -228578.852493 + Penalty 3303.968229 = -225274.884263 Iteration 18Q: 3 clusters Score -225274.9 nChanged 71 ComputeScore: Raw -228617.526908 + Penalty 3303.968229 = -225313.558679 Iteration 19Q: 3 clusters Score -225313.6 nChanged 65 ComputeScore: Raw -228643.106110 + Penalty 3303.968229 = -225339.137881 Iteration 20F: 3 clusters Score -225339.1 nChanged 58 ComputeScore: Raw -228666.411135 + Penalty 3303.968229 = -225362.442906 Iteration 21Q: 3 clusters Score -225362.4 nChanged 45 ComputeScore: Raw -228687.688049 + Penalty 3303.968229 = -225383.719820 Iteration 22Q: 3 clusters Score -225383.7 nChanged 54 ComputeScore: Raw -228709.238360 + Penalty 3303.968229 = -225405.270130 Iteration 23Q: 3 clusters Score -225405.3 nChanged 42 ComputeScore: Raw -228723.084923 + Penalty 3303.968229 = -225419.116694 Iteration 24Q: 3 clusters Score -225419.1 nChanged 36 ComputeScore: Raw -228740.294461 + Penalty 3303.968229 = -225436.326232 Iteration 25Q: 3 clusters Score -225436.3 nChanged 32 ComputeScore: Raw -228755.255991 + Penalty 3303.968229 = -225451.287762 Iteration 26Q: 3 clusters Score -225451.3 nChanged 33 ComputeScore: Raw -228768.225300 + Penalty 3303.968229 = -225464.257071 Iteration 27Q: 3 clusters Score -225464.3 nChanged 30 ComputeScore: Raw -228781.783209 + Penalty 3303.968229 = -225477.814979 Iteration 28Q: 3 clusters Score -225477.8 nChanged 30 ComputeScore: Raw -228800.209544 + Penalty 3303.968229 = -225496.241315 Iteration 29Q: 3 clusters Score -225496.2 nChanged 35 ComputeScore: Raw -228823.816494 + Penalty 3303.968229 = -225519.848264 Iteration 30Q: 3 clusters Score -225519.8 nChanged 39 ComputeScore: Raw -228846.839856 + Penalty 3303.968229 = -225542.871627 Iteration 31Q: 3 clusters Score -225542.9 nChanged 33 ComputeScore: Raw -228865.101437 + Penalty 3303.968229 = -225561.133208 Iteration 32Q: 3 clusters Score -225561.1 nChanged 37 ComputeScore: Raw -228887.933950 + Penalty 3303.968229 = -225583.965721 Iteration 33Q: 3 clusters Score -225584 nChanged 48 ComputeScore: Raw -228916.980237 + Penalty 3303.968229 = -225613.012008 Iteration 34Q: 3 clusters Score -225613 nChanged 38 ComputeScore: Raw -228946.589931 + Penalty 3303.968229 = -225642.621702 Iteration 35Q: 3 clusters Score -225642.6 nChanged 44 ComputeScore: Raw -228982.175929 + Penalty 3303.968229 = -225678.207700 Iteration 36Q: 3 clusters Score -225678.2 nChanged 45 ComputeScore: Raw -229011.163310 + Penalty 3303.968229 = -225707.195080 Iteration 37Q: 3 clusters Score -225707.2 nChanged 42 ComputeScore: Raw -229038.530120 + Penalty 3303.968229 = -225734.561891 Iteration 38Q: 3 clusters Score -225734.6 nChanged 43 ComputeScore: Raw -229062.628285 + Penalty 3303.968229 = -225758.660056 Iteration 39Q: 3 clusters Score -225758.7 nChanged 31 ComputeScore: Raw -229073.554101 + Penalty 3303.968229 = -225769.585871 Iteration 40F: 3 clusters Score -225769.6 nChanged 27 ComputeScore: Raw -229087.861739 + Penalty 3303.968229 = -225783.893509 Iteration 41Q: 3 clusters Score -225783.9 nChanged 27 ComputeScore: Raw -229106.578595 + Penalty 3303.968229 = -225802.610366 Iteration 42Q: 3 clusters Score -225802.6 nChanged 32 ComputeScore: Raw -229127.040519 + Penalty 3303.968229 = -225823.072290 Iteration 43Q: 3 clusters Score -225823.1 nChanged 30 ComputeScore: Raw -229144.284755 + Penalty 3303.968229 = -225840.316526 Iteration 44Q: 3 clusters Score -225840.3 nChanged 27 ComputeScore: Raw -229156.556425 + Penalty 3303.968229 = -225852.588195 Iteration 45Q: 3 clusters Score -225852.6 nChanged 25 ComputeScore: Raw -229169.081214 + Penalty 3303.968229 = -225865.112984 Iteration 46Q: 3 clusters Score -225865.1 nChanged 36 ComputeScore: Raw -229188.903222 + Penalty 3303.968229 = -225884.934992 Iteration 47Q: 3 clusters Score -225884.9 nChanged 40 ComputeScore: Raw -229210.902598 + Penalty 3303.968229 = -225906.934368 Iteration 48Q: 3 clusters Score -225906.9 nChanged 36 ComputeScore: Raw -229232.815748 + Penalty 3303.968229 = -225928.847519 Iteration 49Q: 3 clusters Score -225928.8 nChanged 40 ComputeScore: Raw -229257.070966 + Penalty 3303.968229 = -225953.102736 Iteration 50Q: 3 clusters Score -225953.1 nChanged 45 ComputeScore: Raw -229297.102742 + Penalty 3303.968229 = -225993.134513 Iteration 51Q: 3 clusters Score -225993.1 nChanged 48 ComputeScore: Raw -229392.585653 + Penalty 3303.968229 = -226088.617423 Iteration 52Q: 3 clusters Score -226088.6 nChanged 72 ComputeScore: Raw -229740.069389 + Penalty 3303.968229 = -226436.101160 Iteration 53Q: 3 clusters Score -226436.1 nChanged 67 ComputeScore: Raw -231161.421499 + Penalty 3303.968229 = -227857.453270 Iteration 54Q: 3 clusters Score -227857.5 nChanged 152 ComputeScore: Raw -259614.121310 + Penalty 3303.968229 = -256310.153081 Iteration 55Q: 3 clusters Score -256310.2 nChanged 859 ComputeScore: Raw -264020.004797 + Penalty 3303.968229 = -260716.036568 Iteration 56F: 3 clusters Score -260716 nChanged 203 ComputeScore: Raw -264313.154549 + Penalty 3303.968229 = -261009.186319 Iteration 57Q: 3 clusters Score -261009.2 nChanged 0 ComputeScore: Raw -264313.154549 + Penalty 3303.968229 = -261009.186319 Iteration 58F: 3 clusters Score -261009.2 nChanged 0 ComputeScore: Raw -5253561.265552 + Penalty 72178.983767 = -5181382.281785Splitting cluster 9 changes total score from -5147431.846427 to -5181382.281785 So it's getting split into cluster 32. Trying to split cluster 10 (5482 points) Assigned 2 initial classes randomly. ComputeScore: Raw -208672.764668 + Penalty 1627.143577 = -207045.621090 Iteration 0F: 2 clusters Score -207045.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -205836.639772 + Penalty 3254.287155 = -202582.352617 Iteration 0F: 3 clusters Score -202582.4 nChanged 2203 ComputeScore: Raw -207155.181511 + Penalty 3254.287155 = -203900.894357 Iteration 1F: 3 clusters Score -203900.9 nChanged 413 ComputeScore: Raw -207415.509555 + Penalty 3254.287155 = -204161.222400 Iteration 2F: 3 clusters Score -204161.2 nChanged 348 ComputeScore: Raw -207610.441616 + Penalty 3254.287155 = -204356.154462 Iteration 3F: 3 clusters Score -204356.2 nChanged 250 ComputeScore: Raw -207737.059440 + Penalty 3254.287155 = -204482.772285 Iteration 4Q: 3 clusters Score -204482.8 nChanged 205 ComputeScore: Raw -207861.767157 + Penalty 3254.287155 = -204607.480003 Iteration 5Q: 3 clusters Score -204607.5 nChanged 206 ComputeScore: Raw -207986.598836 + Penalty 3254.287155 = -204732.311681 Iteration 6Q: 3 clusters Score -204732.3 nChanged 184 ComputeScore: Raw -208099.346747 + Penalty 3254.287155 = -204845.059593 Iteration 7Q: 3 clusters Score -204845.1 nChanged 177 ComputeScore: Raw -208209.626337 + Penalty 3254.287155 = -204955.339182 Iteration 8Q: 3 clusters Score -204955.3 nChanged 156 ComputeScore: Raw -208313.747776 + Penalty 3254.287155 = -205059.460621 Iteration 9Q: 3 clusters Score -205059.5 nChanged 138 ComputeScore: Raw -208408.391452 + Penalty 3254.287155 = -205154.104297 Iteration 10Q: 3 clusters Score -205154.1 nChanged 142 ComputeScore: Raw -208522.794826 + Penalty 3254.287155 = -205268.507671 Iteration 11Q: 3 clusters Score -205268.5 nChanged 124 ComputeScore: Raw -208637.676743 + Penalty 3254.287155 = -205383.389588 Iteration 12Q: 3 clusters Score -205383.4 nChanged 125 ComputeScore: Raw -208774.985435 + Penalty 3254.287155 = -205520.698281 Iteration 13Q: 3 clusters Score -205520.7 nChanged 116 ComputeScore: Raw -208895.835706 + Penalty 3254.287155 = -205641.548551 Iteration 14Q: 3 clusters Score -205641.5 nChanged 98 ComputeScore: Raw -208999.139344 + Penalty 3254.287155 = -205744.852189 Iteration 15Q: 3 clusters Score -205744.9 nChanged 109 ComputeScore: Raw -209119.315296 + Penalty 3254.287155 = -205865.028141 Iteration 16Q: 3 clusters Score -205865 nChanged 103 ComputeScore: Raw -209202.056224 + Penalty 3254.287155 = -205947.769069 Iteration 17Q: 3 clusters Score -205947.8 nChanged 79 ComputeScore: Raw -209258.903773 + Penalty 3254.287155 = -206004.616618 Iteration 18Q: 3 clusters Score -206004.6 nChanged 70 ComputeScore: Raw -209318.521571 + Penalty 3254.287155 = -206064.234417 Iteration 19Q: 3 clusters Score -206064.2 nChanged 55 ComputeScore: Raw -209374.462174 + Penalty 3254.287155 = -206120.175020 Iteration 20F: 3 clusters Score -206120.2 nChanged 57 ComputeScore: Raw -209410.311315 + Penalty 3254.287155 = -206156.024161 Iteration 21Q: 3 clusters Score -206156 nChanged 46 ComputeScore: Raw -209431.178020 + Penalty 3254.287155 = -206176.890865 Iteration 22Q: 3 clusters Score -206176.9 nChanged 28 ComputeScore: Raw -209445.429125 + Penalty 3254.287155 = -206191.141970 Iteration 23Q: 3 clusters Score -206191.1 nChanged 25 ComputeScore: Raw -209457.085420 + Penalty 3254.287155 = -206202.798265 Iteration 24Q: 3 clusters Score -206202.8 nChanged 22 ComputeScore: Raw -209468.238356 + Penalty 3254.287155 = -206213.951201 Iteration 25Q: 3 clusters Score -206214 nChanged 26 ComputeScore: Raw -209482.286486 + Penalty 3254.287155 = -206227.999331 Iteration 26Q: 3 clusters Score -206228 nChanged 24 ComputeScore: Raw -209492.479408 + Penalty 3254.287155 = -206238.192254 Iteration 27Q: 3 clusters Score -206238.2 nChanged 20 ComputeScore: Raw -209501.160747 + Penalty 3254.287155 = -206246.873592 Iteration 28Q: 3 clusters Score -206246.9 nChanged 23 ComputeScore: Raw -209510.581915 + Penalty 3254.287155 = -206256.294760 Iteration 29Q: 3 clusters Score -206256.3 nChanged 15 ComputeScore: Raw -209515.920126 + Penalty 3254.287155 = -206261.632971 Iteration 30Q: 3 clusters Score -206261.6 nChanged 12 ComputeScore: Raw -209519.137796 + Penalty 3254.287155 = -206264.850641 Iteration 31Q: 3 clusters Score -206264.9 nChanged 11 ComputeScore: Raw -209523.033039 + Penalty 3254.287155 = -206268.745885 Iteration 32Q: 3 clusters Score -206268.7 nChanged 9 ComputeScore: Raw -209525.670979 + Penalty 3254.287155 = -206271.383824 Iteration 33Q: 3 clusters Score -206271.4 nChanged 9 ComputeScore: Raw -209528.597606 + Penalty 3254.287155 = -206274.310451 Iteration 34Q: 3 clusters Score -206274.3 nChanged 10 ComputeScore: Raw -209532.981057 + Penalty 3254.287155 = -206278.693902 Iteration 35Q: 3 clusters Score -206278.7 nChanged 9 ComputeScore: Raw -209536.419383 + Penalty 3254.287155 = -206282.132228 Iteration 36Q: 3 clusters Score -206282.1 nChanged 8 ComputeScore: Raw -209540.184597 + Penalty 3254.287155 = -206285.897442 Iteration 37Q: 3 clusters Score -206285.9 nChanged 13 ComputeScore: Raw -209545.025925 + Penalty 3254.287155 = -206290.738771 Iteration 38Q: 3 clusters Score -206290.7 nChanged 8 ComputeScore: Raw -209547.369444 + Penalty 3254.287155 = -206293.082289 Iteration 39Q: 3 clusters Score -206293.1 nChanged 10 ComputeScore: Raw -209551.993118 + Penalty 3254.287155 = -206297.705963 Iteration 40F: 3 clusters Score -206297.7 nChanged 10 ComputeScore: Raw -209556.062397 + Penalty 3254.287155 = -206301.775242 Iteration 41Q: 3 clusters Score -206301.8 nChanged 17 ComputeScore: Raw -209565.580359 + Penalty 3254.287155 = -206311.293204 Iteration 42Q: 3 clusters Score -206311.3 nChanged 21 ComputeScore: Raw -209579.965803 + Penalty 3254.287155 = -206325.678648 Iteration 43Q: 3 clusters Score -206325.7 nChanged 32 ComputeScore: Raw -209617.066513 + Penalty 3254.287155 = -206362.779358 Iteration 44Q: 3 clusters Score -206362.8 nChanged 50 ComputeScore: Raw -209763.711575 + Penalty 3254.287155 = -206509.424420 Iteration 45Q: 3 clusters Score -206509.4 nChanged 83 ComputeScore: Raw -210600.778318 + Penalty 3254.287155 = -207346.491164 Iteration 46Q: 3 clusters Score -207346.5 nChanged 142 ComputeScore: Raw -250709.036390 + Penalty 3254.287155 = -247454.749235 Iteration 47Q: 3 clusters Score -247454.7 nChanged 376 ComputeScore: Raw -251107.076606 + Penalty 3254.287155 = -247852.789451 Iteration 48F: 3 clusters Score -247852.8 nChanged 8 ComputeScore: Raw -251096.879788 + Penalty 3254.287155 = -247842.592633 Iteration 49Q: 3 clusters Score -247842.6 nChanged 0 ComputeScore: Raw -251096.879788 + Penalty 3254.287155 = -247842.592633 Iteration 50F: 3 clusters Score -247842.6 nChanged 0 ComputeScore: Raw -5295985.380672 + Penalty 74434.577009 = -5221550.803663Splitting cluster 10 changes total score from -5147431.846427 to -5221550.803663 So it's getting split into cluster 33. Trying to split cluster 11 (6583 points) Assigned 2 initial classes randomly. ComputeScore: Raw -245167.396380 + Penalty 1661.734465 = -243505.661915 Iteration 0F: 2 clusters Score -243505.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -241699.462931 + Penalty 3323.468930 = -238375.994001 Iteration 0F: 3 clusters Score -238376 nChanged 2720 ComputeScore: Raw -243316.348221 + Penalty 3323.468930 = -239992.879291 Iteration 1F: 3 clusters Score -239992.9 nChanged 519 ComputeScore: Raw -243628.075971 + Penalty 3323.468930 = -240304.607040 Iteration 2F: 3 clusters Score -240304.6 nChanged 437 ComputeScore: Raw -243952.235177 + Penalty 3323.468930 = -240628.766247 Iteration 3F: 3 clusters Score -240628.8 nChanged 430 ComputeScore: Raw -244286.268749 + Penalty 3323.468930 = -240962.799818 Iteration 4F: 3 clusters Score -240962.8 nChanged 407 ComputeScore: Raw -244610.855609 + Penalty 3323.468930 = -241287.386678 Iteration 5F: 3 clusters Score -241287.4 nChanged 366 ComputeScore: Raw -244882.213236 + Penalty 3323.468930 = -241558.744306 Iteration 6F: 3 clusters Score -241558.7 nChanged 284 ComputeScore: Raw -245070.427183 + Penalty 3323.468930 = -241746.958253 Iteration 7Q: 3 clusters Score -241747 nChanged 230 ComputeScore: Raw -245220.247323 + Penalty 3323.468930 = -241896.778393 Iteration 8Q: 3 clusters Score -241896.8 nChanged 182 ComputeScore: Raw -245322.807335 + Penalty 3323.468930 = -241999.338405 Iteration 9Q: 3 clusters Score -241999.3 nChanged 136 ComputeScore: Raw -245391.330942 + Penalty 3323.468930 = -242067.862012 Iteration 10Q: 3 clusters Score -242067.9 nChanged 107 ComputeScore: Raw -245443.789939 + Penalty 3323.468930 = -242120.321008 Iteration 11Q: 3 clusters Score -242120.3 nChanged 87 ComputeScore: Raw -245485.439621 + Penalty 3323.468930 = -242161.970691 Iteration 12Q: 3 clusters Score -242162 nChanged 66 ComputeScore: Raw -245512.768753 + Penalty 3323.468930 = -242189.299822 Iteration 13Q: 3 clusters Score -242189.3 nChanged 46 ComputeScore: Raw -245535.775933 + Penalty 3323.468930 = -242212.307002 Iteration 14Q: 3 clusters Score -242212.3 nChanged 47 ComputeScore: Raw -245556.999843 + Penalty 3323.468930 = -242233.530912 Iteration 15Q: 3 clusters Score -242233.5 nChanged 42 ComputeScore: Raw -245576.380889 + Penalty 3323.468930 = -242252.911959 Iteration 16Q: 3 clusters Score -242252.9 nChanged 41 ComputeScore: Raw -245592.812877 + Penalty 3323.468930 = -242269.343947 Iteration 17Q: 3 clusters Score -242269.3 nChanged 24 ComputeScore: Raw -245601.469507 + Penalty 3323.468930 = -242278.000577 Iteration 18Q: 3 clusters Score -242278 nChanged 21 ComputeScore: Raw -245609.566950 + Penalty 3323.468930 = -242286.098020 Iteration 19Q: 3 clusters Score -242286.1 nChanged 14 ComputeScore: Raw -245614.025329 + Penalty 3323.468930 = -242290.556398 Iteration 20F: 3 clusters Score -242290.6 nChanged 9 ComputeScore: Raw -245617.268090 + Penalty 3323.468930 = -242293.799160 Iteration 21Q: 3 clusters Score -242293.8 nChanged 6 ComputeScore: Raw -245618.707123 + Penalty 3323.468930 = -242295.238193 Iteration 22Q: 3 clusters Score -242295.2 nChanged 0 ComputeScore: Raw -245618.707123 + Penalty 3323.468930 = -242295.238193 Iteration 23F: 3 clusters Score -242295.2 nChanged 0 Trying to split cluster 12 (5053 points) Assigned 2 initial classes randomly. ComputeScore: Raw -191247.828239 + Penalty 1611.742370 = -189636.085870 Iteration 0F: 2 clusters Score -189636.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -188685.172606 + Penalty 3223.484739 = -185461.687867 Iteration 0F: 3 clusters Score -185461.7 nChanged 2018 ComputeScore: Raw -189807.737488 + Penalty 3223.484739 = -186584.252749 Iteration 1F: 3 clusters Score -186584.3 nChanged 332 ComputeScore: Raw -189964.349372 + Penalty 3223.484739 = -186740.864633 Iteration 2F: 3 clusters Score -186740.9 nChanged 238 ComputeScore: Raw -190061.201696 + Penalty 3223.484739 = -186837.716956 Iteration 3Q: 3 clusters Score -186837.7 nChanged 167 ComputeScore: Raw -190130.242016 + Penalty 3223.484739 = -186906.757277 Iteration 4Q: 3 clusters Score -186906.8 nChanged 139 ComputeScore: Raw -190186.879648 + Penalty 3223.484739 = -186963.394908 Iteration 5Q: 3 clusters Score -186963.4 nChanged 121 ComputeScore: Raw -190235.429399 + Penalty 3223.484739 = -187011.944659 Iteration 6Q: 3 clusters Score -187011.9 nChanged 108 ComputeScore: Raw -190280.888303 + Penalty 3223.484739 = -187057.403564 Iteration 7Q: 3 clusters Score -187057.4 nChanged 105 ComputeScore: Raw -190316.577099 + Penalty 3223.484739 = -187093.092360 Iteration 8Q: 3 clusters Score -187093.1 nChanged 79 ComputeScore: Raw -190346.179312 + Penalty 3223.484739 = -187122.694573 Iteration 9Q: 3 clusters Score -187122.7 nChanged 81 ComputeScore: Raw -190379.871429 + Penalty 3223.484739 = -187156.386690 Iteration 10Q: 3 clusters Score -187156.4 nChanged 87 ComputeScore: Raw -190415.986945 + Penalty 3223.484739 = -187192.502206 Iteration 11Q: 3 clusters Score -187192.5 nChanged 94 ComputeScore: Raw -190460.918682 + Penalty 3223.484739 = -187237.433943 Iteration 12Q: 3 clusters Score -187237.4 nChanged 92 ComputeScore: Raw -190502.255310 + Penalty 3223.484739 = -187278.770571 Iteration 13Q: 3 clusters Score -187278.8 nChanged 93 ComputeScore: Raw -190552.232484 + Penalty 3223.484739 = -187328.747745 Iteration 14Q: 3 clusters Score -187328.7 nChanged 88 ComputeScore: Raw -190600.749617 + Penalty 3223.484739 = -187377.264877 Iteration 15Q: 3 clusters Score -187377.3 nChanged 96 ComputeScore: Raw -190653.652193 + Penalty 3223.484739 = -187430.167454 Iteration 16Q: 3 clusters Score -187430.2 nChanged 124 ComputeScore: Raw -190727.790654 + Penalty 3223.484739 = -187504.305914 Iteration 17Q: 3 clusters Score -187504.3 nChanged 132 ComputeScore: Raw -190824.685600 + Penalty 3223.484739 = -187601.200861 Iteration 18Q: 3 clusters Score -187601.2 nChanged 155 ComputeScore: Raw -190956.440807 + Penalty 3223.484739 = -187732.956067 Iteration 19Q: 3 clusters Score -187733 nChanged 177 ComputeScore: Raw -191093.776756 + Penalty 3223.484739 = -187870.292017 Iteration 20F: 3 clusters Score -187870.3 nChanged 161 ComputeScore: Raw -191238.611644 + Penalty 3223.484739 = -188015.126904 Iteration 21Q: 3 clusters Score -188015.1 nChanged 137 ComputeScore: Raw -191357.153026 + Penalty 3223.484739 = -188133.668287 Iteration 22Q: 3 clusters Score -188133.7 nChanged 138 ComputeScore: Raw -191470.432247 + Penalty 3223.484739 = -188246.947508 Iteration 23Q: 3 clusters Score -188246.9 nChanged 126 ComputeScore: Raw -191578.160652 + Penalty 3223.484739 = -188354.675912 Iteration 24Q: 3 clusters Score -188354.7 nChanged 128 ComputeScore: Raw -191692.940244 + Penalty 3223.484739 = -188469.455504 Iteration 25Q: 3 clusters Score -188469.5 nChanged 119 ComputeScore: Raw -191784.684487 + Penalty 3223.484739 = -188561.199748 Iteration 26Q: 3 clusters Score -188561.2 nChanged 100 ComputeScore: Raw -191862.674696 + Penalty 3223.484739 = -188639.189957 Iteration 27Q: 3 clusters Score -188639.2 nChanged 90 ComputeScore: Raw -191943.870437 + Penalty 3223.484739 = -188720.385698 Iteration 28Q: 3 clusters Score -188720.4 nChanged 103 ComputeScore: Raw -192079.454014 + Penalty 3223.484739 = -188855.969275 Iteration 29Q: 3 clusters Score -188856 nChanged 100 ComputeScore: Raw -192298.436477 + Penalty 3223.484739 = -189074.951738 Iteration 30Q: 3 clusters Score -189075 nChanged 117 ComputeScore: Raw -192820.870712 + Penalty 3223.484739 = -189597.385973 Iteration 31Q: 3 clusters Score -189597.4 nChanged 111 ComputeScore: Raw -194865.616841 + Penalty 3223.484739 = -191642.132102 Iteration 32Q: 3 clusters Score -191642.1 nChanged 156 ComputeScore: Raw -231612.014389 + Penalty 3223.484739 = -228388.529649 Iteration 33Q: 3 clusters Score -228388.5 nChanged 187 ComputeScore: Raw -231570.753408 + Penalty 3223.484739 = -228347.268668 Iteration 34Q: 3 clusters Score -228347.3 nChanged 8 ComputeScore: Raw -232651.251215 + Penalty 3223.484739 = -229427.766476 Iteration 35F: 3 clusters Score -229427.8 nChanged 47 ComputeScore: Raw -232613.781925 + Penalty 3223.484739 = -229390.297186 Iteration 36Q: 3 clusters Score -229390.3 nChanged 0 ComputeScore: Raw -232613.781925 + Penalty 3223.484739 = -229390.297186 Iteration 37F: 3 clusters Score -229390.3 nChanged 0 ComputeScore: Raw -5337351.334358 + Penalty 76690.170252 = -5260661.164106Splitting cluster 12 changes total score from -5147431.846427 to -5260661.164106 So it's getting split into cluster 34. Trying to split cluster 13 (3854 points) Assigned 2 initial classes randomly. ComputeScore: Raw -143503.849228 + Penalty 1560.547834 = -141943.301394 Iteration 0F: 2 clusters Score -141943.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -141680.441901 + Penalty 3121.095669 = -138559.346232 Iteration 0F: 3 clusters Score -138559.3 nChanged 1470 ComputeScore: Raw -142546.652581 + Penalty 3121.095669 = -139425.556912 Iteration 1F: 3 clusters Score -139425.6 nChanged 312 ComputeScore: Raw -142758.619001 + Penalty 3121.095669 = -139637.523332 Iteration 2F: 3 clusters Score -139637.5 nChanged 218 ComputeScore: Raw -142883.084332 + Penalty 3121.095669 = -139761.988663 Iteration 3F: 3 clusters Score -139762 nChanged 145 ComputeScore: Raw -142953.872449 + Penalty 3121.095669 = -139832.776780 Iteration 4Q: 3 clusters Score -139832.8 nChanged 89 ComputeScore: Raw -142999.741353 + Penalty 3121.095669 = -139878.645684 Iteration 5Q: 3 clusters Score -139878.6 nChanged 79 ComputeScore: Raw -143040.087236 + Penalty 3121.095669 = -139918.991567 Iteration 6Q: 3 clusters Score -139919 nChanged 83 ComputeScore: Raw -143074.152274 + Penalty 3121.095669 = -139953.056605 Iteration 7Q: 3 clusters Score -139953.1 nChanged 63 ComputeScore: Raw -143099.885948 + Penalty 3121.095669 = -139978.790279 Iteration 8Q: 3 clusters Score -139978.8 nChanged 68 ComputeScore: Raw -143126.634656 + Penalty 3121.095669 = -140005.538988 Iteration 9Q: 3 clusters Score -140005.5 nChanged 57 ComputeScore: Raw -143148.577757 + Penalty 3121.095669 = -140027.482088 Iteration 10Q: 3 clusters Score -140027.5 nChanged 51 ComputeScore: Raw -143166.147320 + Penalty 3121.095669 = -140045.051651 Iteration 11Q: 3 clusters Score -140045.1 nChanged 50 ComputeScore: Raw -143181.654697 + Penalty 3121.095669 = -140060.559028 Iteration 12Q: 3 clusters Score -140060.6 nChanged 39 ComputeScore: Raw -143194.912402 + Penalty 3121.095669 = -140073.816733 Iteration 13Q: 3 clusters Score -140073.8 nChanged 37 ComputeScore: Raw -143205.799261 + Penalty 3121.095669 = -140084.703592 Iteration 14Q: 3 clusters Score -140084.7 nChanged 33 ComputeScore: Raw -143215.850570 + Penalty 3121.095669 = -140094.754901 Iteration 15Q: 3 clusters Score -140094.8 nChanged 31 ComputeScore: Raw -143227.202158 + Penalty 3121.095669 = -140106.106489 Iteration 16Q: 3 clusters Score -140106.1 nChanged 28 ComputeScore: Raw -143236.363859 + Penalty 3121.095669 = -140115.268190 Iteration 17Q: 3 clusters Score -140115.3 nChanged 27 ComputeScore: Raw -143245.318628 + Penalty 3121.095669 = -140124.222959 Iteration 18Q: 3 clusters Score -140124.2 nChanged 25 ComputeScore: Raw -143252.196217 + Penalty 3121.095669 = -140131.100548 Iteration 19Q: 3 clusters Score -140131.1 nChanged 24 ComputeScore: Raw -143259.160920 + Penalty 3121.095669 = -140138.065251 Iteration 20F: 3 clusters Score -140138.1 nChanged 17 ComputeScore: Raw -143266.065137 + Penalty 3121.095669 = -140144.969468 Iteration 21Q: 3 clusters Score -140145 nChanged 24 ComputeScore: Raw -143275.205236 + Penalty 3121.095669 = -140154.109567 Iteration 22Q: 3 clusters Score -140154.1 nChanged 24 ComputeScore: Raw -143283.926652 + Penalty 3121.095669 = -140162.830983 Iteration 23Q: 3 clusters Score -140162.8 nChanged 22 ComputeScore: Raw -143290.260504 + Penalty 3121.095669 = -140169.164835 Iteration 24Q: 3 clusters Score -140169.2 nChanged 19 ComputeScore: Raw -143294.889206 + Penalty 3121.095669 = -140173.793537 Iteration 25Q: 3 clusters Score -140173.8 nChanged 15 ComputeScore: Raw -143299.635766 + Penalty 3121.095669 = -140178.540097 Iteration 26Q: 3 clusters Score -140178.5 nChanged 13 ComputeScore: Raw -143302.394937 + Penalty 3121.095669 = -140181.299269 Iteration 27Q: 3 clusters Score -140181.3 nChanged 7 ComputeScore: Raw -143303.572826 + Penalty 3121.095669 = -140182.477157 Iteration 28Q: 3 clusters Score -140182.5 nChanged 4 ComputeScore: Raw -143304.062784 + Penalty 3121.095669 = -140182.967115 Iteration 29Q: 3 clusters Score -140183 nChanged 4 ComputeScore: Raw -143304.904891 + Penalty 3121.095669 = -140183.809222 Iteration 30Q: 3 clusters Score -140183.8 nChanged 2 ComputeScore: Raw -143305.360088 + Penalty 3121.095669 = -140184.264419 Iteration 31Q: 3 clusters Score -140184.3 nChanged 1 ComputeScore: Raw -143305.810885 + Penalty 3121.095669 = -140184.715216 Iteration 32Q: 3 clusters Score -140184.7 nChanged 2 ComputeScore: Raw -143306.286346 + Penalty 3121.095669 = -140185.190677 Iteration 33Q: 3 clusters Score -140185.2 nChanged 1 ComputeScore: Raw -143306.663478 + Penalty 3121.095669 = -140185.567809 Iteration 34Q: 3 clusters Score -140185.6 nChanged 5 ComputeScore: Raw -143307.590145 + Penalty 3121.095669 = -140186.494477 Iteration 35Q: 3 clusters Score -140186.5 nChanged 3 ComputeScore: Raw -143308.055499 + Penalty 3121.095669 = -140186.959830 Iteration 36Q: 3 clusters Score -140187 nChanged 2 ComputeScore: Raw -143308.395513 + Penalty 3121.095669 = -140187.299844 Iteration 37Q: 3 clusters Score -140187.3 nChanged 2 ComputeScore: Raw -143309.220746 + Penalty 3121.095669 = -140188.125077 Iteration 38Q: 3 clusters Score -140188.1 nChanged 3 ComputeScore: Raw -143310.393757 + Penalty 3121.095669 = -140189.298089 Iteration 39Q: 3 clusters Score -140189.3 nChanged 1 ComputeScore: Raw -143310.492928 + Penalty 3121.095669 = -140189.397259 Iteration 40F: 3 clusters Score -140189.4 nChanged 1 ComputeScore: Raw -143310.759015 + Penalty 3121.095669 = -140189.663346 Iteration 41Q: 3 clusters Score -140189.7 nChanged 3 ComputeScore: Raw -143311.193644 + Penalty 3121.095669 = -140190.097975 Iteration 42Q: 3 clusters Score -140190.1 nChanged 3 ComputeScore: Raw -143311.735722 + Penalty 3121.095669 = -140190.640053 Iteration 43Q: 3 clusters Score -140190.6 nChanged 3 ComputeScore: Raw -143312.223777 + Penalty 3121.095669 = -140191.128108 Iteration 44Q: 3 clusters Score -140191.1 nChanged 6 ComputeScore: Raw -143314.755869 + Penalty 3121.095669 = -140193.660200 Iteration 45Q: 3 clusters Score -140193.7 nChanged 15 ComputeScore: Raw -143319.918332 + Penalty 3121.095669 = -140198.822663 Iteration 46Q: 3 clusters Score -140198.8 nChanged 14 ComputeScore: Raw -143324.080516 + Penalty 3121.095669 = -140202.984847 Iteration 47Q: 3 clusters Score -140203 nChanged 10 ComputeScore: Raw -143326.435195 + Penalty 3121.095669 = -140205.339526 Iteration 48Q: 3 clusters Score -140205.3 nChanged 18 ComputeScore: Raw -143330.699575 + Penalty 3121.095669 = -140209.603906 Iteration 49Q: 3 clusters Score -140209.6 nChanged 12 ComputeScore: Raw -143335.158816 + Penalty 3121.095669 = -140214.063147 Iteration 50Q: 3 clusters Score -140214.1 nChanged 14 ComputeScore: Raw -143338.589075 + Penalty 3121.095669 = -140217.493406 Iteration 51Q: 3 clusters Score -140217.5 nChanged 10 ComputeScore: Raw -143340.936614 + Penalty 3121.095669 = -140219.840946 Iteration 52Q: 3 clusters Score -140219.8 nChanged 8 ComputeScore: Raw -143342.409051 + Penalty 3121.095669 = -140221.313382 Iteration 53Q: 3 clusters Score -140221.3 nChanged 6 ComputeScore: Raw -143343.273780 + Penalty 3121.095669 = -140222.178111 Iteration 54Q: 3 clusters Score -140222.2 nChanged 6 ComputeScore: Raw -143344.116930 + Penalty 3121.095669 = -140223.021261 Iteration 55Q: 3 clusters Score -140223 nChanged 2 ComputeScore: Raw -143344.400818 + Penalty 3121.095669 = -140223.305149 Iteration 56Q: 3 clusters Score -140223.3 nChanged 3 ComputeScore: Raw -143345.326938 + Penalty 3121.095669 = -140224.231269 Iteration 57Q: 3 clusters Score -140224.2 nChanged 5 ComputeScore: Raw -143346.326894 + Penalty 3121.095669 = -140225.231225 Iteration 58Q: 3 clusters Score -140225.2 nChanged 1 ComputeScore: Raw -143346.433885 + Penalty 3121.095669 = -140225.338216 Iteration 59Q: 3 clusters Score -140225.3 nChanged 1 ComputeScore: Raw -143346.679535 + Penalty 3121.095669 = -140225.583867 Iteration 60F: 3 clusters Score -140225.6 nChanged 3 ComputeScore: Raw -143347.495110 + Penalty 3121.095669 = -140226.399441 Iteration 61Q: 3 clusters Score -140226.4 nChanged 6 ComputeScore: Raw -143349.357963 + Penalty 3121.095669 = -140228.262295 Iteration 62Q: 3 clusters Score -140228.3 nChanged 6 ComputeScore: Raw -143351.641245 + Penalty 3121.095669 = -140230.545576 Iteration 63Q: 3 clusters Score -140230.5 nChanged 13 ComputeScore: Raw -143355.109365 + Penalty 3121.095669 = -140234.013696 Iteration 64Q: 3 clusters Score -140234 nChanged 13 ComputeScore: Raw -143358.159183 + Penalty 3121.095669 = -140237.063514 Iteration 65Q: 3 clusters Score -140237.1 nChanged 13 ComputeScore: Raw -143361.782057 + Penalty 3121.095669 = -140240.686388 Iteration 66Q: 3 clusters Score -140240.7 nChanged 17 ComputeScore: Raw -143366.739678 + Penalty 3121.095669 = -140245.644009 Iteration 67Q: 3 clusters Score -140245.6 nChanged 16 ComputeScore: Raw -143372.218336 + Penalty 3121.095669 = -140251.122667 Iteration 68Q: 3 clusters Score -140251.1 nChanged 16 ComputeScore: Raw -143376.241966 + Penalty 3121.095669 = -140255.146297 Iteration 69Q: 3 clusters Score -140255.1 nChanged 16 ComputeScore: Raw -143380.687555 + Penalty 3121.095669 = -140259.591886 Iteration 70Q: 3 clusters Score -140259.6 nChanged 18 ComputeScore: Raw -143385.058664 + Penalty 3121.095669 = -140263.962995 Iteration 71Q: 3 clusters Score -140264 nChanged 18 ComputeScore: Raw -143390.514550 + Penalty 3121.095669 = -140269.418881 Iteration 72Q: 3 clusters Score -140269.4 nChanged 21 ComputeScore: Raw -143396.480979 + Penalty 3121.095669 = -140275.385310 Iteration 73Q: 3 clusters Score -140275.4 nChanged 24 ComputeScore: Raw -143403.282269 + Penalty 3121.095669 = -140282.186600 Iteration 74Q: 3 clusters Score -140282.2 nChanged 24 ComputeScore: Raw -143410.424320 + Penalty 3121.095669 = -140289.328651 Iteration 75Q: 3 clusters Score -140289.3 nChanged 24 ComputeScore: Raw -143418.405813 + Penalty 3121.095669 = -140297.310144 Iteration 76Q: 3 clusters Score -140297.3 nChanged 20 ComputeScore: Raw -143425.327089 + Penalty 3121.095669 = -140304.231421 Iteration 77Q: 3 clusters Score -140304.2 nChanged 21 ComputeScore: Raw -143433.568093 + Penalty 3121.095669 = -140312.472424 Iteration 78Q: 3 clusters Score -140312.5 nChanged 20 ComputeScore: Raw -143440.382956 + Penalty 3121.095669 = -140319.287287 Iteration 79Q: 3 clusters Score -140319.3 nChanged 24 ComputeScore: Raw -143447.463061 + Penalty 3121.095669 = -140326.367392 Iteration 80F: 3 clusters Score -140326.4 nChanged 31 ComputeScore: Raw -143459.137113 + Penalty 3121.095669 = -140338.041444 Iteration 81Q: 3 clusters Score -140338 nChanged 26 ComputeScore: Raw -143469.399076 + Penalty 3121.095669 = -140348.303407 Iteration 82Q: 3 clusters Score -140348.3 nChanged 23 ComputeScore: Raw -143477.510797 + Penalty 3121.095669 = -140356.415128 Iteration 83Q: 3 clusters Score -140356.4 nChanged 24 ComputeScore: Raw -143487.889680 + Penalty 3121.095669 = -140366.794011 Iteration 84Q: 3 clusters Score -140366.8 nChanged 32 ComputeScore: Raw -143500.403215 + Penalty 3121.095669 = -140379.307546 Iteration 85Q: 3 clusters Score -140379.3 nChanged 34 ComputeScore: Raw -143514.253499 + Penalty 3121.095669 = -140393.157830 Iteration 86Q: 3 clusters Score -140393.2 nChanged 33 ComputeScore: Raw -143527.443306 + Penalty 3121.095669 = -140406.347637 Iteration 87Q: 3 clusters Score -140406.3 nChanged 28 ComputeScore: Raw -143536.624364 + Penalty 3121.095669 = -140415.528695 Iteration 88Q: 3 clusters Score -140415.5 nChanged 26 ComputeScore: Raw -143546.137444 + Penalty 3121.095669 = -140425.041775 Iteration 89Q: 3 clusters Score -140425 nChanged 22 ComputeScore: Raw -143553.747337 + Penalty 3121.095669 = -140432.651669 Iteration 90Q: 3 clusters Score -140432.7 nChanged 27 ComputeScore: Raw -143565.289476 + Penalty 3121.095669 = -140444.193807 Iteration 91Q: 3 clusters Score -140444.2 nChanged 27 ComputeScore: Raw -143577.584516 + Penalty 3121.095669 = -140456.488847 Iteration 92Q: 3 clusters Score -140456.5 nChanged 35 ComputeScore: Raw -143595.809518 + Penalty 3121.095669 = -140474.713849 Iteration 93Q: 3 clusters Score -140474.7 nChanged 40 ComputeScore: Raw -143612.220345 + Penalty 3121.095669 = -140491.124676 Iteration 94Q: 3 clusters Score -140491.1 nChanged 33 ComputeScore: Raw -143626.527570 + Penalty 3121.095669 = -140505.431901 Iteration 95Q: 3 clusters Score -140505.4 nChanged 31 ComputeScore: Raw -143642.329829 + Penalty 3121.095669 = -140521.234160 Iteration 96Q: 3 clusters Score -140521.2 nChanged 28 ComputeScore: Raw -143658.349259 + Penalty 3121.095669 = -140537.253590 Iteration 97Q: 3 clusters Score -140537.3 nChanged 38 ComputeScore: Raw -143680.627296 + Penalty 3121.095669 = -140559.531627 Iteration 98Q: 3 clusters Score -140559.5 nChanged 43 ComputeScore: Raw -143705.926718 + Penalty 3121.095669 = -140584.831049 Iteration 99Q: 3 clusters Score -140584.8 nChanged 43 ComputeScore: Raw -143733.520646 + Penalty 3121.095669 = -140612.424977 Iteration 100F: 3 clusters Score -140612.4 nChanged 35 ComputeScore: Raw -143753.924441 + Penalty 3121.095669 = -140632.828772 Iteration 101Q: 3 clusters Score -140632.8 nChanged 25 ComputeScore: Raw -143768.420475 + Penalty 3121.095669 = -140647.324806 Iteration 102Q: 3 clusters Score -140647.3 nChanged 28 ComputeScore: Raw -143784.638177 + Penalty 3121.095669 = -140663.542508 Iteration 103Q: 3 clusters Score -140663.5 nChanged 27 ComputeScore: Raw -143801.431935 + Penalty 3121.095669 = -140680.336266 Iteration 104Q: 3 clusters Score -140680.3 nChanged 24 ComputeScore: Raw -143817.422034 + Penalty 3121.095669 = -140696.326365 Iteration 105Q: 3 clusters Score -140696.3 nChanged 32 ComputeScore: Raw -143837.086370 + Penalty 3121.095669 = -140715.990702 Iteration 106Q: 3 clusters Score -140716 nChanged 26 ComputeScore: Raw -143854.452890 + Penalty 3121.095669 = -140733.357221 Iteration 107Q: 3 clusters Score -140733.4 nChanged 26 ComputeScore: Raw -143868.647523 + Penalty 3121.095669 = -140747.551854 Iteration 108Q: 3 clusters Score -140747.6 nChanged 21 ComputeScore: Raw -143882.144165 + Penalty 3121.095669 = -140761.048496 Iteration 109Q: 3 clusters Score -140761 nChanged 15 ComputeScore: Raw -143890.714927 + Penalty 3121.095669 = -140769.619258 Iteration 110Q: 3 clusters Score -140769.6 nChanged 8 ComputeScore: Raw -143893.759079 + Penalty 3121.095669 = -140772.663410 Iteration 111Q: 3 clusters Score -140772.7 nChanged 6 ComputeScore: Raw -143897.190173 + Penalty 3121.095669 = -140776.094504 Iteration 112Q: 3 clusters Score -140776.1 nChanged 5 ComputeScore: Raw -143899.990227 + Penalty 3121.095669 = -140778.894558 Iteration 113Q: 3 clusters Score -140778.9 nChanged 7 ComputeScore: Raw -143904.581320 + Penalty 3121.095669 = -140783.485651 Iteration 114Q: 3 clusters Score -140783.5 nChanged 9 ComputeScore: Raw -143912.831544 + Penalty 3121.095669 = -140791.735875 Iteration 115Q: 3 clusters Score -140791.7 nChanged 9 ComputeScore: Raw -143917.750465 + Penalty 3121.095669 = -140796.654796 Iteration 116Q: 3 clusters Score -140796.7 nChanged 7 ComputeScore: Raw -143921.874453 + Penalty 3121.095669 = -140800.778784 Iteration 117Q: 3 clusters Score -140800.8 nChanged 5 ComputeScore: Raw -143925.104398 + Penalty 3121.095669 = -140804.008729 Iteration 118Q: 3 clusters Score -140804 nChanged 6 ComputeScore: Raw -143928.489432 + Penalty 3121.095669 = -140807.393763 Iteration 119Q: 3 clusters Score -140807.4 nChanged 3 ComputeScore: Raw -143929.460919 + Penalty 3121.095669 = -140808.365250 Iteration 120F: 3 clusters Score -140808.4 nChanged 3 ComputeScore: Raw -143930.741197 + Penalty 3121.095669 = -140809.645528 Iteration 121Q: 3 clusters Score -140809.6 nChanged 3 ComputeScore: Raw -143933.213630 + Penalty 3121.095669 = -140812.117961 Iteration 122Q: 3 clusters Score -140812.1 nChanged 9 ComputeScore: Raw -143938.958818 + Penalty 3121.095669 = -140817.863149 Iteration 123Q: 3 clusters Score -140817.9 nChanged 7 ComputeScore: Raw -143942.476298 + Penalty 3121.095669 = -140821.380629 Iteration 124Q: 3 clusters Score -140821.4 nChanged 1 ComputeScore: Raw -143942.896470 + Penalty 3121.095669 = -140821.800801 Iteration 125Q: 3 clusters Score -140821.8 nChanged 2 ComputeScore: Raw -143943.635782 + Penalty 3121.095669 = -140822.540113 Iteration 126Q: 3 clusters Score -140822.5 nChanged 1 ComputeScore: Raw -143944.895257 + Penalty 3121.095669 = -140823.799588 Iteration 127Q: 3 clusters Score -140823.8 nChanged 2 ComputeScore: Raw -143946.449776 + Penalty 3121.095669 = -140825.354107 Iteration 128Q: 3 clusters Score -140825.4 nChanged 1 ComputeScore: Raw -143947.545288 + Penalty 3121.095669 = -140826.449619 Iteration 129Q: 3 clusters Score -140826.4 nChanged 0 ComputeScore: Raw -143947.545288 + Penalty 3121.095669 = -140826.449619 Iteration 130F: 3 clusters Score -140826.4 nChanged 0 Trying to split cluster 14 (9024 points) Assigned 2 initial classes randomly. ComputeScore: Raw -336240.615976 + Penalty 1721.344522 = -334519.271454 Iteration 0F: 2 clusters Score -334519.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -331361.417375 + Penalty 3442.689044 = -327918.728331 Iteration 0F: 3 clusters Score -327918.7 nChanged 3805 ComputeScore: Raw -333511.904591 + Penalty 3442.689044 = -330069.215547 Iteration 1F: 3 clusters Score -330069.2 nChanged 698 ComputeScore: Raw -334058.672078 + Penalty 3442.689044 = -330615.983034 Iteration 2F: 3 clusters Score -330616 nChanged 650 ComputeScore: Raw -334669.458027 + Penalty 3442.689044 = -331226.768983 Iteration 3F: 3 clusters Score -331226.8 nChanged 651 ComputeScore: Raw -335532.841286 + Penalty 3442.689044 = -332090.152242 Iteration 4F: 3 clusters Score -332090.2 nChanged 760 ComputeScore: Raw -336791.760573 + Penalty 3442.689044 = -333349.071529 Iteration 5F: 3 clusters Score -333349.1 nChanged 724 ComputeScore: Raw -337879.655174 + Penalty 3442.689044 = -334436.966130 Iteration 6F: 3 clusters Score -334437 nChanged 575 ComputeScore: Raw -338653.570692 + Penalty 3442.689044 = -335210.881648 Iteration 7F: 3 clusters Score -335210.9 nChanged 438 ComputeScore: Raw -339094.695869 + Penalty 3442.689044 = -335652.006825 Iteration 8Q: 3 clusters Score -335652 nChanged 377 ComputeScore: Raw -339433.395801 + Penalty 3442.689044 = -335990.706757 Iteration 9Q: 3 clusters Score -335990.7 nChanged 309 ComputeScore: Raw -339836.126692 + Penalty 3442.689044 = -336393.437648 Iteration 10Q: 3 clusters Score -336393.4 nChanged 328 ComputeScore: Raw -340991.987508 + Penalty 3442.689044 = -337549.298464 Iteration 11Q: 3 clusters Score -337549.3 nChanged 334 ComputeScore: Raw -347740.656535 + Penalty 3442.689044 = -344297.967491 Iteration 12Q: 3 clusters Score -344298 nChanged 382 Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -347491.360695 + Penalty 3442.689044 = -344048.671651 Iteration 13Q: 3 clusters Score -344048.7 nChanged 11 ComputeScore: Raw -313609.789993 + Penalty 1721.344522 = -311888.445471 Iteration 14F: 2 clusters Score -311888.4 nChanged 3623 ComputeScore: Raw -336240.615976 + Penalty 1721.344522 = -334519.271454 Iteration 15F: 2 clusters Score -334519.3 nChanged 0 Trying to split cluster 15 (5949 points) Assigned 2 initial classes randomly. ComputeScore: Raw -226845.142534 + Penalty 1642.594921 = -225202.547613 Iteration 0F: 2 clusters Score -225202.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -223713.524862 + Penalty 3285.189842 = -220428.335020 Iteration 0F: 3 clusters Score -220428.3 nChanged 2414 ComputeScore: Raw -225018.712919 + Penalty 3285.189842 = -221733.523077 Iteration 1F: 3 clusters Score -221733.5 nChanged 440 ComputeScore: Raw -225231.421503 + Penalty 3285.189842 = -221946.231661 Iteration 2F: 3 clusters Score -221946.2 nChanged 330 ComputeScore: Raw -225389.594253 + Penalty 3285.189842 = -222104.404411 Iteration 3F: 3 clusters Score -222104.4 nChanged 227 ComputeScore: Raw -225496.206053 + Penalty 3285.189842 = -222211.016211 Iteration 4Q: 3 clusters Score -222211 nChanged 222 ComputeScore: Raw -225599.442346 + Penalty 3285.189842 = -222314.252505 Iteration 5Q: 3 clusters Score -222314.3 nChanged 197 ComputeScore: Raw -225697.645148 + Penalty 3285.189842 = -222412.455306 Iteration 6Q: 3 clusters Score -222412.5 nChanged 182 ComputeScore: Raw -225771.452288 + Penalty 3285.189842 = -222486.262446 Iteration 7Q: 3 clusters Score -222486.3 nChanged 154 ComputeScore: Raw -225843.173371 + Penalty 3285.189842 = -222557.983529 Iteration 8Q: 3 clusters Score -222558 nChanged 159 ComputeScore: Raw -225914.369579 + Penalty 3285.189842 = -222629.179737 Iteration 9Q: 3 clusters Score -222629.2 nChanged 158 ComputeScore: Raw -225985.407083 + Penalty 3285.189842 = -222700.217241 Iteration 10Q: 3 clusters Score -222700.2 nChanged 162 ComputeScore: Raw -226063.846533 + Penalty 3285.189842 = -222778.656691 Iteration 11Q: 3 clusters Score -222778.7 nChanged 164 ComputeScore: Raw -226154.411369 + Penalty 3285.189842 = -222869.221527 Iteration 12Q: 3 clusters Score -222869.2 nChanged 152 ComputeScore: Raw -226243.970543 + Penalty 3285.189842 = -222958.780701 Iteration 13Q: 3 clusters Score -222958.8 nChanged 154 ComputeScore: Raw -226333.437996 + Penalty 3285.189842 = -223048.248155 Iteration 14Q: 3 clusters Score -223048.2 nChanged 166 ComputeScore: Raw -226436.768232 + Penalty 3285.189842 = -223151.578390 Iteration 15Q: 3 clusters Score -223151.6 nChanged 167 ComputeScore: Raw -226553.309624 + Penalty 3285.189842 = -223268.119782 Iteration 16Q: 3 clusters Score -223268.1 nChanged 148 ComputeScore: Raw -226650.974584 + Penalty 3285.189842 = -223365.784742 Iteration 17Q: 3 clusters Score -223365.8 nChanged 119 ComputeScore: Raw -226722.518186 + Penalty 3285.189842 = -223437.328344 Iteration 18Q: 3 clusters Score -223437.3 nChanged 96 ComputeScore: Raw -226786.155824 + Penalty 3285.189842 = -223500.965982 Iteration 19Q: 3 clusters Score -223501 nChanged 91 ComputeScore: Raw -226839.664654 + Penalty 3285.189842 = -223554.474812 Iteration 20F: 3 clusters Score -223554.5 nChanged 72 ComputeScore: Raw -226889.303565 + Penalty 3285.189842 = -223604.113724 Iteration 21Q: 3 clusters Score -223604.1 nChanged 66 ComputeScore: Raw -226938.823776 + Penalty 3285.189842 = -223653.633934 Iteration 22Q: 3 clusters Score -223653.6 nChanged 61 ComputeScore: Raw -226984.315567 + Penalty 3285.189842 = -223699.125725 Iteration 23Q: 3 clusters Score -223699.1 nChanged 56 ComputeScore: Raw -227026.335835 + Penalty 3285.189842 = -223741.145994 Iteration 24Q: 3 clusters Score -223741.1 nChanged 50 ComputeScore: Raw -227061.170010 + Penalty 3285.189842 = -223775.980169 Iteration 25Q: 3 clusters Score -223776 nChanged 39 ComputeScore: Raw -227086.486302 + Penalty 3285.189842 = -223801.296460 Iteration 26Q: 3 clusters Score -223801.3 nChanged 24 ComputeScore: Raw -227101.748775 + Penalty 3285.189842 = -223816.558933 Iteration 27Q: 3 clusters Score -223816.6 nChanged 20 ComputeScore: Raw -227117.860304 + Penalty 3285.189842 = -223832.670462 Iteration 28Q: 3 clusters Score -223832.7 nChanged 16 ComputeScore: Raw -227129.752749 + Penalty 3285.189842 = -223844.562908 Iteration 29Q: 3 clusters Score -223844.6 nChanged 15 ComputeScore: Raw -227138.797570 + Penalty 3285.189842 = -223853.607728 Iteration 30Q: 3 clusters Score -223853.6 nChanged 8 ComputeScore: Raw -227144.337276 + Penalty 3285.189842 = -223859.147435 Iteration 31Q: 3 clusters Score -223859.1 nChanged 3 ComputeScore: Raw -227145.781509 + Penalty 3285.189842 = -223860.591667 Iteration 32Q: 3 clusters Score -223860.6 nChanged 3 ComputeScore: Raw -227148.617852 + Penalty 3285.189842 = -223863.428010 Iteration 33Q: 3 clusters Score -223863.4 nChanged 1 ComputeScore: Raw -227148.910125 + Penalty 3285.189842 = -223863.720283 Iteration 34Q: 3 clusters Score -223863.7 nChanged 2 ComputeScore: Raw -227149.583678 + Penalty 3285.189842 = -223864.393836 Iteration 35Q: 3 clusters Score -223864.4 nChanged 0 ComputeScore: Raw -227149.583678 + Penalty 3285.189842 = -223864.393836 Iteration 36F: 3 clusters Score -223864.4 nChanged 0 Trying to split cluster 16 (3217 points) Assigned 2 initial classes randomly. ComputeScore: Raw -121960.417777 + Penalty 1526.402656 = -120434.015121 Iteration 0F: 2 clusters Score -120434 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -120442.111025 + Penalty 3052.805311 = -117389.305714 Iteration 0F: 3 clusters Score -117389.3 nChanged 1227 ComputeScore: Raw -121155.902091 + Penalty 3052.805311 = -118103.096780 Iteration 1F: 3 clusters Score -118103.1 nChanged 256 ComputeScore: Raw -121323.828623 + Penalty 3052.805311 = -118271.023312 Iteration 2F: 3 clusters Score -118271 nChanged 165 ComputeScore: Raw -121431.981256 + Penalty 3052.805311 = -118379.175945 Iteration 3F: 3 clusters Score -118379.2 nChanged 125 ComputeScore: Raw -121504.748537 + Penalty 3052.805311 = -118451.943226 Iteration 4Q: 3 clusters Score -118451.9 nChanged 94 ComputeScore: Raw -121558.618696 + Penalty 3052.805311 = -118505.813385 Iteration 5Q: 3 clusters Score -118505.8 nChanged 80 ComputeScore: Raw -121596.758311 + Penalty 3052.805311 = -118543.953000 Iteration 6Q: 3 clusters Score -118544 nChanged 57 ComputeScore: Raw -121625.415922 + Penalty 3052.805311 = -118572.610610 Iteration 7Q: 3 clusters Score -118572.6 nChanged 51 ComputeScore: Raw -121650.354307 + Penalty 3052.805311 = -118597.548996 Iteration 8Q: 3 clusters Score -118597.5 nChanged 46 ComputeScore: Raw -121675.051873 + Penalty 3052.805311 = -118622.246561 Iteration 9Q: 3 clusters Score -118622.2 nChanged 51 ComputeScore: Raw -121696.258389 + Penalty 3052.805311 = -118643.453078 Iteration 10Q: 3 clusters Score -118643.5 nChanged 51 ComputeScore: Raw -121716.840291 + Penalty 3052.805311 = -118664.034980 Iteration 11Q: 3 clusters Score -118664 nChanged 33 ComputeScore: Raw -121735.822269 + Penalty 3052.805311 = -118683.016957 Iteration 12Q: 3 clusters Score -118683 nChanged 29 ComputeScore: Raw -121754.879427 + Penalty 3052.805311 = -118702.074116 Iteration 13Q: 3 clusters Score -118702.1 nChanged 36 ComputeScore: Raw -121772.058449 + Penalty 3052.805311 = -118719.253138 Iteration 14Q: 3 clusters Score -118719.3 nChanged 32 ComputeScore: Raw -121786.016867 + Penalty 3052.805311 = -118733.211555 Iteration 15Q: 3 clusters Score -118733.2 nChanged 25 ComputeScore: Raw -121797.233838 + Penalty 3052.805311 = -118744.428527 Iteration 16Q: 3 clusters Score -118744.4 nChanged 24 ComputeScore: Raw -121807.886571 + Penalty 3052.805311 = -118755.081260 Iteration 17Q: 3 clusters Score -118755.1 nChanged 21 ComputeScore: Raw -121815.626874 + Penalty 3052.805311 = -118762.821562 Iteration 18Q: 3 clusters Score -118762.8 nChanged 14 ComputeScore: Raw -121821.482171 + Penalty 3052.805311 = -118768.676859 Iteration 19Q: 3 clusters Score -118768.7 nChanged 16 ComputeScore: Raw -121826.635202 + Penalty 3052.805311 = -118773.829891 Iteration 20F: 3 clusters Score -118773.8 nChanged 22 ComputeScore: Raw -121834.974207 + Penalty 3052.805311 = -118782.168896 Iteration 21Q: 3 clusters Score -118782.2 nChanged 23 ComputeScore: Raw -121844.590483 + Penalty 3052.805311 = -118791.785172 Iteration 22Q: 3 clusters Score -118791.8 nChanged 22 ComputeScore: Raw -121852.574220 + Penalty 3052.805311 = -118799.768909 Iteration 23Q: 3 clusters Score -118799.8 nChanged 13 ComputeScore: Raw -121857.680211 + Penalty 3052.805311 = -118804.874900 Iteration 24Q: 3 clusters Score -118804.9 nChanged 10 ComputeScore: Raw -121861.168535 + Penalty 3052.805311 = -118808.363223 Iteration 25Q: 3 clusters Score -118808.4 nChanged 10 ComputeScore: Raw -121865.229465 + Penalty 3052.805311 = -118812.424154 Iteration 26Q: 3 clusters Score -118812.4 nChanged 12 ComputeScore: Raw -121870.391774 + Penalty 3052.805311 = -118817.586463 Iteration 27Q: 3 clusters Score -118817.6 nChanged 12 ComputeScore: Raw -121874.835172 + Penalty 3052.805311 = -118822.029860 Iteration 28Q: 3 clusters Score -118822 nChanged 11 ComputeScore: Raw -121879.867684 + Penalty 3052.805311 = -118827.062373 Iteration 29Q: 3 clusters Score -118827.1 nChanged 14 ComputeScore: Raw -121886.315009 + Penalty 3052.805311 = -118833.509697 Iteration 30Q: 3 clusters Score -118833.5 nChanged 17 ComputeScore: Raw -121895.550254 + Penalty 3052.805311 = -118842.744942 Iteration 31Q: 3 clusters Score -118842.7 nChanged 16 ComputeScore: Raw -121902.622929 + Penalty 3052.805311 = -118849.817617 Iteration 32Q: 3 clusters Score -118849.8 nChanged 14 ComputeScore: Raw -121910.192055 + Penalty 3052.805311 = -118857.386744 Iteration 33Q: 3 clusters Score -118857.4 nChanged 17 ComputeScore: Raw -121919.444579 + Penalty 3052.805311 = -118866.639268 Iteration 34Q: 3 clusters Score -118866.6 nChanged 11 ComputeScore: Raw -121924.886617 + Penalty 3052.805311 = -118872.081305 Iteration 35Q: 3 clusters Score -118872.1 nChanged 16 ComputeScore: Raw -121933.078967 + Penalty 3052.805311 = -118880.273655 Iteration 36Q: 3 clusters Score -118880.3 nChanged 17 ComputeScore: Raw -121943.538003 + Penalty 3052.805311 = -118890.732692 Iteration 37Q: 3 clusters Score -118890.7 nChanged 10 ComputeScore: Raw -121948.985329 + Penalty 3052.805311 = -118896.180017 Iteration 38Q: 3 clusters Score -118896.2 nChanged 10 ComputeScore: Raw -121953.208987 + Penalty 3052.805311 = -118900.403676 Iteration 39Q: 3 clusters Score -118900.4 nChanged 10 ComputeScore: Raw -121958.886982 + Penalty 3052.805311 = -118906.081671 Iteration 40F: 3 clusters Score -118906.1 nChanged 13 ComputeScore: Raw -121966.579467 + Penalty 3052.805311 = -118913.774156 Iteration 41Q: 3 clusters Score -118913.8 nChanged 18 ComputeScore: Raw -121978.136801 + Penalty 3052.805311 = -118925.331490 Iteration 42Q: 3 clusters Score -118925.3 nChanged 21 ComputeScore: Raw -121990.127615 + Penalty 3052.805311 = -118937.322303 Iteration 43Q: 3 clusters Score -118937.3 nChanged 17 ComputeScore: Raw -121996.804427 + Penalty 3052.805311 = -118943.999116 Iteration 44Q: 3 clusters Score -118944 nChanged 16 ComputeScore: Raw -122002.867915 + Penalty 3052.805311 = -118950.062604 Iteration 45Q: 3 clusters Score -118950.1 nChanged 14 ComputeScore: Raw -122009.931095 + Penalty 3052.805311 = -118957.125784 Iteration 46Q: 3 clusters Score -118957.1 nChanged 10 ComputeScore: Raw -122014.920430 + Penalty 3052.805311 = -118962.115119 Iteration 47Q: 3 clusters Score -118962.1 nChanged 12 ComputeScore: Raw -122021.483331 + Penalty 3052.805311 = -118968.678020 Iteration 48Q: 3 clusters Score -118968.7 nChanged 14 ComputeScore: Raw -122030.185870 + Penalty 3052.805311 = -118977.380559 Iteration 49Q: 3 clusters Score -118977.4 nChanged 13 ComputeScore: Raw -122037.712787 + Penalty 3052.805311 = -118984.907476 Iteration 50Q: 3 clusters Score -118984.9 nChanged 16 ComputeScore: Raw -122044.808195 + Penalty 3052.805311 = -118992.002884 Iteration 51Q: 3 clusters Score -118992 nChanged 13 ComputeScore: Raw -122049.303372 + Penalty 3052.805311 = -118996.498061 Iteration 52Q: 3 clusters Score -118996.5 nChanged 7 ComputeScore: Raw -122052.120406 + Penalty 3052.805311 = -118999.315095 Iteration 53Q: 3 clusters Score -118999.3 nChanged 3 ComputeScore: Raw -122053.545360 + Penalty 3052.805311 = -119000.740048 Iteration 54Q: 3 clusters Score -119000.7 nChanged 5 ComputeScore: Raw -122056.577445 + Penalty 3052.805311 = -119003.772134 Iteration 55Q: 3 clusters Score -119003.8 nChanged 7 ComputeScore: Raw -122060.165599 + Penalty 3052.805311 = -119007.360287 Iteration 56Q: 3 clusters Score -119007.4 nChanged 5 ComputeScore: Raw -122061.488159 + Penalty 3052.805311 = -119008.682848 Iteration 57Q: 3 clusters Score -119008.7 nChanged 4 ComputeScore: Raw -122063.226793 + Penalty 3052.805311 = -119010.421482 Iteration 58Q: 3 clusters Score -119010.4 nChanged 5 ComputeScore: Raw -122065.442112 + Penalty 3052.805311 = -119012.636801 Iteration 59Q: 3 clusters Score -119012.6 nChanged 3 ComputeScore: Raw -122066.875993 + Penalty 3052.805311 = -119014.070682 Iteration 60F: 3 clusters Score -119014.1 nChanged 3 ComputeScore: Raw -122067.784071 + Penalty 3052.805311 = -119014.978760 Iteration 61Q: 3 clusters Score -119015 nChanged 0 ComputeScore: Raw -122067.784071 + Penalty 3052.805311 = -119014.978760 Iteration 62F: 3 clusters Score -119015 nChanged 0 Trying to split cluster 17 (6038 points) Assigned 2 initial classes randomly. ComputeScore: Raw -228787.964104 + Penalty 1645.401513 = -227142.562592 Iteration 0F: 2 clusters Score -227142.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -225678.093607 + Penalty 3290.803026 = -222387.290581 Iteration 0F: 3 clusters Score -222387.3 nChanged 2412 ComputeScore: Raw -227071.797457 + Penalty 3290.803026 = -223780.994431 Iteration 1F: 3 clusters Score -223781 nChanged 474 ComputeScore: Raw -227379.471035 + Penalty 3290.803026 = -224088.668010 Iteration 2F: 3 clusters Score -224088.7 nChanged 402 ComputeScore: Raw -227670.649326 + Penalty 3290.803026 = -224379.846300 Iteration 3F: 3 clusters Score -224379.8 nChanged 379 ComputeScore: Raw -227968.633031 + Penalty 3290.803026 = -224677.830006 Iteration 4F: 3 clusters Score -224677.8 nChanged 323 ComputeScore: Raw -228240.464503 + Penalty 3290.803026 = -224949.661478 Iteration 5F: 3 clusters Score -224949.7 nChanged 307 ComputeScore: Raw -228515.703378 + Penalty 3290.803026 = -225224.900353 Iteration 6F: 3 clusters Score -225224.9 nChanged 283 ComputeScore: Raw -228811.538644 + Penalty 3290.803026 = -225520.735619 Iteration 7Q: 3 clusters Score -225520.7 nChanged 249 ComputeScore: Raw -229083.352957 + Penalty 3290.803026 = -225792.549931 Iteration 8Q: 3 clusters Score -225792.5 nChanged 221 ComputeScore: Raw -229280.488711 + Penalty 3290.803026 = -225989.685686 Iteration 9Q: 3 clusters Score -225989.7 nChanged 172 ComputeScore: Raw -229427.145763 + Penalty 3290.803026 = -226136.342738 Iteration 10Q: 3 clusters Score -226136.3 nChanged 157 ComputeScore: Raw -229572.308162 + Penalty 3290.803026 = -226281.505136 Iteration 11Q: 3 clusters Score -226281.5 nChanged 150 ComputeScore: Raw -229727.211198 + Penalty 3290.803026 = -226436.408172 Iteration 12Q: 3 clusters Score -226436.4 nChanged 151 ComputeScore: Raw -229872.637849 + Penalty 3290.803026 = -226581.834824 Iteration 13Q: 3 clusters Score -226581.8 nChanged 104 ComputeScore: Raw -229937.671296 + Penalty 3290.803026 = -226646.868270 Iteration 14Q: 3 clusters Score -226646.9 nChanged 49 ComputeScore: Raw -229965.361328 + Penalty 3290.803026 = -226674.558302 Iteration 15Q: 3 clusters Score -226674.6 nChanged 33 ComputeScore: Raw -229978.353426 + Penalty 3290.803026 = -226687.550401 Iteration 16Q: 3 clusters Score -226687.6 nChanged 24 ComputeScore: Raw -229985.022679 + Penalty 3290.803026 = -226694.219653 Iteration 17Q: 3 clusters Score -226694.2 nChanged 17 ComputeScore: Raw -229989.403310 + Penalty 3290.803026 = -226698.600285 Iteration 18Q: 3 clusters Score -226698.6 nChanged 10 ComputeScore: Raw -229991.984950 + Penalty 3290.803026 = -226701.181925 Iteration 19Q: 3 clusters Score -226701.2 nChanged 5 ComputeScore: Raw -229993.531114 + Penalty 3290.803026 = -226702.728088 Iteration 20F: 3 clusters Score -226702.7 nChanged 4 ComputeScore: Raw -229995.087717 + Penalty 3290.803026 = -226704.284692 Iteration 21Q: 3 clusters Score -226704.3 nChanged 6 ComputeScore: Raw -229998.544227 + Penalty 3290.803026 = -226707.741201 Iteration 22Q: 3 clusters Score -226707.7 nChanged 13 ComputeScore: Raw -230004.837488 + Penalty 3290.803026 = -226714.034462 Iteration 23Q: 3 clusters Score -226714 nChanged 13 ComputeScore: Raw -230008.160685 + Penalty 3290.803026 = -226717.357659 Iteration 24Q: 3 clusters Score -226717.4 nChanged 8 ComputeScore: Raw -230010.746152 + Penalty 3290.803026 = -226719.943126 Iteration 25Q: 3 clusters Score -226719.9 nChanged 8 ComputeScore: Raw -230012.584684 + Penalty 3290.803026 = -226721.781658 Iteration 26Q: 3 clusters Score -226721.8 nChanged 3 ComputeScore: Raw -230013.126736 + Penalty 3290.803026 = -226722.323710 Iteration 27Q: 3 clusters Score -226722.3 nChanged 2 ComputeScore: Raw -230013.486774 + Penalty 3290.803026 = -226722.683748 Iteration 28Q: 3 clusters Score -226722.7 nChanged 1 ComputeScore: Raw -230013.537048 + Penalty 3290.803026 = -226722.734022 Iteration 29Q: 3 clusters Score -226722.7 nChanged 1 ComputeScore: Raw -230013.737819 + Penalty 3290.803026 = -226722.934794 Iteration 30Q: 3 clusters Score -226722.9 nChanged 1 ComputeScore: Raw -230013.904081 + Penalty 3290.803026 = -226723.101055 Iteration 31Q: 3 clusters Score -226723.1 nChanged 0 ComputeScore: Raw -230013.904081 + Penalty 3290.803026 = -226723.101055 Iteration 32F: 3 clusters Score -226723.1 nChanged 0 Trying to split cluster 18 (3961 points) Assigned 2 initial classes randomly. ComputeScore: Raw -146374.283962 + Penalty 1565.723590 = -144808.560373 Iteration 0F: 2 clusters Score -144808.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -144439.705949 + Penalty 3131.447180 = -141308.258770 Iteration 0F: 3 clusters Score -141308.3 nChanged 1513 ComputeScore: Raw -145322.396031 + Penalty 3131.447180 = -142190.948851 Iteration 1F: 3 clusters Score -142190.9 nChanged 341 ComputeScore: Raw -145603.659782 + Penalty 3131.447180 = -142472.212603 Iteration 2F: 3 clusters Score -142472.2 nChanged 273 ComputeScore: Raw -145785.969438 + Penalty 3131.447180 = -142654.522258 Iteration 3F: 3 clusters Score -142654.5 nChanged 172 ComputeScore: Raw -145883.251790 + Penalty 3131.447180 = -142751.804611 Iteration 4Q: 3 clusters Score -142751.8 nChanged 121 ComputeScore: Raw -145949.661482 + Penalty 3131.447180 = -142818.214302 Iteration 5Q: 3 clusters Score -142818.2 nChanged 108 ComputeScore: Raw -146009.816151 + Penalty 3131.447180 = -142878.368972 Iteration 6Q: 3 clusters Score -142878.4 nChanged 87 ComputeScore: Raw -146048.112737 + Penalty 3131.447180 = -142916.665558 Iteration 7Q: 3 clusters Score -142916.7 nChanged 76 ComputeScore: Raw -146082.588161 + Penalty 3131.447180 = -142951.140982 Iteration 8Q: 3 clusters Score -142951.1 nChanged 62 ComputeScore: Raw -146111.878621 + Penalty 3131.447180 = -142980.431442 Iteration 9Q: 3 clusters Score -142980.4 nChanged 54 ComputeScore: Raw -146146.417444 + Penalty 3131.447180 = -143014.970265 Iteration 10Q: 3 clusters Score -143015 nChanged 69 ComputeScore: Raw -146182.128675 + Penalty 3131.447180 = -143050.681495 Iteration 11Q: 3 clusters Score -143050.7 nChanged 75 ComputeScore: Raw -146220.230426 + Penalty 3131.447180 = -143088.783247 Iteration 12Q: 3 clusters Score -143088.8 nChanged 70 ComputeScore: Raw -146253.304532 + Penalty 3131.447180 = -143121.857352 Iteration 13Q: 3 clusters Score -143121.9 nChanged 52 ComputeScore: Raw -146277.054114 + Penalty 3131.447180 = -143145.606934 Iteration 14Q: 3 clusters Score -143145.6 nChanged 46 ComputeScore: Raw -146294.808000 + Penalty 3131.447180 = -143163.360821 Iteration 15Q: 3 clusters Score -143163.4 nChanged 41 ComputeScore: Raw -146312.143723 + Penalty 3131.447180 = -143180.696543 Iteration 16Q: 3 clusters Score -143180.7 nChanged 48 ComputeScore: Raw -146328.345135 + Penalty 3131.447180 = -143196.897955 Iteration 17Q: 3 clusters Score -143196.9 nChanged 42 ComputeScore: Raw -146343.323974 + Penalty 3131.447180 = -143211.876795 Iteration 18Q: 3 clusters Score -143211.9 nChanged 32 ComputeScore: Raw -146351.158552 + Penalty 3131.447180 = -143219.711372 Iteration 19Q: 3 clusters Score -143219.7 nChanged 19 ComputeScore: Raw -146355.406899 + Penalty 3131.447180 = -143223.959720 Iteration 20F: 3 clusters Score -143224 nChanged 11 ComputeScore: Raw -146358.092671 + Penalty 3131.447180 = -143226.645491 Iteration 21Q: 3 clusters Score -143226.6 nChanged 7 ComputeScore: Raw -146359.726955 + Penalty 3131.447180 = -143228.279775 Iteration 22Q: 3 clusters Score -143228.3 nChanged 12 ComputeScore: Raw -146363.098238 + Penalty 3131.447180 = -143231.651058 Iteration 23Q: 3 clusters Score -143231.7 nChanged 6 ComputeScore: Raw -146364.523932 + Penalty 3131.447180 = -143233.076753 Iteration 24Q: 3 clusters Score -143233.1 nChanged 6 ComputeScore: Raw -146366.212685 + Penalty 3131.447180 = -143234.765505 Iteration 25Q: 3 clusters Score -143234.8 nChanged 4 ComputeScore: Raw -146367.049298 + Penalty 3131.447180 = -143235.602119 Iteration 26Q: 3 clusters Score -143235.6 nChanged 5 ComputeScore: Raw -146370.137726 + Penalty 3131.447180 = -143238.690547 Iteration 27Q: 3 clusters Score -143238.7 nChanged 8 ComputeScore: Raw -146372.378629 + Penalty 3131.447180 = -143240.931450 Iteration 28Q: 3 clusters Score -143240.9 nChanged 5 ComputeScore: Raw -146374.764637 + Penalty 3131.447180 = -143243.317458 Iteration 29Q: 3 clusters Score -143243.3 nChanged 9 ComputeScore: Raw -146378.447256 + Penalty 3131.447180 = -143247.000077 Iteration 30Q: 3 clusters Score -143247 nChanged 12 ComputeScore: Raw -146382.002282 + Penalty 3131.447180 = -143250.555102 Iteration 31Q: 3 clusters Score -143250.6 nChanged 8 ComputeScore: Raw -146384.191380 + Penalty 3131.447180 = -143252.744200 Iteration 32Q: 3 clusters Score -143252.7 nChanged 7 ComputeScore: Raw -146386.326702 + Penalty 3131.447180 = -143254.879522 Iteration 33Q: 3 clusters Score -143254.9 nChanged 5 ComputeScore: Raw -146387.467970 + Penalty 3131.447180 = -143256.020791 Iteration 34Q: 3 clusters Score -143256 nChanged 2 ComputeScore: Raw -146387.704260 + Penalty 3131.447180 = -143256.257081 Iteration 35Q: 3 clusters Score -143256.3 nChanged 1 ComputeScore: Raw -146388.123519 + Penalty 3131.447180 = -143256.676340 Iteration 36Q: 3 clusters Score -143256.7 nChanged 2 ComputeScore: Raw -146388.631435 + Penalty 3131.447180 = -143257.184256 Iteration 37Q: 3 clusters Score -143257.2 nChanged 2 ComputeScore: Raw -146388.981238 + Penalty 3131.447180 = -143257.534059 Iteration 38Q: 3 clusters Score -143257.5 nChanged 2 ComputeScore: Raw -146389.431355 + Penalty 3131.447180 = -143257.984176 Iteration 39Q: 3 clusters Score -143258 nChanged 5 ComputeScore: Raw -146390.708101 + Penalty 3131.447180 = -143259.260922 Iteration 40F: 3 clusters Score -143259.3 nChanged 3 ComputeScore: Raw -146391.267864 + Penalty 3131.447180 = -143259.820685 Iteration 41Q: 3 clusters Score -143259.8 nChanged 3 ComputeScore: Raw -146391.883336 + Penalty 3131.447180 = -143260.436156 Iteration 42Q: 3 clusters Score -143260.4 nChanged 1 ComputeScore: Raw -146391.976296 + Penalty 3131.447180 = -143260.529117 Iteration 43Q: 3 clusters Score -143260.5 nChanged 0 ComputeScore: Raw -146391.976296 + Penalty 3131.447180 = -143260.529117 Iteration 44F: 3 clusters Score -143260.5 nChanged 0 Trying to split cluster 19 (5034 points) Assigned 2 initial classes randomly. ComputeScore: Raw -189989.646433 + Penalty 1611.030363 = -188378.616069 Iteration 0F: 2 clusters Score -188378.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -187433.504599 + Penalty 3222.060726 = -184211.443873 Iteration 0F: 3 clusters Score -184211.4 nChanged 1990 ComputeScore: Raw -188560.471397 + Penalty 3222.060726 = -185338.410671 Iteration 1F: 3 clusters Score -185338.4 nChanged 358 ComputeScore: Raw -188772.553953 + Penalty 3222.060726 = -185550.493227 Iteration 2F: 3 clusters Score -185550.5 nChanged 295 ComputeScore: Raw -188961.933786 + Penalty 3222.060726 = -185739.873059 Iteration 3F: 3 clusters Score -185739.9 nChanged 245 ComputeScore: Raw -189136.466259 + Penalty 3222.060726 = -185914.405532 Iteration 4Q: 3 clusters Score -185914.4 nChanged 233 ComputeScore: Raw -189297.415214 + Penalty 3222.060726 = -186075.354488 Iteration 5Q: 3 clusters Score -186075.4 nChanged 224 ComputeScore: Raw -189460.273232 + Penalty 3222.060726 = -186238.212506 Iteration 6Q: 3 clusters Score -186238.2 nChanged 210 ComputeScore: Raw -189626.976904 + Penalty 3222.060726 = -186404.916177 Iteration 7Q: 3 clusters Score -186404.9 nChanged 188 ComputeScore: Raw -189795.340442 + Penalty 3222.060726 = -186573.279715 Iteration 8Q: 3 clusters Score -186573.3 nChanged 182 ComputeScore: Raw -189957.616456 + Penalty 3222.060726 = -186735.555730 Iteration 9Q: 3 clusters Score -186735.6 nChanged 173 ComputeScore: Raw -190117.139883 + Penalty 3222.060726 = -186895.079157 Iteration 10Q: 3 clusters Score -186895.1 nChanged 163 ComputeScore: Raw -190252.871525 + Penalty 3222.060726 = -187030.810799 Iteration 11Q: 3 clusters Score -187030.8 nChanged 139 ComputeScore: Raw -190367.737491 + Penalty 3222.060726 = -187145.676765 Iteration 12Q: 3 clusters Score -187145.7 nChanged 121 ComputeScore: Raw -190471.838092 + Penalty 3222.060726 = -187249.777366 Iteration 13Q: 3 clusters Score -187249.8 nChanged 116 ComputeScore: Raw -190608.335153 + Penalty 3222.060726 = -187386.274427 Iteration 14Q: 3 clusters Score -187386.3 nChanged 145 ComputeScore: Raw -190749.167955 + Penalty 3222.060726 = -187527.107229 Iteration 15Q: 3 clusters Score -187527.1 nChanged 130 ComputeScore: Raw -190865.250883 + Penalty 3222.060726 = -187643.190156 Iteration 16Q: 3 clusters Score -187643.2 nChanged 101 ComputeScore: Raw -190968.977354 + Penalty 3222.060726 = -187746.916627 Iteration 17Q: 3 clusters Score -187746.9 nChanged 102 ComputeScore: Raw -191058.229321 + Penalty 3222.060726 = -187836.168594 Iteration 18Q: 3 clusters Score -187836.2 nChanged 88 ComputeScore: Raw -191111.063950 + Penalty 3222.060726 = -187889.003223 Iteration 19Q: 3 clusters Score -187889 nChanged 61 ComputeScore: Raw -191142.670911 + Penalty 3222.060726 = -187920.610185 Iteration 20F: 3 clusters Score -187920.6 nChanged 40 ComputeScore: Raw -191157.012074 + Penalty 3222.060726 = -187934.951347 Iteration 21Q: 3 clusters Score -187935 nChanged 27 ComputeScore: Raw -191165.977118 + Penalty 3222.060726 = -187943.916392 Iteration 22Q: 3 clusters Score -187943.9 nChanged 17 ComputeScore: Raw -191171.815863 + Penalty 3222.060726 = -187949.755136 Iteration 23Q: 3 clusters Score -187949.8 nChanged 11 ComputeScore: Raw -191175.775250 + Penalty 3222.060726 = -187953.714524 Iteration 24Q: 3 clusters Score -187953.7 nChanged 7 ComputeScore: Raw -191178.175102 + Penalty 3222.060726 = -187956.114376 Iteration 25Q: 3 clusters Score -187956.1 nChanged 13 ComputeScore: Raw -191182.521996 + Penalty 3222.060726 = -187960.461269 Iteration 26Q: 3 clusters Score -187960.5 nChanged 6 ComputeScore: Raw -191184.138497 + Penalty 3222.060726 = -187962.077770 Iteration 27Q: 3 clusters Score -187962.1 nChanged 3 ComputeScore: Raw -191184.788440 + Penalty 3222.060726 = -187962.727714 Iteration 28Q: 3 clusters Score -187962.7 nChanged 2 ComputeScore: Raw -191185.224087 + Penalty 3222.060726 = -187963.163360 Iteration 29Q: 3 clusters Score -187963.2 nChanged 2 ComputeScore: Raw -191185.644944 + Penalty 3222.060726 = -187963.584218 Iteration 30Q: 3 clusters Score -187963.6 nChanged 1 ComputeScore: Raw -191185.990609 + Penalty 3222.060726 = -187963.929883 Iteration 31Q: 3 clusters Score -187963.9 nChanged 1 ComputeScore: Raw -191186.348504 + Penalty 3222.060726 = -187964.287778 Iteration 32Q: 3 clusters Score -187964.3 nChanged 0 ComputeScore: Raw -191186.348504 + Penalty 3222.060726 = -187964.287778 Iteration 33F: 3 clusters Score -187964.3 nChanged 0 Trying to split cluster 20 (4414 points) Assigned 2 initial classes randomly. ComputeScore: Raw -169428.839871 + Penalty 1586.189415 = -167842.650456 Iteration 0F: 2 clusters Score -167842.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -167227.860873 + Penalty 3172.378830 = -164055.482043 Iteration 0F: 3 clusters Score -164055.5 nChanged 1704 ComputeScore: Raw -168163.409125 + Penalty 3172.378830 = -164991.030295 Iteration 1F: 3 clusters Score -164991 nChanged 323 ComputeScore: Raw -168359.735823 + Penalty 3172.378830 = -165187.356993 Iteration 2F: 3 clusters Score -165187.4 nChanged 243 ComputeScore: Raw -168487.580132 + Penalty 3172.378830 = -165315.201302 Iteration 3F: 3 clusters Score -165315.2 nChanged 164 ComputeScore: Raw -168570.629860 + Penalty 3172.378830 = -165398.251030 Iteration 4Q: 3 clusters Score -165398.3 nChanged 140 ComputeScore: Raw -168644.106063 + Penalty 3172.378830 = -165471.727233 Iteration 5Q: 3 clusters Score -165471.7 nChanged 106 ComputeScore: Raw -168690.533795 + Penalty 3172.378830 = -165518.154965 Iteration 6Q: 3 clusters Score -165518.2 nChanged 90 ComputeScore: Raw -168738.614303 + Penalty 3172.378830 = -165566.235473 Iteration 7Q: 3 clusters Score -165566.2 nChanged 95 ComputeScore: Raw -168790.518360 + Penalty 3172.378830 = -165618.139530 Iteration 8Q: 3 clusters Score -165618.1 nChanged 110 ComputeScore: Raw -168857.931533 + Penalty 3172.378830 = -165685.552704 Iteration 9Q: 3 clusters Score -165685.6 nChanged 109 ComputeScore: Raw -168932.405362 + Penalty 3172.378830 = -165760.026532 Iteration 10Q: 3 clusters Score -165760 nChanged 115 ComputeScore: Raw -169010.630830 + Penalty 3172.378830 = -165838.252000 Iteration 11Q: 3 clusters Score -165838.3 nChanged 108 ComputeScore: Raw -169086.542635 + Penalty 3172.378830 = -165914.163805 Iteration 12Q: 3 clusters Score -165914.2 nChanged 103 ComputeScore: Raw -169146.029482 + Penalty 3172.378830 = -165973.650652 Iteration 13Q: 3 clusters Score -165973.7 nChanged 87 ComputeScore: Raw -169198.021944 + Penalty 3172.378830 = -166025.643114 Iteration 14Q: 3 clusters Score -166025.6 nChanged 78 ComputeScore: Raw -169254.643741 + Penalty 3172.378830 = -166082.264912 Iteration 15Q: 3 clusters Score -166082.3 nChanged 88 ComputeScore: Raw -169308.343761 + Penalty 3172.378830 = -166135.964931 Iteration 16Q: 3 clusters Score -166136 nChanged 66 ComputeScore: Raw -169351.188156 + Penalty 3172.378830 = -166178.809327 Iteration 17Q: 3 clusters Score -166178.8 nChanged 59 ComputeScore: Raw -169387.467994 + Penalty 3172.378830 = -166215.089165 Iteration 18Q: 3 clusters Score -166215.1 nChanged 47 ComputeScore: Raw -169416.631607 + Penalty 3172.378830 = -166244.252777 Iteration 19Q: 3 clusters Score -166244.3 nChanged 38 ComputeScore: Raw -169446.255244 + Penalty 3172.378830 = -166273.876414 Iteration 20F: 3 clusters Score -166273.9 nChanged 47 ComputeScore: Raw -169474.653877 + Penalty 3172.378830 = -166302.275047 Iteration 21Q: 3 clusters Score -166302.3 nChanged 30 ComputeScore: Raw -169495.888410 + Penalty 3172.378830 = -166323.509580 Iteration 22Q: 3 clusters Score -166323.5 nChanged 31 ComputeScore: Raw -169512.196146 + Penalty 3172.378830 = -166339.817317 Iteration 23Q: 3 clusters Score -166339.8 nChanged 16 ComputeScore: Raw -169523.325729 + Penalty 3172.378830 = -166350.946899 Iteration 24Q: 3 clusters Score -166350.9 nChanged 13 ComputeScore: Raw -169530.599117 + Penalty 3172.378830 = -166358.220287 Iteration 25Q: 3 clusters Score -166358.2 nChanged 14 ComputeScore: Raw -169537.669322 + Penalty 3172.378830 = -166365.290492 Iteration 26Q: 3 clusters Score -166365.3 nChanged 9 ComputeScore: Raw -169542.427463 + Penalty 3172.378830 = -166370.048633 Iteration 27Q: 3 clusters Score -166370 nChanged 10 ComputeScore: Raw -169546.936397 + Penalty 3172.378830 = -166374.557567 Iteration 28Q: 3 clusters Score -166374.6 nChanged 10 ComputeScore: Raw -169553.516769 + Penalty 3172.378830 = -166381.137940 Iteration 29Q: 3 clusters Score -166381.1 nChanged 16 ComputeScore: Raw -169562.650651 + Penalty 3172.378830 = -166390.271821 Iteration 30Q: 3 clusters Score -166390.3 nChanged 17 ComputeScore: Raw -169571.917776 + Penalty 3172.378830 = -166399.538946 Iteration 31Q: 3 clusters Score -166399.5 nChanged 14 ComputeScore: Raw -169581.627710 + Penalty 3172.378830 = -166409.248881 Iteration 32Q: 3 clusters Score -166409.2 nChanged 15 ComputeScore: Raw -169592.091716 + Penalty 3172.378830 = -166419.712886 Iteration 33Q: 3 clusters Score -166419.7 nChanged 13 ComputeScore: Raw -169598.343595 + Penalty 3172.378830 = -166425.964766 Iteration 34Q: 3 clusters Score -166426 nChanged 8 ComputeScore: Raw -169603.401211 + Penalty 3172.378830 = -166431.022382 Iteration 35Q: 3 clusters Score -166431 nChanged 10 ComputeScore: Raw -169609.992544 + Penalty 3172.378830 = -166437.613714 Iteration 36Q: 3 clusters Score -166437.6 nChanged 10 ComputeScore: Raw -169614.786297 + Penalty 3172.378830 = -166442.407467 Iteration 37Q: 3 clusters Score -166442.4 nChanged 6 ComputeScore: Raw -169617.447310 + Penalty 3172.378830 = -166445.068480 Iteration 38Q: 3 clusters Score -166445.1 nChanged 4 ComputeScore: Raw -169618.858693 + Penalty 3172.378830 = -166446.479864 Iteration 39Q: 3 clusters Score -166446.5 nChanged 4 ComputeScore: Raw -169620.963669 + Penalty 3172.378830 = -166448.584839 Iteration 40F: 3 clusters Score -166448.6 nChanged 1 ComputeScore: Raw -169622.248490 + Penalty 3172.378830 = -166449.869660 Iteration 41Q: 3 clusters Score -166449.9 nChanged 5 ComputeScore: Raw -169624.858864 + Penalty 3172.378830 = -166452.480034 Iteration 42Q: 3 clusters Score -166452.5 nChanged 6 ComputeScore: Raw -169629.582192 + Penalty 3172.378830 = -166457.203362 Iteration 43Q: 3 clusters Score -166457.2 nChanged 6 ComputeScore: Raw -169634.256745 + Penalty 3172.378830 = -166461.877916 Iteration 44Q: 3 clusters Score -166461.9 nChanged 6 ComputeScore: Raw -169636.329102 + Penalty 3172.378830 = -166463.950272 Iteration 45Q: 3 clusters Score -166464 nChanged 1 ComputeScore: Raw -169637.298427 + Penalty 3172.378830 = -166464.919597 Iteration 46Q: 3 clusters Score -166464.9 nChanged 1 ComputeScore: Raw -169637.728634 + Penalty 3172.378830 = -166465.349804 Iteration 47Q: 3 clusters Score -166465.3 nChanged 1 ComputeScore: Raw -169637.826852 + Penalty 3172.378830 = -166465.448022 Iteration 48Q: 3 clusters Score -166465.4 nChanged 0 ComputeScore: Raw -169637.826852 + Penalty 3172.378830 = -166465.448022 Iteration 49F: 3 clusters Score -166465.4 nChanged 0 Trying to split cluster 21 (3270 points) Assigned 2 initial classes randomly. ComputeScore: Raw -126673.283222 + Penalty 1529.491055 = -125143.792167 Iteration 0F: 2 clusters Score -125143.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -125155.841294 + Penalty 3058.982110 = -122096.859185 Iteration 0F: 3 clusters Score -122096.9 nChanged 1241 ComputeScore: Raw -125850.517095 + Penalty 3058.982110 = -122791.534985 Iteration 1F: 3 clusters Score -122791.5 nChanged 227 ComputeScore: Raw -125978.600663 + Penalty 3058.982110 = -122919.618554 Iteration 2F: 3 clusters Score -122919.6 nChanged 157 ComputeScore: Raw -126060.772391 + Penalty 3058.982110 = -123001.790281 Iteration 3Q: 3 clusters Score -123001.8 nChanged 102 ComputeScore: Raw -126110.094472 + Penalty 3058.982110 = -123051.112363 Iteration 4Q: 3 clusters Score -123051.1 nChanged 71 ComputeScore: Raw -126141.085398 + Penalty 3058.982110 = -123082.103288 Iteration 5Q: 3 clusters Score -123082.1 nChanged 55 ComputeScore: Raw -126163.573254 + Penalty 3058.982110 = -123104.591144 Iteration 6Q: 3 clusters Score -123104.6 nChanged 53 ComputeScore: Raw -126185.572340 + Penalty 3058.982110 = -123126.590230 Iteration 7Q: 3 clusters Score -123126.6 nChanged 44 ComputeScore: Raw -126205.780268 + Penalty 3058.982110 = -123146.798158 Iteration 8Q: 3 clusters Score -123146.8 nChanged 45 ComputeScore: Raw -126225.969892 + Penalty 3058.982110 = -123166.987782 Iteration 9Q: 3 clusters Score -123167 nChanged 43 ComputeScore: Raw -126245.561063 + Penalty 3058.982110 = -123186.578953 Iteration 10Q: 3 clusters Score -123186.6 nChanged 42 ComputeScore: Raw -126261.119179 + Penalty 3058.982110 = -123202.137070 Iteration 11Q: 3 clusters Score -123202.1 nChanged 37 ComputeScore: Raw -126274.522362 + Penalty 3058.982110 = -123215.540252 Iteration 12Q: 3 clusters Score -123215.5 nChanged 31 ComputeScore: Raw -126284.701464 + Penalty 3058.982110 = -123225.719355 Iteration 13Q: 3 clusters Score -123225.7 nChanged 26 ComputeScore: Raw -126291.622790 + Penalty 3058.982110 = -123232.640681 Iteration 14Q: 3 clusters Score -123232.6 nChanged 17 ComputeScore: Raw -126298.439297 + Penalty 3058.982110 = -123239.457187 Iteration 15Q: 3 clusters Score -123239.5 nChanged 19 ComputeScore: Raw -126305.746551 + Penalty 3058.982110 = -123246.764441 Iteration 16Q: 3 clusters Score -123246.8 nChanged 22 ComputeScore: Raw -126312.568629 + Penalty 3058.982110 = -123253.586519 Iteration 17Q: 3 clusters Score -123253.6 nChanged 20 ComputeScore: Raw -126318.897301 + Penalty 3058.982110 = -123259.915191 Iteration 18Q: 3 clusters Score -123259.9 nChanged 16 ComputeScore: Raw -126324.364857 + Penalty 3058.982110 = -123265.382747 Iteration 19Q: 3 clusters Score -123265.4 nChanged 18 ComputeScore: Raw -126331.908222 + Penalty 3058.982110 = -123272.926113 Iteration 20F: 3 clusters Score -123272.9 nChanged 28 ComputeScore: Raw -126346.229413 + Penalty 3058.982110 = -123287.247303 Iteration 21Q: 3 clusters Score -123287.2 nChanged 39 ComputeScore: Raw -126363.593724 + Penalty 3058.982110 = -123304.611614 Iteration 22Q: 3 clusters Score -123304.6 nChanged 39 ComputeScore: Raw -126382.217735 + Penalty 3058.982110 = -123323.235625 Iteration 23Q: 3 clusters Score -123323.2 nChanged 39 ComputeScore: Raw -126399.425369 + Penalty 3058.982110 = -123340.443259 Iteration 24Q: 3 clusters Score -123340.4 nChanged 43 ComputeScore: Raw -126419.177688 + Penalty 3058.982110 = -123360.195578 Iteration 25Q: 3 clusters Score -123360.2 nChanged 30 ComputeScore: Raw -126430.966113 + Penalty 3058.982110 = -123371.984003 Iteration 26Q: 3 clusters Score -123372 nChanged 27 ComputeScore: Raw -126443.755661 + Penalty 3058.982110 = -123384.773551 Iteration 27Q: 3 clusters Score -123384.8 nChanged 37 ComputeScore: Raw -126458.863366 + Penalty 3058.982110 = -123399.881257 Iteration 28Q: 3 clusters Score -123399.9 nChanged 26 ComputeScore: Raw -126467.329541 + Penalty 3058.982110 = -123408.347431 Iteration 29Q: 3 clusters Score -123408.3 nChanged 20 ComputeScore: Raw -126475.541826 + Penalty 3058.982110 = -123416.559717 Iteration 30Q: 3 clusters Score -123416.6 nChanged 23 ComputeScore: Raw -126485.835890 + Penalty 3058.982110 = -123426.853780 Iteration 31Q: 3 clusters Score -123426.9 nChanged 17 ComputeScore: Raw -126492.436397 + Penalty 3058.982110 = -123433.454287 Iteration 32Q: 3 clusters Score -123433.5 nChanged 19 ComputeScore: Raw -126500.902001 + Penalty 3058.982110 = -123441.919891 Iteration 33Q: 3 clusters Score -123441.9 nChanged 19 ComputeScore: Raw -126509.196303 + Penalty 3058.982110 = -123450.214193 Iteration 34Q: 3 clusters Score -123450.2 nChanged 16 ComputeScore: Raw -126516.155761 + Penalty 3058.982110 = -123457.173651 Iteration 35Q: 3 clusters Score -123457.2 nChanged 19 ComputeScore: Raw -126524.104017 + Penalty 3058.982110 = -123465.121907 Iteration 36Q: 3 clusters Score -123465.1 nChanged 17 ComputeScore: Raw -126532.513549 + Penalty 3058.982110 = -123473.531439 Iteration 37Q: 3 clusters Score -123473.5 nChanged 17 ComputeScore: Raw -126540.167814 + Penalty 3058.982110 = -123481.185705 Iteration 38Q: 3 clusters Score -123481.2 nChanged 17 ComputeScore: Raw -126547.195306 + Penalty 3058.982110 = -123488.213197 Iteration 39Q: 3 clusters Score -123488.2 nChanged 17 ComputeScore: Raw -126554.297603 + Penalty 3058.982110 = -123495.315493 Iteration 40F: 3 clusters Score -123495.3 nChanged 19 ComputeScore: Raw -126562.822453 + Penalty 3058.982110 = -123503.840343 Iteration 41Q: 3 clusters Score -123503.8 nChanged 18 ComputeScore: Raw -126571.230190 + Penalty 3058.982110 = -123512.248080 Iteration 42Q: 3 clusters Score -123512.2 nChanged 22 ComputeScore: Raw -126581.646740 + Penalty 3058.982110 = -123522.664630 Iteration 43Q: 3 clusters Score -123522.7 nChanged 24 ComputeScore: Raw -126596.439641 + Penalty 3058.982110 = -123537.457531 Iteration 44Q: 3 clusters Score -123537.5 nChanged 23 ComputeScore: Raw -126606.796929 + Penalty 3058.982110 = -123547.814820 Iteration 45Q: 3 clusters Score -123547.8 nChanged 16 ComputeScore: Raw -126613.160552 + Penalty 3058.982110 = -123554.178442 Iteration 46Q: 3 clusters Score -123554.2 nChanged 18 ComputeScore: Raw -126620.354549 + Penalty 3058.982110 = -123561.372439 Iteration 47Q: 3 clusters Score -123561.4 nChanged 19 ComputeScore: Raw -126626.496672 + Penalty 3058.982110 = -123567.514562 Iteration 48Q: 3 clusters Score -123567.5 nChanged 10 ComputeScore: Raw -126631.502652 + Penalty 3058.982110 = -123572.520542 Iteration 49Q: 3 clusters Score -123572.5 nChanged 13 ComputeScore: Raw -126636.083264 + Penalty 3058.982110 = -123577.101154 Iteration 50Q: 3 clusters Score -123577.1 nChanged 11 ComputeScore: Raw -126641.616603 + Penalty 3058.982110 = -123582.634494 Iteration 51Q: 3 clusters Score -123582.6 nChanged 14 ComputeScore: Raw -126645.513023 + Penalty 3058.982110 = -123586.530913 Iteration 52Q: 3 clusters Score -123586.5 nChanged 9 ComputeScore: Raw -126648.978329 + Penalty 3058.982110 = -123589.996219 Iteration 53Q: 3 clusters Score -123590 nChanged 7 ComputeScore: Raw -126651.454368 + Penalty 3058.982110 = -123592.472259 Iteration 54Q: 3 clusters Score -123592.5 nChanged 12 ComputeScore: Raw -126654.677934 + Penalty 3058.982110 = -123595.695824 Iteration 55Q: 3 clusters Score -123595.7 nChanged 5 ComputeScore: Raw -126656.208432 + Penalty 3058.982110 = -123597.226322 Iteration 56Q: 3 clusters Score -123597.2 nChanged 9 ComputeScore: Raw -126659.679146 + Penalty 3058.982110 = -123600.697036 Iteration 57Q: 3 clusters Score -123600.7 nChanged 12 ComputeScore: Raw -126665.095346 + Penalty 3058.982110 = -123606.113236 Iteration 58Q: 3 clusters Score -123606.1 nChanged 15 ComputeScore: Raw -126669.622824 + Penalty 3058.982110 = -123610.640714 Iteration 59Q: 3 clusters Score -123610.6 nChanged 9 ComputeScore: Raw -126673.054626 + Penalty 3058.982110 = -123614.072516 Iteration 60F: 3 clusters Score -123614.1 nChanged 6 ComputeScore: Raw -126674.953053 + Penalty 3058.982110 = -123615.970943 Iteration 61Q: 3 clusters Score -123616 nChanged 4 ComputeScore: Raw -126676.356193 + Penalty 3058.982110 = -123617.374083 Iteration 62Q: 3 clusters Score -123617.4 nChanged 5 ComputeScore: Raw -126678.069387 + Penalty 3058.982110 = -123619.087277 Iteration 63Q: 3 clusters Score -123619.1 nChanged 6 ComputeScore: Raw -126679.832886 + Penalty 3058.982110 = -123620.850776 Iteration 64Q: 3 clusters Score -123620.9 nChanged 11 ComputeScore: Raw -126684.010011 + Penalty 3058.982110 = -123625.027901 Iteration 65Q: 3 clusters Score -123625 nChanged 9 ComputeScore: Raw -126687.912127 + Penalty 3058.982110 = -123628.930017 Iteration 66Q: 3 clusters Score -123628.9 nChanged 14 ComputeScore: Raw -126692.689845 + Penalty 3058.982110 = -123633.707735 Iteration 67Q: 3 clusters Score -123633.7 nChanged 15 ComputeScore: Raw -126699.250419 + Penalty 3058.982110 = -123640.268310 Iteration 68Q: 3 clusters Score -123640.3 nChanged 14 ComputeScore: Raw -126708.242341 + Penalty 3058.982110 = -123649.260232 Iteration 69Q: 3 clusters Score -123649.3 nChanged 18 ComputeScore: Raw -126716.385546 + Penalty 3058.982110 = -123657.403436 Iteration 70Q: 3 clusters Score -123657.4 nChanged 20 ComputeScore: Raw -126725.354198 + Penalty 3058.982110 = -123666.372088 Iteration 71Q: 3 clusters Score -123666.4 nChanged 20 ComputeScore: Raw -126734.608015 + Penalty 3058.982110 = -123675.625906 Iteration 72Q: 3 clusters Score -123675.6 nChanged 17 ComputeScore: Raw -126745.067175 + Penalty 3058.982110 = -123686.085065 Iteration 73Q: 3 clusters Score -123686.1 nChanged 24 ComputeScore: Raw -126754.300951 + Penalty 3058.982110 = -123695.318842 Iteration 74Q: 3 clusters Score -123695.3 nChanged 21 ComputeScore: Raw -126765.640625 + Penalty 3058.982110 = -123706.658516 Iteration 75Q: 3 clusters Score -123706.7 nChanged 24 ComputeScore: Raw -126776.974983 + Penalty 3058.982110 = -123717.992874 Iteration 76Q: 3 clusters Score -123718 nChanged 19 ComputeScore: Raw -126787.523576 + Penalty 3058.982110 = -123728.541466 Iteration 77Q: 3 clusters Score -123728.5 nChanged 27 ComputeScore: Raw -126804.581059 + Penalty 3058.982110 = -123745.598949 Iteration 78Q: 3 clusters Score -123745.6 nChanged 27 ComputeScore: Raw -126816.098186 + Penalty 3058.982110 = -123757.116076 Iteration 79Q: 3 clusters Score -123757.1 nChanged 13 ComputeScore: Raw -126820.146407 + Penalty 3058.982110 = -123761.164297 Iteration 80F: 3 clusters Score -123761.2 nChanged 13 ComputeScore: Raw -126825.067463 + Penalty 3058.982110 = -123766.085354 Iteration 81Q: 3 clusters Score -123766.1 nChanged 13 ComputeScore: Raw -126831.052141 + Penalty 3058.982110 = -123772.070032 Iteration 82Q: 3 clusters Score -123772.1 nChanged 12 ComputeScore: Raw -126836.805857 + Penalty 3058.982110 = -123777.823747 Iteration 83Q: 3 clusters Score -123777.8 nChanged 9 ComputeScore: Raw -126840.604654 + Penalty 3058.982110 = -123781.622544 Iteration 84Q: 3 clusters Score -123781.6 nChanged 14 ComputeScore: Raw -126847.052888 + Penalty 3058.982110 = -123788.070779 Iteration 85Q: 3 clusters Score -123788.1 nChanged 13 ComputeScore: Raw -126859.140249 + Penalty 3058.982110 = -123800.158139 Iteration 86Q: 3 clusters Score -123800.2 nChanged 19 ComputeScore: Raw -126868.407573 + Penalty 3058.982110 = -123809.425463 Iteration 87Q: 3 clusters Score -123809.4 nChanged 15 ComputeScore: Raw -126873.501235 + Penalty 3058.982110 = -123814.519125 Iteration 88Q: 3 clusters Score -123814.5 nChanged 9 ComputeScore: Raw -126876.185699 + Penalty 3058.982110 = -123817.203589 Iteration 89Q: 3 clusters Score -123817.2 nChanged 7 ComputeScore: Raw -126878.152092 + Penalty 3058.982110 = -123819.169982 Iteration 90Q: 3 clusters Score -123819.2 nChanged 5 ComputeScore: Raw -126879.701133 + Penalty 3058.982110 = -123820.719023 Iteration 91Q: 3 clusters Score -123820.7 nChanged 3 ComputeScore: Raw -126880.585036 + Penalty 3058.982110 = -123821.602926 Iteration 92Q: 3 clusters Score -123821.6 nChanged 3 ComputeScore: Raw -126881.147430 + Penalty 3058.982110 = -123822.165320 Iteration 93Q: 3 clusters Score -123822.2 nChanged 2 ComputeScore: Raw -126881.912358 + Penalty 3058.982110 = -123822.930248 Iteration 94Q: 3 clusters Score -123822.9 nChanged 1 ComputeScore: Raw -126882.220724 + Penalty 3058.982110 = -123823.238614 Iteration 95Q: 3 clusters Score -123823.2 nChanged 0 ComputeScore: Raw -126882.220724 + Penalty 3058.982110 = -123823.238614 Iteration 96F: 3 clusters Score -123823.2 nChanged 0 Trying to split cluster 22 (4271 points) Assigned 2 initial classes randomly. ComputeScore: Raw -164310.492737 + Penalty 1579.965018 = -162730.527719 Iteration 0F: 2 clusters Score -162730.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -162185.710677 + Penalty 3159.930036 = -159025.780641 Iteration 0F: 3 clusters Score -159025.8 nChanged 1631 ComputeScore: Raw -163121.044823 + Penalty 3159.930036 = -159961.114786 Iteration 1F: 3 clusters Score -159961.1 nChanged 295 ComputeScore: Raw -163293.334599 + Penalty 3159.930036 = -160133.404562 Iteration 2F: 3 clusters Score -160133.4 nChanged 220 ComputeScore: Raw -163410.430771 + Penalty 3159.930036 = -160250.500734 Iteration 3F: 3 clusters Score -160250.5 nChanged 180 ComputeScore: Raw -163506.475934 + Penalty 3159.930036 = -160346.545898 Iteration 4Q: 3 clusters Score -160346.5 nChanged 137 ComputeScore: Raw -163578.927688 + Penalty 3159.930036 = -160418.997652 Iteration 5Q: 3 clusters Score -160419 nChanged 120 ComputeScore: Raw -163644.601954 + Penalty 3159.930036 = -160484.671918 Iteration 6Q: 3 clusters Score -160484.7 nChanged 117 ComputeScore: Raw -163711.327639 + Penalty 3159.930036 = -160551.397602 Iteration 7Q: 3 clusters Score -160551.4 nChanged 119 ComputeScore: Raw -163773.821834 + Penalty 3159.930036 = -160613.891798 Iteration 8Q: 3 clusters Score -160613.9 nChanged 105 ComputeScore: Raw -163823.910941 + Penalty 3159.930036 = -160663.980905 Iteration 9Q: 3 clusters Score -160664 nChanged 87 ComputeScore: Raw -163867.380514 + Penalty 3159.930036 = -160707.450478 Iteration 10Q: 3 clusters Score -160707.5 nChanged 76 ComputeScore: Raw -163907.448571 + Penalty 3159.930036 = -160747.518534 Iteration 11Q: 3 clusters Score -160747.5 nChanged 73 ComputeScore: Raw -163947.762686 + Penalty 3159.930036 = -160787.832650 Iteration 12Q: 3 clusters Score -160787.8 nChanged 72 ComputeScore: Raw -163985.059513 + Penalty 3159.930036 = -160825.129476 Iteration 13Q: 3 clusters Score -160825.1 nChanged 70 ComputeScore: Raw -164024.233688 + Penalty 3159.930036 = -160864.303652 Iteration 14Q: 3 clusters Score -160864.3 nChanged 63 ComputeScore: Raw -164060.612690 + Penalty 3159.930036 = -160900.682653 Iteration 15Q: 3 clusters Score -160900.7 nChanged 71 ComputeScore: Raw -164099.850978 + Penalty 3159.930036 = -160939.920942 Iteration 16Q: 3 clusters Score -160939.9 nChanged 66 ComputeScore: Raw -164136.134171 + Penalty 3159.930036 = -160976.204135 Iteration 17Q: 3 clusters Score -160976.2 nChanged 66 ComputeScore: Raw -164169.451972 + Penalty 3159.930036 = -161009.521935 Iteration 18Q: 3 clusters Score -161009.5 nChanged 60 ComputeScore: Raw -164200.864842 + Penalty 3159.930036 = -161040.934805 Iteration 19Q: 3 clusters Score -161040.9 nChanged 64 ComputeScore: Raw -164238.020346 + Penalty 3159.930036 = -161078.090310 Iteration 20F: 3 clusters Score -161078.1 nChanged 65 ComputeScore: Raw -164278.203696 + Penalty 3159.930036 = -161118.273659 Iteration 21Q: 3 clusters Score -161118.3 nChanged 63 ComputeScore: Raw -164315.326468 + Penalty 3159.930036 = -161155.396432 Iteration 22Q: 3 clusters Score -161155.4 nChanged 70 ComputeScore: Raw -164361.814854 + Penalty 3159.930036 = -161201.884818 Iteration 23Q: 3 clusters Score -161201.9 nChanged 63 ComputeScore: Raw -164397.026470 + Penalty 3159.930036 = -161237.096434 Iteration 24Q: 3 clusters Score -161237.1 nChanged 54 ComputeScore: Raw -164426.892845 + Penalty 3159.930036 = -161266.962809 Iteration 25Q: 3 clusters Score -161267 nChanged 44 ComputeScore: Raw -164450.680896 + Penalty 3159.930036 = -161290.750860 Iteration 26Q: 3 clusters Score -161290.8 nChanged 42 ComputeScore: Raw -164471.536176 + Penalty 3159.930036 = -161311.606140 Iteration 27Q: 3 clusters Score -161311.6 nChanged 33 ComputeScore: Raw -164488.039615 + Penalty 3159.930036 = -161328.109578 Iteration 28Q: 3 clusters Score -161328.1 nChanged 26 ComputeScore: Raw -164500.482610 + Penalty 3159.930036 = -161340.552574 Iteration 29Q: 3 clusters Score -161340.6 nChanged 19 ComputeScore: Raw -164511.197291 + Penalty 3159.930036 = -161351.267254 Iteration 30Q: 3 clusters Score -161351.3 nChanged 18 ComputeScore: Raw -164521.082864 + Penalty 3159.930036 = -161361.152828 Iteration 31Q: 3 clusters Score -161361.2 nChanged 18 ComputeScore: Raw -164530.152975 + Penalty 3159.930036 = -161370.222939 Iteration 32Q: 3 clusters Score -161370.2 nChanged 13 ComputeScore: Raw -164535.269544 + Penalty 3159.930036 = -161375.339508 Iteration 33Q: 3 clusters Score -161375.3 nChanged 7 ComputeScore: Raw -164538.916130 + Penalty 3159.930036 = -161378.986094 Iteration 34Q: 3 clusters Score -161379 nChanged 8 ComputeScore: Raw -164541.136783 + Penalty 3159.930036 = -161381.206747 Iteration 35Q: 3 clusters Score -161381.2 nChanged 7 ComputeScore: Raw -164542.858698 + Penalty 3159.930036 = -161382.928662 Iteration 36Q: 3 clusters Score -161382.9 nChanged 3 ComputeScore: Raw -164544.015663 + Penalty 3159.930036 = -161384.085626 Iteration 37Q: 3 clusters Score -161384.1 nChanged 4 ComputeScore: Raw -164546.287286 + Penalty 3159.930036 = -161386.357249 Iteration 38Q: 3 clusters Score -161386.4 nChanged 3 ComputeScore: Raw -164547.064626 + Penalty 3159.930036 = -161387.134589 Iteration 39Q: 3 clusters Score -161387.1 nChanged 0 ComputeScore: Raw -164547.064626 + Penalty 3159.930036 = -161387.134589 Iteration 40F: 3 clusters Score -161387.1 nChanged 0 Trying to split cluster 23 (6024 points) Assigned 2 initial classes randomly. ComputeScore: Raw -225795.856187 + Penalty 1644.962779 = -224150.893407 Iteration 0F: 2 clusters Score -224150.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -222630.430998 + Penalty 3289.925559 = -219340.505439 Iteration 0F: 3 clusters Score -219340.5 nChanged 2435 ComputeScore: Raw -223974.164997 + Penalty 3289.925559 = -220684.239438 Iteration 1F: 3 clusters Score -220684.2 nChanged 458 ComputeScore: Raw -224269.991491 + Penalty 3289.925559 = -220980.065932 Iteration 2F: 3 clusters Score -220980.1 nChanged 385 ComputeScore: Raw -224536.567678 + Penalty 3289.925559 = -221246.642120 Iteration 3F: 3 clusters Score -221246.6 nChanged 331 ComputeScore: Raw -224788.380136 + Penalty 3289.925559 = -221498.454578 Iteration 4F: 3 clusters Score -221498.5 nChanged 322 ComputeScore: Raw -225031.785801 + Penalty 3289.925559 = -221741.860242 Iteration 5F: 3 clusters Score -221741.9 nChanged 295 ComputeScore: Raw -225248.206883 + Penalty 3289.925559 = -221958.281324 Iteration 6Q: 3 clusters Score -221958.3 nChanged 307 ComputeScore: Raw -225482.503261 + Penalty 3289.925559 = -222192.577702 Iteration 7F: 3 clusters Score -222192.6 nChanged 272 ComputeScore: Raw -225679.483917 + Penalty 3289.925559 = -222389.558358 Iteration 8Q: 3 clusters Score -222389.6 nChanged 248 ComputeScore: Raw -225871.140825 + Penalty 3289.925559 = -222581.215266 Iteration 9Q: 3 clusters Score -222581.2 nChanged 238 ComputeScore: Raw -226059.780077 + Penalty 3289.925559 = -222769.854518 Iteration 10Q: 3 clusters Score -222769.9 nChanged 221 ComputeScore: Raw -226203.030709 + Penalty 3289.925559 = -222913.105150 Iteration 11Q: 3 clusters Score -222913.1 nChanged 163 ComputeScore: Raw -226284.066662 + Penalty 3289.925559 = -222994.141104 Iteration 12Q: 3 clusters Score -222994.1 nChanged 126 ComputeScore: Raw -226326.721907 + Penalty 3289.925559 = -223036.796349 Iteration 13Q: 3 clusters Score -223036.8 nChanged 80 ComputeScore: Raw -226348.199250 + Penalty 3289.925559 = -223058.273691 Iteration 14Q: 3 clusters Score -223058.3 nChanged 43 ComputeScore: Raw -226361.587326 + Penalty 3289.925559 = -223071.661767 Iteration 15Q: 3 clusters Score -223071.7 nChanged 34 ComputeScore: Raw -226369.853958 + Penalty 3289.925559 = -223079.928399 Iteration 16Q: 3 clusters Score -223079.9 nChanged 21 ComputeScore: Raw -226374.543501 + Penalty 3289.925559 = -223084.617942 Iteration 17Q: 3 clusters Score -223084.6 nChanged 17 ComputeScore: Raw -226377.785692 + Penalty 3289.925559 = -223087.860133 Iteration 18Q: 3 clusters Score -223087.9 nChanged 20 ComputeScore: Raw -226383.051713 + Penalty 3289.925559 = -223093.126154 Iteration 19Q: 3 clusters Score -223093.1 nChanged 26 ComputeScore: Raw -226389.472072 + Penalty 3289.925559 = -223099.546513 Iteration 20F: 3 clusters Score -223099.5 nChanged 25 ComputeScore: Raw -226396.331079 + Penalty 3289.925559 = -223106.405520 Iteration 21Q: 3 clusters Score -223106.4 nChanged 23 ComputeScore: Raw -226403.636301 + Penalty 3289.925559 = -223113.710742 Iteration 22Q: 3 clusters Score -223113.7 nChanged 23 ComputeScore: Raw -226411.036210 + Penalty 3289.925559 = -223121.110651 Iteration 23Q: 3 clusters Score -223121.1 nChanged 12 ComputeScore: Raw -226413.971540 + Penalty 3289.925559 = -223124.045981 Iteration 24Q: 3 clusters Score -223124 nChanged 16 ComputeScore: Raw -226418.239777 + Penalty 3289.925559 = -223128.314219 Iteration 25Q: 3 clusters Score -223128.3 nChanged 20 ComputeScore: Raw -226422.648991 + Penalty 3289.925559 = -223132.723432 Iteration 26Q: 3 clusters Score -223132.7 nChanged 19 ComputeScore: Raw -226427.967581 + Penalty 3289.925559 = -223138.042022 Iteration 27Q: 3 clusters Score -223138 nChanged 22 ComputeScore: Raw -226434.254735 + Penalty 3289.925559 = -223144.329176 Iteration 28Q: 3 clusters Score -223144.3 nChanged 29 ComputeScore: Raw -226444.083736 + Penalty 3289.925559 = -223154.158177 Iteration 29Q: 3 clusters Score -223154.2 nChanged 30 ComputeScore: Raw -226454.274408 + Penalty 3289.925559 = -223164.348849 Iteration 30Q: 3 clusters Score -223164.3 nChanged 38 ComputeScore: Raw -226471.871461 + Penalty 3289.925559 = -223181.945902 Iteration 31Q: 3 clusters Score -223181.9 nChanged 43 ComputeScore: Raw -226488.438481 + Penalty 3289.925559 = -223198.512922 Iteration 32Q: 3 clusters Score -223198.5 nChanged 51 ComputeScore: Raw -226513.730116 + Penalty 3289.925559 = -223223.804557 Iteration 33Q: 3 clusters Score -223223.8 nChanged 58 ComputeScore: Raw -226542.539237 + Penalty 3289.925559 = -223252.613678 Iteration 34Q: 3 clusters Score -223252.6 nChanged 67 ComputeScore: Raw -226574.112762 + Penalty 3289.925559 = -223284.187204 Iteration 35Q: 3 clusters Score -223284.2 nChanged 58 ComputeScore: Raw -226603.865799 + Penalty 3289.925559 = -223313.940241 Iteration 36Q: 3 clusters Score -223313.9 nChanged 67 ComputeScore: Raw -226635.583836 + Penalty 3289.925559 = -223345.658277 Iteration 37Q: 3 clusters Score -223345.7 nChanged 68 ComputeScore: Raw -226666.871705 + Penalty 3289.925559 = -223376.946146 Iteration 38Q: 3 clusters Score -223376.9 nChanged 69 ComputeScore: Raw -226706.068831 + Penalty 3289.925559 = -223416.143272 Iteration 39Q: 3 clusters Score -223416.1 nChanged 72 ComputeScore: Raw -226749.356736 + Penalty 3289.925559 = -223459.431177 Iteration 40F: 3 clusters Score -223459.4 nChanged 79 ComputeScore: Raw -226794.134121 + Penalty 3289.925559 = -223504.208562 Iteration 41Q: 3 clusters Score -223504.2 nChanged 71 ComputeScore: Raw -226838.106149 + Penalty 3289.925559 = -223548.180590 Iteration 42Q: 3 clusters Score -223548.2 nChanged 79 ComputeScore: Raw -226896.014514 + Penalty 3289.925559 = -223606.088955 Iteration 43Q: 3 clusters Score -223606.1 nChanged 91 ComputeScore: Raw -226958.609022 + Penalty 3289.925559 = -223668.683463 Iteration 44Q: 3 clusters Score -223668.7 nChanged 92 ComputeScore: Raw -227024.661631 + Penalty 3289.925559 = -223734.736073 Iteration 45Q: 3 clusters Score -223734.7 nChanged 82 ComputeScore: Raw -227092.175186 + Penalty 3289.925559 = -223802.249627 Iteration 46Q: 3 clusters Score -223802.2 nChanged 81 ComputeScore: Raw -227164.717342 + Penalty 3289.925559 = -223874.791783 Iteration 47Q: 3 clusters Score -223874.8 nChanged 105 ComputeScore: Raw -227300.192744 + Penalty 3289.925559 = -224010.267186 Iteration 48Q: 3 clusters Score -224010.3 nChanged 103 ComputeScore: Raw -227408.894773 + Penalty 3289.925559 = -224118.969215 Iteration 49Q: 3 clusters Score -224119 nChanged 99 ComputeScore: Raw -227524.084874 + Penalty 3289.925559 = -224234.159316 Iteration 50Q: 3 clusters Score -224234.2 nChanged 92 ComputeScore: Raw -227600.101616 + Penalty 3289.925559 = -224310.176057 Iteration 51Q: 3 clusters Score -224310.2 nChanged 62 ComputeScore: Raw -227636.599803 + Penalty 3289.925559 = -224346.674245 Iteration 52Q: 3 clusters Score -224346.7 nChanged 48 ComputeScore: Raw -227663.961080 + Penalty 3289.925559 = -224374.035521 Iteration 53Q: 3 clusters Score -224374 nChanged 29 ComputeScore: Raw -227684.329620 + Penalty 3289.925559 = -224394.404061 Iteration 54Q: 3 clusters Score -224394.4 nChanged 18 ComputeScore: Raw -227695.351627 + Penalty 3289.925559 = -224405.426069 Iteration 55Q: 3 clusters Score -224405.4 nChanged 14 ComputeScore: Raw -227698.702708 + Penalty 3289.925559 = -224408.777149 Iteration 56Q: 3 clusters Score -224408.8 nChanged 14 ComputeScore: Raw -227700.864497 + Penalty 3289.925559 = -224410.938938 Iteration 57Q: 3 clusters Score -224410.9 nChanged 7 ComputeScore: Raw -227701.864305 + Penalty 3289.925559 = -224411.938746 Iteration 58Q: 3 clusters Score -224411.9 nChanged 4 ComputeScore: Raw -227702.618521 + Penalty 3289.925559 = -224412.692962 Iteration 59Q: 3 clusters Score -224412.7 nChanged 4 ComputeScore: Raw -227708.959248 + Penalty 3289.925559 = -224419.033689 Iteration 60F: 3 clusters Score -224419 nChanged 10 ComputeScore: Raw -227711.986342 + Penalty 3289.925559 = -224422.060784 Iteration 61Q: 3 clusters Score -224422.1 nChanged 7 ComputeScore: Raw -227713.366556 + Penalty 3289.925559 = -224423.440997 Iteration 62Q: 3 clusters Score -224423.4 nChanged 6 ComputeScore: Raw -227714.238711 + Penalty 3289.925559 = -224424.313152 Iteration 63Q: 3 clusters Score -224424.3 nChanged 6 ComputeScore: Raw -227715.717297 + Penalty 3289.925559 = -224425.791739 Iteration 64Q: 3 clusters Score -224425.8 nChanged 8 ComputeScore: Raw -227717.527962 + Penalty 3289.925559 = -224427.602403 Iteration 65Q: 3 clusters Score -224427.6 nChanged 4 ComputeScore: Raw -227718.513362 + Penalty 3289.925559 = -224428.587803 Iteration 66Q: 3 clusters Score -224428.6 nChanged 1 ComputeScore: Raw -227718.607919 + Penalty 3289.925559 = -224428.682360 Iteration 67Q: 3 clusters Score -224428.7 nChanged 1 ComputeScore: Raw -227718.669519 + Penalty 3289.925559 = -224428.743960 Iteration 68Q: 3 clusters Score -224428.7 nChanged 0 ComputeScore: Raw -227718.669519 + Penalty 3289.925559 = -224428.743960 Iteration 69F: 3 clusters Score -224428.7 nChanged 0 ComputeScore: Raw -5339274.147691 + Penalty 78945.763495 = -5260328.384196Splitting cluster 23 changes total score from -5147431.846427 to -5260328.384196 So it's getting split into cluster 35. Trying to split cluster 24 (5728 points) Assigned 2 initial classes randomly. ComputeScore: Raw -219855.880092 + Penalty 1635.440003 = -218220.440089 Iteration 0F: 2 clusters Score -218220.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -216858.314506 + Penalty 3270.880006 = -213587.434500 Iteration 0F: 3 clusters Score -213587.4 nChanged 2310 ComputeScore: Raw -218216.242615 + Penalty 3270.880006 = -214945.362609 Iteration 1F: 3 clusters Score -214945.4 nChanged 464 ComputeScore: Raw -218551.752570 + Penalty 3270.880006 = -215280.872564 Iteration 2F: 3 clusters Score -215280.9 nChanged 415 ComputeScore: Raw -219090.618951 + Penalty 3270.880006 = -215819.738945 Iteration 3F: 3 clusters Score -215819.7 nChanged 534 ComputeScore: Raw -221268.202769 + Penalty 3270.880006 = -217997.322763 Iteration 4F: 3 clusters Score -217997.3 nChanged 751 Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -221295.113035 + Penalty 3270.880006 = -218024.233029 Iteration 5F: 3 clusters Score -218024.2 nChanged 309 ComputeScore: Raw -206134.189959 + Penalty 1635.440003 = -204498.749956 Iteration 6F: 2 clusters Score -204498.7 nChanged 3754 ComputeScore: Raw -219855.880092 + Penalty 1635.440003 = -218220.440089 Iteration 7F: 2 clusters Score -218220.4 nChanged 0 Trying to split cluster 25 (5112 points) Assigned 2 initial classes randomly. ComputeScore: Raw -187053.089865 + Penalty 1613.936393 = -185439.153472 Iteration 0F: 2 clusters Score -185439.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -184420.493700 + Penalty 3227.872787 = -181192.620914 Iteration 0F: 3 clusters Score -181192.6 nChanged 2051 ComputeScore: Raw -185665.360424 + Penalty 3227.872787 = -182437.487637 Iteration 1F: 3 clusters Score -182437.5 nChanged 365 ComputeScore: Raw -185911.324871 + Penalty 3227.872787 = -182683.452084 Iteration 2F: 3 clusters Score -182683.5 nChanged 259 ComputeScore: Raw -186071.683595 + Penalty 3227.872787 = -182843.810809 Iteration 3F: 3 clusters Score -182843.8 nChanged 223 ComputeScore: Raw -186184.261828 + Penalty 3227.872787 = -182956.389042 Iteration 4Q: 3 clusters Score -182956.4 nChanged 185 ComputeScore: Raw -186285.346726 + Penalty 3227.872787 = -183057.473939 Iteration 5Q: 3 clusters Score -183057.5 nChanged 166 ComputeScore: Raw -186371.509188 + Penalty 3227.872787 = -183143.636401 Iteration 6Q: 3 clusters Score -183143.6 nChanged 172 ComputeScore: Raw -186465.596160 + Penalty 3227.872787 = -183237.723374 Iteration 7Q: 3 clusters Score -183237.7 nChanged 148 ComputeScore: Raw -186548.977533 + Penalty 3227.872787 = -183321.104746 Iteration 8Q: 3 clusters Score -183321.1 nChanged 154 ComputeScore: Raw -186621.418654 + Penalty 3227.872787 = -183393.545868 Iteration 9Q: 3 clusters Score -183393.5 nChanged 135 ComputeScore: Raw -186693.096252 + Penalty 3227.872787 = -183465.223465 Iteration 10Q: 3 clusters Score -183465.2 nChanged 125 ComputeScore: Raw -186756.028467 + Penalty 3227.872787 = -183528.155681 Iteration 11Q: 3 clusters Score -183528.2 nChanged 120 ComputeScore: Raw -186805.603561 + Penalty 3227.872787 = -183577.730775 Iteration 12Q: 3 clusters Score -183577.7 nChanged 102 ComputeScore: Raw -186845.272703 + Penalty 3227.872787 = -183617.399917 Iteration 13Q: 3 clusters Score -183617.4 nChanged 94 ComputeScore: Raw -186880.726923 + Penalty 3227.872787 = -183652.854136 Iteration 14Q: 3 clusters Score -183652.9 nChanged 102 ComputeScore: Raw -186925.918163 + Penalty 3227.872787 = -183698.045376 Iteration 15Q: 3 clusters Score -183698 nChanged 116 ComputeScore: Raw -186983.511511 + Penalty 3227.872787 = -183755.638725 Iteration 16Q: 3 clusters Score -183755.6 nChanged 122 ComputeScore: Raw -187050.378699 + Penalty 3227.872787 = -183822.505913 Iteration 17Q: 3 clusters Score -183822.5 nChanged 110 ComputeScore: Raw -187101.603871 + Penalty 3227.872787 = -183873.731084 Iteration 18Q: 3 clusters Score -183873.7 nChanged 99 ComputeScore: Raw -187145.872846 + Penalty 3227.872787 = -183918.000060 Iteration 19Q: 3 clusters Score -183918 nChanged 86 ComputeScore: Raw -187183.683770 + Penalty 3227.872787 = -183955.810983 Iteration 20F: 3 clusters Score -183955.8 nChanged 65 ComputeScore: Raw -187208.747895 + Penalty 3227.872787 = -183980.875109 Iteration 21Q: 3 clusters Score -183980.9 nChanged 60 ComputeScore: Raw -187231.643927 + Penalty 3227.872787 = -184003.771140 Iteration 22Q: 3 clusters Score -184003.8 nChanged 59 ComputeScore: Raw -187255.584451 + Penalty 3227.872787 = -184027.711664 Iteration 23Q: 3 clusters Score -184027.7 nChanged 58 ComputeScore: Raw -187277.065892 + Penalty 3227.872787 = -184049.193105 Iteration 24Q: 3 clusters Score -184049.2 nChanged 54 ComputeScore: Raw -187302.662852 + Penalty 3227.872787 = -184074.790066 Iteration 25Q: 3 clusters Score -184074.8 nChanged 56 ComputeScore: Raw -187332.160107 + Penalty 3227.872787 = -184104.287320 Iteration 26Q: 3 clusters Score -184104.3 nChanged 65 ComputeScore: Raw -187367.657987 + Penalty 3227.872787 = -184139.785200 Iteration 27Q: 3 clusters Score -184139.8 nChanged 64 ComputeScore: Raw -187398.152434 + Penalty 3227.872787 = -184170.279648 Iteration 28Q: 3 clusters Score -184170.3 nChanged 57 ComputeScore: Raw -187420.905218 + Penalty 3227.872787 = -184193.032431 Iteration 29Q: 3 clusters Score -184193 nChanged 43 ComputeScore: Raw -187438.751311 + Penalty 3227.872787 = -184210.878525 Iteration 30Q: 3 clusters Score -184210.9 nChanged 36 ComputeScore: Raw -187454.128964 + Penalty 3227.872787 = -184226.256177 Iteration 31Q: 3 clusters Score -184226.3 nChanged 36 ComputeScore: Raw -187468.677585 + Penalty 3227.872787 = -184240.804799 Iteration 32Q: 3 clusters Score -184240.8 nChanged 40 ComputeScore: Raw -187486.640321 + Penalty 3227.872787 = -184258.767534 Iteration 33Q: 3 clusters Score -184258.8 nChanged 38 ComputeScore: Raw -187501.521185 + Penalty 3227.872787 = -184273.648399 Iteration 34Q: 3 clusters Score -184273.6 nChanged 30 ComputeScore: Raw -187511.105889 + Penalty 3227.872787 = -184283.233103 Iteration 35Q: 3 clusters Score -184283.2 nChanged 26 ComputeScore: Raw -187519.718885 + Penalty 3227.872787 = -184291.846099 Iteration 36Q: 3 clusters Score -184291.8 nChanged 25 ComputeScore: Raw -187527.649606 + Penalty 3227.872787 = -184299.776819 Iteration 37Q: 3 clusters Score -184299.8 nChanged 24 ComputeScore: Raw -187539.561803 + Penalty 3227.872787 = -184311.689017 Iteration 38Q: 3 clusters Score -184311.7 nChanged 17 ComputeScore: Raw -187545.488414 + Penalty 3227.872787 = -184317.615627 Iteration 39Q: 3 clusters Score -184317.6 nChanged 17 ComputeScore: Raw -187553.412689 + Penalty 3227.872787 = -184325.539903 Iteration 40F: 3 clusters Score -184325.5 nChanged 19 ComputeScore: Raw -187559.800375 + Penalty 3227.872787 = -184331.927589 Iteration 41Q: 3 clusters Score -184331.9 nChanged 12 ComputeScore: Raw -187563.140499 + Penalty 3227.872787 = -184335.267713 Iteration 42Q: 3 clusters Score -184335.3 nChanged 9 ComputeScore: Raw -187566.715532 + Penalty 3227.872787 = -184338.842745 Iteration 43Q: 3 clusters Score -184338.8 nChanged 10 ComputeScore: Raw -187570.838671 + Penalty 3227.872787 = -184342.965884 Iteration 44Q: 3 clusters Score -184343 nChanged 7 ComputeScore: Raw -187574.374212 + Penalty 3227.872787 = -184346.501426 Iteration 45Q: 3 clusters Score -184346.5 nChanged 7 ComputeScore: Raw -187576.774244 + Penalty 3227.872787 = -184348.901458 Iteration 46Q: 3 clusters Score -184348.9 nChanged 4 ComputeScore: Raw -187577.379252 + Penalty 3227.872787 = -184349.506465 Iteration 47Q: 3 clusters Score -184349.5 nChanged 4 ComputeScore: Raw -187577.906602 + Penalty 3227.872787 = -184350.033816 Iteration 48Q: 3 clusters Score -184350 nChanged 2 ComputeScore: Raw -187578.474760 + Penalty 3227.872787 = -184350.601973 Iteration 49Q: 3 clusters Score -184350.6 nChanged 2 ComputeScore: Raw -187578.738748 + Penalty 3227.872787 = -184350.865962 Iteration 50Q: 3 clusters Score -184350.9 nChanged 0 ComputeScore: Raw -187578.738748 + Penalty 3227.872787 = -184350.865962 Iteration 51F: 3 clusters Score -184350.9 nChanged 0 Trying to split cluster 26 (4052 points) Assigned 2 initial classes randomly. ComputeScore: Raw -154242.421969 + Penalty 1570.016549 = -152672.405420 Iteration 0F: 2 clusters Score -152672.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -152258.914217 + Penalty 3140.033097 = -149118.881120 Iteration 0F: 3 clusters Score -149118.9 nChanged 1574 ComputeScore: Raw -153165.984376 + Penalty 3140.033097 = -150025.951279 Iteration 1F: 3 clusters Score -150026 nChanged 320 ComputeScore: Raw -153378.476220 + Penalty 3140.033097 = -150238.443123 Iteration 2F: 3 clusters Score -150238.4 nChanged 247 ComputeScore: Raw -153540.512878 + Penalty 3140.033097 = -150400.479781 Iteration 3F: 3 clusters Score -150400.5 nChanged 178 ComputeScore: Raw -153649.163374 + Penalty 3140.033097 = -150509.130277 Iteration 4Q: 3 clusters Score -150509.1 nChanged 157 ComputeScore: Raw -153755.432133 + Penalty 3140.033097 = -150615.399036 Iteration 5Q: 3 clusters Score -150615.4 nChanged 134 ComputeScore: Raw -153822.978300 + Penalty 3140.033097 = -150682.945203 Iteration 6Q: 3 clusters Score -150682.9 nChanged 101 ComputeScore: Raw -153874.736655 + Penalty 3140.033097 = -150734.703558 Iteration 7Q: 3 clusters Score -150734.7 nChanged 88 ComputeScore: Raw -153918.638219 + Penalty 3140.033097 = -150778.605122 Iteration 8Q: 3 clusters Score -150778.6 nChanged 75 ComputeScore: Raw -153952.886924 + Penalty 3140.033097 = -150812.853827 Iteration 9Q: 3 clusters Score -150812.9 nChanged 75 ComputeScore: Raw -153988.383427 + Penalty 3140.033097 = -150848.350330 Iteration 10Q: 3 clusters Score -150848.4 nChanged 72 ComputeScore: Raw -154019.212017 + Penalty 3140.033097 = -150879.178920 Iteration 11Q: 3 clusters Score -150879.2 nChanged 80 ComputeScore: Raw -154057.931305 + Penalty 3140.033097 = -150917.898208 Iteration 12Q: 3 clusters Score -150917.9 nChanged 70 ComputeScore: Raw -154091.932148 + Penalty 3140.033097 = -150951.899051 Iteration 13Q: 3 clusters Score -150951.9 nChanged 64 ComputeScore: Raw -154117.413754 + Penalty 3140.033097 = -150977.380657 Iteration 14Q: 3 clusters Score -150977.4 nChanged 52 ComputeScore: Raw -154145.879929 + Penalty 3140.033097 = -151005.846832 Iteration 15Q: 3 clusters Score -151005.8 nChanged 60 ComputeScore: Raw -154179.130749 + Penalty 3140.033097 = -151039.097652 Iteration 16Q: 3 clusters Score -151039.1 nChanged 76 ComputeScore: Raw -154215.123172 + Penalty 3140.033097 = -151075.090074 Iteration 17Q: 3 clusters Score -151075.1 nChanged 66 ComputeScore: Raw -154250.430082 + Penalty 3140.033097 = -151110.396985 Iteration 18Q: 3 clusters Score -151110.4 nChanged 56 ComputeScore: Raw -154275.869103 + Penalty 3140.033097 = -151135.836006 Iteration 19Q: 3 clusters Score -151135.8 nChanged 55 ComputeScore: Raw -154303.191005 + Penalty 3140.033097 = -151163.157908 Iteration 20F: 3 clusters Score -151163.2 nChanged 55 ComputeScore: Raw -154331.886379 + Penalty 3140.033097 = -151191.853282 Iteration 21Q: 3 clusters Score -151191.9 nChanged 50 ComputeScore: Raw -154359.848640 + Penalty 3140.033097 = -151219.815543 Iteration 22Q: 3 clusters Score -151219.8 nChanged 45 ComputeScore: Raw -154390.219447 + Penalty 3140.033097 = -151250.186349 Iteration 23Q: 3 clusters Score -151250.2 nChanged 47 ComputeScore: Raw -154413.356938 + Penalty 3140.033097 = -151273.323840 Iteration 24Q: 3 clusters Score -151273.3 nChanged 42 ComputeScore: Raw -154435.460567 + Penalty 3140.033097 = -151295.427470 Iteration 25Q: 3 clusters Score -151295.4 nChanged 42 ComputeScore: Raw -154458.906622 + Penalty 3140.033097 = -151318.873525 Iteration 26Q: 3 clusters Score -151318.9 nChanged 36 ComputeScore: Raw -154482.030072 + Penalty 3140.033097 = -151341.996975 Iteration 27Q: 3 clusters Score -151342 nChanged 40 ComputeScore: Raw -154502.255556 + Penalty 3140.033097 = -151362.222459 Iteration 28Q: 3 clusters Score -151362.2 nChanged 25 ComputeScore: Raw -154518.101651 + Penalty 3140.033097 = -151378.068554 Iteration 29Q: 3 clusters Score -151378.1 nChanged 28 ComputeScore: Raw -154535.858335 + Penalty 3140.033097 = -151395.825237 Iteration 30Q: 3 clusters Score -151395.8 nChanged 33 ComputeScore: Raw -154558.567952 + Penalty 3140.033097 = -151418.534855 Iteration 31Q: 3 clusters Score -151418.5 nChanged 33 ComputeScore: Raw -154579.596178 + Penalty 3140.033097 = -151439.563081 Iteration 32Q: 3 clusters Score -151439.6 nChanged 37 ComputeScore: Raw -154601.996967 + Penalty 3140.033097 = -151461.963870 Iteration 33Q: 3 clusters Score -151462 nChanged 39 ComputeScore: Raw -154643.502535 + Penalty 3140.033097 = -151503.469438 Iteration 34Q: 3 clusters Score -151503.5 nChanged 42 ComputeScore: Raw -154721.511958 + Penalty 3140.033097 = -151581.478861 Iteration 35Q: 3 clusters Score -151581.5 nChanged 71 ComputeScore: Raw -155017.215369 + Penalty 3140.033097 = -151877.182272 Iteration 36Q: 3 clusters Score -151877.2 nChanged 71 ComputeScore: Raw -156441.299685 + Penalty 3140.033097 = -153301.266588 Iteration 37Q: 3 clusters Score -153301.3 nChanged 226 Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -156268.570153 + Penalty 3140.033097 = -153128.537055 Iteration 38F: 3 clusters Score -153128.5 nChanged 40 ComputeScore: Raw -150272.906978 + Penalty 1570.016549 = -148702.890429 Iteration 39F: 2 clusters Score -148702.9 nChanged 1304 ComputeScore: Raw -154242.421969 + Penalty 1570.016549 = -152672.405420 Iteration 40F: 2 clusters Score -152672.4 nChanged 0 Trying to split cluster 27 (2859 points) Assigned 2 initial classes randomly. ComputeScore: Raw -107959.027922 + Penalty 1504.104939 = -106454.922983 Iteration 0F: 2 clusters Score -106454.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -106647.798157 + Penalty 3008.209879 = -103639.588278 Iteration 0F: 3 clusters Score -103639.6 nChanged 1040 ComputeScore: Raw -107295.302491 + Penalty 3008.209879 = -104287.092612 Iteration 1F: 3 clusters Score -104287.1 nChanged 212 ComputeScore: Raw -107450.355865 + Penalty 3008.209879 = -104442.145986 Iteration 2F: 3 clusters Score -104442.1 nChanged 150 ComputeScore: Raw -107547.914037 + Penalty 3008.209879 = -104539.704158 Iteration 3F: 3 clusters Score -104539.7 nChanged 114 ComputeScore: Raw -107626.790902 + Penalty 3008.209879 = -104618.581023 Iteration 4Q: 3 clusters Score -104618.6 nChanged 99 ComputeScore: Raw -107696.991213 + Penalty 3008.209879 = -104688.781334 Iteration 5Q: 3 clusters Score -104688.8 nChanged 86 ComputeScore: Raw -107752.658011 + Penalty 3008.209879 = -104744.448132 Iteration 6Q: 3 clusters Score -104744.4 nChanged 71 ComputeScore: Raw -107801.045737 + Penalty 3008.209879 = -104792.835858 Iteration 7Q: 3 clusters Score -104792.8 nChanged 67 ComputeScore: Raw -107847.559999 + Penalty 3008.209879 = -104839.350120 Iteration 8Q: 3 clusters Score -104839.4 nChanged 57 ComputeScore: Raw -107879.666825 + Penalty 3008.209879 = -104871.456946 Iteration 9Q: 3 clusters Score -104871.5 nChanged 38 ComputeScore: Raw -107902.715924 + Penalty 3008.209879 = -104894.506046 Iteration 10Q: 3 clusters Score -104894.5 nChanged 39 ComputeScore: Raw -107923.981144 + Penalty 3008.209879 = -104915.771265 Iteration 11Q: 3 clusters Score -104915.8 nChanged 29 ComputeScore: Raw -107941.574937 + Penalty 3008.209879 = -104933.365059 Iteration 12Q: 3 clusters Score -104933.4 nChanged 28 ComputeScore: Raw -107957.221446 + Penalty 3008.209879 = -104949.011568 Iteration 13Q: 3 clusters Score -104949 nChanged 29 ComputeScore: Raw -107973.043071 + Penalty 3008.209879 = -104964.833193 Iteration 14Q: 3 clusters Score -104964.8 nChanged 23 ComputeScore: Raw -107986.770592 + Penalty 3008.209879 = -104978.560713 Iteration 15Q: 3 clusters Score -104978.6 nChanged 17 ComputeScore: Raw -107995.231004 + Penalty 3008.209879 = -104987.021125 Iteration 16Q: 3 clusters Score -104987 nChanged 24 ComputeScore: Raw -108009.862603 + Penalty 3008.209879 = -105001.652725 Iteration 17Q: 3 clusters Score -105001.7 nChanged 25 ComputeScore: Raw -108022.584115 + Penalty 3008.209879 = -105014.374236 Iteration 18Q: 3 clusters Score -105014.4 nChanged 26 ComputeScore: Raw -108035.561739 + Penalty 3008.209879 = -105027.351860 Iteration 19Q: 3 clusters Score -105027.4 nChanged 21 ComputeScore: Raw -108046.018112 + Penalty 3008.209879 = -105037.808233 Iteration 20F: 3 clusters Score -105037.8 nChanged 16 ComputeScore: Raw -108052.219903 + Penalty 3008.209879 = -105044.010024 Iteration 21Q: 3 clusters Score -105044 nChanged 10 ComputeScore: Raw -108055.714308 + Penalty 3008.209879 = -105047.504429 Iteration 22Q: 3 clusters Score -105047.5 nChanged 9 ComputeScore: Raw -108060.225770 + Penalty 3008.209879 = -105052.015891 Iteration 23Q: 3 clusters Score -105052 nChanged 8 ComputeScore: Raw -108064.651879 + Penalty 3008.209879 = -105056.442001 Iteration 24Q: 3 clusters Score -105056.4 nChanged 9 ComputeScore: Raw -108069.556084 + Penalty 3008.209879 = -105061.346206 Iteration 25Q: 3 clusters Score -105061.3 nChanged 13 ComputeScore: Raw -108074.672224 + Penalty 3008.209879 = -105066.462346 Iteration 26Q: 3 clusters Score -105066.5 nChanged 8 ComputeScore: Raw -108077.005311 + Penalty 3008.209879 = -105068.795433 Iteration 27Q: 3 clusters Score -105068.8 nChanged 8 ComputeScore: Raw -108080.619996 + Penalty 3008.209879 = -105072.410118 Iteration 28Q: 3 clusters Score -105072.4 nChanged 9 ComputeScore: Raw -108085.969251 + Penalty 3008.209879 = -105077.759373 Iteration 29Q: 3 clusters Score -105077.8 nChanged 15 ComputeScore: Raw -108094.988255 + Penalty 3008.209879 = -105086.778376 Iteration 30Q: 3 clusters Score -105086.8 nChanged 20 ComputeScore: Raw -108106.726106 + Penalty 3008.209879 = -105098.516227 Iteration 31Q: 3 clusters Score -105098.5 nChanged 18 ComputeScore: Raw -108115.942121 + Penalty 3008.209879 = -105107.732243 Iteration 32Q: 3 clusters Score -105107.7 nChanged 16 ComputeScore: Raw -108121.495715 + Penalty 3008.209879 = -105113.285837 Iteration 33Q: 3 clusters Score -105113.3 nChanged 10 ComputeScore: Raw -108124.876252 + Penalty 3008.209879 = -105116.666373 Iteration 34Q: 3 clusters Score -105116.7 nChanged 3 ComputeScore: Raw -108125.720957 + Penalty 3008.209879 = -105117.511078 Iteration 35Q: 3 clusters Score -105117.5 nChanged 4 ComputeScore: Raw -108126.384692 + Penalty 3008.209879 = -105118.174814 Iteration 36Q: 3 clusters Score -105118.2 nChanged 1 ComputeScore: Raw -108126.569055 + Penalty 3008.209879 = -105118.359176 Iteration 37Q: 3 clusters Score -105118.4 nChanged 2 ComputeScore: Raw -108127.138999 + Penalty 3008.209879 = -105118.929120 Iteration 38Q: 3 clusters Score -105118.9 nChanged 4 ComputeScore: Raw -108128.586506 + Penalty 3008.209879 = -105120.376627 Iteration 39Q: 3 clusters Score -105120.4 nChanged 5 ComputeScore: Raw -108131.325793 + Penalty 3008.209879 = -105123.115915 Iteration 40F: 3 clusters Score -105123.1 nChanged 8 ComputeScore: Raw -108134.937845 + Penalty 3008.209879 = -105126.727966 Iteration 41Q: 3 clusters Score -105126.7 nChanged 10 ComputeScore: Raw -108138.389601 + Penalty 3008.209879 = -105130.179722 Iteration 42Q: 3 clusters Score -105130.2 nChanged 8 ComputeScore: Raw -108141.776814 + Penalty 3008.209879 = -105133.566935 Iteration 43Q: 3 clusters Score -105133.6 nChanged 5 ComputeScore: Raw -108143.659480 + Penalty 3008.209879 = -105135.449602 Iteration 44Q: 3 clusters Score -105135.4 nChanged 4 ComputeScore: Raw -108145.231061 + Penalty 3008.209879 = -105137.021182 Iteration 45Q: 3 clusters Score -105137 nChanged 4 ComputeScore: Raw -108148.028882 + Penalty 3008.209879 = -105139.819003 Iteration 46Q: 3 clusters Score -105139.8 nChanged 3 ComputeScore: Raw -108150.403000 + Penalty 3008.209879 = -105142.193121 Iteration 47Q: 3 clusters Score -105142.2 nChanged 6 ComputeScore: Raw -108152.282550 + Penalty 3008.209879 = -105144.072671 Iteration 48Q: 3 clusters Score -105144.1 nChanged 10 ComputeScore: Raw -108156.185058 + Penalty 3008.209879 = -105147.975179 Iteration 49Q: 3 clusters Score -105148 nChanged 6 ComputeScore: Raw -108157.905715 + Penalty 3008.209879 = -105149.695836 Iteration 50Q: 3 clusters Score -105149.7 nChanged 5 ComputeScore: Raw -108159.386633 + Penalty 3008.209879 = -105151.176754 Iteration 51Q: 3 clusters Score -105151.2 nChanged 4 ComputeScore: Raw -108162.014099 + Penalty 3008.209879 = -105153.804221 Iteration 52Q: 3 clusters Score -105153.8 nChanged 4 ComputeScore: Raw -108164.186557 + Penalty 3008.209879 = -105155.976679 Iteration 53Q: 3 clusters Score -105156 nChanged 5 ComputeScore: Raw -108165.914543 + Penalty 3008.209879 = -105157.704664 Iteration 54Q: 3 clusters Score -105157.7 nChanged 4 ComputeScore: Raw -108167.633525 + Penalty 3008.209879 = -105159.423646 Iteration 55Q: 3 clusters Score -105159.4 nChanged 6 ComputeScore: Raw -108173.158180 + Penalty 3008.209879 = -105164.948302 Iteration 56Q: 3 clusters Score -105164.9 nChanged 8 ComputeScore: Raw -108176.380597 + Penalty 3008.209879 = -105168.170719 Iteration 57Q: 3 clusters Score -105168.2 nChanged 7 ComputeScore: Raw -108179.234796 + Penalty 3008.209879 = -105171.024917 Iteration 58Q: 3 clusters Score -105171 nChanged 7 ComputeScore: Raw -108182.330251 + Penalty 3008.209879 = -105174.120372 Iteration 59Q: 3 clusters Score -105174.1 nChanged 6 ComputeScore: Raw -108184.920258 + Penalty 3008.209879 = -105176.710380 Iteration 60F: 3 clusters Score -105176.7 nChanged 4 ComputeScore: Raw -108187.596330 + Penalty 3008.209879 = -105179.386451 Iteration 61Q: 3 clusters Score -105179.4 nChanged 5 ComputeScore: Raw -108189.335532 + Penalty 3008.209879 = -105181.125654 Iteration 62Q: 3 clusters Score -105181.1 nChanged 5 ComputeScore: Raw -108191.543205 + Penalty 3008.209879 = -105183.333326 Iteration 63Q: 3 clusters Score -105183.3 nChanged 5 ComputeScore: Raw -108193.628839 + Penalty 3008.209879 = -105185.418961 Iteration 64Q: 3 clusters Score -105185.4 nChanged 6 ComputeScore: Raw -108197.082073 + Penalty 3008.209879 = -105188.872194 Iteration 65Q: 3 clusters Score -105188.9 nChanged 6 ComputeScore: Raw -108200.143148 + Penalty 3008.209879 = -105191.933270 Iteration 66Q: 3 clusters Score -105191.9 nChanged 5 ComputeScore: Raw -108202.261924 + Penalty 3008.209879 = -105194.052046 Iteration 67Q: 3 clusters Score -105194.1 nChanged 5 ComputeScore: Raw -108203.330841 + Penalty 3008.209879 = -105195.120962 Iteration 68Q: 3 clusters Score -105195.1 nChanged 3 ComputeScore: Raw -108203.884524 + Penalty 3008.209879 = -105195.674645 Iteration 69Q: 3 clusters Score -105195.7 nChanged 3 ComputeScore: Raw -108204.608609 + Penalty 3008.209879 = -105196.398731 Iteration 70Q: 3 clusters Score -105196.4 nChanged 1 ComputeScore: Raw -108204.890751 + Penalty 3008.209879 = -105196.680873 Iteration 71Q: 3 clusters Score -105196.7 nChanged 0 ComputeScore: Raw -108204.890751 + Penalty 3008.209879 = -105196.680873 Iteration 72F: 3 clusters Score -105196.7 nChanged 0 Trying to split cluster 28 (5246 points) Assigned 2 initial classes randomly. ComputeScore: Raw -200132.969810 + Penalty 1618.826799 = -198514.143011 Iteration 0F: 2 clusters Score -198514.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -197534.617449 + Penalty 3237.653599 = -194296.963850 Iteration 0F: 3 clusters Score -194297 nChanged 2066 ComputeScore: Raw -198656.379703 + Penalty 3237.653599 = -195418.726105 Iteration 1F: 3 clusters Score -195418.7 nChanged 343 ComputeScore: Raw -198836.774486 + Penalty 3237.653599 = -195599.120887 Iteration 2F: 3 clusters Score -195599.1 nChanged 248 ComputeScore: Raw -198988.020906 + Penalty 3237.653599 = -195750.367307 Iteration 3Q: 3 clusters Score -195750.4 nChanged 219 ComputeScore: Raw -199114.987002 + Penalty 3237.653599 = -195877.333404 Iteration 4Q: 3 clusters Score -195877.3 nChanged 171 ComputeScore: Raw -199218.184389 + Penalty 3237.653599 = -195980.530790 Iteration 5Q: 3 clusters Score -195980.5 nChanged 168 ComputeScore: Raw -199306.909939 + Penalty 3237.653599 = -196069.256340 Iteration 6Q: 3 clusters Score -196069.3 nChanged 156 ComputeScore: Raw -199383.884597 + Penalty 3237.653599 = -196146.230998 Iteration 7Q: 3 clusters Score -196146.2 nChanged 135 ComputeScore: Raw -199454.070180 + Penalty 3237.653599 = -196216.416581 Iteration 8Q: 3 clusters Score -196216.4 nChanged 120 ComputeScore: Raw -199509.535725 + Penalty 3237.653599 = -196271.882127 Iteration 9Q: 3 clusters Score -196271.9 nChanged 107 ComputeScore: Raw -199561.101598 + Penalty 3237.653599 = -196323.447999 Iteration 10Q: 3 clusters Score -196323.4 nChanged 93 ComputeScore: Raw -199614.681428 + Penalty 3237.653599 = -196377.027830 Iteration 11Q: 3 clusters Score -196377 nChanged 117 ComputeScore: Raw -199678.227936 + Penalty 3237.653599 = -196440.574337 Iteration 12Q: 3 clusters Score -196440.6 nChanged 119 ComputeScore: Raw -199738.964094 + Penalty 3237.653599 = -196501.310496 Iteration 13Q: 3 clusters Score -196501.3 nChanged 110 ComputeScore: Raw -199796.122134 + Penalty 3237.653599 = -196558.468535 Iteration 14Q: 3 clusters Score -196558.5 nChanged 121 ComputeScore: Raw -199862.112828 + Penalty 3237.653599 = -196624.459230 Iteration 15Q: 3 clusters Score -196624.5 nChanged 110 ComputeScore: Raw -199921.943988 + Penalty 3237.653599 = -196684.290389 Iteration 16Q: 3 clusters Score -196684.3 nChanged 103 ComputeScore: Raw -199971.263170 + Penalty 3237.653599 = -196733.609571 Iteration 17Q: 3 clusters Score -196733.6 nChanged 97 ComputeScore: Raw -200021.299659 + Penalty 3237.653599 = -196783.646060 Iteration 18Q: 3 clusters Score -196783.6 nChanged 89 ComputeScore: Raw -200058.250507 + Penalty 3237.653599 = -196820.596908 Iteration 19Q: 3 clusters Score -196820.6 nChanged 74 ComputeScore: Raw -200091.242436 + Penalty 3237.653599 = -196853.588837 Iteration 20F: 3 clusters Score -196853.6 nChanged 67 ComputeScore: Raw -200118.984273 + Penalty 3237.653599 = -196881.330675 Iteration 21Q: 3 clusters Score -196881.3 nChanged 61 ComputeScore: Raw -200139.835381 + Penalty 3237.653599 = -196902.181782 Iteration 22Q: 3 clusters Score -196902.2 nChanged 47 ComputeScore: Raw -200157.863776 + Penalty 3237.653599 = -196920.210177 Iteration 23Q: 3 clusters Score -196920.2 nChanged 51 ComputeScore: Raw -200175.851736 + Penalty 3237.653599 = -196938.198137 Iteration 24Q: 3 clusters Score -196938.2 nChanged 50 ComputeScore: Raw -200193.585433 + Penalty 3237.653599 = -196955.931835 Iteration 25Q: 3 clusters Score -196955.9 nChanged 44 ComputeScore: Raw -200205.978220 + Penalty 3237.653599 = -196968.324622 Iteration 26Q: 3 clusters Score -196968.3 nChanged 28 ComputeScore: Raw -200214.908287 + Penalty 3237.653599 = -196977.254688 Iteration 27Q: 3 clusters Score -196977.3 nChanged 25 ComputeScore: Raw -200224.465286 + Penalty 3237.653599 = -196986.811687 Iteration 28Q: 3 clusters Score -196986.8 nChanged 26 ComputeScore: Raw -200233.432511 + Penalty 3237.653599 = -196995.778912 Iteration 29Q: 3 clusters Score -196995.8 nChanged 29 ComputeScore: Raw -200242.539460 + Penalty 3237.653599 = -197004.885862 Iteration 30Q: 3 clusters Score -197004.9 nChanged 28 ComputeScore: Raw -200253.178079 + Penalty 3237.653599 = -197015.524480 Iteration 31Q: 3 clusters Score -197015.5 nChanged 29 ComputeScore: Raw -200265.692952 + Penalty 3237.653599 = -197028.039353 Iteration 32Q: 3 clusters Score -197028 nChanged 35 ComputeScore: Raw -200278.253452 + Penalty 3237.653599 = -197040.599854 Iteration 33Q: 3 clusters Score -197040.6 nChanged 34 ComputeScore: Raw -200289.896729 + Penalty 3237.653599 = -197052.243130 Iteration 34Q: 3 clusters Score -197052.2 nChanged 36 ComputeScore: Raw -200301.021649 + Penalty 3237.653599 = -197063.368051 Iteration 35Q: 3 clusters Score -197063.4 nChanged 31 ComputeScore: Raw -200312.161154 + Penalty 3237.653599 = -197074.507556 Iteration 36Q: 3 clusters Score -197074.5 nChanged 36 ComputeScore: Raw -200323.767736 + Penalty 3237.653599 = -197086.114137 Iteration 37Q: 3 clusters Score -197086.1 nChanged 26 ComputeScore: Raw -200331.659136 + Penalty 3237.653599 = -197094.005537 Iteration 38Q: 3 clusters Score -197094 nChanged 21 ComputeScore: Raw -200337.912337 + Penalty 3237.653599 = -197100.258738 Iteration 39Q: 3 clusters Score -197100.3 nChanged 22 ComputeScore: Raw -200344.516074 + Penalty 3237.653599 = -197106.862476 Iteration 40F: 3 clusters Score -197106.9 nChanged 21 ComputeScore: Raw -200349.821440 + Penalty 3237.653599 = -197112.167842 Iteration 41Q: 3 clusters Score -197112.2 nChanged 16 ComputeScore: Raw -200353.394596 + Penalty 3237.653599 = -197115.740998 Iteration 42Q: 3 clusters Score -197115.7 nChanged 9 ComputeScore: Raw -200355.544011 + Penalty 3237.653599 = -197117.890412 Iteration 43Q: 3 clusters Score -197117.9 nChanged 10 ComputeScore: Raw -200357.124582 + Penalty 3237.653599 = -197119.470984 Iteration 44Q: 3 clusters Score -197119.5 nChanged 6 ComputeScore: Raw -200358.939082 + Penalty 3237.653599 = -197121.285484 Iteration 45Q: 3 clusters Score -197121.3 nChanged 12 ComputeScore: Raw -200362.402438 + Penalty 3237.653599 = -197124.748839 Iteration 46Q: 3 clusters Score -197124.7 nChanged 10 ComputeScore: Raw -200365.044167 + Penalty 3237.653599 = -197127.390568 Iteration 47Q: 3 clusters Score -197127.4 nChanged 8 ComputeScore: Raw -200367.082787 + Penalty 3237.653599 = -197129.429188 Iteration 48Q: 3 clusters Score -197129.4 nChanged 10 ComputeScore: Raw -200369.707043 + Penalty 3237.653599 = -197132.053444 Iteration 49Q: 3 clusters Score -197132.1 nChanged 10 ComputeScore: Raw -200372.327411 + Penalty 3237.653599 = -197134.673812 Iteration 50Q: 3 clusters Score -197134.7 nChanged 10 ComputeScore: Raw -200374.722781 + Penalty 3237.653599 = -197137.069183 Iteration 51Q: 3 clusters Score -197137.1 nChanged 11 ComputeScore: Raw -200376.969317 + Penalty 3237.653599 = -197139.315719 Iteration 52Q: 3 clusters Score -197139.3 nChanged 9 ComputeScore: Raw -200379.213308 + Penalty 3237.653599 = -197141.559709 Iteration 53Q: 3 clusters Score -197141.6 nChanged 13 ComputeScore: Raw -200383.854512 + Penalty 3237.653599 = -197146.200914 Iteration 54Q: 3 clusters Score -197146.2 nChanged 15 ComputeScore: Raw -200388.337236 + Penalty 3237.653599 = -197150.683637 Iteration 55Q: 3 clusters Score -197150.7 nChanged 9 ComputeScore: Raw -200390.207665 + Penalty 3237.653599 = -197152.554066 Iteration 56Q: 3 clusters Score -197152.6 nChanged 11 ComputeScore: Raw -200393.481790 + Penalty 3237.653599 = -197155.828192 Iteration 57Q: 3 clusters Score -197155.8 nChanged 7 ComputeScore: Raw -200394.447494 + Penalty 3237.653599 = -197156.793895 Iteration 58Q: 3 clusters Score -197156.8 nChanged 5 ComputeScore: Raw -200395.966359 + Penalty 3237.653599 = -197158.312761 Iteration 59Q: 3 clusters Score -197158.3 nChanged 2 ComputeScore: Raw -200396.296875 + Penalty 3237.653599 = -197158.643276 Iteration 60F: 3 clusters Score -197158.6 nChanged 2 ComputeScore: Raw -200396.681853 + Penalty 3237.653599 = -197159.028255 Iteration 61Q: 3 clusters Score -197159 nChanged 1 ComputeScore: Raw -200397.060722 + Penalty 3237.653599 = -197159.407123 Iteration 62Q: 3 clusters Score -197159.4 nChanged 1 ComputeScore: Raw -200397.221157 + Penalty 3237.653599 = -197159.567558 Iteration 63Q: 3 clusters Score -197159.6 nChanged 0 ComputeScore: Raw -200397.221157 + Penalty 3237.653599 = -197159.567558 Iteration 64F: 3 clusters Score -197159.6 nChanged 0 Trying to split cluster 29 (6775 points) Assigned 2 initial classes randomly. ComputeScore: Raw -255555.080797 + Penalty 1667.167988 = -253887.912809 Iteration 0F: 2 clusters Score -253887.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -251913.401745 + Penalty 3334.335976 = -248579.065769 Iteration 0F: 3 clusters Score -248579.1 nChanged 2812 ComputeScore: Raw -253392.701653 + Penalty 3334.335976 = -250058.365677 Iteration 1F: 3 clusters Score -250058.4 nChanged 445 ComputeScore: Raw -253607.013206 + Penalty 3334.335976 = -250272.677229 Iteration 2F: 3 clusters Score -250272.7 nChanged 381 ComputeScore: Raw -253796.991629 + Penalty 3334.335976 = -250462.655652 Iteration 3F: 3 clusters Score -250462.7 nChanged 324 ComputeScore: Raw -253999.813746 + Penalty 3334.335976 = -250665.477770 Iteration 4Q: 3 clusters Score -250665.5 nChanged 324 ComputeScore: Raw -254211.667950 + Penalty 3334.335976 = -250877.331974 Iteration 5Q: 3 clusters Score -250877.3 nChanged 335 ComputeScore: Raw -254458.909196 + Penalty 3334.335976 = -251124.573220 Iteration 6Q: 3 clusters Score -251124.6 nChanged 338 ComputeScore: Raw -254778.113590 + Penalty 3334.335976 = -251443.777614 Iteration 7Q: 3 clusters Score -251443.8 nChanged 370 ComputeScore: Raw -255182.283661 + Penalty 3334.335976 = -251847.947685 Iteration 8F: 3 clusters Score -251847.9 nChanged 377 ComputeScore: Raw -255640.827721 + Penalty 3334.335976 = -252306.491745 Iteration 9F: 3 clusters Score -252306.5 nChanged 370 ComputeScore: Raw -256097.283480 + Penalty 3334.335976 = -252762.947504 Iteration 10F: 3 clusters Score -252762.9 nChanged 315 ComputeScore: Raw -256469.227336 + Penalty 3334.335976 = -253134.891360 Iteration 11Q: 3 clusters Score -253134.9 nChanged 263 ComputeScore: Raw -256734.762525 + Penalty 3334.335976 = -253400.426549 Iteration 12Q: 3 clusters Score -253400.4 nChanged 200 ComputeScore: Raw -256915.280312 + Penalty 3334.335976 = -253580.944336 Iteration 13Q: 3 clusters Score -253580.9 nChanged 144 ComputeScore: Raw -257011.560526 + Penalty 3334.335976 = -253677.224550 Iteration 14Q: 3 clusters Score -253677.2 nChanged 98 ComputeScore: Raw -257057.829172 + Penalty 3334.335976 = -253723.493196 Iteration 15Q: 3 clusters Score -253723.5 nChanged 60 ComputeScore: Raw -257079.391462 + Penalty 3334.335976 = -253745.055486 Iteration 16Q: 3 clusters Score -253745.1 nChanged 32 ComputeScore: Raw -257086.117247 + Penalty 3334.335976 = -253751.781271 Iteration 17Q: 3 clusters Score -253751.8 nChanged 16 ComputeScore: Raw -257089.218992 + Penalty 3334.335976 = -253754.883016 Iteration 18Q: 3 clusters Score -253754.9 nChanged 20 ComputeScore: Raw -257092.900300 + Penalty 3334.335976 = -253758.564324 Iteration 19Q: 3 clusters Score -253758.6 nChanged 18 ComputeScore: Raw -257096.921244 + Penalty 3334.335976 = -253762.585268 Iteration 20F: 3 clusters Score -253762.6 nChanged 15 ComputeScore: Raw -257101.947266 + Penalty 3334.335976 = -253767.611289 Iteration 21Q: 3 clusters Score -253767.6 nChanged 17 ComputeScore: Raw -257107.883070 + Penalty 3334.335976 = -253773.547094 Iteration 22Q: 3 clusters Score -253773.5 nChanged 24 ComputeScore: Raw -257114.395321 + Penalty 3334.335976 = -253780.059345 Iteration 23Q: 3 clusters Score -253780.1 nChanged 20 ComputeScore: Raw -257119.502749 + Penalty 3334.335976 = -253785.166773 Iteration 24Q: 3 clusters Score -253785.2 nChanged 18 ComputeScore: Raw -257124.240714 + Penalty 3334.335976 = -253789.904738 Iteration 25Q: 3 clusters Score -253789.9 nChanged 20 ComputeScore: Raw -257129.115110 + Penalty 3334.335976 = -253794.779134 Iteration 26Q: 3 clusters Score -253794.8 nChanged 20 ComputeScore: Raw -257135.036351 + Penalty 3334.335976 = -253800.700375 Iteration 27Q: 3 clusters Score -253800.7 nChanged 23 ComputeScore: Raw -257143.548261 + Penalty 3334.335976 = -253809.212285 Iteration 28Q: 3 clusters Score -253809.2 nChanged 42 ComputeScore: Raw -257160.670561 + Penalty 3334.335976 = -253826.334585 Iteration 29Q: 3 clusters Score -253826.3 nChanged 59 ComputeScore: Raw -257189.985136 + Penalty 3334.335976 = -253855.649160 Iteration 30Q: 3 clusters Score -253855.6 nChanged 68 ComputeScore: Raw -257236.358912 + Penalty 3334.335976 = -253902.022936 Iteration 31Q: 3 clusters Score -253902 nChanged 108 ComputeScore: Raw -257345.854622 + Penalty 3334.335976 = -254011.518646 Iteration 32Q: 3 clusters Score -254011.5 nChanged 100 ComputeScore: Raw -257471.717259 + Penalty 3334.335976 = -254137.381283 Iteration 33Q: 3 clusters Score -254137.4 nChanged 80 ComputeScore: Raw -257555.826842 + Penalty 3334.335976 = -254221.490866 Iteration 34Q: 3 clusters Score -254221.5 nChanged 24 ComputeScore: Raw -257566.804663 + Penalty 3334.335976 = -254232.468687 Iteration 35Q: 3 clusters Score -254232.5 nChanged 9 ComputeScore: Raw -257569.541255 + Penalty 3334.335976 = -254235.205278 Iteration 36Q: 3 clusters Score -254235.2 nChanged 4 ComputeScore: Raw -257570.994751 + Penalty 3334.335976 = -254236.658775 Iteration 37Q: 3 clusters Score -254236.7 nChanged 3 ComputeScore: Raw -257571.565816 + Penalty 3334.335976 = -254237.229840 Iteration 38Q: 3 clusters Score -254237.2 nChanged 3 ComputeScore: Raw -257572.836409 + Penalty 3334.335976 = -254238.500432 Iteration 39Q: 3 clusters Score -254238.5 nChanged 4 ComputeScore: Raw -257574.026474 + Penalty 3334.335976 = -254239.690498 Iteration 40F: 3 clusters Score -254239.7 nChanged 0 ComputeScore: Raw -5341293.093368 + Penalty 81201.356738 = -5260091.736630Splitting cluster 29 changes total score from -5147431.846427 to -5260091.736630 So it's getting split into cluster 36. Trying to split cluster 30 (3164 points) Assigned 2 initial classes randomly. ComputeScore: Raw -120868.177261 + Penalty 1523.262950 = -119344.914311 Iteration 0F: 2 clusters Score -119344.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -119398.444633 + Penalty 3046.525900 = -116351.918733 Iteration 0F: 3 clusters Score -116351.9 nChanged 1177 ComputeScore: Raw -120030.944401 + Penalty 3046.525900 = -116984.418501 Iteration 1F: 3 clusters Score -116984.4 nChanged 218 ComputeScore: Raw -120173.083366 + Penalty 3046.525900 = -117126.557466 Iteration 2F: 3 clusters Score -117126.6 nChanged 171 ComputeScore: Raw -120274.993459 + Penalty 3046.525900 = -117228.467559 Iteration 3F: 3 clusters Score -117228.5 nChanged 115 ComputeScore: Raw -120339.283557 + Penalty 3046.525900 = -117292.757657 Iteration 4Q: 3 clusters Score -117292.8 nChanged 90 ComputeScore: Raw -120383.271343 + Penalty 3046.525900 = -117336.745442 Iteration 5Q: 3 clusters Score -117336.7 nChanged 73 ComputeScore: Raw -120421.061640 + Penalty 3046.525900 = -117374.535739 Iteration 6Q: 3 clusters Score -117374.5 nChanged 65 ComputeScore: Raw -120449.003392 + Penalty 3046.525900 = -117402.477492 Iteration 7Q: 3 clusters Score -117402.5 nChanged 55 ComputeScore: Raw -120472.663915 + Penalty 3046.525900 = -117426.138015 Iteration 8Q: 3 clusters Score -117426.1 nChanged 46 ComputeScore: Raw -120492.057586 + Penalty 3046.525900 = -117445.531685 Iteration 9Q: 3 clusters Score -117445.5 nChanged 37 ComputeScore: Raw -120506.546234 + Penalty 3046.525900 = -117460.020334 Iteration 10Q: 3 clusters Score -117460 nChanged 35 ComputeScore: Raw -120522.192066 + Penalty 3046.525900 = -117475.666166 Iteration 11Q: 3 clusters Score -117475.7 nChanged 33 ComputeScore: Raw -120537.356882 + Penalty 3046.525900 = -117490.830982 Iteration 12Q: 3 clusters Score -117490.8 nChanged 36 ComputeScore: Raw -120550.996563 + Penalty 3046.525900 = -117504.470663 Iteration 13Q: 3 clusters Score -117504.5 nChanged 31 ComputeScore: Raw -120566.734361 + Penalty 3046.525900 = -117520.208460 Iteration 14Q: 3 clusters Score -117520.2 nChanged 36 ComputeScore: Raw -120579.882468 + Penalty 3046.525900 = -117533.356568 Iteration 15Q: 3 clusters Score -117533.4 nChanged 33 ComputeScore: Raw -120594.227302 + Penalty 3046.525900 = -117547.701401 Iteration 16Q: 3 clusters Score -117547.7 nChanged 34 ComputeScore: Raw -120614.126565 + Penalty 3046.525900 = -117567.600665 Iteration 17Q: 3 clusters Score -117567.6 nChanged 33 ComputeScore: Raw -120631.211888 + Penalty 3046.525900 = -117584.685988 Iteration 18Q: 3 clusters Score -117584.7 nChanged 32 ComputeScore: Raw -120644.389225 + Penalty 3046.525900 = -117597.863325 Iteration 19Q: 3 clusters Score -117597.9 nChanged 30 ComputeScore: Raw -120660.873843 + Penalty 3046.525900 = -117614.347943 Iteration 20F: 3 clusters Score -117614.3 nChanged 31 ComputeScore: Raw -120680.852940 + Penalty 3046.525900 = -117634.327040 Iteration 21Q: 3 clusters Score -117634.3 nChanged 29 ComputeScore: Raw -120695.810409 + Penalty 3046.525900 = -117649.284508 Iteration 22Q: 3 clusters Score -117649.3 nChanged 25 ComputeScore: Raw -120706.892694 + Penalty 3046.525900 = -117660.366793 Iteration 23Q: 3 clusters Score -117660.4 nChanged 22 ComputeScore: Raw -120718.688145 + Penalty 3046.525900 = -117672.162245 Iteration 24Q: 3 clusters Score -117672.2 nChanged 26 ComputeScore: Raw -120732.952332 + Penalty 3046.525900 = -117686.426431 Iteration 25Q: 3 clusters Score -117686.4 nChanged 21 ComputeScore: Raw -120740.138082 + Penalty 3046.525900 = -117693.612182 Iteration 26Q: 3 clusters Score -117693.6 nChanged 17 ComputeScore: Raw -120748.214462 + Penalty 3046.525900 = -117701.688562 Iteration 27Q: 3 clusters Score -117701.7 nChanged 17 ComputeScore: Raw -120755.559901 + Penalty 3046.525900 = -117709.034001 Iteration 28Q: 3 clusters Score -117709 nChanged 16 ComputeScore: Raw -120762.311173 + Penalty 3046.525900 = -117715.785272 Iteration 29Q: 3 clusters Score -117715.8 nChanged 10 ComputeScore: Raw -120766.048405 + Penalty 3046.525900 = -117719.522505 Iteration 30Q: 3 clusters Score -117719.5 nChanged 11 ComputeScore: Raw -120770.076865 + Penalty 3046.525900 = -117723.550965 Iteration 31Q: 3 clusters Score -117723.6 nChanged 8 ComputeScore: Raw -120773.676463 + Penalty 3046.525900 = -117727.150563 Iteration 32Q: 3 clusters Score -117727.2 nChanged 12 ComputeScore: Raw -120777.579152 + Penalty 3046.525900 = -117731.053252 Iteration 33Q: 3 clusters Score -117731.1 nChanged 10 ComputeScore: Raw -120781.454691 + Penalty 3046.525900 = -117734.928791 Iteration 34Q: 3 clusters Score -117734.9 nChanged 17 ComputeScore: Raw -120790.697678 + Penalty 3046.525900 = -117744.171778 Iteration 35Q: 3 clusters Score -117744.2 nChanged 19 ComputeScore: Raw -120800.725327 + Penalty 3046.525900 = -117754.199427 Iteration 36Q: 3 clusters Score -117754.2 nChanged 14 ComputeScore: Raw -120808.207482 + Penalty 3046.525900 = -117761.681581 Iteration 37Q: 3 clusters Score -117761.7 nChanged 22 ComputeScore: Raw -120818.914151 + Penalty 3046.525900 = -117772.388250 Iteration 38Q: 3 clusters Score -117772.4 nChanged 17 ComputeScore: Raw -120826.922383 + Penalty 3046.525900 = -117780.396483 Iteration 39Q: 3 clusters Score -117780.4 nChanged 15 ComputeScore: Raw -120833.132500 + Penalty 3046.525900 = -117786.606599 Iteration 40F: 3 clusters Score -117786.6 nChanged 12 ComputeScore: Raw -120840.196842 + Penalty 3046.525900 = -117793.670942 Iteration 41Q: 3 clusters Score -117793.7 nChanged 12 ComputeScore: Raw -120849.270329 + Penalty 3046.525900 = -117802.744429 Iteration 42Q: 3 clusters Score -117802.7 nChanged 13 ComputeScore: Raw -120859.500553 + Penalty 3046.525900 = -117812.974652 Iteration 43Q: 3 clusters Score -117813 nChanged 9 ComputeScore: Raw -120864.205284 + Penalty 3046.525900 = -117817.679383 Iteration 44Q: 3 clusters Score -117817.7 nChanged 3 ComputeScore: Raw -120865.586876 + Penalty 3046.525900 = -117819.060976 Iteration 45Q: 3 clusters Score -117819.1 nChanged 3 ComputeScore: Raw -120867.639808 + Penalty 3046.525900 = -117821.113907 Iteration 46Q: 3 clusters Score -117821.1 nChanged 3 ComputeScore: Raw -120869.412744 + Penalty 3046.525900 = -117822.886844 Iteration 47Q: 3 clusters Score -117822.9 nChanged 5 ComputeScore: Raw -120871.994313 + Penalty 3046.525900 = -117825.468413 Iteration 48Q: 3 clusters Score -117825.5 nChanged 5 ComputeScore: Raw -120873.941700 + Penalty 3046.525900 = -117827.415800 Iteration 49Q: 3 clusters Score -117827.4 nChanged 3 ComputeScore: Raw -120875.341354 + Penalty 3046.525900 = -117828.815454 Iteration 50Q: 3 clusters Score -117828.8 nChanged 0 ComputeScore: Raw -120875.341354 + Penalty 3046.525900 = -117828.815454 Iteration 51F: 3 clusters Score -117828.8 nChanged 0 Trying to split cluster 31 (4238 points) Assigned 2 initial classes randomly. ComputeScore: Raw -159666.156098 + Penalty 1578.499034 = -158087.657064 Iteration 0F: 2 clusters Score -158087.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -157566.265935 + Penalty 3156.998067 = -154409.267867 Iteration 0F: 3 clusters Score -154409.3 nChanged 1629 ComputeScore: Raw -158480.438679 + Penalty 3156.998067 = -155323.440612 Iteration 1F: 3 clusters Score -155323.4 nChanged 345 ComputeScore: Raw -158706.529647 + Penalty 3156.998067 = -155549.531580 Iteration 2F: 3 clusters Score -155549.5 nChanged 250 ComputeScore: Raw -158866.961840 + Penalty 3156.998067 = -155709.963773 Iteration 3F: 3 clusters Score -155710 nChanged 216 ComputeScore: Raw -158992.194535 + Penalty 3156.998067 = -155835.196468 Iteration 4F: 3 clusters Score -155835.2 nChanged 155 ComputeScore: Raw -159086.037026 + Penalty 3156.998067 = -155929.038959 Iteration 5Q: 3 clusters Score -155929 nChanged 148 ComputeScore: Raw -159168.828412 + Penalty 3156.998067 = -156011.830345 Iteration 6Q: 3 clusters Score -156011.8 nChanged 122 ComputeScore: Raw -159250.506172 + Penalty 3156.998067 = -156093.508104 Iteration 7Q: 3 clusters Score -156093.5 nChanged 128 ComputeScore: Raw -159336.171238 + Penalty 3156.998067 = -156179.173170 Iteration 8Q: 3 clusters Score -156179.2 nChanged 131 ComputeScore: Raw -159415.702741 + Penalty 3156.998067 = -156258.704674 Iteration 9Q: 3 clusters Score -156258.7 nChanged 112 ComputeScore: Raw -159478.311234 + Penalty 3156.998067 = -156321.313167 Iteration 10Q: 3 clusters Score -156321.3 nChanged 91 ComputeScore: Raw -159529.822270 + Penalty 3156.998067 = -156372.824203 Iteration 11Q: 3 clusters Score -156372.8 nChanged 75 ComputeScore: Raw -159576.479638 + Penalty 3156.998067 = -156419.481571 Iteration 12Q: 3 clusters Score -156419.5 nChanged 73 ComputeScore: Raw -159631.658324 + Penalty 3156.998067 = -156474.660257 Iteration 13Q: 3 clusters Score -156474.7 nChanged 71 ComputeScore: Raw -159683.679549 + Penalty 3156.998067 = -156526.681481 Iteration 14Q: 3 clusters Score -156526.7 nChanged 55 ComputeScore: Raw -159714.352369 + Penalty 3156.998067 = -156557.354302 Iteration 15Q: 3 clusters Score -156557.4 nChanged 43 ComputeScore: Raw -159742.091298 + Penalty 3156.998067 = -156585.093231 Iteration 16Q: 3 clusters Score -156585.1 nChanged 45 ComputeScore: Raw -159770.624999 + Penalty 3156.998067 = -156613.626932 Iteration 17Q: 3 clusters Score -156613.6 nChanged 39 ComputeScore: Raw -159799.568434 + Penalty 3156.998067 = -156642.570367 Iteration 18Q: 3 clusters Score -156642.6 nChanged 35 ComputeScore: Raw -159825.558595 + Penalty 3156.998067 = -156668.560528 Iteration 19Q: 3 clusters Score -156668.6 nChanged 31 ComputeScore: Raw -159852.345506 + Penalty 3156.998067 = -156695.347438 Iteration 20F: 3 clusters Score -156695.3 nChanged 34 ComputeScore: Raw -159876.184453 + Penalty 3156.998067 = -156719.186386 Iteration 21Q: 3 clusters Score -156719.2 nChanged 32 ComputeScore: Raw -159892.884429 + Penalty 3156.998067 = -156735.886361 Iteration 22Q: 3 clusters Score -156735.9 nChanged 22 ComputeScore: Raw -159915.450867 + Penalty 3156.998067 = -156758.452800 Iteration 23Q: 3 clusters Score -156758.5 nChanged 28 ComputeScore: Raw -159940.860919 + Penalty 3156.998067 = -156783.862851 Iteration 24Q: 3 clusters Score -156783.9 nChanged 31 ComputeScore: Raw -159960.564789 + Penalty 3156.998067 = -156803.566722 Iteration 25Q: 3 clusters Score -156803.6 nChanged 26 ComputeScore: Raw -159984.291038 + Penalty 3156.998067 = -156827.292971 Iteration 26Q: 3 clusters Score -156827.3 nChanged 33 ComputeScore: Raw -160011.034333 + Penalty 3156.998067 = -156854.036266 Iteration 27Q: 3 clusters Score -156854 nChanged 31 ComputeScore: Raw -160031.012012 + Penalty 3156.998067 = -156874.013945 Iteration 28Q: 3 clusters Score -156874 nChanged 29 ComputeScore: Raw -160052.067710 + Penalty 3156.998067 = -156895.069643 Iteration 29Q: 3 clusters Score -156895.1 nChanged 20 ComputeScore: Raw -160064.473054 + Penalty 3156.998067 = -156907.474987 Iteration 30Q: 3 clusters Score -156907.5 nChanged 19 ComputeScore: Raw -160071.469799 + Penalty 3156.998067 = -156914.471732 Iteration 31Q: 3 clusters Score -156914.5 nChanged 10 ComputeScore: Raw -160077.401025 + Penalty 3156.998067 = -156920.402957 Iteration 32Q: 3 clusters Score -156920.4 nChanged 11 ComputeScore: Raw -160085.713642 + Penalty 3156.998067 = -156928.715575 Iteration 33Q: 3 clusters Score -156928.7 nChanged 21 ComputeScore: Raw -160097.502280 + Penalty 3156.998067 = -156940.504213 Iteration 34Q: 3 clusters Score -156940.5 nChanged 24 ComputeScore: Raw -160109.798304 + Penalty 3156.998067 = -156952.800237 Iteration 35Q: 3 clusters Score -156952.8 nChanged 22 ComputeScore: Raw -160125.083982 + Penalty 3156.998067 = -156968.085915 Iteration 36Q: 3 clusters Score -156968.1 nChanged 27 ComputeScore: Raw -160148.323930 + Penalty 3156.998067 = -156991.325862 Iteration 37Q: 3 clusters Score -156991.3 nChanged 22 ComputeScore: Raw -160165.602555 + Penalty 3156.998067 = -157008.604488 Iteration 38Q: 3 clusters Score -157008.6 nChanged 20 ComputeScore: Raw -160181.254890 + Penalty 3156.998067 = -157024.256823 Iteration 39Q: 3 clusters Score -157024.3 nChanged 29 ComputeScore: Raw -160201.431988 + Penalty 3156.998067 = -157044.433921 Iteration 40F: 3 clusters Score -157044.4 nChanged 24 ComputeScore: Raw -160221.229977 + Penalty 3156.998067 = -157064.231910 Iteration 41Q: 3 clusters Score -157064.2 nChanged 24 ComputeScore: Raw -160238.526042 + Penalty 3156.998067 = -157081.527974 Iteration 42Q: 3 clusters Score -157081.5 nChanged 19 ComputeScore: Raw -160249.189967 + Penalty 3156.998067 = -157092.191899 Iteration 43Q: 3 clusters Score -157092.2 nChanged 17 ComputeScore: Raw -160262.005727 + Penalty 3156.998067 = -157105.007660 Iteration 44Q: 3 clusters Score -157105 nChanged 22 ComputeScore: Raw -160274.550748 + Penalty 3156.998067 = -157117.552681 Iteration 45Q: 3 clusters Score -157117.6 nChanged 15 ComputeScore: Raw -160282.440720 + Penalty 3156.998067 = -157125.442653 Iteration 46Q: 3 clusters Score -157125.4 nChanged 13 ComputeScore: Raw -160287.587151 + Penalty 3156.998067 = -157130.589084 Iteration 47Q: 3 clusters Score -157130.6 nChanged 8 ComputeScore: Raw -160292.134419 + Penalty 3156.998067 = -157135.136351 Iteration 48Q: 3 clusters Score -157135.1 nChanged 6 ComputeScore: Raw -160295.516450 + Penalty 3156.998067 = -157138.518383 Iteration 49Q: 3 clusters Score -157138.5 nChanged 6 ComputeScore: Raw -160298.409770 + Penalty 3156.998067 = -157141.411703 Iteration 50Q: 3 clusters Score -157141.4 nChanged 8 ComputeScore: Raw -160303.199880 + Penalty 3156.998067 = -157146.201813 Iteration 51Q: 3 clusters Score -157146.2 nChanged 7 ComputeScore: Raw -160305.985288 + Penalty 3156.998067 = -157148.987220 Iteration 52Q: 3 clusters Score -157149 nChanged 8 ComputeScore: Raw -160309.658365 + Penalty 3156.998067 = -157152.660298 Iteration 53Q: 3 clusters Score -157152.7 nChanged 4 ComputeScore: Raw -160311.544879 + Penalty 3156.998067 = -157154.546812 Iteration 54Q: 3 clusters Score -157154.5 nChanged 4 ComputeScore: Raw -160312.867359 + Penalty 3156.998067 = -157155.869292 Iteration 55Q: 3 clusters Score -157155.9 nChanged 2 ComputeScore: Raw -160313.347240 + Penalty 3156.998067 = -157156.349173 Iteration 56Q: 3 clusters Score -157156.3 nChanged 0 ComputeScore: Raw -160313.347240 + Penalty 3156.998067 = -157156.349173 Iteration 57F: 3 clusters Score -157156.3 nChanged 0 ConsiderDeletion: ComputeScore: Raw -5347180.791245 + Penalty 81201.356738 = -5265979.434507Iteration 159Q: 37 clusters Score -5265979 nChanged 1103 ConsiderDeletion: ComputeScore: Raw -5363699.645344 + Penalty 81201.356738 = -5282498.288606Iteration 160F: 37 clusters Score -5282498 nChanged 2504 ConsiderDeletion: ComputeScore: Raw -5370502.633459 + Penalty 81201.356738 = -5289301.276721Iteration 161Q: 37 clusters Score -5289301 nChanged 407 ConsiderDeletion: ComputeScore: Raw -5370671.942318 + Penalty 81201.356738 = -5289470.585581Iteration 162Q: 37 clusters Score -5289471 nChanged 286 ConsiderDeletion: ComputeScore: Raw -5370789.832122 + Penalty 81201.356738 = -5289588.475384Iteration 163Q: 37 clusters Score -5289588 nChanged 251 ConsiderDeletion: ComputeScore: Raw -5370900.342281 + Penalty 81201.356738 = -5289698.985544Iteration 164Q: 37 clusters Score -5289699 nChanged 290 ConsiderDeletion: ComputeScore: Raw -5371153.820351 + Penalty 81201.356738 = -5289952.463613Iteration 165Q: 37 clusters Score -5289952 nChanged 480 ConsiderDeletion: ComputeScore: Raw -5371966.318014 + Penalty 81201.356738 = -5290764.961276Iteration 166Q: 37 clusters Score -5290765 nChanged 655 ConsiderDeletion: ComputeScore: Raw -5373455.034050 + Penalty 81201.356738 = -5292253.677312Iteration 167Q: 37 clusters Score -5292254 nChanged 675 ConsiderDeletion: ComputeScore: Raw -5377251.542094 + Penalty 81201.356738 = -5296050.185357Iteration 168Q: 37 clusters Score -5296050 nChanged 315 Unmasked E-step: Deleting class 1: covariance matrix is singular ConsiderDeletion: ComputeScore: Raw -5377522.746759 + Penalty 78945.763495 = -5298576.983264Iteration 169Q: 36 clusters Score -5298577 nChanged 150 ConsiderDeletion: ComputeScore: Raw -5325796.056565 + Penalty 78945.763495 = -5246850.293070Iteration 170Q: 36 clusters Score -5246850 nChanged 5157 ConsiderDeletion: ComputeScore: Raw -5369500.812848 + Penalty 78945.763495 = -5290555.049353Iteration 171F: 36 clusters Score -5290555 nChanged 331 ConsiderDeletion: ComputeScore: Raw -5369676.132936 + Penalty 78945.763495 = -5290730.369441Iteration 172Q: 36 clusters Score -5290730 nChanged 259 ConsiderDeletion: ComputeScore: Raw -5369799.381235 + Penalty 78945.763495 = -5290853.617740Iteration 173Q: 36 clusters Score -5290854 nChanged 180 ConsiderDeletion: ComputeScore: Raw -5369876.783281 + Penalty 78945.763495 = -5290931.019786Iteration 174Q: 36 clusters Score -5290931 nChanged 118 ConsiderDeletion: ComputeScore: Raw -5369940.758762 + Penalty 78945.763495 = -5290994.995267Iteration 175Q: 36 clusters Score -5290995 nChanged 137 ConsiderDeletion: ComputeScore: Raw -5370099.317025 + Penalty 78945.763495 = -5291153.553530Iteration 176Q: 36 clusters Score -5291154 nChanged 159 ConsiderDeletion: ComputeScore: Raw -5370220.921039 + Penalty 78945.763495 = -5291275.157544Iteration 177Q: 36 clusters Score -5291275 nChanged 106 ConsiderDeletion: ComputeScore: Raw -5370247.121373 + Penalty 78945.763495 = -5291301.357878Iteration 178Q: 36 clusters Score -5291301 nChanged 68 ConsiderDeletion: ComputeScore: Raw -5370259.638793 + Penalty 78945.763495 = -5291313.875298Iteration 179Q: 36 clusters Score -5291314 nChanged 35 ConsiderDeletion: ComputeScore: Raw -5370265.899509 + Penalty 78945.763495 = -5291320.136014Iteration 180F: 36 clusters Score -5291320 nChanged 22 ConsiderDeletion: ComputeScore: Raw -5370270.788673 + Penalty 78945.763495 = -5291325.025178Iteration 181Q: 36 clusters Score -5291325 nChanged 14 ConsiderDeletion: ComputeScore: Raw -5370272.875823 + Penalty 78945.763495 = -5291327.112328Iteration 182Q: 36 clusters Score -5291327 nChanged 5 ConsiderDeletion: ComputeScore: Raw -5370273.462156 + Penalty 78945.763495 = -5291327.698661Iteration 183Q: 36 clusters Score -5291328 nChanged 1 ConsiderDeletion: ComputeScore: Raw -5370273.489948 + Penalty 78945.763495 = -5291327.726453Iteration 184Q: 36 clusters Score -5291328 nChanged 0 ConsiderDeletion: ComputeScore: Raw -5370273.489948 + Penalty 78945.763495 = -5291327.726453Iteration 185F: 36 clusters Score -5291328 nChanged 0 ComputeScore: Raw -5370273.489948 + Penalty 78945.763495 = -5291327.726453Trying to split cluster 2 (5958 points) Assigned 2 initial classes randomly. ComputeScore: Raw -220282.898149 + Penalty 1642.880635 = -218640.017514 Iteration 0F: 2 clusters Score -218640 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -217150.404315 + Penalty 3285.761270 = -213864.643045 Iteration 0F: 3 clusters Score -213864.6 nChanged 2472 ComputeScore: Raw -218551.770342 + Penalty 3285.761270 = -215266.009072 Iteration 1F: 3 clusters Score -215266 nChanged 427 ComputeScore: Raw -218781.451099 + Penalty 3285.761270 = -215495.689829 Iteration 2F: 3 clusters Score -215495.7 nChanged 302 ComputeScore: Raw -218937.510321 + Penalty 3285.761270 = -215651.749051 Iteration 3F: 3 clusters Score -215651.7 nChanged 248 ComputeScore: Raw -219065.104942 + Penalty 3285.761270 = -215779.343672 Iteration 4Q: 3 clusters Score -215779.3 nChanged 233 ComputeScore: Raw -219178.604584 + Penalty 3285.761270 = -215892.843313 Iteration 5Q: 3 clusters Score -215892.8 nChanged 197 ComputeScore: Raw -219284.704421 + Penalty 3285.761270 = -215998.943150 Iteration 6Q: 3 clusters Score -215998.9 nChanged 187 ComputeScore: Raw -219380.068151 + Penalty 3285.761270 = -216094.306880 Iteration 7Q: 3 clusters Score -216094.3 nChanged 176 ComputeScore: Raw -219470.562277 + Penalty 3285.761270 = -216184.801006 Iteration 8Q: 3 clusters Score -216184.8 nChanged 179 ComputeScore: Raw -219556.529978 + Penalty 3285.761270 = -216270.768708 Iteration 9Q: 3 clusters Score -216270.8 nChanged 140 ComputeScore: Raw -219632.556178 + Penalty 3285.761270 = -216346.794908 Iteration 10Q: 3 clusters Score -216346.8 nChanged 159 ComputeScore: Raw -219716.590750 + Penalty 3285.761270 = -216430.829479 Iteration 11Q: 3 clusters Score -216430.8 nChanged 155 ComputeScore: Raw -219807.059449 + Penalty 3285.761270 = -216521.298178 Iteration 12Q: 3 clusters Score -216521.3 nChanged 151 ComputeScore: Raw -219896.416660 + Penalty 3285.761270 = -216610.655389 Iteration 13Q: 3 clusters Score -216610.7 nChanged 168 ComputeScore: Raw -220003.861054 + Penalty 3285.761270 = -216718.099784 Iteration 14Q: 3 clusters Score -216718.1 nChanged 158 ComputeScore: Raw -220111.278326 + Penalty 3285.761270 = -216825.517056 Iteration 15Q: 3 clusters Score -216825.5 nChanged 141 ComputeScore: Raw -220213.267010 + Penalty 3285.761270 = -216927.505739 Iteration 16Q: 3 clusters Score -216927.5 nChanged 121 ComputeScore: Raw -220297.370392 + Penalty 3285.761270 = -217011.609122 Iteration 17Q: 3 clusters Score -217011.6 nChanged 94 ComputeScore: Raw -220368.089579 + Penalty 3285.761270 = -217082.328309 Iteration 18Q: 3 clusters Score -217082.3 nChanged 78 ComputeScore: Raw -220427.867056 + Penalty 3285.761270 = -217142.105786 Iteration 19Q: 3 clusters Score -217142.1 nChanged 58 ComputeScore: Raw -220480.098992 + Penalty 3285.761270 = -217194.337721 Iteration 20F: 3 clusters Score -217194.3 nChanged 49 ComputeScore: Raw -220521.664953 + Penalty 3285.761270 = -217235.903683 Iteration 21Q: 3 clusters Score -217235.9 nChanged 33 ComputeScore: Raw -220546.822095 + Penalty 3285.761270 = -217261.060825 Iteration 22Q: 3 clusters Score -217261.1 nChanged 31 ComputeScore: Raw -220569.363478 + Penalty 3285.761270 = -217283.602207 Iteration 23Q: 3 clusters Score -217283.6 nChanged 22 ComputeScore: Raw -220585.950909 + Penalty 3285.761270 = -217300.189639 Iteration 24Q: 3 clusters Score -217300.2 nChanged 14 ComputeScore: Raw -220595.825055 + Penalty 3285.761270 = -217310.063785 Iteration 25Q: 3 clusters Score -217310.1 nChanged 11 ComputeScore: Raw -220603.421030 + Penalty 3285.761270 = -217317.659759 Iteration 26Q: 3 clusters Score -217317.7 nChanged 11 ComputeScore: Raw -220615.017920 + Penalty 3285.761270 = -217329.256650 Iteration 27Q: 3 clusters Score -217329.3 nChanged 11 ComputeScore: Raw -220625.878181 + Penalty 3285.761270 = -217340.116910 Iteration 28Q: 3 clusters Score -217340.1 nChanged 6 ComputeScore: Raw -220630.199996 + Penalty 3285.761270 = -217344.438725 Iteration 29Q: 3 clusters Score -217344.4 nChanged 6 ComputeScore: Raw -220633.210850 + Penalty 3285.761270 = -217347.449580 Iteration 30Q: 3 clusters Score -217347.4 nChanged 0 ComputeScore: Raw -220633.210850 + Penalty 3285.761270 = -217347.449580 Iteration 31F: 3 clusters Score -217347.4 nChanged 0 Trying to split cluster 3 (4469 points) Assigned 2 initial classes randomly. ComputeScore: Raw -164435.022162 + Penalty 1588.529870 = -162846.492292 Iteration 0F: 2 clusters Score -162846.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -162219.844389 + Penalty 3177.059741 = -159042.784649 Iteration 0F: 3 clusters Score -159042.8 nChanged 1729 ComputeScore: Raw -163174.592387 + Penalty 3177.059741 = -159997.532647 Iteration 1F: 3 clusters Score -159997.5 nChanged 345 ComputeScore: Raw -163384.662251 + Penalty 3177.059741 = -160207.602510 Iteration 2F: 3 clusters Score -160207.6 nChanged 235 ComputeScore: Raw -163521.648875 + Penalty 3177.059741 = -160344.589134 Iteration 3F: 3 clusters Score -160344.6 nChanged 187 ComputeScore: Raw -163622.897435 + Penalty 3177.059741 = -160445.837694 Iteration 4Q: 3 clusters Score -160445.8 nChanged 150 ComputeScore: Raw -163697.529005 + Penalty 3177.059741 = -160520.469264 Iteration 5Q: 3 clusters Score -160520.5 nChanged 121 ComputeScore: Raw -163767.889473 + Penalty 3177.059741 = -160590.829732 Iteration 6Q: 3 clusters Score -160590.8 nChanged 128 ComputeScore: Raw -163853.393948 + Penalty 3177.059741 = -160676.334207 Iteration 7Q: 3 clusters Score -160676.3 nChanged 139 ComputeScore: Raw -163940.902978 + Penalty 3177.059741 = -160763.843237 Iteration 8Q: 3 clusters Score -160763.8 nChanged 144 ComputeScore: Raw -164035.470922 + Penalty 3177.059741 = -160858.411181 Iteration 9Q: 3 clusters Score -160858.4 nChanged 132 ComputeScore: Raw -164123.346515 + Penalty 3177.059741 = -160946.286774 Iteration 10Q: 3 clusters Score -160946.3 nChanged 115 ComputeScore: Raw -164194.709315 + Penalty 3177.059741 = -161017.649574 Iteration 11Q: 3 clusters Score -161017.6 nChanged 110 ComputeScore: Raw -164260.696380 + Penalty 3177.059741 = -161083.636639 Iteration 12Q: 3 clusters Score -161083.6 nChanged 104 ComputeScore: Raw -164321.269759 + Penalty 3177.059741 = -161144.210018 Iteration 13Q: 3 clusters Score -161144.2 nChanged 104 ComputeScore: Raw -164378.618978 + Penalty 3177.059741 = -161201.559237 Iteration 14Q: 3 clusters Score -161201.6 nChanged 96 ComputeScore: Raw -164429.058371 + Penalty 3177.059741 = -161251.998631 Iteration 15Q: 3 clusters Score -161252 nChanged 84 ComputeScore: Raw -164473.587363 + Penalty 3177.059741 = -161296.527622 Iteration 16Q: 3 clusters Score -161296.5 nChanged 79 ComputeScore: Raw -164512.272637 + Penalty 3177.059741 = -161335.212896 Iteration 17Q: 3 clusters Score -161335.2 nChanged 68 ComputeScore: Raw -164544.481895 + Penalty 3177.059741 = -161367.422154 Iteration 18Q: 3 clusters Score -161367.4 nChanged 68 ComputeScore: Raw -164576.823370 + Penalty 3177.059741 = -161399.763630 Iteration 19Q: 3 clusters Score -161399.8 nChanged 61 ComputeScore: Raw -164602.032758 + Penalty 3177.059741 = -161424.973017 Iteration 20F: 3 clusters Score -161425 nChanged 51 ComputeScore: Raw -164620.375938 + Penalty 3177.059741 = -161443.316197 Iteration 21Q: 3 clusters Score -161443.3 nChanged 39 ComputeScore: Raw -164633.417008 + Penalty 3177.059741 = -161456.357267 Iteration 22Q: 3 clusters Score -161456.4 nChanged 33 ComputeScore: Raw -164647.289000 + Penalty 3177.059741 = -161470.229259 Iteration 23Q: 3 clusters Score -161470.2 nChanged 37 ComputeScore: Raw -164667.590541 + Penalty 3177.059741 = -161490.530801 Iteration 24Q: 3 clusters Score -161490.5 nChanged 45 ComputeScore: Raw -164690.764062 + Penalty 3177.059741 = -161513.704321 Iteration 25Q: 3 clusters Score -161513.7 nChanged 53 ComputeScore: Raw -164717.254263 + Penalty 3177.059741 = -161540.194523 Iteration 26Q: 3 clusters Score -161540.2 nChanged 51 ComputeScore: Raw -164745.920081 + Penalty 3177.059741 = -161568.860340 Iteration 27Q: 3 clusters Score -161568.9 nChanged 45 ComputeScore: Raw -164769.139544 + Penalty 3177.059741 = -161592.079803 Iteration 28Q: 3 clusters Score -161592.1 nChanged 34 ComputeScore: Raw -164784.304049 + Penalty 3177.059741 = -161607.244308 Iteration 29Q: 3 clusters Score -161607.2 nChanged 31 ComputeScore: Raw -164800.263587 + Penalty 3177.059741 = -161623.203846 Iteration 30Q: 3 clusters Score -161623.2 nChanged 34 ComputeScore: Raw -164815.581761 + Penalty 3177.059741 = -161638.522020 Iteration 31Q: 3 clusters Score -161638.5 nChanged 31 ComputeScore: Raw -164828.379474 + Penalty 3177.059741 = -161651.319733 Iteration 32Q: 3 clusters Score -161651.3 nChanged 16 ComputeScore: Raw -164836.377664 + Penalty 3177.059741 = -161659.317923 Iteration 33Q: 3 clusters Score -161659.3 nChanged 18 ComputeScore: Raw -164844.852135 + Penalty 3177.059741 = -161667.792395 Iteration 34Q: 3 clusters Score -161667.8 nChanged 17 ComputeScore: Raw -164852.307386 + Penalty 3177.059741 = -161675.247645 Iteration 35Q: 3 clusters Score -161675.2 nChanged 12 ComputeScore: Raw -164860.065206 + Penalty 3177.059741 = -161683.005465 Iteration 36Q: 3 clusters Score -161683 nChanged 13 ComputeScore: Raw -164868.344710 + Penalty 3177.059741 = -161691.284969 Iteration 37Q: 3 clusters Score -161691.3 nChanged 16 ComputeScore: Raw -164877.060767 + Penalty 3177.059741 = -161700.001027 Iteration 38Q: 3 clusters Score -161700 nChanged 12 ComputeScore: Raw -164881.359317 + Penalty 3177.059741 = -161704.299577 Iteration 39Q: 3 clusters Score -161704.3 nChanged 9 ComputeScore: Raw -164885.438367 + Penalty 3177.059741 = -161708.378626 Iteration 40F: 3 clusters Score -161708.4 nChanged 9 ComputeScore: Raw -164888.958768 + Penalty 3177.059741 = -161711.899027 Iteration 41Q: 3 clusters Score -161711.9 nChanged 8 ComputeScore: Raw -164891.527437 + Penalty 3177.059741 = -161714.467697 Iteration 42Q: 3 clusters Score -161714.5 nChanged 8 ComputeScore: Raw -164894.470006 + Penalty 3177.059741 = -161717.410265 Iteration 43Q: 3 clusters Score -161717.4 nChanged 9 ComputeScore: Raw -164901.440149 + Penalty 3177.059741 = -161724.380408 Iteration 44Q: 3 clusters Score -161724.4 nChanged 9 ComputeScore: Raw -164906.163594 + Penalty 3177.059741 = -161729.103853 Iteration 45Q: 3 clusters Score -161729.1 nChanged 8 ComputeScore: Raw -164908.720464 + Penalty 3177.059741 = -161731.660724 Iteration 46Q: 3 clusters Score -161731.7 nChanged 4 ComputeScore: Raw -164910.177859 + Penalty 3177.059741 = -161733.118118 Iteration 47Q: 3 clusters Score -161733.1 nChanged 3 ComputeScore: Raw -164911.094309 + Penalty 3177.059741 = -161734.034568 Iteration 48Q: 3 clusters Score -161734 nChanged 1 ComputeScore: Raw -164911.637970 + Penalty 3177.059741 = -161734.578229 Iteration 49Q: 3 clusters Score -161734.6 nChanged 1 ComputeScore: Raw -164912.045585 + Penalty 3177.059741 = -161734.985844 Iteration 50Q: 3 clusters Score -161735 nChanged 2 ComputeScore: Raw -164912.496836 + Penalty 3177.059741 = -161735.437096 Iteration 51Q: 3 clusters Score -161735.4 nChanged 2 ComputeScore: Raw -164913.397304 + Penalty 3177.059741 = -161736.337563 Iteration 52Q: 3 clusters Score -161736.3 nChanged 1 ComputeScore: Raw -164914.482613 + Penalty 3177.059741 = -161737.422873 Iteration 53Q: 3 clusters Score -161737.4 nChanged 4 ComputeScore: Raw -164916.123127 + Penalty 3177.059741 = -161739.063387 Iteration 54Q: 3 clusters Score -161739.1 nChanged 3 ComputeScore: Raw -164916.749787 + Penalty 3177.059741 = -161739.690046 Iteration 55Q: 3 clusters Score -161739.7 nChanged 1 ComputeScore: Raw -164917.084815 + Penalty 3177.059741 = -161740.025074 Iteration 56Q: 3 clusters Score -161740 nChanged 1 ComputeScore: Raw -164917.177900 + Penalty 3177.059741 = -161740.118159 Iteration 57Q: 3 clusters Score -161740.1 nChanged 0 ComputeScore: Raw -164917.177900 + Penalty 3177.059741 = -161740.118159 Iteration 58F: 3 clusters Score -161740.1 nChanged 0 Trying to split cluster 4 (3216 points) Assigned 2 initial classes randomly. ComputeScore: Raw -117334.166801 + Penalty 1526.343896 = -115807.822904 Iteration 0F: 2 clusters Score -115807.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -115850.223295 + Penalty 3052.687792 = -112797.535502 Iteration 0F: 3 clusters Score -112797.5 nChanged 1185 ComputeScore: Raw -116592.324244 + Penalty 3052.687792 = -113539.636452 Iteration 1F: 3 clusters Score -113539.6 nChanged 277 ComputeScore: Raw -116792.533701 + Penalty 3052.687792 = -113739.845908 Iteration 2F: 3 clusters Score -113739.8 nChanged 190 ComputeScore: Raw -116933.731617 + Penalty 3052.687792 = -113881.043825 Iteration 3F: 3 clusters Score -113881 nChanged 178 ComputeScore: Raw -117068.129449 + Penalty 3052.687792 = -114015.441656 Iteration 4F: 3 clusters Score -114015.4 nChanged 150 ComputeScore: Raw -117187.516652 + Penalty 3052.687792 = -114134.828860 Iteration 5Q: 3 clusters Score -114134.8 nChanged 112 ComputeScore: Raw -117270.459942 + Penalty 3052.687792 = -114217.772150 Iteration 6Q: 3 clusters Score -114217.8 nChanged 91 ComputeScore: Raw -117331.352142 + Penalty 3052.687792 = -114278.664350 Iteration 7Q: 3 clusters Score -114278.7 nChanged 84 ComputeScore: Raw -117396.529611 + Penalty 3052.687792 = -114343.841819 Iteration 8Q: 3 clusters Score -114343.8 nChanged 72 ComputeScore: Raw -117445.510407 + Penalty 3052.687792 = -114392.822615 Iteration 9Q: 3 clusters Score -114392.8 nChanged 65 ComputeScore: Raw -117492.805673 + Penalty 3052.687792 = -114440.117881 Iteration 10Q: 3 clusters Score -114440.1 nChanged 64 ComputeScore: Raw -117540.633038 + Penalty 3052.687792 = -114487.945245 Iteration 11Q: 3 clusters Score -114487.9 nChanged 55 ComputeScore: Raw -117585.019411 + Penalty 3052.687792 = -114532.331619 Iteration 12Q: 3 clusters Score -114532.3 nChanged 51 ComputeScore: Raw -117621.472599 + Penalty 3052.687792 = -114568.784807 Iteration 13Q: 3 clusters Score -114568.8 nChanged 30 ComputeScore: Raw -117641.318490 + Penalty 3052.687792 = -114588.630698 Iteration 14Q: 3 clusters Score -114588.6 nChanged 23 ComputeScore: Raw -117655.422763 + Penalty 3052.687792 = -114602.734971 Iteration 15Q: 3 clusters Score -114602.7 nChanged 27 ComputeScore: Raw -117670.353936 + Penalty 3052.687792 = -114617.666144 Iteration 16Q: 3 clusters Score -114617.7 nChanged 17 ComputeScore: Raw -117682.843120 + Penalty 3052.687792 = -114630.155327 Iteration 17Q: 3 clusters Score -114630.2 nChanged 18 ComputeScore: Raw -117693.651565 + Penalty 3052.687792 = -114640.963773 Iteration 18Q: 3 clusters Score -114641 nChanged 12 ComputeScore: Raw -117699.570736 + Penalty 3052.687792 = -114646.882944 Iteration 19Q: 3 clusters Score -114646.9 nChanged 13 ComputeScore: Raw -117707.896619 + Penalty 3052.687792 = -114655.208827 Iteration 20F: 3 clusters Score -114655.2 nChanged 13 ComputeScore: Raw -117715.931305 + Penalty 3052.687792 = -114663.243513 Iteration 21Q: 3 clusters Score -114663.2 nChanged 14 ComputeScore: Raw -117726.131441 + Penalty 3052.687792 = -114673.443649 Iteration 22Q: 3 clusters Score -114673.4 nChanged 14 ComputeScore: Raw -117734.211025 + Penalty 3052.687792 = -114681.523233 Iteration 23Q: 3 clusters Score -114681.5 nChanged 13 ComputeScore: Raw -117739.484892 + Penalty 3052.687792 = -114686.797100 Iteration 24Q: 3 clusters Score -114686.8 nChanged 6 ComputeScore: Raw -117742.677848 + Penalty 3052.687792 = -114689.990056 Iteration 25Q: 3 clusters Score -114690 nChanged 2 ComputeScore: Raw -117743.428708 + Penalty 3052.687792 = -114690.740915 Iteration 26Q: 3 clusters Score -114690.7 nChanged 2 ComputeScore: Raw -117745.216673 + Penalty 3052.687792 = -114692.528881 Iteration 27Q: 3 clusters Score -114692.5 nChanged 2 ComputeScore: Raw -117746.093974 + Penalty 3052.687792 = -114693.406182 Iteration 28Q: 3 clusters Score -114693.4 nChanged 2 ComputeScore: Raw -117747.890340 + Penalty 3052.687792 = -114695.202547 Iteration 29Q: 3 clusters Score -114695.2 nChanged 2 ComputeScore: Raw -117748.743201 + Penalty 3052.687792 = -114696.055409 Iteration 30Q: 3 clusters Score -114696.1 nChanged 2 ComputeScore: Raw -117749.868818 + Penalty 3052.687792 = -114697.181026 Iteration 31Q: 3 clusters Score -114697.2 nChanged 3 ComputeScore: Raw -117751.537931 + Penalty 3052.687792 = -114698.850139 Iteration 32Q: 3 clusters Score -114698.9 nChanged 1 ComputeScore: Raw -117751.870290 + Penalty 3052.687792 = -114699.182498 Iteration 33Q: 3 clusters Score -114699.2 nChanged 1 ComputeScore: Raw -117752.453080 + Penalty 3052.687792 = -114699.765288 Iteration 34Q: 3 clusters Score -114699.8 nChanged 2 ComputeScore: Raw -117753.285752 + Penalty 3052.687792 = -114700.597959 Iteration 35Q: 3 clusters Score -114700.6 nChanged 1 ComputeScore: Raw -117753.702905 + Penalty 3052.687792 = -114701.015113 Iteration 36Q: 3 clusters Score -114701 nChanged 2 ComputeScore: Raw -117754.447149 + Penalty 3052.687792 = -114701.759357 Iteration 37Q: 3 clusters Score -114701.8 nChanged 1 ComputeScore: Raw -117754.881561 + Penalty 3052.687792 = -114702.193769 Iteration 38Q: 3 clusters Score -114702.2 nChanged 1 ComputeScore: Raw -117755.214442 + Penalty 3052.687792 = -114702.526649 Iteration 39Q: 3 clusters Score -114702.5 nChanged 2 ComputeScore: Raw -117756.820670 + Penalty 3052.687792 = -114704.132878 Iteration 40F: 3 clusters Score -114704.1 nChanged 1 ComputeScore: Raw -117757.593419 + Penalty 3052.687792 = -114704.905627 Iteration 41Q: 3 clusters Score -114704.9 nChanged 1 ComputeScore: Raw -117758.512080 + Penalty 3052.687792 = -114705.824288 Iteration 42Q: 3 clusters Score -114705.8 nChanged 3 ComputeScore: Raw -117759.803095 + Penalty 3052.687792 = -114707.115303 Iteration 43Q: 3 clusters Score -114707.1 nChanged 0 ComputeScore: Raw -117759.803095 + Penalty 3052.687792 = -114707.115303 Iteration 44F: 3 clusters Score -114707.1 nChanged 0 Trying to split cluster 5 (3691 points) Assigned 2 initial classes randomly. ComputeScore: Raw -142151.419217 + Penalty 1552.380361 = -140599.038856 Iteration 0F: 2 clusters Score -140599 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -140426.737893 + Penalty 3104.760722 = -137321.977171 Iteration 0F: 3 clusters Score -137322 nChanged 1371 ComputeScore: Raw -141278.865052 + Penalty 3104.760722 = -138174.104330 Iteration 1F: 3 clusters Score -138174.1 nChanged 268 ComputeScore: Raw -141463.629756 + Penalty 3104.760722 = -138358.869035 Iteration 2F: 3 clusters Score -138358.9 nChanged 177 ComputeScore: Raw -141570.841749 + Penalty 3104.760722 = -138466.081027 Iteration 3Q: 3 clusters Score -138466.1 nChanged 147 ComputeScore: Raw -141650.624314 + Penalty 3104.760722 = -138545.863592 Iteration 4Q: 3 clusters Score -138545.9 nChanged 126 ComputeScore: Raw -141713.773869 + Penalty 3104.760722 = -138609.013147 Iteration 5Q: 3 clusters Score -138609 nChanged 99 ComputeScore: Raw -141776.166233 + Penalty 3104.760722 = -138671.405511 Iteration 6Q: 3 clusters Score -138671.4 nChanged 99 ComputeScore: Raw -141829.608520 + Penalty 3104.760722 = -138724.847799 Iteration 7Q: 3 clusters Score -138724.8 nChanged 77 ComputeScore: Raw -141867.133851 + Penalty 3104.760722 = -138762.373129 Iteration 8Q: 3 clusters Score -138762.4 nChanged 59 ComputeScore: Raw -141901.248931 + Penalty 3104.760722 = -138796.488209 Iteration 9Q: 3 clusters Score -138796.5 nChanged 59 ComputeScore: Raw -141938.937820 + Penalty 3104.760722 = -138834.177098 Iteration 10Q: 3 clusters Score -138834.2 nChanged 55 ComputeScore: Raw -141964.420504 + Penalty 3104.760722 = -138859.659782 Iteration 11Q: 3 clusters Score -138859.7 nChanged 40 ComputeScore: Raw -141988.132844 + Penalty 3104.760722 = -138883.372122 Iteration 12Q: 3 clusters Score -138883.4 nChanged 40 ComputeScore: Raw -142007.127510 + Penalty 3104.760722 = -138902.366788 Iteration 13Q: 3 clusters Score -138902.4 nChanged 34 ComputeScore: Raw -142023.629121 + Penalty 3104.760722 = -138918.868400 Iteration 14Q: 3 clusters Score -138918.9 nChanged 33 ComputeScore: Raw -142042.756591 + Penalty 3104.760722 = -138937.995869 Iteration 15Q: 3 clusters Score -138938 nChanged 38 ComputeScore: Raw -142065.756235 + Penalty 3104.760722 = -138960.995513 Iteration 16Q: 3 clusters Score -138961 nChanged 41 ComputeScore: Raw -142091.190877 + Penalty 3104.760722 = -138986.430155 Iteration 17Q: 3 clusters Score -138986.4 nChanged 39 ComputeScore: Raw -142112.591611 + Penalty 3104.760722 = -139007.830889 Iteration 18Q: 3 clusters Score -139007.8 nChanged 33 ComputeScore: Raw -142126.972318 + Penalty 3104.760722 = -139022.211597 Iteration 19Q: 3 clusters Score -139022.2 nChanged 26 ComputeScore: Raw -142141.820709 + Penalty 3104.760722 = -139037.059987 Iteration 20F: 3 clusters Score -139037.1 nChanged 33 ComputeScore: Raw -142157.483463 + Penalty 3104.760722 = -139052.722741 Iteration 21Q: 3 clusters Score -139052.7 nChanged 34 ComputeScore: Raw -142175.278609 + Penalty 3104.760722 = -139070.517887 Iteration 22Q: 3 clusters Score -139070.5 nChanged 33 ComputeScore: Raw -142190.064501 + Penalty 3104.760722 = -139085.303779 Iteration 23Q: 3 clusters Score -139085.3 nChanged 26 ComputeScore: Raw -142205.259462 + Penalty 3104.760722 = -139100.498741 Iteration 24Q: 3 clusters Score -139100.5 nChanged 28 ComputeScore: Raw -142217.491910 + Penalty 3104.760722 = -139112.731188 Iteration 25Q: 3 clusters Score -139112.7 nChanged 25 ComputeScore: Raw -142231.307874 + Penalty 3104.760722 = -139126.547152 Iteration 26Q: 3 clusters Score -139126.5 nChanged 29 ComputeScore: Raw -142245.249106 + Penalty 3104.760722 = -139140.488384 Iteration 27Q: 3 clusters Score -139140.5 nChanged 27 ComputeScore: Raw -142258.782307 + Penalty 3104.760722 = -139154.021586 Iteration 28Q: 3 clusters Score -139154 nChanged 29 ComputeScore: Raw -142274.000041 + Penalty 3104.760722 = -139169.239319 Iteration 29Q: 3 clusters Score -139169.2 nChanged 27 ComputeScore: Raw -142289.062615 + Penalty 3104.760722 = -139184.301893 Iteration 30Q: 3 clusters Score -139184.3 nChanged 21 ComputeScore: Raw -142301.657781 + Penalty 3104.760722 = -139196.897059 Iteration 31Q: 3 clusters Score -139196.9 nChanged 22 ComputeScore: Raw -142312.599655 + Penalty 3104.760722 = -139207.838934 Iteration 32Q: 3 clusters Score -139207.8 nChanged 24 ComputeScore: Raw -142326.374134 + Penalty 3104.760722 = -139221.613412 Iteration 33Q: 3 clusters Score -139221.6 nChanged 26 ComputeScore: Raw -142342.901195 + Penalty 3104.760722 = -139238.140474 Iteration 34Q: 3 clusters Score -139238.1 nChanged 26 ComputeScore: Raw -142360.501643 + Penalty 3104.760722 = -139255.740922 Iteration 35Q: 3 clusters Score -139255.7 nChanged 32 ComputeScore: Raw -142380.070165 + Penalty 3104.760722 = -139275.309443 Iteration 36Q: 3 clusters Score -139275.3 nChanged 31 ComputeScore: Raw -142401.525573 + Penalty 3104.760722 = -139296.764852 Iteration 37Q: 3 clusters Score -139296.8 nChanged 29 ComputeScore: Raw -142425.013220 + Penalty 3104.760722 = -139320.252499 Iteration 38Q: 3 clusters Score -139320.3 nChanged 37 ComputeScore: Raw -142452.082705 + Penalty 3104.760722 = -139347.321984 Iteration 39Q: 3 clusters Score -139347.3 nChanged 31 ComputeScore: Raw -142468.187276 + Penalty 3104.760722 = -139363.426554 Iteration 40F: 3 clusters Score -139363.4 nChanged 18 ComputeScore: Raw -142476.615614 + Penalty 3104.760722 = -139371.854893 Iteration 41Q: 3 clusters Score -139371.9 nChanged 15 ComputeScore: Raw -142484.710728 + Penalty 3104.760722 = -139379.950006 Iteration 42Q: 3 clusters Score -139380 nChanged 17 ComputeScore: Raw -142494.660910 + Penalty 3104.760722 = -139389.900188 Iteration 43Q: 3 clusters Score -139389.9 nChanged 18 ComputeScore: Raw -142504.902142 + Penalty 3104.760722 = -139400.141420 Iteration 44Q: 3 clusters Score -139400.1 nChanged 14 ComputeScore: Raw -142513.605641 + Penalty 3104.760722 = -139408.844919 Iteration 45Q: 3 clusters Score -139408.8 nChanged 14 ComputeScore: Raw -142523.538269 + Penalty 3104.760722 = -139418.777547 Iteration 46Q: 3 clusters Score -139418.8 nChanged 13 ComputeScore: Raw -142532.225500 + Penalty 3104.760722 = -139427.464778 Iteration 47Q: 3 clusters Score -139427.5 nChanged 13 ComputeScore: Raw -142539.754236 + Penalty 3104.760722 = -139434.993514 Iteration 48Q: 3 clusters Score -139435 nChanged 10 ComputeScore: Raw -142545.611044 + Penalty 3104.760722 = -139440.850322 Iteration 49Q: 3 clusters Score -139440.9 nChanged 10 ComputeScore: Raw -142552.143417 + Penalty 3104.760722 = -139447.382695 Iteration 50Q: 3 clusters Score -139447.4 nChanged 9 ComputeScore: Raw -142557.289980 + Penalty 3104.760722 = -139452.529258 Iteration 51Q: 3 clusters Score -139452.5 nChanged 8 ComputeScore: Raw -142560.725851 + Penalty 3104.760722 = -139455.965129 Iteration 52Q: 3 clusters Score -139456 nChanged 6 ComputeScore: Raw -142563.976042 + Penalty 3104.760722 = -139459.215320 Iteration 53Q: 3 clusters Score -139459.2 nChanged 9 ComputeScore: Raw -142567.809562 + Penalty 3104.760722 = -139463.048840 Iteration 54Q: 3 clusters Score -139463 nChanged 3 ComputeScore: Raw -142569.352405 + Penalty 3104.760722 = -139464.591684 Iteration 55Q: 3 clusters Score -139464.6 nChanged 4 ComputeScore: Raw -142570.844692 + Penalty 3104.760722 = -139466.083971 Iteration 56Q: 3 clusters Score -139466.1 nChanged 2 ComputeScore: Raw -142572.058716 + Penalty 3104.760722 = -139467.297994 Iteration 57Q: 3 clusters Score -139467.3 nChanged 4 ComputeScore: Raw -142573.830560 + Penalty 3104.760722 = -139469.069838 Iteration 58Q: 3 clusters Score -139469.1 nChanged 5 ComputeScore: Raw -142574.999740 + Penalty 3104.760722 = -139470.239018 Iteration 59Q: 3 clusters Score -139470.2 nChanged 1 ComputeScore: Raw -142575.433314 + Penalty 3104.760722 = -139470.672592 Iteration 60F: 3 clusters Score -139470.7 nChanged 1 ComputeScore: Raw -142575.851154 + Penalty 3104.760722 = -139471.090433 Iteration 61Q: 3 clusters Score -139471.1 nChanged 1 ComputeScore: Raw -142576.101304 + Penalty 3104.760722 = -139471.340582 Iteration 62Q: 3 clusters Score -139471.3 nChanged 1 ComputeScore: Raw -142576.271966 + Penalty 3104.760722 = -139471.511244 Iteration 63Q: 3 clusters Score -139471.5 nChanged 0 ComputeScore: Raw -142576.271966 + Penalty 3104.760722 = -139471.511244 Iteration 64F: 3 clusters Score -139471.5 nChanged 0 Trying to split cluster 6 (6808 points) Assigned 2 initial classes randomly. ComputeScore: Raw -251230.750560 + Penalty 1668.086344 = -249562.664216 Iteration 0F: 2 clusters Score -249562.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -247633.111651 + Penalty 3336.172687 = -244296.938963 Iteration 0F: 3 clusters Score -244296.9 nChanged 2812 ComputeScore: Raw -249318.489922 + Penalty 3336.172687 = -245982.317235 Iteration 1F: 3 clusters Score -245982.3 nChanged 529 ComputeScore: Raw -249695.583351 + Penalty 3336.172687 = -246359.410663 Iteration 2F: 3 clusters Score -246359.4 nChanged 462 ComputeScore: Raw -250017.310150 + Penalty 3336.172687 = -246681.137462 Iteration 3F: 3 clusters Score -246681.1 nChanged 399 ComputeScore: Raw -250297.573822 + Penalty 3336.172687 = -246961.401135 Iteration 4F: 3 clusters Score -246961.4 nChanged 335 ComputeScore: Raw -250524.420249 + Penalty 3336.172687 = -247188.247561 Iteration 5Q: 3 clusters Score -247188.2 nChanged 293 ComputeScore: Raw -250721.433830 + Penalty 3336.172687 = -247385.261143 Iteration 6Q: 3 clusters Score -247385.3 nChanged 233 ComputeScore: Raw -250859.997477 + Penalty 3336.172687 = -247523.824789 Iteration 7Q: 3 clusters Score -247523.8 nChanged 198 ComputeScore: Raw -250974.893830 + Penalty 3336.172687 = -247638.721143 Iteration 8Q: 3 clusters Score -247638.7 nChanged 166 ComputeScore: Raw -251089.148604 + Penalty 3336.172687 = -247752.975917 Iteration 9Q: 3 clusters Score -247753 nChanged 137 ComputeScore: Raw -251175.717411 + Penalty 3336.172687 = -247839.544724 Iteration 10Q: 3 clusters Score -247839.5 nChanged 108 ComputeScore: Raw -251239.801858 + Penalty 3336.172687 = -247903.629170 Iteration 11Q: 3 clusters Score -247903.6 nChanged 95 ComputeScore: Raw -251289.954228 + Penalty 3336.172687 = -247953.781541 Iteration 12Q: 3 clusters Score -247953.8 nChanged 82 ComputeScore: Raw -251327.375313 + Penalty 3336.172687 = -247991.202625 Iteration 13Q: 3 clusters Score -247991.2 nChanged 62 ComputeScore: Raw -251357.385888 + Penalty 3336.172687 = -248021.213201 Iteration 14Q: 3 clusters Score -248021.2 nChanged 55 ComputeScore: Raw -251381.024979 + Penalty 3336.172687 = -248044.852292 Iteration 15Q: 3 clusters Score -248044.9 nChanged 39 ComputeScore: Raw -251395.086552 + Penalty 3336.172687 = -248058.913865 Iteration 16Q: 3 clusters Score -248058.9 nChanged 35 ComputeScore: Raw -251407.198046 + Penalty 3336.172687 = -248071.025359 Iteration 17Q: 3 clusters Score -248071 nChanged 27 ComputeScore: Raw -251419.208895 + Penalty 3336.172687 = -248083.036208 Iteration 18Q: 3 clusters Score -248083 nChanged 19 ComputeScore: Raw -251428.734755 + Penalty 3336.172687 = -248092.562067 Iteration 19Q: 3 clusters Score -248092.6 nChanged 21 ComputeScore: Raw -251441.813159 + Penalty 3336.172687 = -248105.640472 Iteration 20F: 3 clusters Score -248105.6 nChanged 20 ComputeScore: Raw -251451.166814 + Penalty 3336.172687 = -248114.994127 Iteration 21Q: 3 clusters Score -248115 nChanged 18 ComputeScore: Raw -251457.295923 + Penalty 3336.172687 = -248121.123236 Iteration 22Q: 3 clusters Score -248121.1 nChanged 12 ComputeScore: Raw -251461.463750 + Penalty 3336.172687 = -248125.291063 Iteration 23Q: 3 clusters Score -248125.3 nChanged 13 ComputeScore: Raw -251465.538176 + Penalty 3336.172687 = -248129.365488 Iteration 24Q: 3 clusters Score -248129.4 nChanged 11 ComputeScore: Raw -251469.092710 + Penalty 3336.172687 = -248132.920023 Iteration 25Q: 3 clusters Score -248132.9 nChanged 12 ComputeScore: Raw -251474.145232 + Penalty 3336.172687 = -248137.972545 Iteration 26Q: 3 clusters Score -248138 nChanged 10 ComputeScore: Raw -251479.878428 + Penalty 3336.172687 = -248143.705740 Iteration 27Q: 3 clusters Score -248143.7 nChanged 8 ComputeScore: Raw -251483.648460 + Penalty 3336.172687 = -248147.475773 Iteration 28Q: 3 clusters Score -248147.5 nChanged 7 ComputeScore: Raw -251486.128763 + Penalty 3336.172687 = -248149.956076 Iteration 29Q: 3 clusters Score -248150 nChanged 4 ComputeScore: Raw -251486.997804 + Penalty 3336.172687 = -248150.825117 Iteration 30Q: 3 clusters Score -248150.8 nChanged 2 ComputeScore: Raw -251488.614036 + Penalty 3336.172687 = -248152.441349 Iteration 31Q: 3 clusters Score -248152.4 nChanged 4 ComputeScore: Raw -251489.449409 + Penalty 3336.172687 = -248153.276721 Iteration 32Q: 3 clusters Score -248153.3 nChanged 2 ComputeScore: Raw -251490.137880 + Penalty 3336.172687 = -248153.965193 Iteration 33Q: 3 clusters Score -248154 nChanged 2 ComputeScore: Raw -251491.223757 + Penalty 3336.172687 = -248155.051070 Iteration 34Q: 3 clusters Score -248155.1 nChanged 1 ComputeScore: Raw -251491.835678 + Penalty 3336.172687 = -248155.662990 Iteration 35Q: 3 clusters Score -248155.7 nChanged 0 ComputeScore: Raw -251491.835678 + Penalty 3336.172687 = -248155.662990 Iteration 36F: 3 clusters Score -248155.7 nChanged 0 Trying to split cluster 7 (4020 points) Assigned 2 initial classes randomly. ComputeScore: Raw -155124.952962 + Penalty 1568.518027 = -153556.434935 Iteration 0F: 2 clusters Score -153556.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -153182.042527 + Penalty 3137.036055 = -150045.006472 Iteration 0F: 3 clusters Score -150045 nChanged 1544 ComputeScore: Raw -154029.188091 + Penalty 3137.036055 = -150892.152037 Iteration 1F: 3 clusters Score -150892.2 nChanged 272 ComputeScore: Raw -154167.528436 + Penalty 3137.036055 = -151030.492381 Iteration 2F: 3 clusters Score -151030.5 nChanged 201 ComputeScore: Raw -154264.714087 + Penalty 3137.036055 = -151127.678032 Iteration 3Q: 3 clusters Score -151127.7 nChanged 142 ComputeScore: Raw -154330.888246 + Penalty 3137.036055 = -151193.852192 Iteration 4Q: 3 clusters Score -151193.9 nChanged 105 ComputeScore: Raw -154386.778214 + Penalty 3137.036055 = -151249.742160 Iteration 5Q: 3 clusters Score -151249.7 nChanged 92 ComputeScore: Raw -154428.641058 + Penalty 3137.036055 = -151291.605003 Iteration 6Q: 3 clusters Score -151291.6 nChanged 82 ComputeScore: Raw -154462.049699 + Penalty 3137.036055 = -151325.013644 Iteration 7Q: 3 clusters Score -151325 nChanged 67 ComputeScore: Raw -154494.018245 + Penalty 3137.036055 = -151356.982190 Iteration 8Q: 3 clusters Score -151357 nChanged 59 ComputeScore: Raw -154521.483603 + Penalty 3137.036055 = -151384.447548 Iteration 9Q: 3 clusters Score -151384.4 nChanged 61 ComputeScore: Raw -154546.821713 + Penalty 3137.036055 = -151409.785658 Iteration 10Q: 3 clusters Score -151409.8 nChanged 56 ComputeScore: Raw -154568.273370 + Penalty 3137.036055 = -151431.237315 Iteration 11Q: 3 clusters Score -151431.2 nChanged 47 ComputeScore: Raw -154588.866145 + Penalty 3137.036055 = -151451.830091 Iteration 12Q: 3 clusters Score -151451.8 nChanged 50 ComputeScore: Raw -154611.816891 + Penalty 3137.036055 = -151474.780837 Iteration 13Q: 3 clusters Score -151474.8 nChanged 51 ComputeScore: Raw -154636.074077 + Penalty 3137.036055 = -151499.038023 Iteration 14Q: 3 clusters Score -151499 nChanged 62 ComputeScore: Raw -154663.832163 + Penalty 3137.036055 = -151526.796108 Iteration 15Q: 3 clusters Score -151526.8 nChanged 57 ComputeScore: Raw -154688.085317 + Penalty 3137.036055 = -151551.049263 Iteration 16Q: 3 clusters Score -151551 nChanged 47 ComputeScore: Raw -154709.938969 + Penalty 3137.036055 = -151572.902915 Iteration 17Q: 3 clusters Score -151572.9 nChanged 50 ComputeScore: Raw -154734.573781 + Penalty 3137.036055 = -151597.537727 Iteration 18Q: 3 clusters Score -151597.5 nChanged 54 ComputeScore: Raw -154763.899345 + Penalty 3137.036055 = -151626.863290 Iteration 19Q: 3 clusters Score -151626.9 nChanged 47 ComputeScore: Raw -154786.728078 + Penalty 3137.036055 = -151649.692024 Iteration 20F: 3 clusters Score -151649.7 nChanged 52 ComputeScore: Raw -154811.246569 + Penalty 3137.036055 = -151674.210515 Iteration 21Q: 3 clusters Score -151674.2 nChanged 49 ComputeScore: Raw -154831.725046 + Penalty 3137.036055 = -151694.688992 Iteration 22Q: 3 clusters Score -151694.7 nChanged 53 ComputeScore: Raw -154858.260759 + Penalty 3137.036055 = -151721.224705 Iteration 23Q: 3 clusters Score -151721.2 nChanged 46 ComputeScore: Raw -154886.872019 + Penalty 3137.036055 = -151749.835964 Iteration 24Q: 3 clusters Score -151749.8 nChanged 62 ComputeScore: Raw -154929.038312 + Penalty 3137.036055 = -151792.002257 Iteration 25Q: 3 clusters Score -151792 nChanged 64 ComputeScore: Raw -154975.782885 + Penalty 3137.036055 = -151838.746831 Iteration 26Q: 3 clusters Score -151838.7 nChanged 60 ComputeScore: Raw -155024.962537 + Penalty 3137.036055 = -151887.926482 Iteration 27Q: 3 clusters Score -151887.9 nChanged 53 ComputeScore: Raw -155064.588365 + Penalty 3137.036055 = -151927.552311 Iteration 28Q: 3 clusters Score -151927.6 nChanged 53 ComputeScore: Raw -155097.638737 + Penalty 3137.036055 = -151960.602682 Iteration 29Q: 3 clusters Score -151960.6 nChanged 42 ComputeScore: Raw -155135.873598 + Penalty 3137.036055 = -151998.837544 Iteration 30Q: 3 clusters Score -151998.8 nChanged 51 ComputeScore: Raw -155180.689253 + Penalty 3137.036055 = -152043.653199 Iteration 31Q: 3 clusters Score -152043.7 nChanged 45 ComputeScore: Raw -155218.226368 + Penalty 3137.036055 = -152081.190314 Iteration 32Q: 3 clusters Score -152081.2 nChanged 38 ComputeScore: Raw -155244.584489 + Penalty 3137.036055 = -152107.548434 Iteration 33Q: 3 clusters Score -152107.5 nChanged 29 ComputeScore: Raw -155262.685868 + Penalty 3137.036055 = -152125.649813 Iteration 34Q: 3 clusters Score -152125.6 nChanged 23 ComputeScore: Raw -155281.485220 + Penalty 3137.036055 = -152144.449165 Iteration 35Q: 3 clusters Score -152144.4 nChanged 26 ComputeScore: Raw -155297.461024 + Penalty 3137.036055 = -152160.424969 Iteration 36Q: 3 clusters Score -152160.4 nChanged 19 ComputeScore: Raw -155308.219067 + Penalty 3137.036055 = -152171.183012 Iteration 37Q: 3 clusters Score -152171.2 nChanged 12 ComputeScore: Raw -155317.474318 + Penalty 3137.036055 = -152180.438263 Iteration 38Q: 3 clusters Score -152180.4 nChanged 12 ComputeScore: Raw -155327.064836 + Penalty 3137.036055 = -152190.028782 Iteration 39Q: 3 clusters Score -152190 nChanged 14 ComputeScore: Raw -155337.565165 + Penalty 3137.036055 = -152200.529110 Iteration 40F: 3 clusters Score -152200.5 nChanged 8 ComputeScore: Raw -155342.942177 + Penalty 3137.036055 = -152205.906122 Iteration 41Q: 3 clusters Score -152205.9 nChanged 9 ComputeScore: Raw -155348.104229 + Penalty 3137.036055 = -152211.068175 Iteration 42Q: 3 clusters Score -152211.1 nChanged 8 ComputeScore: Raw -155351.196968 + Penalty 3137.036055 = -152214.160914 Iteration 43Q: 3 clusters Score -152214.2 nChanged 5 ComputeScore: Raw -155353.223435 + Penalty 3137.036055 = -152216.187381 Iteration 44Q: 3 clusters Score -152216.2 nChanged 2 ComputeScore: Raw -155353.723995 + Penalty 3137.036055 = -152216.687941 Iteration 45Q: 3 clusters Score -152216.7 nChanged 2 ComputeScore: Raw -155354.662569 + Penalty 3137.036055 = -152217.626514 Iteration 46Q: 3 clusters Score -152217.6 nChanged 1 ComputeScore: Raw -155355.004193 + Penalty 3137.036055 = -152217.968139 Iteration 47Q: 3 clusters Score -152218 nChanged 1 ComputeScore: Raw -155355.496859 + Penalty 3137.036055 = -152218.460804 Iteration 48Q: 3 clusters Score -152218.5 nChanged 0 ComputeScore: Raw -155355.496859 + Penalty 3137.036055 = -152218.460804 Iteration 49F: 3 clusters Score -152218.5 nChanged 0 Trying to split cluster 8 (4584 points) Assigned 2 initial classes randomly. ComputeScore: Raw -172199.198479 + Penalty 1593.331852 = -170605.866627 Iteration 0F: 2 clusters Score -170605.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -169951.053183 + Penalty 3186.663704 = -166764.389479 Iteration 0F: 3 clusters Score -166764.4 nChanged 1777 ComputeScore: Raw -170955.561465 + Penalty 3186.663704 = -167768.897762 Iteration 1F: 3 clusters Score -167768.9 nChanged 351 ComputeScore: Raw -171165.043569 + Penalty 3186.663704 = -167978.379865 Iteration 2F: 3 clusters Score -167978.4 nChanged 229 ComputeScore: Raw -171310.189759 + Penalty 3186.663704 = -168123.526055 Iteration 3Q: 3 clusters Score -168123.5 nChanged 216 ComputeScore: Raw -171468.190636 + Penalty 3186.663704 = -168281.526932 Iteration 4Q: 3 clusters Score -168281.5 nChanged 183 ComputeScore: Raw -171592.423111 + Penalty 3186.663704 = -168405.759407 Iteration 5Q: 3 clusters Score -168405.8 nChanged 173 ComputeScore: Raw -171715.625732 + Penalty 3186.663704 = -168528.962029 Iteration 6Q: 3 clusters Score -168529 nChanged 156 ComputeScore: Raw -171818.681183 + Penalty 3186.663704 = -168632.017479 Iteration 7Q: 3 clusters Score -168632 nChanged 142 ComputeScore: Raw -171919.201799 + Penalty 3186.663704 = -168732.538095 Iteration 8Q: 3 clusters Score -168732.5 nChanged 129 ComputeScore: Raw -172000.510893 + Penalty 3186.663704 = -168813.847190 Iteration 9Q: 3 clusters Score -168813.8 nChanged 99 ComputeScore: Raw -172054.105132 + Penalty 3186.663704 = -168867.441428 Iteration 10Q: 3 clusters Score -168867.4 nChanged 74 ComputeScore: Raw -172090.347169 + Penalty 3186.663704 = -168903.683465 Iteration 11Q: 3 clusters Score -168903.7 nChanged 70 ComputeScore: Raw -172124.030795 + Penalty 3186.663704 = -168937.367091 Iteration 12Q: 3 clusters Score -168937.4 nChanged 59 ComputeScore: Raw -172151.847794 + Penalty 3186.663704 = -168965.184090 Iteration 13Q: 3 clusters Score -168965.2 nChanged 56 ComputeScore: Raw -172184.994994 + Penalty 3186.663704 = -168998.331290 Iteration 14Q: 3 clusters Score -168998.3 nChanged 51 ComputeScore: Raw -172208.223269 + Penalty 3186.663704 = -169021.559566 Iteration 15Q: 3 clusters Score -169021.6 nChanged 46 ComputeScore: Raw -172229.099072 + Penalty 3186.663704 = -169042.435368 Iteration 16Q: 3 clusters Score -169042.4 nChanged 37 ComputeScore: Raw -172246.216997 + Penalty 3186.663704 = -169059.553293 Iteration 17Q: 3 clusters Score -169059.6 nChanged 33 ComputeScore: Raw -172261.031398 + Penalty 3186.663704 = -169074.367695 Iteration 18Q: 3 clusters Score -169074.4 nChanged 35 ComputeScore: Raw -172278.142111 + Penalty 3186.663704 = -169091.478407 Iteration 19Q: 3 clusters Score -169091.5 nChanged 34 ComputeScore: Raw -172297.012108 + Penalty 3186.663704 = -169110.348404 Iteration 20F: 3 clusters Score -169110.3 nChanged 32 ComputeScore: Raw -172310.634506 + Penalty 3186.663704 = -169123.970802 Iteration 21Q: 3 clusters Score -169124 nChanged 27 ComputeScore: Raw -172325.405697 + Penalty 3186.663704 = -169138.741993 Iteration 22Q: 3 clusters Score -169138.7 nChanged 24 ComputeScore: Raw -172335.207472 + Penalty 3186.663704 = -169148.543768 Iteration 23Q: 3 clusters Score -169148.5 nChanged 16 ComputeScore: Raw -172340.562169 + Penalty 3186.663704 = -169153.898466 Iteration 24Q: 3 clusters Score -169153.9 nChanged 10 ComputeScore: Raw -172344.692794 + Penalty 3186.663704 = -169158.029090 Iteration 25Q: 3 clusters Score -169158 nChanged 13 ComputeScore: Raw -172352.312222 + Penalty 3186.663704 = -169165.648518 Iteration 26Q: 3 clusters Score -169165.6 nChanged 18 ComputeScore: Raw -172361.842189 + Penalty 3186.663704 = -169175.178485 Iteration 27Q: 3 clusters Score -169175.2 nChanged 16 ComputeScore: Raw -172370.270335 + Penalty 3186.663704 = -169183.606631 Iteration 28Q: 3 clusters Score -169183.6 nChanged 16 ComputeScore: Raw -172377.133109 + Penalty 3186.663704 = -169190.469405 Iteration 29Q: 3 clusters Score -169190.5 nChanged 13 ComputeScore: Raw -172382.667857 + Penalty 3186.663704 = -169196.004154 Iteration 30Q: 3 clusters Score -169196 nChanged 10 ComputeScore: Raw -172386.861815 + Penalty 3186.663704 = -169200.198111 Iteration 31Q: 3 clusters Score -169200.2 nChanged 10 ComputeScore: Raw -172390.920713 + Penalty 3186.663704 = -169204.257010 Iteration 32Q: 3 clusters Score -169204.3 nChanged 12 ComputeScore: Raw -172397.481656 + Penalty 3186.663704 = -169210.817952 Iteration 33Q: 3 clusters Score -169210.8 nChanged 10 ComputeScore: Raw -172403.668112 + Penalty 3186.663704 = -169217.004408 Iteration 34Q: 3 clusters Score -169217 nChanged 8 ComputeScore: Raw -172407.623535 + Penalty 3186.663704 = -169220.959831 Iteration 35Q: 3 clusters Score -169221 nChanged 11 ComputeScore: Raw -172414.266200 + Penalty 3186.663704 = -169227.602496 Iteration 36Q: 3 clusters Score -169227.6 nChanged 9 ComputeScore: Raw -172418.728796 + Penalty 3186.663704 = -169232.065092 Iteration 37Q: 3 clusters Score -169232.1 nChanged 12 ComputeScore: Raw -172422.286159 + Penalty 3186.663704 = -169235.622455 Iteration 38Q: 3 clusters Score -169235.6 nChanged 6 ComputeScore: Raw -172425.498507 + Penalty 3186.663704 = -169238.834804 Iteration 39Q: 3 clusters Score -169238.8 nChanged 9 ComputeScore: Raw -172429.982356 + Penalty 3186.663704 = -169243.318652 Iteration 40F: 3 clusters Score -169243.3 nChanged 7 ComputeScore: Raw -172432.475976 + Penalty 3186.663704 = -169245.812272 Iteration 41Q: 3 clusters Score -169245.8 nChanged 7 ComputeScore: Raw -172434.196139 + Penalty 3186.663704 = -169247.532435 Iteration 42Q: 3 clusters Score -169247.5 nChanged 3 ComputeScore: Raw -172435.335194 + Penalty 3186.663704 = -169248.671491 Iteration 43Q: 3 clusters Score -169248.7 nChanged 2 ComputeScore: Raw -172435.869157 + Penalty 3186.663704 = -169249.205453 Iteration 44Q: 3 clusters Score -169249.2 nChanged 1 ComputeScore: Raw -172436.158964 + Penalty 3186.663704 = -169249.495260 Iteration 45Q: 3 clusters Score -169249.5 nChanged 0 ComputeScore: Raw -172436.158964 + Penalty 3186.663704 = -169249.495260 Iteration 46F: 3 clusters Score -169249.5 nChanged 0 Trying to split cluster 9 (4919 points) Assigned 2 initial classes randomly. ComputeScore: Raw -246230.170153 + Penalty 1606.662641 = -244623.507512 Iteration 0F: 2 clusters Score -244623.5 nChanged 0 Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -246253.496004 + Penalty 3213.325283 = -243040.170721 Iteration 0F: 3 clusters Score -243040.2 nChanged 2384 ComputeScore: Raw -221311.960822 + Penalty 1606.662641 = -219705.298181 Iteration 1F: 2 clusters Score -219705.3 nChanged 4756 ComputeScore: Raw -246230.170153 + Penalty 1606.662641 = -244623.507512 Iteration 2F: 2 clusters Score -244623.5 nChanged 0 Trying to split cluster 10 (3954 points) Assigned 2 initial classes randomly. ComputeScore: Raw -151955.508834 + Penalty 1565.389288 = -150390.119547 Iteration 0F: 2 clusters Score -150390.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -150043.434445 + Penalty 3130.778575 = -146912.655869 Iteration 0F: 3 clusters Score -146912.7 nChanged 1535 ComputeScore: Raw -150884.080797 + Penalty 3130.778575 = -147753.302221 Iteration 1F: 3 clusters Score -147753.3 nChanged 296 ComputeScore: Raw -151048.621475 + Penalty 3130.778575 = -147917.842900 Iteration 2F: 3 clusters Score -147917.8 nChanged 217 ComputeScore: Raw -151160.176907 + Penalty 3130.778575 = -148029.398331 Iteration 3F: 3 clusters Score -148029.4 nChanged 153 ComputeScore: Raw -151230.825665 + Penalty 3130.778575 = -148100.047089 Iteration 4Q: 3 clusters Score -148100 nChanged 116 ComputeScore: Raw -151288.135648 + Penalty 3130.778575 = -148157.357072 Iteration 5Q: 3 clusters Score -148157.4 nChanged 96 ComputeScore: Raw -151333.974574 + Penalty 3130.778575 = -148203.195998 Iteration 6Q: 3 clusters Score -148203.2 nChanged 91 ComputeScore: Raw -151374.453857 + Penalty 3130.778575 = -148243.675282 Iteration 7Q: 3 clusters Score -148243.7 nChanged 73 ComputeScore: Raw -151409.055377 + Penalty 3130.778575 = -148278.276802 Iteration 8Q: 3 clusters Score -148278.3 nChanged 60 ComputeScore: Raw -151435.935128 + Penalty 3130.778575 = -148305.156553 Iteration 9Q: 3 clusters Score -148305.2 nChanged 66 ComputeScore: Raw -151465.202292 + Penalty 3130.778575 = -148334.423717 Iteration 10Q: 3 clusters Score -148334.4 nChanged 63 ComputeScore: Raw -151497.578732 + Penalty 3130.778575 = -148366.800157 Iteration 11Q: 3 clusters Score -148366.8 nChanged 58 ComputeScore: Raw -151523.000584 + Penalty 3130.778575 = -148392.222008 Iteration 12Q: 3 clusters Score -148392.2 nChanged 57 ComputeScore: Raw -151547.181819 + Penalty 3130.778575 = -148416.403244 Iteration 13Q: 3 clusters Score -148416.4 nChanged 54 ComputeScore: Raw -151568.606295 + Penalty 3130.778575 = -148437.827720 Iteration 14Q: 3 clusters Score -148437.8 nChanged 34 ComputeScore: Raw -151584.002552 + Penalty 3130.778575 = -148453.223977 Iteration 15Q: 3 clusters Score -148453.2 nChanged 40 ComputeScore: Raw -151603.559217 + Penalty 3130.778575 = -148472.780641 Iteration 16Q: 3 clusters Score -148472.8 nChanged 37 ComputeScore: Raw -151619.591913 + Penalty 3130.778575 = -148488.813337 Iteration 17Q: 3 clusters Score -148488.8 nChanged 42 ComputeScore: Raw -151635.160125 + Penalty 3130.778575 = -148504.381549 Iteration 18Q: 3 clusters Score -148504.4 nChanged 40 ComputeScore: Raw -151652.132192 + Penalty 3130.778575 = -148521.353617 Iteration 19Q: 3 clusters Score -148521.4 nChanged 36 ComputeScore: Raw -151666.839218 + Penalty 3130.778575 = -148536.060643 Iteration 20F: 3 clusters Score -148536.1 nChanged 37 ComputeScore: Raw -151680.547970 + Penalty 3130.778575 = -148549.769394 Iteration 21Q: 3 clusters Score -148549.8 nChanged 33 ComputeScore: Raw -151691.855762 + Penalty 3130.778575 = -148561.077187 Iteration 22Q: 3 clusters Score -148561.1 nChanged 37 ComputeScore: Raw -151706.490156 + Penalty 3130.778575 = -148575.711581 Iteration 23Q: 3 clusters Score -148575.7 nChanged 44 ComputeScore: Raw -151727.859856 + Penalty 3130.778575 = -148597.081280 Iteration 24Q: 3 clusters Score -148597.1 nChanged 42 ComputeScore: Raw -151749.295316 + Penalty 3130.778575 = -148618.516740 Iteration 25Q: 3 clusters Score -148618.5 nChanged 51 ComputeScore: Raw -151779.387514 + Penalty 3130.778575 = -148648.608939 Iteration 26Q: 3 clusters Score -148648.6 nChanged 49 ComputeScore: Raw -151814.588923 + Penalty 3130.778575 = -148683.810347 Iteration 27Q: 3 clusters Score -148683.8 nChanged 57 ComputeScore: Raw -151846.802933 + Penalty 3130.778575 = -148716.024358 Iteration 28Q: 3 clusters Score -148716 nChanged 51 ComputeScore: Raw -151882.230357 + Penalty 3130.778575 = -148751.451781 Iteration 29Q: 3 clusters Score -148751.5 nChanged 62 ComputeScore: Raw -151919.412936 + Penalty 3130.778575 = -148788.634360 Iteration 30Q: 3 clusters Score -148788.6 nChanged 57 ComputeScore: Raw -151948.926661 + Penalty 3130.778575 = -148818.148086 Iteration 31Q: 3 clusters Score -148818.1 nChanged 40 ComputeScore: Raw -151971.016445 + Penalty 3130.778575 = -148840.237869 Iteration 32Q: 3 clusters Score -148840.2 nChanged 40 ComputeScore: Raw -151991.500104 + Penalty 3130.778575 = -148860.721529 Iteration 33Q: 3 clusters Score -148860.7 nChanged 36 ComputeScore: Raw -152007.787728 + Penalty 3130.778575 = -148877.009153 Iteration 34Q: 3 clusters Score -148877 nChanged 30 ComputeScore: Raw -152024.916209 + Penalty 3130.778575 = -148894.137633 Iteration 35Q: 3 clusters Score -148894.1 nChanged 27 ComputeScore: Raw -152039.814367 + Penalty 3130.778575 = -148909.035791 Iteration 36Q: 3 clusters Score -148909 nChanged 24 ComputeScore: Raw -152052.075376 + Penalty 3130.778575 = -148921.296801 Iteration 37Q: 3 clusters Score -148921.3 nChanged 21 ComputeScore: Raw -152063.010178 + Penalty 3130.778575 = -148932.231603 Iteration 38Q: 3 clusters Score -148932.2 nChanged 21 ComputeScore: Raw -152074.746422 + Penalty 3130.778575 = -148943.967847 Iteration 39Q: 3 clusters Score -148944 nChanged 24 ComputeScore: Raw -152090.342006 + Penalty 3130.778575 = -148959.563430 Iteration 40F: 3 clusters Score -148959.6 nChanged 23 ComputeScore: Raw -152111.083093 + Penalty 3130.778575 = -148980.304518 Iteration 41Q: 3 clusters Score -148980.3 nChanged 29 ComputeScore: Raw -152135.184804 + Penalty 3130.778575 = -149004.406229 Iteration 42Q: 3 clusters Score -149004.4 nChanged 32 ComputeScore: Raw -152160.717714 + Penalty 3130.778575 = -149029.939138 Iteration 43Q: 3 clusters Score -149029.9 nChanged 35 ComputeScore: Raw -152188.738687 + Penalty 3130.778575 = -149057.960111 Iteration 44Q: 3 clusters Score -149058 nChanged 35 ComputeScore: Raw -152213.588163 + Penalty 3130.778575 = -149082.809587 Iteration 45Q: 3 clusters Score -149082.8 nChanged 28 ComputeScore: Raw -152236.099556 + Penalty 3130.778575 = -149105.320981 Iteration 46Q: 3 clusters Score -149105.3 nChanged 26 ComputeScore: Raw -152256.236914 + Penalty 3130.778575 = -149125.458339 Iteration 47Q: 3 clusters Score -149125.5 nChanged 23 ComputeScore: Raw -152272.199534 + Penalty 3130.778575 = -149141.420959 Iteration 48Q: 3 clusters Score -149141.4 nChanged 19 ComputeScore: Raw -152282.791828 + Penalty 3130.778575 = -149152.013253 Iteration 49Q: 3 clusters Score -149152 nChanged 18 ComputeScore: Raw -152293.337890 + Penalty 3130.778575 = -149162.559314 Iteration 50Q: 3 clusters Score -149162.6 nChanged 16 ComputeScore: Raw -152303.879241 + Penalty 3130.778575 = -149173.100665 Iteration 51Q: 3 clusters Score -149173.1 nChanged 17 ComputeScore: Raw -152316.179635 + Penalty 3130.778575 = -149185.401059 Iteration 52Q: 3 clusters Score -149185.4 nChanged 14 ComputeScore: Raw -152322.757313 + Penalty 3130.778575 = -149191.978738 Iteration 53Q: 3 clusters Score -149192 nChanged 17 ComputeScore: Raw -152335.538287 + Penalty 3130.778575 = -149204.759712 Iteration 54Q: 3 clusters Score -149204.8 nChanged 24 ComputeScore: Raw -152349.618351 + Penalty 3130.778575 = -149218.839776 Iteration 55Q: 3 clusters Score -149218.8 nChanged 21 ComputeScore: Raw -152360.142451 + Penalty 3130.778575 = -149229.363875 Iteration 56Q: 3 clusters Score -149229.4 nChanged 19 ComputeScore: Raw -152371.171801 + Penalty 3130.778575 = -149240.393226 Iteration 57Q: 3 clusters Score -149240.4 nChanged 20 ComputeScore: Raw -152384.169349 + Penalty 3130.778575 = -149253.390774 Iteration 58Q: 3 clusters Score -149253.4 nChanged 24 ComputeScore: Raw -152398.859651 + Penalty 3130.778575 = -149268.081076 Iteration 59Q: 3 clusters Score -149268.1 nChanged 19 ComputeScore: Raw -152410.110270 + Penalty 3130.778575 = -149279.331695 Iteration 60F: 3 clusters Score -149279.3 nChanged 13 ComputeScore: Raw -152417.332444 + Penalty 3130.778575 = -149286.553869 Iteration 61Q: 3 clusters Score -149286.6 nChanged 14 ComputeScore: Raw -152423.092721 + Penalty 3130.778575 = -149292.314145 Iteration 62Q: 3 clusters Score -149292.3 nChanged 12 ComputeScore: Raw -152428.706612 + Penalty 3130.778575 = -149297.928036 Iteration 63Q: 3 clusters Score -149297.9 nChanged 9 ComputeScore: Raw -152432.269405 + Penalty 3130.778575 = -149301.490829 Iteration 64Q: 3 clusters Score -149301.5 nChanged 8 ComputeScore: Raw -152434.884698 + Penalty 3130.778575 = -149304.106123 Iteration 65Q: 3 clusters Score -149304.1 nChanged 3 ComputeScore: Raw -152435.381865 + Penalty 3130.778575 = -149304.603290 Iteration 66Q: 3 clusters Score -149304.6 nChanged 2 ComputeScore: Raw -152436.282296 + Penalty 3130.778575 = -149305.503720 Iteration 67Q: 3 clusters Score -149305.5 nChanged 2 ComputeScore: Raw -152437.384482 + Penalty 3130.778575 = -149306.605906 Iteration 68Q: 3 clusters Score -149306.6 nChanged 2 ComputeScore: Raw -152437.956751 + Penalty 3130.778575 = -149307.178175 Iteration 69Q: 3 clusters Score -149307.2 nChanged 0 ComputeScore: Raw -152437.956751 + Penalty 3130.778575 = -149307.178175 Iteration 70F: 3 clusters Score -149307.2 nChanged 0 Trying to split cluster 11 (6582 points) Assigned 2 initial classes randomly. ComputeScore: Raw -245148.293335 + Penalty 1661.705753 = -243486.587582 Iteration 0F: 2 clusters Score -243486.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -241709.106291 + Penalty 3323.411505 = -238385.694786 Iteration 0F: 3 clusters Score -238385.7 nChanged 2705 ComputeScore: Raw -243254.294891 + Penalty 3323.411505 = -239930.883385 Iteration 1F: 3 clusters Score -239930.9 nChanged 513 ComputeScore: Raw -243599.784162 + Penalty 3323.411505 = -240276.372656 Iteration 2F: 3 clusters Score -240276.4 nChanged 458 ComputeScore: Raw -243915.769303 + Penalty 3323.411505 = -240592.357798 Iteration 3F: 3 clusters Score -240592.4 nChanged 419 ComputeScore: Raw -244252.152080 + Penalty 3323.411505 = -240928.740575 Iteration 4F: 3 clusters Score -240928.7 nChanged 436 ComputeScore: Raw -244724.945704 + Penalty 3323.411505 = -241401.534198 Iteration 5F: 3 clusters Score -241401.5 nChanged 409 ComputeScore: Raw -245307.054203 + Penalty 3323.411505 = -241983.642697 Iteration 6F: 3 clusters Score -241983.6 nChanged 406 ComputeScore: Raw -245857.428871 + Penalty 3323.411505 = -242534.017366 Iteration 7F: 3 clusters Score -242534 nChanged 435 ComputeScore: Raw -246528.450930 + Penalty 3323.411505 = -243205.039425 Iteration 8F: 3 clusters Score -243205 nChanged 423 ComputeScore: Raw -247976.385775 + Penalty 3323.411505 = -244652.974269 Iteration 9F: 3 clusters Score -244653 nChanged 389 ComputeScore: Raw -254783.474809 + Penalty 3323.411505 = -251460.063303 Iteration 10F: 3 clusters Score -251460.1 nChanged 284 Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -254769.445475 + Penalty 3323.411505 = -251446.033970 Iteration 11Q: 3 clusters Score -251446 nChanged 35 ComputeScore: Raw -219591.810391 + Penalty 1661.705753 = -217930.104638 Iteration 12F: 2 clusters Score -217930.1 nChanged 3328 ComputeScore: Raw -245148.293335 + Penalty 1661.705753 = -243486.587582 Iteration 13F: 2 clusters Score -243486.6 nChanged 0 Trying to split cluster 12 (1688 points) Assigned 2 initial classes randomly. ComputeScore: Raw -107114.220776 + Penalty 1404.515639 = -105709.705137 Iteration 0F: 2 clusters Score -105709.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -110315.438670 + Penalty 2809.031277 = -107506.407392 Iteration 0F: 3 clusters Score -107506.4 nChanged 548 ComputeScore: Raw -110681.222176 + Penalty 2809.031277 = -107872.190899 Iteration 1F: 3 clusters Score -107872.2 nChanged 114 ComputeScore: Raw -110808.759109 + Penalty 2809.031277 = -107999.727831 Iteration 2F: 3 clusters Score -107999.7 nChanged 59 ComputeScore: Raw -110796.976494 + Penalty 2809.031277 = -107987.945216 Iteration 3Q: 3 clusters Score -107987.9 nChanged 35 ComputeScore: Raw -110847.943569 + Penalty 2809.031277 = -108038.912291 Iteration 4F: 3 clusters Score -108038.9 nChanged 28 ComputeScore: Raw -110893.312131 + Penalty 2809.031277 = -108084.280854 Iteration 5Q: 3 clusters Score -108084.3 nChanged 24 ComputeScore: Raw -110860.026897 + Penalty 2809.031277 = -108050.995620 Iteration 6Q: 3 clusters Score -108051 nChanged 22 ComputeScore: Raw -110900.112713 + Penalty 2809.031277 = -108091.081435 Iteration 7F: 3 clusters Score -108091.1 nChanged 22 ComputeScore: Raw -110932.215035 + Penalty 2809.031277 = -108123.183758 Iteration 8Q: 3 clusters Score -108123.2 nChanged 15 ComputeScore: Raw -110960.715983 + Penalty 2809.031277 = -108151.684706 Iteration 9Q: 3 clusters Score -108151.7 nChanged 14 ComputeScore: Raw -110967.556994 + Penalty 2809.031277 = -108158.525717 Iteration 10Q: 3 clusters Score -108158.5 nChanged 8 ComputeScore: Raw -110923.201151 + Penalty 2809.031277 = -108114.169874 Iteration 11Q: 3 clusters Score -108114.2 nChanged 3 ComputeScore: Raw -110952.640447 + Penalty 2809.031277 = -108143.609170 Iteration 12F: 3 clusters Score -108143.6 nChanged 4 ComputeScore: Raw -110954.217291 + Penalty 2809.031277 = -108145.186014 Iteration 13Q: 3 clusters Score -108145.2 nChanged 3 ComputeScore: Raw -110955.594307 + Penalty 2809.031277 = -108146.563030 Iteration 14Q: 3 clusters Score -108146.6 nChanged 3 ComputeScore: Raw -110929.756554 + Penalty 2809.031277 = -108120.725276 Iteration 15Q: 3 clusters Score -108120.7 nChanged 3 ComputeScore: Raw -110930.546044 + Penalty 2809.031277 = -108121.514767 Iteration 16F: 3 clusters Score -108121.5 nChanged 4 ComputeScore: Raw -110933.636386 + Penalty 2809.031277 = -108124.605109 Iteration 17Q: 3 clusters Score -108124.6 nChanged 3 ComputeScore: Raw -110962.834176 + Penalty 2809.031277 = -108153.802898 Iteration 18Q: 3 clusters Score -108153.8 nChanged 2 ComputeScore: Raw -110963.247008 + Penalty 2809.031277 = -108154.215731 Iteration 19Q: 3 clusters Score -108154.2 nChanged 1 ComputeScore: Raw -110956.588235 + Penalty 2809.031277 = -108147.556958 Iteration 20F: 3 clusters Score -108147.6 nChanged 2 ComputeScore: Raw -110910.691912 + Penalty 2809.031277 = -108101.660635 Iteration 21F: 3 clusters Score -108101.7 nChanged 3 ComputeScore: Raw -110937.976267 + Penalty 2809.031277 = -108128.944990 Iteration 22F: 3 clusters Score -108128.9 nChanged 2 ComputeScore: Raw -110939.014936 + Penalty 2809.031277 = -108129.983659 Iteration 23Q: 3 clusters Score -108130 nChanged 3 ComputeScore: Raw -110920.771419 + Penalty 2809.031277 = -108111.740142 Iteration 24Q: 3 clusters Score -108111.7 nChanged 3 ComputeScore: Raw -110915.675130 + Penalty 2809.031277 = -108106.643852 Iteration 25F: 3 clusters Score -108106.6 nChanged 0 ComputeScore: Raw -5374074.944301 + Penalty 81201.356738 = -5292873.587564Splitting cluster 12 changes total score from -5291327.726453 to -5292873.587564 So it's getting split into cluster 1. Trying to split cluster 13 (3881 points) Assigned 2 initial classes randomly. ComputeScore: Raw -144421.320422 + Penalty 1561.867297 = -142859.453126 Iteration 0F: 2 clusters Score -142859.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -142547.890339 + Penalty 3123.734594 = -139424.155746 Iteration 0F: 3 clusters Score -139424.2 nChanged 1528 ComputeScore: Raw -143454.440739 + Penalty 3123.734594 = -140330.706145 Iteration 1F: 3 clusters Score -140330.7 nChanged 320 ComputeScore: Raw -143665.553117 + Penalty 3123.734594 = -140541.818523 Iteration 2F: 3 clusters Score -140541.8 nChanged 209 ComputeScore: Raw -143784.838118 + Penalty 3123.734594 = -140661.103524 Iteration 3F: 3 clusters Score -140661.1 nChanged 149 ComputeScore: Raw -143882.171498 + Penalty 3123.734594 = -140758.436904 Iteration 4Q: 3 clusters Score -140758.4 nChanged 142 ComputeScore: Raw -143977.001694 + Penalty 3123.734594 = -140853.267100 Iteration 5Q: 3 clusters Score -140853.3 nChanged 141 ComputeScore: Raw -144066.443278 + Penalty 3123.734594 = -140942.708684 Iteration 6Q: 3 clusters Score -140942.7 nChanged 140 ComputeScore: Raw -144163.190292 + Penalty 3123.734594 = -141039.455699 Iteration 7Q: 3 clusters Score -141039.5 nChanged 144 ComputeScore: Raw -144258.358190 + Penalty 3123.734594 = -141134.623597 Iteration 8Q: 3 clusters Score -141134.6 nChanged 138 ComputeScore: Raw -144352.028314 + Penalty 3123.734594 = -141228.293720 Iteration 9Q: 3 clusters Score -141228.3 nChanged 116 ComputeScore: Raw -144434.241202 + Penalty 3123.734594 = -141310.506608 Iteration 10Q: 3 clusters Score -141310.5 nChanged 106 ComputeScore: Raw -144514.703436 + Penalty 3123.734594 = -141390.968842 Iteration 11Q: 3 clusters Score -141391 nChanged 85 ComputeScore: Raw -144576.629054 + Penalty 3123.734594 = -141452.894460 Iteration 12Q: 3 clusters Score -141452.9 nChanged 81 ComputeScore: Raw -144633.785356 + Penalty 3123.734594 = -141510.050762 Iteration 13Q: 3 clusters Score -141510.1 nChanged 57 ComputeScore: Raw -144672.204710 + Penalty 3123.734594 = -141548.470117 Iteration 14Q: 3 clusters Score -141548.5 nChanged 46 ComputeScore: Raw -144704.125935 + Penalty 3123.734594 = -141580.391341 Iteration 15Q: 3 clusters Score -141580.4 nChanged 42 ComputeScore: Raw -144736.747176 + Penalty 3123.734594 = -141613.012582 Iteration 16Q: 3 clusters Score -141613 nChanged 45 ComputeScore: Raw -144774.240661 + Penalty 3123.734594 = -141650.506067 Iteration 17Q: 3 clusters Score -141650.5 nChanged 24 ComputeScore: Raw -144789.777937 + Penalty 3123.734594 = -141666.043343 Iteration 18Q: 3 clusters Score -141666 nChanged 20 ComputeScore: Raw -144802.204427 + Penalty 3123.734594 = -141678.469833 Iteration 19Q: 3 clusters Score -141678.5 nChanged 11 ComputeScore: Raw -144808.552996 + Penalty 3123.734594 = -141684.818402 Iteration 20F: 3 clusters Score -141684.8 nChanged 13 ComputeScore: Raw -144816.462279 + Penalty 3123.734594 = -141692.727685 Iteration 21Q: 3 clusters Score -141692.7 nChanged 10 ComputeScore: Raw -144823.661338 + Penalty 3123.734594 = -141699.926744 Iteration 22Q: 3 clusters Score -141699.9 nChanged 5 ComputeScore: Raw -144826.347284 + Penalty 3123.734594 = -141702.612691 Iteration 23Q: 3 clusters Score -141702.6 nChanged 2 ComputeScore: Raw -144827.667941 + Penalty 3123.734594 = -141703.933347 Iteration 24Q: 3 clusters Score -141703.9 nChanged 2 ComputeScore: Raw -144828.356372 + Penalty 3123.734594 = -141704.621778 Iteration 25Q: 3 clusters Score -141704.6 nChanged 0 ComputeScore: Raw -144828.356372 + Penalty 3123.734594 = -141704.621778 Iteration 26F: 3 clusters Score -141704.6 nChanged 0 Trying to split cluster 14 (7488 points) Assigned 2 initial classes randomly. ComputeScore: Raw -282369.264425 + Penalty 1686.079776 = -280683.184649 Iteration 0F: 2 clusters Score -280683.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -278306.575114 + Penalty 3372.159553 = -274934.415561 Iteration 0F: 3 clusters Score -274934.4 nChanged 3160 ComputeScore: Raw -280076.150956 + Penalty 3372.159553 = -276703.991403 Iteration 1F: 3 clusters Score -276704 nChanged 547 ComputeScore: Raw -280431.129514 + Penalty 3372.159553 = -277058.969961 Iteration 2F: 3 clusters Score -277059 nChanged 521 ComputeScore: Raw -280802.473530 + Penalty 3372.159553 = -277430.313977 Iteration 3F: 3 clusters Score -277430.3 nChanged 494 ComputeScore: Raw -281223.509190 + Penalty 3372.159553 = -277851.349638 Iteration 4F: 3 clusters Score -277851.3 nChanged 510 ComputeScore: Raw -281722.048602 + Penalty 3372.159553 = -278349.889049 Iteration 5F: 3 clusters Score -278349.9 nChanged 475 ComputeScore: Raw -282153.109628 + Penalty 3372.159553 = -278780.950075 Iteration 6F: 3 clusters Score -278781 nChanged 407 ComputeScore: Raw -282520.762457 + Penalty 3372.159553 = -279148.602904 Iteration 7F: 3 clusters Score -279148.6 nChanged 318 ComputeScore: Raw -282779.710041 + Penalty 3372.159553 = -279407.550488 Iteration 8Q: 3 clusters Score -279407.6 nChanged 224 ComputeScore: Raw -282948.242760 + Penalty 3372.159553 = -279576.083207 Iteration 9Q: 3 clusters Score -279576.1 nChanged 163 ComputeScore: Raw -283065.772169 + Penalty 3372.159553 = -279693.612616 Iteration 10Q: 3 clusters Score -279693.6 nChanged 129 ComputeScore: Raw -283133.058856 + Penalty 3372.159553 = -279760.899303 Iteration 11Q: 3 clusters Score -279760.9 nChanged 84 ComputeScore: Raw -283172.865079 + Penalty 3372.159553 = -279800.705526 Iteration 12Q: 3 clusters Score -279800.7 nChanged 75 ComputeScore: Raw -283217.778497 + Penalty 3372.159553 = -279845.618944 Iteration 13Q: 3 clusters Score -279845.6 nChanged 64 ComputeScore: Raw -283258.481062 + Penalty 3372.159553 = -279886.321509 Iteration 14Q: 3 clusters Score -279886.3 nChanged 52 ComputeScore: Raw -283292.971762 + Penalty 3372.159553 = -279920.812209 Iteration 15Q: 3 clusters Score -279920.8 nChanged 51 ComputeScore: Raw -283323.679238 + Penalty 3372.159553 = -279951.519686 Iteration 16Q: 3 clusters Score -279951.5 nChanged 52 ComputeScore: Raw -283361.628839 + Penalty 3372.159553 = -279989.469286 Iteration 17Q: 3 clusters Score -279989.5 nChanged 46 ComputeScore: Raw -283410.791005 + Penalty 3372.159553 = -280038.631452 Iteration 18Q: 3 clusters Score -280038.6 nChanged 59 ComputeScore: Raw -283464.077909 + Penalty 3372.159553 = -280091.918356 Iteration 19Q: 3 clusters Score -280091.9 nChanged 56 ComputeScore: Raw -283504.713498 + Penalty 3372.159553 = -280132.553946 Iteration 20F: 3 clusters Score -280132.6 nChanged 64 ComputeScore: Raw -283567.361174 + Penalty 3372.159553 = -280195.201621 Iteration 21Q: 3 clusters Score -280195.2 nChanged 72 ComputeScore: Raw -283644.449529 + Penalty 3372.159553 = -280272.289976 Iteration 22Q: 3 clusters Score -280272.3 nChanged 78 ComputeScore: Raw -283712.129108 + Penalty 3372.159553 = -280339.969555 Iteration 23Q: 3 clusters Score -280340 nChanged 91 ComputeScore: Raw -283809.570014 + Penalty 3372.159553 = -280437.410461 Iteration 24Q: 3 clusters Score -280437.4 nChanged 114 ComputeScore: Raw -283934.734559 + Penalty 3372.159553 = -280562.575006 Iteration 25Q: 3 clusters Score -280562.6 nChanged 93 ComputeScore: Raw -284034.613331 + Penalty 3372.159553 = -280662.453779 Iteration 26Q: 3 clusters Score -280662.5 nChanged 52 ComputeScore: Raw -284094.810743 + Penalty 3372.159553 = -280722.651191 Iteration 27Q: 3 clusters Score -280722.7 nChanged 23 ComputeScore: Raw -284119.290270 + Penalty 3372.159553 = -280747.130717 Iteration 28Q: 3 clusters Score -280747.1 nChanged 5 ComputeScore: Raw -284122.113075 + Penalty 3372.159553 = -280749.953522 Iteration 29Q: 3 clusters Score -280750 nChanged 1 ComputeScore: Raw -284122.567492 + Penalty 3372.159553 = -280750.407939 Iteration 30Q: 3 clusters Score -280750.4 nChanged 0 ComputeScore: Raw -284122.567492 + Penalty 3372.159553 = -280750.407939 Iteration 31F: 3 clusters Score -280750.4 nChanged 0 ComputeScore: Raw -5375828.247368 + Penalty 83456.949980 = -5292371.297388Splitting cluster 14 changes total score from -5291327.726453 to -5292371.297388 So it's getting split into cluster 37. Trying to split cluster 15 (6052 points) Assigned 2 initial classes randomly. ComputeScore: Raw -230834.132162 + Penalty 1645.839230 = -229188.292932 Iteration 0F: 2 clusters Score -229188.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -227635.785228 + Penalty 3291.678460 = -224344.106767 Iteration 0F: 3 clusters Score -224344.1 nChanged 2481 ComputeScore: Raw -229047.022176 + Penalty 3291.678460 = -225755.343715 Iteration 1F: 3 clusters Score -225755.3 nChanged 472 ComputeScore: Raw -229335.534524 + Penalty 3291.678460 = -226043.856064 Iteration 2F: 3 clusters Score -226043.9 nChanged 350 ComputeScore: Raw -229541.053323 + Penalty 3291.678460 = -226249.374863 Iteration 3F: 3 clusters Score -226249.4 nChanged 265 ComputeScore: Raw -229679.431582 + Penalty 3291.678460 = -226387.753122 Iteration 4Q: 3 clusters Score -226387.8 nChanged 232 ComputeScore: Raw -229797.597299 + Penalty 3291.678460 = -226505.918839 Iteration 5Q: 3 clusters Score -226505.9 nChanged 190 ComputeScore: Raw -229891.764590 + Penalty 3291.678460 = -226600.086130 Iteration 6Q: 3 clusters Score -226600.1 nChanged 164 ComputeScore: Raw -229988.432408 + Penalty 3291.678460 = -226696.753948 Iteration 7Q: 3 clusters Score -226696.8 nChanged 165 ComputeScore: Raw -230075.071310 + Penalty 3291.678460 = -226783.392850 Iteration 8Q: 3 clusters Score -226783.4 nChanged 135 ComputeScore: Raw -230146.501268 + Penalty 3291.678460 = -226854.822807 Iteration 9Q: 3 clusters Score -226854.8 nChanged 133 ComputeScore: Raw -230233.179640 + Penalty 3291.678460 = -226941.501180 Iteration 10Q: 3 clusters Score -226941.5 nChanged 140 ComputeScore: Raw -230317.616883 + Penalty 3291.678460 = -227025.938422 Iteration 11Q: 3 clusters Score -227025.9 nChanged 143 ComputeScore: Raw -230403.700595 + Penalty 3291.678460 = -227112.022134 Iteration 12Q: 3 clusters Score -227112 nChanged 108 ComputeScore: Raw -230479.632361 + Penalty 3291.678460 = -227187.953901 Iteration 13Q: 3 clusters Score -227188 nChanged 109 ComputeScore: Raw -230563.673885 + Penalty 3291.678460 = -227271.995424 Iteration 14Q: 3 clusters Score -227272 nChanged 121 ComputeScore: Raw -230666.994294 + Penalty 3291.678460 = -227375.315834 Iteration 15Q: 3 clusters Score -227375.3 nChanged 111 ComputeScore: Raw -230775.452577 + Penalty 3291.678460 = -227483.774116 Iteration 16Q: 3 clusters Score -227483.8 nChanged 99 ComputeScore: Raw -230872.391165 + Penalty 3291.678460 = -227580.712705 Iteration 17Q: 3 clusters Score -227580.7 nChanged 81 ComputeScore: Raw -230951.008604 + Penalty 3291.678460 = -227659.330144 Iteration 18Q: 3 clusters Score -227659.3 nChanged 63 ComputeScore: Raw -231017.685789 + Penalty 3291.678460 = -227726.007328 Iteration 19Q: 3 clusters Score -227726 nChanged 55 ComputeScore: Raw -231079.834285 + Penalty 3291.678460 = -227788.155825 Iteration 20F: 3 clusters Score -227788.2 nChanged 57 ComputeScore: Raw -231156.367281 + Penalty 3291.678460 = -227864.688821 Iteration 21Q: 3 clusters Score -227864.7 nChanged 60 ComputeScore: Raw -231230.537375 + Penalty 3291.678460 = -227938.858914 Iteration 22Q: 3 clusters Score -227938.9 nChanged 58 ComputeScore: Raw -231287.076400 + Penalty 3291.678460 = -227995.397940 Iteration 23Q: 3 clusters Score -227995.4 nChanged 34 ComputeScore: Raw -231304.722223 + Penalty 3291.678460 = -228013.043763 Iteration 24Q: 3 clusters Score -228013 nChanged 16 ComputeScore: Raw -231313.309853 + Penalty 3291.678460 = -228021.631393 Iteration 25Q: 3 clusters Score -228021.6 nChanged 15 ComputeScore: Raw -231320.081154 + Penalty 3291.678460 = -228028.402694 Iteration 26Q: 3 clusters Score -228028.4 nChanged 12 ComputeScore: Raw -231326.812628 + Penalty 3291.678460 = -228035.134168 Iteration 27Q: 3 clusters Score -228035.1 nChanged 6 ComputeScore: Raw -231328.869197 + Penalty 3291.678460 = -228037.190737 Iteration 28Q: 3 clusters Score -228037.2 nChanged 6 ComputeScore: Raw -231331.391223 + Penalty 3291.678460 = -228039.712762 Iteration 29Q: 3 clusters Score -228039.7 nChanged 5 ComputeScore: Raw -231334.595340 + Penalty 3291.678460 = -228042.916880 Iteration 30Q: 3 clusters Score -228042.9 nChanged 10 ComputeScore: Raw -231339.144263 + Penalty 3291.678460 = -228047.465803 Iteration 31Q: 3 clusters Score -228047.5 nChanged 7 ComputeScore: Raw -231341.953905 + Penalty 3291.678460 = -228050.275444 Iteration 32Q: 3 clusters Score -228050.3 nChanged 12 ComputeScore: Raw -231347.738269 + Penalty 3291.678460 = -228056.059809 Iteration 33Q: 3 clusters Score -228056.1 nChanged 5 ComputeScore: Raw -231350.329611 + Penalty 3291.678460 = -228058.651151 Iteration 34Q: 3 clusters Score -228058.7 nChanged 2 ComputeScore: Raw -231350.810231 + Penalty 3291.678460 = -228059.131771 Iteration 35Q: 3 clusters Score -228059.1 nChanged 3 ComputeScore: Raw -231352.311812 + Penalty 3291.678460 = -228060.633352 Iteration 36Q: 3 clusters Score -228060.6 nChanged 4 ComputeScore: Raw -231354.604036 + Penalty 3291.678460 = -228062.925575 Iteration 37Q: 3 clusters Score -228062.9 nChanged 10 ComputeScore: Raw -231360.000185 + Penalty 3291.678460 = -228068.321725 Iteration 38Q: 3 clusters Score -228068.3 nChanged 7 ComputeScore: Raw -231362.539515 + Penalty 3291.678460 = -228070.861054 Iteration 39Q: 3 clusters Score -228070.9 nChanged 3 ComputeScore: Raw -231363.836867 + Penalty 3291.678460 = -228072.158407 Iteration 40F: 3 clusters Score -228072.2 nChanged 3 ComputeScore: Raw -231364.451876 + Penalty 3291.678460 = -228072.773416 Iteration 41Q: 3 clusters Score -228072.8 nChanged 0 ComputeScore: Raw -231364.451876 + Penalty 3291.678460 = -228072.773416 Iteration 42F: 3 clusters Score -228072.8 nChanged 0 Trying to split cluster 16 (3222 points) Assigned 2 initial classes randomly. ComputeScore: Raw -122166.592604 + Penalty 1526.696180 = -120639.896425 Iteration 0F: 2 clusters Score -120639.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -120685.721773 + Penalty 3053.392359 = -117632.329414 Iteration 0F: 3 clusters Score -117632.3 nChanged 1185 ComputeScore: Raw -121436.406966 + Penalty 3053.392359 = -118383.014607 Iteration 1F: 3 clusters Score -118383 nChanged 259 ComputeScore: Raw -121597.190865 + Penalty 3053.392359 = -118543.798506 Iteration 2F: 3 clusters Score -118543.8 nChanged 148 ComputeScore: Raw -121673.321177 + Penalty 3053.392359 = -118619.928818 Iteration 3Q: 3 clusters Score -118619.9 nChanged 96 ComputeScore: Raw -121717.347881 + Penalty 3053.392359 = -118663.955522 Iteration 4Q: 3 clusters Score -118664 nChanged 73 ComputeScore: Raw -121751.776500 + Penalty 3053.392359 = -118698.384140 Iteration 5Q: 3 clusters Score -118698.4 nChanged 62 ComputeScore: Raw -121780.836224 + Penalty 3053.392359 = -118727.443865 Iteration 6Q: 3 clusters Score -118727.4 nChanged 54 ComputeScore: Raw -121804.867382 + Penalty 3053.392359 = -118751.475023 Iteration 7Q: 3 clusters Score -118751.5 nChanged 41 ComputeScore: Raw -121821.802310 + Penalty 3053.392359 = -118768.409951 Iteration 8Q: 3 clusters Score -118768.4 nChanged 38 ComputeScore: Raw -121836.402531 + Penalty 3053.392359 = -118783.010172 Iteration 9Q: 3 clusters Score -118783 nChanged 33 ComputeScore: Raw -121850.494928 + Penalty 3053.392359 = -118797.102569 Iteration 10Q: 3 clusters Score -118797.1 nChanged 28 ComputeScore: Raw -121862.173631 + Penalty 3053.392359 = -118808.781272 Iteration 11Q: 3 clusters Score -118808.8 nChanged 26 ComputeScore: Raw -121871.367978 + Penalty 3053.392359 = -118817.975619 Iteration 12Q: 3 clusters Score -118818 nChanged 17 ComputeScore: Raw -121881.696588 + Penalty 3053.392359 = -118828.304229 Iteration 13Q: 3 clusters Score -118828.3 nChanged 21 ComputeScore: Raw -121889.985703 + Penalty 3053.392359 = -118836.593344 Iteration 14Q: 3 clusters Score -118836.6 nChanged 14 ComputeScore: Raw -121897.110994 + Penalty 3053.392359 = -118843.718635 Iteration 15Q: 3 clusters Score -118843.7 nChanged 12 ComputeScore: Raw -121901.664025 + Penalty 3053.392359 = -118848.271666 Iteration 16Q: 3 clusters Score -118848.3 nChanged 11 ComputeScore: Raw -121904.465810 + Penalty 3053.392359 = -118851.073451 Iteration 17Q: 3 clusters Score -118851.1 nChanged 7 ComputeScore: Raw -121907.560886 + Penalty 3053.392359 = -118854.168527 Iteration 18Q: 3 clusters Score -118854.2 nChanged 6 ComputeScore: Raw -121908.915307 + Penalty 3053.392359 = -118855.522948 Iteration 19Q: 3 clusters Score -118855.5 nChanged 2 ComputeScore: Raw -121909.738591 + Penalty 3053.392359 = -118856.346232 Iteration 20F: 3 clusters Score -118856.3 nChanged 4 ComputeScore: Raw -121910.312794 + Penalty 3053.392359 = -118856.920435 Iteration 21Q: 3 clusters Score -118856.9 nChanged 4 ComputeScore: Raw -121911.353717 + Penalty 3053.392359 = -118857.961358 Iteration 22Q: 3 clusters Score -118858 nChanged 4 ComputeScore: Raw -121912.520199 + Penalty 3053.392359 = -118859.127840 Iteration 23Q: 3 clusters Score -118859.1 nChanged 2 ComputeScore: Raw -121913.065620 + Penalty 3053.392359 = -118859.673261 Iteration 24Q: 3 clusters Score -118859.7 nChanged 2 ComputeScore: Raw -121913.623468 + Penalty 3053.392359 = -118860.231109 Iteration 25Q: 3 clusters Score -118860.2 nChanged 0 ComputeScore: Raw -121913.623468 + Penalty 3053.392359 = -118860.231109 Iteration 26F: 3 clusters Score -118860.2 nChanged 0 Trying to split cluster 17 (5699 points) Assigned 2 initial classes randomly. ComputeScore: Raw -216459.319083 + Penalty 1634.480694 = -214824.838389 Iteration 0F: 2 clusters Score -214824.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -213500.424954 + Penalty 3268.961388 = -210231.463566 Iteration 0F: 3 clusters Score -210231.5 nChanged 2290 ComputeScore: Raw -214750.271695 + Penalty 3268.961388 = -211481.310307 Iteration 1F: 3 clusters Score -211481.3 nChanged 400 ComputeScore: Raw -215009.135945 + Penalty 3268.961388 = -211740.174557 Iteration 2F: 3 clusters Score -211740.2 nChanged 315 ComputeScore: Raw -215193.490735 + Penalty 3268.961388 = -211924.529347 Iteration 3F: 3 clusters Score -211924.5 nChanged 277 ComputeScore: Raw -215383.123079 + Penalty 3268.961388 = -212114.161691 Iteration 4Q: 3 clusters Score -212114.2 nChanged 248 ComputeScore: Raw -215557.044093 + Penalty 3268.961388 = -212288.082705 Iteration 5Q: 3 clusters Score -212288.1 nChanged 214 ComputeScore: Raw -215714.287621 + Penalty 3268.961388 = -212445.326233 Iteration 6Q: 3 clusters Score -212445.3 nChanged 205 ComputeScore: Raw -215854.574486 + Penalty 3268.961388 = -212585.613098 Iteration 7Q: 3 clusters Score -212585.6 nChanged 193 ComputeScore: Raw -215963.238364 + Penalty 3268.961388 = -212694.276976 Iteration 8Q: 3 clusters Score -212694.3 nChanged 161 ComputeScore: Raw -216048.627589 + Penalty 3268.961388 = -212779.666201 Iteration 9Q: 3 clusters Score -212779.7 nChanged 145 ComputeScore: Raw -216119.236504 + Penalty 3268.961388 = -212850.275116 Iteration 10Q: 3 clusters Score -212850.3 nChanged 120 ComputeScore: Raw -216176.260089 + Penalty 3268.961388 = -212907.298701 Iteration 11Q: 3 clusters Score -212907.3 nChanged 113 ComputeScore: Raw -216230.312008 + Penalty 3268.961388 = -212961.350620 Iteration 12Q: 3 clusters Score -212961.4 nChanged 93 ComputeScore: Raw -216275.579460 + Penalty 3268.961388 = -213006.618072 Iteration 13Q: 3 clusters Score -213006.6 nChanged 90 ComputeScore: Raw -216319.218721 + Penalty 3268.961388 = -213050.257333 Iteration 14Q: 3 clusters Score -213050.3 nChanged 81 ComputeScore: Raw -216358.855581 + Penalty 3268.961388 = -213089.894193 Iteration 15Q: 3 clusters Score -213089.9 nChanged 87 ComputeScore: Raw -216404.132443 + Penalty 3268.961388 = -213135.171055 Iteration 16Q: 3 clusters Score -213135.2 nChanged 98 ComputeScore: Raw -216463.018665 + Penalty 3268.961388 = -213194.057277 Iteration 17Q: 3 clusters Score -213194.1 nChanged 100 ComputeScore: Raw -216522.740697 + Penalty 3268.961388 = -213253.779309 Iteration 18Q: 3 clusters Score -213253.8 nChanged 92 ComputeScore: Raw -216575.582537 + Penalty 3268.961388 = -213306.621149 Iteration 19Q: 3 clusters Score -213306.6 nChanged 95 ComputeScore: Raw -216622.655694 + Penalty 3268.961388 = -213353.694306 Iteration 20F: 3 clusters Score -213353.7 nChanged 68 ComputeScore: Raw -216652.230822 + Penalty 3268.961388 = -213383.269434 Iteration 21Q: 3 clusters Score -213383.3 nChanged 50 ComputeScore: Raw -216670.330955 + Penalty 3268.961388 = -213401.369567 Iteration 22Q: 3 clusters Score -213401.4 nChanged 33 ComputeScore: Raw -216683.289783 + Penalty 3268.961388 = -213414.328395 Iteration 23Q: 3 clusters Score -213414.3 nChanged 25 ComputeScore: Raw -216690.946629 + Penalty 3268.961388 = -213421.985241 Iteration 24Q: 3 clusters Score -213422 nChanged 14 ComputeScore: Raw -216696.391740 + Penalty 3268.961388 = -213427.430352 Iteration 25Q: 3 clusters Score -213427.4 nChanged 16 ComputeScore: Raw -216701.316420 + Penalty 3268.961388 = -213432.355032 Iteration 26Q: 3 clusters Score -213432.4 nChanged 14 ComputeScore: Raw -216705.187373 + Penalty 3268.961388 = -213436.225985 Iteration 27Q: 3 clusters Score -213436.2 nChanged 14 ComputeScore: Raw -216708.592168 + Penalty 3268.961388 = -213439.630780 Iteration 28Q: 3 clusters Score -213439.6 nChanged 10 ComputeScore: Raw -216710.836104 + Penalty 3268.961388 = -213441.874716 Iteration 29Q: 3 clusters Score -213441.9 nChanged 8 ComputeScore: Raw -216713.985809 + Penalty 3268.961388 = -213445.024421 Iteration 30Q: 3 clusters Score -213445 nChanged 13 ComputeScore: Raw -216717.757618 + Penalty 3268.961388 = -213448.796230 Iteration 31Q: 3 clusters Score -213448.8 nChanged 8 ComputeScore: Raw -216719.549756 + Penalty 3268.961388 = -213450.588368 Iteration 32Q: 3 clusters Score -213450.6 nChanged 6 ComputeScore: Raw -216721.164873 + Penalty 3268.961388 = -213452.203485 Iteration 33Q: 3 clusters Score -213452.2 nChanged 4 ComputeScore: Raw -216722.115692 + Penalty 3268.961388 = -213453.154304 Iteration 34Q: 3 clusters Score -213453.2 nChanged 4 ComputeScore: Raw -216723.240261 + Penalty 3268.961388 = -213454.278873 Iteration 35Q: 3 clusters Score -213454.3 nChanged 3 ComputeScore: Raw -216724.561726 + Penalty 3268.961388 = -213455.600338 Iteration 36Q: 3 clusters Score -213455.6 nChanged 4 ComputeScore: Raw -216725.902705 + Penalty 3268.961388 = -213456.941317 Iteration 37Q: 3 clusters Score -213456.9 nChanged 4 ComputeScore: Raw -216727.813771 + Penalty 3268.961388 = -213458.852383 Iteration 38Q: 3 clusters Score -213458.9 nChanged 10 ComputeScore: Raw -216731.048882 + Penalty 3268.961388 = -213462.087494 Iteration 39Q: 3 clusters Score -213462.1 nChanged 12 ComputeScore: Raw -216734.187605 + Penalty 3268.961388 = -213465.226217 Iteration 40F: 3 clusters Score -213465.2 nChanged 5 ComputeScore: Raw -216734.971522 + Penalty 3268.961388 = -213466.010134 Iteration 41Q: 3 clusters Score -213466 nChanged 2 ComputeScore: Raw -216735.669290 + Penalty 3268.961388 = -213466.707902 Iteration 42Q: 3 clusters Score -213466.7 nChanged 6 ComputeScore: Raw -216737.307752 + Penalty 3268.961388 = -213468.346364 Iteration 43Q: 3 clusters Score -213468.3 nChanged 9 ComputeScore: Raw -216740.503406 + Penalty 3268.961388 = -213471.542018 Iteration 44Q: 3 clusters Score -213471.5 nChanged 5 ComputeScore: Raw -216742.975405 + Penalty 3268.961388 = -213474.014017 Iteration 45Q: 3 clusters Score -213474 nChanged 12 ComputeScore: Raw -216747.045980 + Penalty 3268.961388 = -213478.084592 Iteration 46Q: 3 clusters Score -213478.1 nChanged 8 ComputeScore: Raw -216749.643365 + Penalty 3268.961388 = -213480.681977 Iteration 47Q: 3 clusters Score -213480.7 nChanged 6 ComputeScore: Raw -216751.380040 + Penalty 3268.961388 = -213482.418652 Iteration 48Q: 3 clusters Score -213482.4 nChanged 3 ComputeScore: Raw -216752.893262 + Penalty 3268.961388 = -213483.931874 Iteration 49Q: 3 clusters Score -213483.9 nChanged 3 ComputeScore: Raw -216753.726685 + Penalty 3268.961388 = -213484.765297 Iteration 50Q: 3 clusters Score -213484.8 nChanged 2 ComputeScore: Raw -216754.355691 + Penalty 3268.961388 = -213485.394303 Iteration 51Q: 3 clusters Score -213485.4 nChanged 2 ComputeScore: Raw -216754.819554 + Penalty 3268.961388 = -213485.858166 Iteration 52Q: 3 clusters Score -213485.9 nChanged 2 ComputeScore: Raw -216755.808158 + Penalty 3268.961388 = -213486.846771 Iteration 53Q: 3 clusters Score -213486.8 nChanged 5 ComputeScore: Raw -216757.372421 + Penalty 3268.961388 = -213488.411033 Iteration 54Q: 3 clusters Score -213488.4 nChanged 3 ComputeScore: Raw -216757.891414 + Penalty 3268.961388 = -213488.930026 Iteration 55Q: 3 clusters Score -213488.9 nChanged 4 ComputeScore: Raw -216758.911289 + Penalty 3268.961388 = -213489.949901 Iteration 56Q: 3 clusters Score -213489.9 nChanged 4 ComputeScore: Raw -216760.489598 + Penalty 3268.961388 = -213491.528210 Iteration 57Q: 3 clusters Score -213491.5 nChanged 3 ComputeScore: Raw -216761.194855 + Penalty 3268.961388 = -213492.233467 Iteration 58Q: 3 clusters Score -213492.2 nChanged 4 ComputeScore: Raw -216762.500949 + Penalty 3268.961388 = -213493.539561 Iteration 59Q: 3 clusters Score -213493.5 nChanged 4 ComputeScore: Raw -216763.504396 + Penalty 3268.961388 = -213494.543008 Iteration 60F: 3 clusters Score -213494.5 nChanged 5 ComputeScore: Raw -216765.296132 + Penalty 3268.961388 = -213496.334744 Iteration 61Q: 3 clusters Score -213496.3 nChanged 7 ComputeScore: Raw -216767.214463 + Penalty 3268.961388 = -213498.253075 Iteration 62Q: 3 clusters Score -213498.3 nChanged 6 ComputeScore: Raw -216769.432695 + Penalty 3268.961388 = -213500.471307 Iteration 63Q: 3 clusters Score -213500.5 nChanged 6 ComputeScore: Raw -216771.114702 + Penalty 3268.961388 = -213502.153314 Iteration 64Q: 3 clusters Score -213502.2 nChanged 3 ComputeScore: Raw -216772.607371 + Penalty 3268.961388 = -213503.645983 Iteration 65Q: 3 clusters Score -213503.6 nChanged 4 ComputeScore: Raw -216773.685849 + Penalty 3268.961388 = -213504.724461 Iteration 66Q: 3 clusters Score -213504.7 nChanged 5 ComputeScore: Raw -216775.003340 + Penalty 3268.961388 = -213506.041953 Iteration 67Q: 3 clusters Score -213506 nChanged 1 ComputeScore: Raw -216775.098235 + Penalty 3268.961388 = -213506.136847 Iteration 68Q: 3 clusters Score -213506.1 nChanged 0 ComputeScore: Raw -216775.098235 + Penalty 3268.961388 = -213506.136847 Iteration 69F: 3 clusters Score -213506.1 nChanged 0 Trying to split cluster 18 (4262 points) Assigned 2 initial classes randomly. ComputeScore: Raw -157026.421954 + Penalty 1579.566331 = -155446.855624 Iteration 0F: 2 clusters Score -155446.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -154923.933062 + Penalty 3159.132661 = -151764.800401 Iteration 0F: 3 clusters Score -151764.8 nChanged 1702 ComputeScore: Raw -155881.782351 + Penalty 3159.132661 = -152722.649690 Iteration 1F: 3 clusters Score -152722.6 nChanged 276 ComputeScore: Raw -156027.004431 + Penalty 3159.132661 = -152867.871770 Iteration 2F: 3 clusters Score -152867.9 nChanged 207 ComputeScore: Raw -156137.662122 + Penalty 3159.132661 = -152978.529461 Iteration 3Q: 3 clusters Score -152978.5 nChanged 161 ComputeScore: Raw -156215.474738 + Penalty 3159.132661 = -153056.342077 Iteration 4Q: 3 clusters Score -153056.3 nChanged 131 ComputeScore: Raw -156282.002005 + Penalty 3159.132661 = -153122.869344 Iteration 5Q: 3 clusters Score -153122.9 nChanged 118 ComputeScore: Raw -156359.660908 + Penalty 3159.132661 = -153200.528247 Iteration 6Q: 3 clusters Score -153200.5 nChanged 147 ComputeScore: Raw -156443.750013 + Penalty 3159.132661 = -153284.617352 Iteration 7Q: 3 clusters Score -153284.6 nChanged 129 ComputeScore: Raw -156517.506400 + Penalty 3159.132661 = -153358.373739 Iteration 8Q: 3 clusters Score -153358.4 nChanged 120 ComputeScore: Raw -156596.227687 + Penalty 3159.132661 = -153437.095026 Iteration 9Q: 3 clusters Score -153437.1 nChanged 131 ComputeScore: Raw -156684.231024 + Penalty 3159.132661 = -153525.098363 Iteration 10Q: 3 clusters Score -153525.1 nChanged 139 ComputeScore: Raw -156774.971993 + Penalty 3159.132661 = -153615.839332 Iteration 11Q: 3 clusters Score -153615.8 nChanged 129 ComputeScore: Raw -156873.600535 + Penalty 3159.132661 = -153714.467874 Iteration 12Q: 3 clusters Score -153714.5 nChanged 131 ComputeScore: Raw -156958.821444 + Penalty 3159.132661 = -153799.688783 Iteration 13Q: 3 clusters Score -153799.7 nChanged 109 ComputeScore: Raw -157031.760713 + Penalty 3159.132661 = -153872.628051 Iteration 14Q: 3 clusters Score -153872.6 nChanged 102 ComputeScore: Raw -157097.620450 + Penalty 3159.132661 = -153938.487789 Iteration 15Q: 3 clusters Score -153938.5 nChanged 92 ComputeScore: Raw -157147.931066 + Penalty 3159.132661 = -153988.798405 Iteration 16Q: 3 clusters Score -153988.8 nChanged 66 ComputeScore: Raw -157188.518566 + Penalty 3159.132661 = -154029.385905 Iteration 17Q: 3 clusters Score -154029.4 nChanged 64 ComputeScore: Raw -157229.584817 + Penalty 3159.132661 = -154070.452155 Iteration 18Q: 3 clusters Score -154070.5 nChanged 51 ComputeScore: Raw -157261.121784 + Penalty 3159.132661 = -154101.989123 Iteration 19Q: 3 clusters Score -154102 nChanged 55 ComputeScore: Raw -157293.375694 + Penalty 3159.132661 = -154134.243033 Iteration 20F: 3 clusters Score -154134.2 nChanged 50 ComputeScore: Raw -157314.388728 + Penalty 3159.132661 = -154155.256066 Iteration 21Q: 3 clusters Score -154155.3 nChanged 30 ComputeScore: Raw -157327.318393 + Penalty 3159.132661 = -154168.185732 Iteration 22Q: 3 clusters Score -154168.2 nChanged 29 ComputeScore: Raw -157341.512425 + Penalty 3159.132661 = -154182.379764 Iteration 23Q: 3 clusters Score -154182.4 nChanged 24 ComputeScore: Raw -157357.485960 + Penalty 3159.132661 = -154198.353299 Iteration 24Q: 3 clusters Score -154198.4 nChanged 28 ComputeScore: Raw -157368.816162 + Penalty 3159.132661 = -154209.683501 Iteration 25Q: 3 clusters Score -154209.7 nChanged 25 ComputeScore: Raw -157379.994235 + Penalty 3159.132661 = -154220.861574 Iteration 26Q: 3 clusters Score -154220.9 nChanged 23 ComputeScore: Raw -157387.520326 + Penalty 3159.132661 = -154228.387665 Iteration 27Q: 3 clusters Score -154228.4 nChanged 20 ComputeScore: Raw -157393.268603 + Penalty 3159.132661 = -154234.135942 Iteration 28Q: 3 clusters Score -154234.1 nChanged 20 ComputeScore: Raw -157400.591777 + Penalty 3159.132661 = -154241.459116 Iteration 29Q: 3 clusters Score -154241.5 nChanged 12 ComputeScore: Raw -157404.387634 + Penalty 3159.132661 = -154245.254973 Iteration 30Q: 3 clusters Score -154245.3 nChanged 7 ComputeScore: Raw -157408.404757 + Penalty 3159.132661 = -154249.272096 Iteration 31Q: 3 clusters Score -154249.3 nChanged 18 ComputeScore: Raw -157415.103501 + Penalty 3159.132661 = -154255.970840 Iteration 32Q: 3 clusters Score -154256 nChanged 18 ComputeScore: Raw -157419.979455 + Penalty 3159.132661 = -154260.846794 Iteration 33Q: 3 clusters Score -154260.8 nChanged 9 ComputeScore: Raw -157423.097152 + Penalty 3159.132661 = -154263.964491 Iteration 34Q: 3 clusters Score -154264 nChanged 9 ComputeScore: Raw -157426.195344 + Penalty 3159.132661 = -154267.062683 Iteration 35Q: 3 clusters Score -154267.1 nChanged 17 ComputeScore: Raw -157431.973092 + Penalty 3159.132661 = -154272.840431 Iteration 36Q: 3 clusters Score -154272.8 nChanged 15 ComputeScore: Raw -157435.848243 + Penalty 3159.132661 = -154276.715582 Iteration 37Q: 3 clusters Score -154276.7 nChanged 7 ComputeScore: Raw -157438.360201 + Penalty 3159.132661 = -154279.227540 Iteration 38Q: 3 clusters Score -154279.2 nChanged 6 ComputeScore: Raw -157439.820613 + Penalty 3159.132661 = -154280.687952 Iteration 39Q: 3 clusters Score -154280.7 nChanged 3 ComputeScore: Raw -157440.470515 + Penalty 3159.132661 = -154281.337854 Iteration 40F: 3 clusters Score -154281.3 nChanged 1 ComputeScore: Raw -157440.799776 + Penalty 3159.132661 = -154281.667115 Iteration 41Q: 3 clusters Score -154281.7 nChanged 2 ComputeScore: Raw -157441.835192 + Penalty 3159.132661 = -154282.702530 Iteration 42Q: 3 clusters Score -154282.7 nChanged 4 ComputeScore: Raw -157442.574133 + Penalty 3159.132661 = -154283.441471 Iteration 43Q: 3 clusters Score -154283.4 nChanged 6 ComputeScore: Raw -157444.369011 + Penalty 3159.132661 = -154285.236349 Iteration 44Q: 3 clusters Score -154285.2 nChanged 4 ComputeScore: Raw -157445.222252 + Penalty 3159.132661 = -154286.089591 Iteration 45Q: 3 clusters Score -154286.1 nChanged 3 ComputeScore: Raw -157446.009566 + Penalty 3159.132661 = -154286.876905 Iteration 46Q: 3 clusters Score -154286.9 nChanged 1 ComputeScore: Raw -157446.323014 + Penalty 3159.132661 = -154287.190352 Iteration 47Q: 3 clusters Score -154287.2 nChanged 1 ComputeScore: Raw -157446.400047 + Penalty 3159.132661 = -154287.267385 Iteration 48Q: 3 clusters Score -154287.3 nChanged 2 ComputeScore: Raw -157446.737114 + Penalty 3159.132661 = -154287.604453 Iteration 49Q: 3 clusters Score -154287.6 nChanged 1 ComputeScore: Raw -157446.887971 + Penalty 3159.132661 = -154287.755310 Iteration 50Q: 3 clusters Score -154287.8 nChanged 0 ComputeScore: Raw -157446.887971 + Penalty 3159.132661 = -154287.755310 Iteration 51F: 3 clusters Score -154287.8 nChanged 0 Trying to split cluster 19 (4976 points) Assigned 2 initial classes randomly. ComputeScore: Raw -187911.668180 + Penalty 1608.840129 = -186302.828051 Iteration 0F: 2 clusters Score -186302.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -185431.425826 + Penalty 3217.680258 = -182213.745568 Iteration 0F: 3 clusters Score -182213.7 nChanged 1943 ComputeScore: Raw -186501.888654 + Penalty 3217.680258 = -183284.208396 Iteration 1F: 3 clusters Score -183284.2 nChanged 359 ComputeScore: Raw -186686.343704 + Penalty 3217.680258 = -183468.663447 Iteration 2F: 3 clusters Score -183468.7 nChanged 257 ComputeScore: Raw -186812.996304 + Penalty 3217.680258 = -183595.316046 Iteration 3F: 3 clusters Score -183595.3 nChanged 206 ComputeScore: Raw -186902.628714 + Penalty 3217.680258 = -183684.948456 Iteration 4Q: 3 clusters Score -183684.9 nChanged 152 ComputeScore: Raw -186973.644344 + Penalty 3217.680258 = -183755.964086 Iteration 5Q: 3 clusters Score -183756 nChanged 121 ComputeScore: Raw -187031.242498 + Penalty 3217.680258 = -183813.562240 Iteration 6Q: 3 clusters Score -183813.6 nChanged 133 ComputeScore: Raw -187103.664019 + Penalty 3217.680258 = -183885.983761 Iteration 7Q: 3 clusters Score -183886 nChanged 156 ComputeScore: Raw -187196.675390 + Penalty 3217.680258 = -183978.995133 Iteration 8Q: 3 clusters Score -183979 nChanged 154 ComputeScore: Raw -187291.031991 + Penalty 3217.680258 = -184073.351733 Iteration 9Q: 3 clusters Score -184073.4 nChanged 139 ComputeScore: Raw -187401.426648 + Penalty 3217.680258 = -184183.746391 Iteration 10Q: 3 clusters Score -184183.7 nChanged 155 ComputeScore: Raw -187514.944435 + Penalty 3217.680258 = -184297.264177 Iteration 11Q: 3 clusters Score -184297.3 nChanged 151 ComputeScore: Raw -187640.544647 + Penalty 3217.680258 = -184422.864390 Iteration 12Q: 3 clusters Score -184422.9 nChanged 145 ComputeScore: Raw -187773.602233 + Penalty 3217.680258 = -184555.921975 Iteration 13Q: 3 clusters Score -184555.9 nChanged 129 ComputeScore: Raw -187913.512999 + Penalty 3217.680258 = -184695.832741 Iteration 14Q: 3 clusters Score -184695.8 nChanged 140 ComputeScore: Raw -188060.488334 + Penalty 3217.680258 = -184842.808077 Iteration 15Q: 3 clusters Score -184842.8 nChanged 123 ComputeScore: Raw -188179.795925 + Penalty 3217.680258 = -184962.115667 Iteration 16Q: 3 clusters Score -184962.1 nChanged 112 ComputeScore: Raw -188284.195245 + Penalty 3217.680258 = -185066.514987 Iteration 17Q: 3 clusters Score -185066.5 nChanged 101 ComputeScore: Raw -188376.392040 + Penalty 3217.680258 = -185158.711782 Iteration 18Q: 3 clusters Score -185158.7 nChanged 89 ComputeScore: Raw -188446.098446 + Penalty 3217.680258 = -185228.418189 Iteration 19Q: 3 clusters Score -185228.4 nChanged 92 ComputeScore: Raw -188523.506030 + Penalty 3217.680258 = -185305.825772 Iteration 20F: 3 clusters Score -185305.8 nChanged 88 ComputeScore: Raw -188600.874957 + Penalty 3217.680258 = -185383.194699 Iteration 21Q: 3 clusters Score -185383.2 nChanged 76 ComputeScore: Raw -188685.267934 + Penalty 3217.680258 = -185467.587676 Iteration 22Q: 3 clusters Score -185467.6 nChanged 82 ComputeScore: Raw -188789.783812 + Penalty 3217.680258 = -185572.103554 Iteration 23Q: 3 clusters Score -185572.1 nChanged 75 ComputeScore: Raw -188861.900984 + Penalty 3217.680258 = -185644.220726 Iteration 24Q: 3 clusters Score -185644.2 nChanged 59 ComputeScore: Raw -188912.728725 + Penalty 3217.680258 = -185695.048467 Iteration 25Q: 3 clusters Score -185695 nChanged 60 ComputeScore: Raw -188961.114539 + Penalty 3217.680258 = -185743.434281 Iteration 26Q: 3 clusters Score -185743.4 nChanged 51 ComputeScore: Raw -188997.547713 + Penalty 3217.680258 = -185779.867456 Iteration 27Q: 3 clusters Score -185779.9 nChanged 52 ComputeScore: Raw -189033.000230 + Penalty 3217.680258 = -185815.319972 Iteration 28Q: 3 clusters Score -185815.3 nChanged 38 ComputeScore: Raw -189052.945698 + Penalty 3217.680258 = -185835.265440 Iteration 29Q: 3 clusters Score -185835.3 nChanged 26 ComputeScore: Raw -189071.575778 + Penalty 3217.680258 = -185853.895520 Iteration 30Q: 3 clusters Score -185853.9 nChanged 29 ComputeScore: Raw -189086.447984 + Penalty 3217.680258 = -185868.767726 Iteration 31Q: 3 clusters Score -185868.8 nChanged 15 ComputeScore: Raw -189092.532549 + Penalty 3217.680258 = -185874.852291 Iteration 32Q: 3 clusters Score -185874.9 nChanged 13 ComputeScore: Raw -189098.189163 + Penalty 3217.680258 = -185880.508905 Iteration 33Q: 3 clusters Score -185880.5 nChanged 9 ComputeScore: Raw -189102.405708 + Penalty 3217.680258 = -185884.725450 Iteration 34Q: 3 clusters Score -185884.7 nChanged 7 ComputeScore: Raw -189104.938714 + Penalty 3217.680258 = -185887.258457 Iteration 35Q: 3 clusters Score -185887.3 nChanged 6 ComputeScore: Raw -189107.495977 + Penalty 3217.680258 = -185889.815720 Iteration 36Q: 3 clusters Score -185889.8 nChanged 5 ComputeScore: Raw -189110.316203 + Penalty 3217.680258 = -185892.635945 Iteration 37Q: 3 clusters Score -185892.6 nChanged 1 ComputeScore: Raw -189110.828377 + Penalty 3217.680258 = -185893.148119 Iteration 38Q: 3 clusters Score -185893.1 nChanged 1 ComputeScore: Raw -189110.984145 + Penalty 3217.680258 = -185893.303888 Iteration 39Q: 3 clusters Score -185893.3 nChanged 0 ComputeScore: Raw -189111.832727 + Penalty 3217.680258 = -185894.152470 Iteration 40F: 3 clusters Score -185894.2 nChanged 3 ComputeScore: Raw -189114.414082 + Penalty 3217.680258 = -185896.733824 Iteration 41Q: 3 clusters Score -185896.7 nChanged 2 ComputeScore: Raw -189115.533821 + Penalty 3217.680258 = -185897.853564 Iteration 42Q: 3 clusters Score -185897.9 nChanged 1 ComputeScore: Raw -189115.878861 + Penalty 3217.680258 = -185898.198603 Iteration 43Q: 3 clusters Score -185898.2 nChanged 1 ComputeScore: Raw -189116.066007 + Penalty 3217.680258 = -185898.385749 Iteration 44Q: 3 clusters Score -185898.4 nChanged 0 ComputeScore: Raw -189116.066007 + Penalty 3217.680258 = -185898.385749 Iteration 45F: 3 clusters Score -185898.4 nChanged 0 Trying to split cluster 20 (4398 points) Assigned 2 initial classes randomly. ComputeScore: Raw -168858.428410 + Penalty 1585.503077 = -167272.925333 Iteration 0F: 2 clusters Score -167272.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -166688.519188 + Penalty 3171.006155 = -163517.513033 Iteration 0F: 3 clusters Score -163517.5 nChanged 1687 ComputeScore: Raw -167606.126284 + Penalty 3171.006155 = -164435.120130 Iteration 1F: 3 clusters Score -164435.1 nChanged 311 ComputeScore: Raw -167770.644876 + Penalty 3171.006155 = -164599.638722 Iteration 2F: 3 clusters Score -164599.6 nChanged 217 ComputeScore: Raw -167893.107575 + Penalty 3171.006155 = -164722.101420 Iteration 3Q: 3 clusters Score -164722.1 nChanged 195 ComputeScore: Raw -168005.247363 + Penalty 3171.006155 = -164834.241209 Iteration 4Q: 3 clusters Score -164834.2 nChanged 192 ComputeScore: Raw -168112.907530 + Penalty 3171.006155 = -164941.901375 Iteration 5Q: 3 clusters Score -164941.9 nChanged 152 ComputeScore: Raw -168187.468209 + Penalty 3171.006155 = -165016.462054 Iteration 6Q: 3 clusters Score -165016.5 nChanged 115 ComputeScore: Raw -168237.427969 + Penalty 3171.006155 = -165066.421814 Iteration 7Q: 3 clusters Score -165066.4 nChanged 89 ComputeScore: Raw -168271.875491 + Penalty 3171.006155 = -165100.869336 Iteration 8Q: 3 clusters Score -165100.9 nChanged 72 ComputeScore: Raw -168306.263502 + Penalty 3171.006155 = -165135.257347 Iteration 9Q: 3 clusters Score -165135.3 nChanged 84 ComputeScore: Raw -168342.501826 + Penalty 3171.006155 = -165171.495672 Iteration 10Q: 3 clusters Score -165171.5 nChanged 78 ComputeScore: Raw -168379.135480 + Penalty 3171.006155 = -165208.129326 Iteration 11Q: 3 clusters Score -165208.1 nChanged 82 ComputeScore: Raw -168411.255426 + Penalty 3171.006155 = -165240.249271 Iteration 12Q: 3 clusters Score -165240.2 nChanged 73 ComputeScore: Raw -168436.382373 + Penalty 3171.006155 = -165265.376218 Iteration 13Q: 3 clusters Score -165265.4 nChanged 41 ComputeScore: Raw -168453.220692 + Penalty 3171.006155 = -165282.214538 Iteration 14Q: 3 clusters Score -165282.2 nChanged 40 ComputeScore: Raw -168470.096848 + Penalty 3171.006155 = -165299.090693 Iteration 15Q: 3 clusters Score -165299.1 nChanged 42 ComputeScore: Raw -168487.777633 + Penalty 3171.006155 = -165316.771478 Iteration 16Q: 3 clusters Score -165316.8 nChanged 29 ComputeScore: Raw -168495.663245 + Penalty 3171.006155 = -165324.657091 Iteration 17Q: 3 clusters Score -165324.7 nChanged 22 ComputeScore: Raw -168503.243531 + Penalty 3171.006155 = -165332.237376 Iteration 18Q: 3 clusters Score -165332.2 nChanged 22 ComputeScore: Raw -168509.275842 + Penalty 3171.006155 = -165338.269688 Iteration 19Q: 3 clusters Score -165338.3 nChanged 17 ComputeScore: Raw -168514.917177 + Penalty 3171.006155 = -165343.911023 Iteration 20F: 3 clusters Score -165343.9 nChanged 23 ComputeScore: Raw -168522.670914 + Penalty 3171.006155 = -165351.664759 Iteration 21Q: 3 clusters Score -165351.7 nChanged 34 ComputeScore: Raw -168533.843112 + Penalty 3171.006155 = -165362.836957 Iteration 22Q: 3 clusters Score -165362.8 nChanged 36 ComputeScore: Raw -168543.992873 + Penalty 3171.006155 = -165372.986718 Iteration 23Q: 3 clusters Score -165373 nChanged 34 ComputeScore: Raw -168552.586976 + Penalty 3171.006155 = -165381.580822 Iteration 24Q: 3 clusters Score -165381.6 nChanged 21 ComputeScore: Raw -168561.032306 + Penalty 3171.006155 = -165390.026152 Iteration 25Q: 3 clusters Score -165390 nChanged 22 ComputeScore: Raw -168568.733079 + Penalty 3171.006155 = -165397.726924 Iteration 26Q: 3 clusters Score -165397.7 nChanged 22 ComputeScore: Raw -168575.627503 + Penalty 3171.006155 = -165404.621348 Iteration 27Q: 3 clusters Score -165404.6 nChanged 19 ComputeScore: Raw -168581.766322 + Penalty 3171.006155 = -165410.760167 Iteration 28Q: 3 clusters Score -165410.8 nChanged 19 ComputeScore: Raw -168586.848569 + Penalty 3171.006155 = -165415.842414 Iteration 29Q: 3 clusters Score -165415.8 nChanged 16 ComputeScore: Raw -168592.049732 + Penalty 3171.006155 = -165421.043577 Iteration 30Q: 3 clusters Score -165421 nChanged 20 ComputeScore: Raw -168603.064168 + Penalty 3171.006155 = -165432.058014 Iteration 31Q: 3 clusters Score -165432.1 nChanged 34 ComputeScore: Raw -168617.014197 + Penalty 3171.006155 = -165446.008043 Iteration 32Q: 3 clusters Score -165446 nChanged 27 ComputeScore: Raw -168625.197987 + Penalty 3171.006155 = -165454.191832 Iteration 33Q: 3 clusters Score -165454.2 nChanged 28 ComputeScore: Raw -168631.702175 + Penalty 3171.006155 = -165460.696020 Iteration 34Q: 3 clusters Score -165460.7 nChanged 16 ComputeScore: Raw -168635.466022 + Penalty 3171.006155 = -165464.459868 Iteration 35Q: 3 clusters Score -165464.5 nChanged 15 ComputeScore: Raw -168639.073528 + Penalty 3171.006155 = -165468.067373 Iteration 36Q: 3 clusters Score -165468.1 nChanged 19 ComputeScore: Raw -168644.071216 + Penalty 3171.006155 = -165473.065062 Iteration 37Q: 3 clusters Score -165473.1 nChanged 14 ComputeScore: Raw -168648.934122 + Penalty 3171.006155 = -165477.927967 Iteration 38Q: 3 clusters Score -165477.9 nChanged 16 ComputeScore: Raw -168655.464291 + Penalty 3171.006155 = -165484.458136 Iteration 39Q: 3 clusters Score -165484.5 nChanged 16 ComputeScore: Raw -168660.274578 + Penalty 3171.006155 = -165489.268423 Iteration 40F: 3 clusters Score -165489.3 nChanged 12 ComputeScore: Raw -168663.525101 + Penalty 3171.006155 = -165492.518946 Iteration 41Q: 3 clusters Score -165492.5 nChanged 11 ComputeScore: Raw -168666.914803 + Penalty 3171.006155 = -165495.908648 Iteration 42Q: 3 clusters Score -165495.9 nChanged 12 ComputeScore: Raw -168671.580690 + Penalty 3171.006155 = -165500.574535 Iteration 43Q: 3 clusters Score -165500.6 nChanged 12 ComputeScore: Raw -168675.593684 + Penalty 3171.006155 = -165504.587529 Iteration 44Q: 3 clusters Score -165504.6 nChanged 18 ComputeScore: Raw -168682.747153 + Penalty 3171.006155 = -165511.740998 Iteration 45Q: 3 clusters Score -165511.7 nChanged 20 ComputeScore: Raw -168691.324517 + Penalty 3171.006155 = -165520.318362 Iteration 46Q: 3 clusters Score -165520.3 nChanged 17 ComputeScore: Raw -168698.458103 + Penalty 3171.006155 = -165527.451948 Iteration 47Q: 3 clusters Score -165527.5 nChanged 20 ComputeScore: Raw -168707.518221 + Penalty 3171.006155 = -165536.512066 Iteration 48Q: 3 clusters Score -165536.5 nChanged 22 ComputeScore: Raw -168715.703131 + Penalty 3171.006155 = -165544.696976 Iteration 49Q: 3 clusters Score -165544.7 nChanged 27 ComputeScore: Raw -168724.003208 + Penalty 3171.006155 = -165552.997053 Iteration 50Q: 3 clusters Score -165553 nChanged 25 ComputeScore: Raw -168734.527955 + Penalty 3171.006155 = -165563.521801 Iteration 51Q: 3 clusters Score -165563.5 nChanged 22 ComputeScore: Raw -168743.553896 + Penalty 3171.006155 = -165572.547741 Iteration 52Q: 3 clusters Score -165572.5 nChanged 27 ComputeScore: Raw -168752.779798 + Penalty 3171.006155 = -165581.773643 Iteration 53Q: 3 clusters Score -165581.8 nChanged 23 ComputeScore: Raw -168759.775036 + Penalty 3171.006155 = -165588.768881 Iteration 54Q: 3 clusters Score -165588.8 nChanged 17 ComputeScore: Raw -168765.519155 + Penalty 3171.006155 = -165594.513001 Iteration 55Q: 3 clusters Score -165594.5 nChanged 19 ComputeScore: Raw -168770.487983 + Penalty 3171.006155 = -165599.481828 Iteration 56Q: 3 clusters Score -165599.5 nChanged 16 ComputeScore: Raw -168775.271715 + Penalty 3171.006155 = -165604.265560 Iteration 57Q: 3 clusters Score -165604.3 nChanged 10 ComputeScore: Raw -168778.002369 + Penalty 3171.006155 = -165606.996214 Iteration 58Q: 3 clusters Score -165607 nChanged 6 ComputeScore: Raw -168779.338487 + Penalty 3171.006155 = -165608.332333 Iteration 59Q: 3 clusters Score -165608.3 nChanged 5 ComputeScore: Raw -168781.090678 + Penalty 3171.006155 = -165610.084523 Iteration 60F: 3 clusters Score -165610.1 nChanged 5 ComputeScore: Raw -168782.173689 + Penalty 3171.006155 = -165611.167534 Iteration 61Q: 3 clusters Score -165611.2 nChanged 5 ComputeScore: Raw -168784.383550 + Penalty 3171.006155 = -165613.377396 Iteration 62Q: 3 clusters Score -165613.4 nChanged 5 ComputeScore: Raw -168785.708908 + Penalty 3171.006155 = -165614.702753 Iteration 63Q: 3 clusters Score -165614.7 nChanged 8 ComputeScore: Raw -168788.413318 + Penalty 3171.006155 = -165617.407163 Iteration 64Q: 3 clusters Score -165617.4 nChanged 9 ComputeScore: Raw -168791.643933 + Penalty 3171.006155 = -165620.637778 Iteration 65Q: 3 clusters Score -165620.6 nChanged 11 ComputeScore: Raw -168794.449214 + Penalty 3171.006155 = -165623.443060 Iteration 66Q: 3 clusters Score -165623.4 nChanged 11 ComputeScore: Raw -168799.610460 + Penalty 3171.006155 = -165628.604306 Iteration 67Q: 3 clusters Score -165628.6 nChanged 16 ComputeScore: Raw -168805.627872 + Penalty 3171.006155 = -165634.621717 Iteration 68Q: 3 clusters Score -165634.6 nChanged 15 ComputeScore: Raw -168810.285555 + Penalty 3171.006155 = -165639.279400 Iteration 69Q: 3 clusters Score -165639.3 nChanged 13 ComputeScore: Raw -168814.773132 + Penalty 3171.006155 = -165643.766977 Iteration 70Q: 3 clusters Score -165643.8 nChanged 10 ComputeScore: Raw -168820.057455 + Penalty 3171.006155 = -165649.051300 Iteration 71Q: 3 clusters Score -165649.1 nChanged 17 ComputeScore: Raw -168824.944743 + Penalty 3171.006155 = -165653.938588 Iteration 72Q: 3 clusters Score -165653.9 nChanged 12 ComputeScore: Raw -168829.214958 + Penalty 3171.006155 = -165658.208803 Iteration 73Q: 3 clusters Score -165658.2 nChanged 17 ComputeScore: Raw -168834.193396 + Penalty 3171.006155 = -165663.187241 Iteration 74Q: 3 clusters Score -165663.2 nChanged 13 ComputeScore: Raw -168838.518794 + Penalty 3171.006155 = -165667.512639 Iteration 75Q: 3 clusters Score -165667.5 nChanged 12 ComputeScore: Raw -168840.921527 + Penalty 3171.006155 = -165669.915372 Iteration 76Q: 3 clusters Score -165669.9 nChanged 11 ComputeScore: Raw -168844.007774 + Penalty 3171.006155 = -165673.001619 Iteration 77Q: 3 clusters Score -165673 nChanged 7 ComputeScore: Raw -168846.364613 + Penalty 3171.006155 = -165675.358459 Iteration 78Q: 3 clusters Score -165675.4 nChanged 8 ComputeScore: Raw -168848.068426 + Penalty 3171.006155 = -165677.062272 Iteration 79Q: 3 clusters Score -165677.1 nChanged 5 ComputeScore: Raw -168849.588932 + Penalty 3171.006155 = -165678.582778 Iteration 80F: 3 clusters Score -165678.6 nChanged 3 ComputeScore: Raw -168851.251999 + Penalty 3171.006155 = -165680.245844 Iteration 81Q: 3 clusters Score -165680.2 nChanged 6 ComputeScore: Raw -168852.740255 + Penalty 3171.006155 = -165681.734100 Iteration 82Q: 3 clusters Score -165681.7 nChanged 8 ComputeScore: Raw -168854.454409 + Penalty 3171.006155 = -165683.448254 Iteration 83Q: 3 clusters Score -165683.4 nChanged 12 ComputeScore: Raw -168858.581599 + Penalty 3171.006155 = -165687.575444 Iteration 84Q: 3 clusters Score -165687.6 nChanged 16 ComputeScore: Raw -168863.848363 + Penalty 3171.006155 = -165692.842209 Iteration 85Q: 3 clusters Score -165692.8 nChanged 15 ComputeScore: Raw -168871.536185 + Penalty 3171.006155 = -165700.530030 Iteration 86Q: 3 clusters Score -165700.5 nChanged 17 ComputeScore: Raw -168880.089252 + Penalty 3171.006155 = -165709.083097 Iteration 87Q: 3 clusters Score -165709.1 nChanged 21 ComputeScore: Raw -168888.225911 + Penalty 3171.006155 = -165717.219756 Iteration 88Q: 3 clusters Score -165717.2 nChanged 15 ComputeScore: Raw -168893.444688 + Penalty 3171.006155 = -165722.438533 Iteration 89Q: 3 clusters Score -165722.4 nChanged 20 ComputeScore: Raw -168905.029688 + Penalty 3171.006155 = -165734.023533 Iteration 90Q: 3 clusters Score -165734 nChanged 26 ComputeScore: Raw -168917.978799 + Penalty 3171.006155 = -165746.972645 Iteration 91Q: 3 clusters Score -165747 nChanged 31 ComputeScore: Raw -168931.330233 + Penalty 3171.006155 = -165760.324078 Iteration 92Q: 3 clusters Score -165760.3 nChanged 35 ComputeScore: Raw -168945.990723 + Penalty 3171.006155 = -165774.984569 Iteration 93Q: 3 clusters Score -165775 nChanged 35 ComputeScore: Raw -168966.646707 + Penalty 3171.006155 = -165795.640553 Iteration 94Q: 3 clusters Score -165795.6 nChanged 35 ComputeScore: Raw -168980.467995 + Penalty 3171.006155 = -165809.461840 Iteration 95Q: 3 clusters Score -165809.5 nChanged 27 ComputeScore: Raw -168994.631276 + Penalty 3171.006155 = -165823.625121 Iteration 96Q: 3 clusters Score -165823.6 nChanged 37 ComputeScore: Raw -169012.389162 + Penalty 3171.006155 = -165841.383007 Iteration 97Q: 3 clusters Score -165841.4 nChanged 27 ComputeScore: Raw -169025.442316 + Penalty 3171.006155 = -165854.436161 Iteration 98Q: 3 clusters Score -165854.4 nChanged 26 ComputeScore: Raw -169036.983506 + Penalty 3171.006155 = -165865.977352 Iteration 99Q: 3 clusters Score -165866 nChanged 23 ComputeScore: Raw -169048.032492 + Penalty 3171.006155 = -165877.026337 Iteration 100F: 3 clusters Score -165877 nChanged 26 ComputeScore: Raw -169058.965964 + Penalty 3171.006155 = -165887.959810 Iteration 101Q: 3 clusters Score -165888 nChanged 19 ComputeScore: Raw -169071.354054 + Penalty 3171.006155 = -165900.347899 Iteration 102Q: 3 clusters Score -165900.3 nChanged 42 ComputeScore: Raw -169099.618586 + Penalty 3171.006155 = -165928.612432 Iteration 103Q: 3 clusters Score -165928.6 nChanged 34 ComputeScore: Raw -169118.262541 + Penalty 3171.006155 = -165947.256386 Iteration 104Q: 3 clusters Score -165947.3 nChanged 29 ComputeScore: Raw -169135.294272 + Penalty 3171.006155 = -165964.288117 Iteration 105Q: 3 clusters Score -165964.3 nChanged 32 ComputeScore: Raw -169156.792194 + Penalty 3171.006155 = -165985.786039 Iteration 106Q: 3 clusters Score -165985.8 nChanged 33 ComputeScore: Raw -169171.482874 + Penalty 3171.006155 = -166000.476720 Iteration 107Q: 3 clusters Score -166000.5 nChanged 26 ComputeScore: Raw -169184.207216 + Penalty 3171.006155 = -166013.201061 Iteration 108Q: 3 clusters Score -166013.2 nChanged 28 ComputeScore: Raw -169204.168707 + Penalty 3171.006155 = -166033.162552 Iteration 109Q: 3 clusters Score -166033.2 nChanged 31 ComputeScore: Raw -169225.974281 + Penalty 3171.006155 = -166054.968127 Iteration 110Q: 3 clusters Score -166055 nChanged 40 ComputeScore: Raw -169252.516025 + Penalty 3171.006155 = -166081.509870 Iteration 111Q: 3 clusters Score -166081.5 nChanged 37 ComputeScore: Raw -169270.399115 + Penalty 3171.006155 = -166099.392961 Iteration 112Q: 3 clusters Score -166099.4 nChanged 22 ComputeScore: Raw -169283.250420 + Penalty 3171.006155 = -166112.244265 Iteration 113Q: 3 clusters Score -166112.2 nChanged 39 ComputeScore: Raw -169318.572974 + Penalty 3171.006155 = -166147.566820 Iteration 114Q: 3 clusters Score -166147.6 nChanged 54 ComputeScore: Raw -169359.131005 + Penalty 3171.006155 = -166188.124851 Iteration 115Q: 3 clusters Score -166188.1 nChanged 49 ComputeScore: Raw -169398.354549 + Penalty 3171.006155 = -166227.348394 Iteration 116Q: 3 clusters Score -166227.3 nChanged 65 ComputeScore: Raw -169454.609878 + Penalty 3171.006155 = -166283.603723 Iteration 117Q: 3 clusters Score -166283.6 nChanged 76 ComputeScore: Raw -169526.915172 + Penalty 3171.006155 = -166355.909018 Iteration 118Q: 3 clusters Score -166355.9 nChanged 68 ComputeScore: Raw -169579.289216 + Penalty 3171.006155 = -166408.283062 Iteration 119Q: 3 clusters Score -166408.3 nChanged 48 ComputeScore: Raw -169616.312393 + Penalty 3171.006155 = -166445.306238 Iteration 120F: 3 clusters Score -166445.3 nChanged 55 ComputeScore: Raw -169660.514187 + Penalty 3171.006155 = -166489.508033 Iteration 121Q: 3 clusters Score -166489.5 nChanged 50 ComputeScore: Raw -169685.349761 + Penalty 3171.006155 = -166514.343606 Iteration 122Q: 3 clusters Score -166514.3 nChanged 27 ComputeScore: Raw -169695.922328 + Penalty 3171.006155 = -166524.916173 Iteration 123Q: 3 clusters Score -166524.9 nChanged 17 ComputeScore: Raw -169702.886648 + Penalty 3171.006155 = -166531.880493 Iteration 124Q: 3 clusters Score -166531.9 nChanged 13 ComputeScore: Raw -169707.826130 + Penalty 3171.006155 = -166536.819975 Iteration 125Q: 3 clusters Score -166536.8 nChanged 9 ComputeScore: Raw -169710.417845 + Penalty 3171.006155 = -166539.411691 Iteration 126Q: 3 clusters Score -166539.4 nChanged 6 ComputeScore: Raw -169711.583418 + Penalty 3171.006155 = -166540.577263 Iteration 127Q: 3 clusters Score -166540.6 nChanged 7 ComputeScore: Raw -169713.509844 + Penalty 3171.006155 = -166542.503689 Iteration 128Q: 3 clusters Score -166542.5 nChanged 6 ComputeScore: Raw -169716.561616 + Penalty 3171.006155 = -166545.555462 Iteration 129Q: 3 clusters Score -166545.6 nChanged 9 ComputeScore: Raw -169718.674017 + Penalty 3171.006155 = -166547.667863 Iteration 130Q: 3 clusters Score -166547.7 nChanged 5 ComputeScore: Raw -169720.755571 + Penalty 3171.006155 = -166549.749416 Iteration 131Q: 3 clusters Score -166549.7 nChanged 5 ComputeScore: Raw -169722.310538 + Penalty 3171.006155 = -166551.304383 Iteration 132Q: 3 clusters Score -166551.3 nChanged 6 ComputeScore: Raw -169724.077872 + Penalty 3171.006155 = -166553.071717 Iteration 133Q: 3 clusters Score -166553.1 nChanged 3 ComputeScore: Raw -169724.959204 + Penalty 3171.006155 = -166553.953049 Iteration 134Q: 3 clusters Score -166554 nChanged 3 ComputeScore: Raw -169726.287452 + Penalty 3171.006155 = -166555.281297 Iteration 135Q: 3 clusters Score -166555.3 nChanged 6 ComputeScore: Raw -169727.893895 + Penalty 3171.006155 = -166556.887741 Iteration 136Q: 3 clusters Score -166556.9 nChanged 6 ComputeScore: Raw -169729.606007 + Penalty 3171.006155 = -166558.599852 Iteration 137Q: 3 clusters Score -166558.6 nChanged 4 ComputeScore: Raw -169730.557491 + Penalty 3171.006155 = -166559.551336 Iteration 138Q: 3 clusters Score -166559.6 nChanged 1 ComputeScore: Raw -169730.698968 + Penalty 3171.006155 = -166559.692813 Iteration 139Q: 3 clusters Score -166559.7 nChanged 1 ComputeScore: Raw -169731.098269 + Penalty 3171.006155 = -166560.092114 Iteration 140F: 3 clusters Score -166560.1 nChanged 2 ComputeScore: Raw -169731.959466 + Penalty 3171.006155 = -166560.953311 Iteration 141Q: 3 clusters Score -166561 nChanged 6 ComputeScore: Raw -169733.748250 + Penalty 3171.006155 = -166562.742096 Iteration 142Q: 3 clusters Score -166562.7 nChanged 6 ComputeScore: Raw -169735.820944 + Penalty 3171.006155 = -166564.814790 Iteration 143Q: 3 clusters Score -166564.8 nChanged 6 ComputeScore: Raw -169738.901137 + Penalty 3171.006155 = -166567.894982 Iteration 144Q: 3 clusters Score -166567.9 nChanged 8 ComputeScore: Raw -169740.954108 + Penalty 3171.006155 = -166569.947953 Iteration 145Q: 3 clusters Score -166569.9 nChanged 10 ComputeScore: Raw -169744.758944 + Penalty 3171.006155 = -166573.752790 Iteration 146Q: 3 clusters Score -166573.8 nChanged 4 ComputeScore: Raw -169745.809177 + Penalty 3171.006155 = -166574.803022 Iteration 147Q: 3 clusters Score -166574.8 nChanged 7 ComputeScore: Raw -169747.988890 + Penalty 3171.006155 = -166576.982735 Iteration 148Q: 3 clusters Score -166577 nChanged 5 ComputeScore: Raw -169750.200275 + Penalty 3171.006155 = -166579.194120 Iteration 149Q: 3 clusters Score -166579.2 nChanged 6 ComputeScore: Raw -169753.404094 + Penalty 3171.006155 = -166582.397939 Iteration 150Q: 3 clusters Score -166582.4 nChanged 6 ComputeScore: Raw -169755.352489 + Penalty 3171.006155 = -166584.346334 Iteration 151Q: 3 clusters Score -166584.3 nChanged 2 ComputeScore: Raw -169755.831475 + Penalty 3171.006155 = -166584.825320 Iteration 152Q: 3 clusters Score -166584.8 nChanged 0 ComputeScore: Raw -169755.831475 + Penalty 3171.006155 = -166584.825320 Iteration 153F: 3 clusters Score -166584.8 nChanged 0 Trying to split cluster 21 (3270 points) Assigned 2 initial classes randomly. ComputeScore: Raw -126673.283222 + Penalty 1529.491055 = -125143.792167 Iteration 0F: 2 clusters Score -125143.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -125099.382909 + Penalty 3058.982110 = -122040.400800 Iteration 0F: 3 clusters Score -122040.4 nChanged 1246 ComputeScore: Raw -125840.777026 + Penalty 3058.982110 = -122781.794916 Iteration 1F: 3 clusters Score -122781.8 nChanged 253 ComputeScore: Raw -125990.772091 + Penalty 3058.982110 = -122931.789981 Iteration 2F: 3 clusters Score -122931.8 nChanged 155 ComputeScore: Raw -126081.898667 + Penalty 3058.982110 = -123022.916557 Iteration 3Q: 3 clusters Score -123022.9 nChanged 129 ComputeScore: Raw -126160.459574 + Penalty 3058.982110 = -123101.477465 Iteration 4Q: 3 clusters Score -123101.5 nChanged 93 ComputeScore: Raw -126216.691130 + Penalty 3058.982110 = -123157.709020 Iteration 5Q: 3 clusters Score -123157.7 nChanged 85 ComputeScore: Raw -126278.632964 + Penalty 3058.982110 = -123219.650854 Iteration 6Q: 3 clusters Score -123219.7 nChanged 101 ComputeScore: Raw -126342.365307 + Penalty 3058.982110 = -123283.383197 Iteration 7Q: 3 clusters Score -123283.4 nChanged 96 ComputeScore: Raw -126399.778282 + Penalty 3058.982110 = -123340.796172 Iteration 8Q: 3 clusters Score -123340.8 nChanged 91 ComputeScore: Raw -126461.194752 + Penalty 3058.982110 = -123402.212642 Iteration 9Q: 3 clusters Score -123402.2 nChanged 78 ComputeScore: Raw -126505.882665 + Penalty 3058.982110 = -123446.900555 Iteration 10Q: 3 clusters Score -123446.9 nChanged 63 ComputeScore: Raw -126541.781478 + Penalty 3058.982110 = -123482.799369 Iteration 11Q: 3 clusters Score -123482.8 nChanged 68 ComputeScore: Raw -126576.572740 + Penalty 3058.982110 = -123517.590630 Iteration 12Q: 3 clusters Score -123517.6 nChanged 50 ComputeScore: Raw -126602.265103 + Penalty 3058.982110 = -123543.282993 Iteration 13Q: 3 clusters Score -123543.3 nChanged 40 ComputeScore: Raw -126621.954377 + Penalty 3058.982110 = -123562.972267 Iteration 14Q: 3 clusters Score -123563 nChanged 43 ComputeScore: Raw -126649.131709 + Penalty 3058.982110 = -123590.149599 Iteration 15Q: 3 clusters Score -123590.1 nChanged 44 ComputeScore: Raw -126670.019939 + Penalty 3058.982110 = -123611.037829 Iteration 16Q: 3 clusters Score -123611 nChanged 35 ComputeScore: Raw -126686.336514 + Penalty 3058.982110 = -123627.354404 Iteration 17Q: 3 clusters Score -123627.4 nChanged 35 ComputeScore: Raw -126703.147508 + Penalty 3058.982110 = -123644.165398 Iteration 18Q: 3 clusters Score -123644.2 nChanged 29 ComputeScore: Raw -126716.631785 + Penalty 3058.982110 = -123657.649675 Iteration 19Q: 3 clusters Score -123657.6 nChanged 23 ComputeScore: Raw -126726.689906 + Penalty 3058.982110 = -123667.707796 Iteration 20F: 3 clusters Score -123667.7 nChanged 30 ComputeScore: Raw -126744.124014 + Penalty 3058.982110 = -123685.141904 Iteration 21Q: 3 clusters Score -123685.1 nChanged 44 ComputeScore: Raw -126772.961372 + Penalty 3058.982110 = -123713.979262 Iteration 22Q: 3 clusters Score -123714 nChanged 42 ComputeScore: Raw -126795.597626 + Penalty 3058.982110 = -123736.615516 Iteration 23Q: 3 clusters Score -123736.6 nChanged 32 ComputeScore: Raw -126809.985900 + Penalty 3058.982110 = -123751.003790 Iteration 24Q: 3 clusters Score -123751 nChanged 25 ComputeScore: Raw -126819.912251 + Penalty 3058.982110 = -123760.930141 Iteration 25Q: 3 clusters Score -123760.9 nChanged 25 ComputeScore: Raw -126831.595966 + Penalty 3058.982110 = -123772.613856 Iteration 26Q: 3 clusters Score -123772.6 nChanged 24 ComputeScore: Raw -126840.789728 + Penalty 3058.982110 = -123781.807618 Iteration 27Q: 3 clusters Score -123781.8 nChanged 20 ComputeScore: Raw -126849.854450 + Penalty 3058.982110 = -123790.872340 Iteration 28Q: 3 clusters Score -123790.9 nChanged 20 ComputeScore: Raw -126858.497316 + Penalty 3058.982110 = -123799.515206 Iteration 29Q: 3 clusters Score -123799.5 nChanged 19 ComputeScore: Raw -126868.427872 + Penalty 3058.982110 = -123809.445762 Iteration 30Q: 3 clusters Score -123809.4 nChanged 20 ComputeScore: Raw -126879.406820 + Penalty 3058.982110 = -123820.424710 Iteration 31Q: 3 clusters Score -123820.4 nChanged 21 ComputeScore: Raw -126891.372328 + Penalty 3058.982110 = -123832.390218 Iteration 32Q: 3 clusters Score -123832.4 nChanged 21 ComputeScore: Raw -126905.220013 + Penalty 3058.982110 = -123846.237903 Iteration 33Q: 3 clusters Score -123846.2 nChanged 26 ComputeScore: Raw -126915.902984 + Penalty 3058.982110 = -123856.920874 Iteration 34Q: 3 clusters Score -123856.9 nChanged 16 ComputeScore: Raw -126923.963550 + Penalty 3058.982110 = -123864.981441 Iteration 35Q: 3 clusters Score -123865 nChanged 15 ComputeScore: Raw -126930.656114 + Penalty 3058.982110 = -123871.674004 Iteration 36Q: 3 clusters Score -123871.7 nChanged 8 ComputeScore: Raw -126933.015989 + Penalty 3058.982110 = -123874.033879 Iteration 37Q: 3 clusters Score -123874 nChanged 9 ComputeScore: Raw -126935.184636 + Penalty 3058.982110 = -123876.202526 Iteration 38Q: 3 clusters Score -123876.2 nChanged 10 ComputeScore: Raw -126937.544558 + Penalty 3058.982110 = -123878.562449 Iteration 39Q: 3 clusters Score -123878.6 nChanged 4 ComputeScore: Raw -126938.431665 + Penalty 3058.982110 = -123879.449555 Iteration 40F: 3 clusters Score -123879.4 nChanged 3 ComputeScore: Raw -126939.502922 + Penalty 3058.982110 = -123880.520812 Iteration 41Q: 3 clusters Score -123880.5 nChanged 3 ComputeScore: Raw -126940.186675 + Penalty 3058.982110 = -123881.204565 Iteration 42Q: 3 clusters Score -123881.2 nChanged 2 ComputeScore: Raw -126940.624989 + Penalty 3058.982110 = -123881.642879 Iteration 43Q: 3 clusters Score -123881.6 nChanged 3 ComputeScore: Raw -126941.286855 + Penalty 3058.982110 = -123882.304745 Iteration 44Q: 3 clusters Score -123882.3 nChanged 1 ComputeScore: Raw -126941.413946 + Penalty 3058.982110 = -123882.431836 Iteration 45Q: 3 clusters Score -123882.4 nChanged 0 ComputeScore: Raw -126941.413946 + Penalty 3058.982110 = -123882.431836 Iteration 46F: 3 clusters Score -123882.4 nChanged 0 Trying to split cluster 22 (4270 points) Assigned 2 initial classes randomly. ComputeScore: Raw -164276.721618 + Penalty 1579.920761 = -162696.800857 Iteration 0F: 2 clusters Score -162696.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -162175.226663 + Penalty 3159.841522 = -159015.385141 Iteration 0F: 3 clusters Score -159015.4 nChanged 1648 ComputeScore: Raw -163044.928793 + Penalty 3159.841522 = -159885.087271 Iteration 1F: 3 clusters Score -159885.1 nChanged 306 ComputeScore: Raw -163232.146987 + Penalty 3159.841522 = -160072.305465 Iteration 2F: 3 clusters Score -160072.3 nChanged 241 ComputeScore: Raw -163384.817057 + Penalty 3159.841522 = -160224.975535 Iteration 3F: 3 clusters Score -160225 nChanged 197 ComputeScore: Raw -163487.825621 + Penalty 3159.841522 = -160327.984099 Iteration 4Q: 3 clusters Score -160328 nChanged 146 ComputeScore: Raw -163554.792956 + Penalty 3159.841522 = -160394.951434 Iteration 5Q: 3 clusters Score -160395 nChanged 94 ComputeScore: Raw -163592.728471 + Penalty 3159.841522 = -160432.886949 Iteration 6Q: 3 clusters Score -160432.9 nChanged 80 ComputeScore: Raw -163627.931683 + Penalty 3159.841522 = -160468.090161 Iteration 7Q: 3 clusters Score -160468.1 nChanged 78 ComputeScore: Raw -163664.132544 + Penalty 3159.841522 = -160504.291022 Iteration 8Q: 3 clusters Score -160504.3 nChanged 71 ComputeScore: Raw -163692.323346 + Penalty 3159.841522 = -160532.481824 Iteration 9Q: 3 clusters Score -160532.5 nChanged 53 ComputeScore: Raw -163711.651967 + Penalty 3159.841522 = -160551.810445 Iteration 10Q: 3 clusters Score -160551.8 nChanged 49 ComputeScore: Raw -163727.509978 + Penalty 3159.841522 = -160567.668456 Iteration 11Q: 3 clusters Score -160567.7 nChanged 37 ComputeScore: Raw -163739.986464 + Penalty 3159.841522 = -160580.144942 Iteration 12Q: 3 clusters Score -160580.1 nChanged 35 ComputeScore: Raw -163752.151121 + Penalty 3159.841522 = -160592.309598 Iteration 13Q: 3 clusters Score -160592.3 nChanged 41 ComputeScore: Raw -163762.476972 + Penalty 3159.841522 = -160602.635450 Iteration 14Q: 3 clusters Score -160602.6 nChanged 35 ComputeScore: Raw -163771.895913 + Penalty 3159.841522 = -160612.054390 Iteration 15Q: 3 clusters Score -160612.1 nChanged 31 ComputeScore: Raw -163783.164437 + Penalty 3159.841522 = -160623.322915 Iteration 16Q: 3 clusters Score -160623.3 nChanged 37 ComputeScore: Raw -163796.270055 + Penalty 3159.841522 = -160636.428532 Iteration 17Q: 3 clusters Score -160636.4 nChanged 37 ComputeScore: Raw -163813.996238 + Penalty 3159.841522 = -160654.154716 Iteration 18Q: 3 clusters Score -160654.2 nChanged 41 ComputeScore: Raw -163833.166583 + Penalty 3159.841522 = -160673.325060 Iteration 19Q: 3 clusters Score -160673.3 nChanged 49 ComputeScore: Raw -163852.720287 + Penalty 3159.841522 = -160692.878765 Iteration 20F: 3 clusters Score -160692.9 nChanged 47 ComputeScore: Raw -163870.330190 + Penalty 3159.841522 = -160710.488668 Iteration 21Q: 3 clusters Score -160710.5 nChanged 43 ComputeScore: Raw -163886.011952 + Penalty 3159.841522 = -160726.170430 Iteration 22Q: 3 clusters Score -160726.2 nChanged 38 ComputeScore: Raw -163904.091682 + Penalty 3159.841522 = -160744.250160 Iteration 23Q: 3 clusters Score -160744.3 nChanged 49 ComputeScore: Raw -163927.626532 + Penalty 3159.841522 = -160767.785010 Iteration 24Q: 3 clusters Score -160767.8 nChanged 47 ComputeScore: Raw -163949.627950 + Penalty 3159.841522 = -160789.786428 Iteration 25Q: 3 clusters Score -160789.8 nChanged 56 ComputeScore: Raw -163978.595813 + Penalty 3159.841522 = -160818.754291 Iteration 26Q: 3 clusters Score -160818.8 nChanged 66 ComputeScore: Raw -164021.305363 + Penalty 3159.841522 = -160861.463840 Iteration 27Q: 3 clusters Score -160861.5 nChanged 76 ComputeScore: Raw -164071.615781 + Penalty 3159.841522 = -160911.774259 Iteration 28Q: 3 clusters Score -160911.8 nChanged 82 ComputeScore: Raw -164125.461344 + Penalty 3159.841522 = -160965.619822 Iteration 29Q: 3 clusters Score -160965.6 nChanged 84 ComputeScore: Raw -164174.721375 + Penalty 3159.841522 = -161014.879853 Iteration 30Q: 3 clusters Score -161014.9 nChanged 81 ComputeScore: Raw -164226.343563 + Penalty 3159.841522 = -161066.502041 Iteration 31Q: 3 clusters Score -161066.5 nChanged 78 ComputeScore: Raw -164275.101077 + Penalty 3159.841522 = -161115.259555 Iteration 32Q: 3 clusters Score -161115.3 nChanged 74 ComputeScore: Raw -164320.886599 + Penalty 3159.841522 = -161161.045077 Iteration 33Q: 3 clusters Score -161161 nChanged 77 ComputeScore: Raw -164369.528051 + Penalty 3159.841522 = -161209.686529 Iteration 34Q: 3 clusters Score -161209.7 nChanged 85 ComputeScore: Raw -164412.270245 + Penalty 3159.841522 = -161252.428723 Iteration 35Q: 3 clusters Score -161252.4 nChanged 59 ComputeScore: Raw -164443.288719 + Penalty 3159.841522 = -161283.447197 Iteration 36Q: 3 clusters Score -161283.4 nChanged 51 ComputeScore: Raw -164467.394202 + Penalty 3159.841522 = -161307.552680 Iteration 37Q: 3 clusters Score -161307.6 nChanged 39 ComputeScore: Raw -164484.837671 + Penalty 3159.841522 = -161324.996149 Iteration 38Q: 3 clusters Score -161325 nChanged 36 ComputeScore: Raw -164500.576900 + Penalty 3159.841522 = -161340.735378 Iteration 39Q: 3 clusters Score -161340.7 nChanged 23 ComputeScore: Raw -164506.404888 + Penalty 3159.841522 = -161346.563365 Iteration 40F: 3 clusters Score -161346.6 nChanged 12 ComputeScore: Raw -164509.243195 + Penalty 3159.841522 = -161349.401673 Iteration 41Q: 3 clusters Score -161349.4 nChanged 9 ComputeScore: Raw -164511.422599 + Penalty 3159.841522 = -161351.581077 Iteration 42Q: 3 clusters Score -161351.6 nChanged 3 ComputeScore: Raw -164512.376258 + Penalty 3159.841522 = -161352.534736 Iteration 43Q: 3 clusters Score -161352.5 nChanged 5 ComputeScore: Raw -164514.390271 + Penalty 3159.841522 = -161354.548749 Iteration 44Q: 3 clusters Score -161354.5 nChanged 3 ComputeScore: Raw -164514.985651 + Penalty 3159.841522 = -161355.144129 Iteration 45Q: 3 clusters Score -161355.1 nChanged 1 ComputeScore: Raw -164515.244592 + Penalty 3159.841522 = -161355.403070 Iteration 46Q: 3 clusters Score -161355.4 nChanged 2 ComputeScore: Raw -164515.585564 + Penalty 3159.841522 = -161355.744041 Iteration 47Q: 3 clusters Score -161355.7 nChanged 3 ComputeScore: Raw -164516.658740 + Penalty 3159.841522 = -161356.817218 Iteration 48Q: 3 clusters Score -161356.8 nChanged 5 ComputeScore: Raw -164518.853353 + Penalty 3159.841522 = -161359.011830 Iteration 49Q: 3 clusters Score -161359 nChanged 8 ComputeScore: Raw -164522.691309 + Penalty 3159.841522 = -161362.849786 Iteration 50Q: 3 clusters Score -161362.8 nChanged 11 ComputeScore: Raw -164525.728045 + Penalty 3159.841522 = -161365.886522 Iteration 51Q: 3 clusters Score -161365.9 nChanged 9 ComputeScore: Raw -164528.749160 + Penalty 3159.841522 = -161368.907638 Iteration 52Q: 3 clusters Score -161368.9 nChanged 8 ComputeScore: Raw -164530.439625 + Penalty 3159.841522 = -161370.598103 Iteration 53Q: 3 clusters Score -161370.6 nChanged 5 ComputeScore: Raw -164531.473866 + Penalty 3159.841522 = -161371.632344 Iteration 54Q: 3 clusters Score -161371.6 nChanged 5 ComputeScore: Raw -164532.958380 + Penalty 3159.841522 = -161373.116858 Iteration 55Q: 3 clusters Score -161373.1 nChanged 4 ComputeScore: Raw -164533.364212 + Penalty 3159.841522 = -161373.522690 Iteration 56Q: 3 clusters Score -161373.5 nChanged 0 ComputeScore: Raw -164533.364212 + Penalty 3159.841522 = -161373.522690 Iteration 57F: 3 clusters Score -161373.5 nChanged 0 Trying to split cluster 23 (3660 points) Assigned 2 initial classes randomly. ComputeScore: Raw -139652.544270 + Penalty 1550.786283 = -138101.757987 Iteration 0F: 2 clusters Score -138101.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -137942.066902 + Penalty 3101.572565 = -134840.494336 Iteration 0F: 3 clusters Score -134840.5 nChanged 1381 ComputeScore: Raw -138744.783242 + Penalty 3101.572565 = -135643.210677 Iteration 1F: 3 clusters Score -135643.2 nChanged 288 ComputeScore: Raw -138931.511887 + Penalty 3101.572565 = -135829.939322 Iteration 2F: 3 clusters Score -135829.9 nChanged 179 ComputeScore: Raw -139024.800917 + Penalty 3101.572565 = -135923.228352 Iteration 3Q: 3 clusters Score -135923.2 nChanged 115 ComputeScore: Raw -139087.653169 + Penalty 3101.572565 = -135986.080603 Iteration 4Q: 3 clusters Score -135986.1 nChanged 101 ComputeScore: Raw -139146.938352 + Penalty 3101.572565 = -136045.365787 Iteration 5Q: 3 clusters Score -136045.4 nChanged 99 ComputeScore: Raw -139208.946702 + Penalty 3101.572565 = -136107.374137 Iteration 6Q: 3 clusters Score -136107.4 nChanged 98 ComputeScore: Raw -139270.076892 + Penalty 3101.572565 = -136168.504327 Iteration 7Q: 3 clusters Score -136168.5 nChanged 78 ComputeScore: Raw -139325.393675 + Penalty 3101.572565 = -136223.821110 Iteration 8Q: 3 clusters Score -136223.8 nChanged 83 ComputeScore: Raw -139381.732574 + Penalty 3101.572565 = -136280.160009 Iteration 9Q: 3 clusters Score -136280.2 nChanged 92 ComputeScore: Raw -139441.486548 + Penalty 3101.572565 = -136339.913982 Iteration 10Q: 3 clusters Score -136339.9 nChanged 87 ComputeScore: Raw -139493.701375 + Penalty 3101.572565 = -136392.128810 Iteration 11Q: 3 clusters Score -136392.1 nChanged 69 ComputeScore: Raw -139534.739441 + Penalty 3101.572565 = -136433.166876 Iteration 12Q: 3 clusters Score -136433.2 nChanged 78 ComputeScore: Raw -139575.087030 + Penalty 3101.572565 = -136473.514465 Iteration 13Q: 3 clusters Score -136473.5 nChanged 58 ComputeScore: Raw -139598.341356 + Penalty 3101.572565 = -136496.768790 Iteration 14Q: 3 clusters Score -136496.8 nChanged 52 ComputeScore: Raw -139625.054352 + Penalty 3101.572565 = -136523.481786 Iteration 15Q: 3 clusters Score -136523.5 nChanged 57 ComputeScore: Raw -139652.910125 + Penalty 3101.572565 = -136551.337559 Iteration 16Q: 3 clusters Score -136551.3 nChanged 50 ComputeScore: Raw -139677.313840 + Penalty 3101.572565 = -136575.741275 Iteration 17Q: 3 clusters Score -136575.7 nChanged 49 ComputeScore: Raw -139701.454700 + Penalty 3101.572565 = -136599.882134 Iteration 18Q: 3 clusters Score -136599.9 nChanged 55 ComputeScore: Raw -139723.540262 + Penalty 3101.572565 = -136621.967697 Iteration 19Q: 3 clusters Score -136622 nChanged 44 ComputeScore: Raw -139740.436848 + Penalty 3101.572565 = -136638.864283 Iteration 20F: 3 clusters Score -136638.9 nChanged 37 ComputeScore: Raw -139760.783431 + Penalty 3101.572565 = -136659.210866 Iteration 21Q: 3 clusters Score -136659.2 nChanged 37 ComputeScore: Raw -139773.081183 + Penalty 3101.572565 = -136671.508617 Iteration 22Q: 3 clusters Score -136671.5 nChanged 25 ComputeScore: Raw -139781.853144 + Penalty 3101.572565 = -136680.280579 Iteration 23Q: 3 clusters Score -136680.3 nChanged 15 ComputeScore: Raw -139785.504309 + Penalty 3101.572565 = -136683.931744 Iteration 24Q: 3 clusters Score -136683.9 nChanged 14 ComputeScore: Raw -139790.172969 + Penalty 3101.572565 = -136688.600404 Iteration 25Q: 3 clusters Score -136688.6 nChanged 16 ComputeScore: Raw -139795.533966 + Penalty 3101.572565 = -136693.961400 Iteration 26Q: 3 clusters Score -136694 nChanged 13 ComputeScore: Raw -139800.642107 + Penalty 3101.572565 = -136699.069542 Iteration 27Q: 3 clusters Score -136699.1 nChanged 19 ComputeScore: Raw -139806.971530 + Penalty 3101.572565 = -136705.398964 Iteration 28Q: 3 clusters Score -136705.4 nChanged 14 ComputeScore: Raw -139810.933255 + Penalty 3101.572565 = -136709.360690 Iteration 29Q: 3 clusters Score -136709.4 nChanged 14 ComputeScore: Raw -139816.236594 + Penalty 3101.572565 = -136714.664029 Iteration 30Q: 3 clusters Score -136714.7 nChanged 23 ComputeScore: Raw -139826.180281 + Penalty 3101.572565 = -136724.607715 Iteration 31Q: 3 clusters Score -136724.6 nChanged 26 ComputeScore: Raw -139834.599255 + Penalty 3101.572565 = -136733.026690 Iteration 32Q: 3 clusters Score -136733 nChanged 16 ComputeScore: Raw -139840.861587 + Penalty 3101.572565 = -136739.289022 Iteration 33Q: 3 clusters Score -136739.3 nChanged 15 ComputeScore: Raw -139849.206661 + Penalty 3101.572565 = -136747.634096 Iteration 34Q: 3 clusters Score -136747.6 nChanged 21 ComputeScore: Raw -139857.947631 + Penalty 3101.572565 = -136756.375066 Iteration 35Q: 3 clusters Score -136756.4 nChanged 20 ComputeScore: Raw -139865.651294 + Penalty 3101.572565 = -136764.078728 Iteration 36Q: 3 clusters Score -136764.1 nChanged 19 ComputeScore: Raw -139872.535224 + Penalty 3101.572565 = -136770.962659 Iteration 37Q: 3 clusters Score -136771 nChanged 13 ComputeScore: Raw -139876.916047 + Penalty 3101.572565 = -136775.343482 Iteration 38Q: 3 clusters Score -136775.3 nChanged 9 ComputeScore: Raw -139881.747303 + Penalty 3101.572565 = -136780.174738 Iteration 39Q: 3 clusters Score -136780.2 nChanged 15 ComputeScore: Raw -139890.501971 + Penalty 3101.572565 = -136788.929406 Iteration 40F: 3 clusters Score -136788.9 nChanged 26 ComputeScore: Raw -139907.080870 + Penalty 3101.572565 = -136805.508305 Iteration 41Q: 3 clusters Score -136805.5 nChanged 29 ComputeScore: Raw -139924.130165 + Penalty 3101.572565 = -136822.557600 Iteration 42Q: 3 clusters Score -136822.6 nChanged 28 ComputeScore: Raw -139936.187712 + Penalty 3101.572565 = -136834.615147 Iteration 43Q: 3 clusters Score -136834.6 nChanged 27 ComputeScore: Raw -139947.948566 + Penalty 3101.572565 = -136846.376001 Iteration 44Q: 3 clusters Score -136846.4 nChanged 16 ComputeScore: Raw -139954.965442 + Penalty 3101.572565 = -136853.392877 Iteration 45Q: 3 clusters Score -136853.4 nChanged 16 ComputeScore: Raw -139962.253787 + Penalty 3101.572565 = -136860.681221 Iteration 46Q: 3 clusters Score -136860.7 nChanged 14 ComputeScore: Raw -139967.000974 + Penalty 3101.572565 = -136865.428409 Iteration 47Q: 3 clusters Score -136865.4 nChanged 11 ComputeScore: Raw -139971.587514 + Penalty 3101.572565 = -136870.014949 Iteration 48Q: 3 clusters Score -136870 nChanged 11 ComputeScore: Raw -139978.669811 + Penalty 3101.572565 = -136877.097246 Iteration 49Q: 3 clusters Score -136877.1 nChanged 13 ComputeScore: Raw -139984.565805 + Penalty 3101.572565 = -136882.993239 Iteration 50Q: 3 clusters Score -136883 nChanged 16 ComputeScore: Raw -139992.036544 + Penalty 3101.572565 = -136890.463979 Iteration 51Q: 3 clusters Score -136890.5 nChanged 16 ComputeScore: Raw -140000.251653 + Penalty 3101.572565 = -136898.679088 Iteration 52Q: 3 clusters Score -136898.7 nChanged 18 ComputeScore: Raw -140008.051882 + Penalty 3101.572565 = -136906.479317 Iteration 53Q: 3 clusters Score -136906.5 nChanged 12 ComputeScore: Raw -140012.569465 + Penalty 3101.572565 = -136910.996900 Iteration 54Q: 3 clusters Score -136911 nChanged 7 ComputeScore: Raw -140014.864693 + Penalty 3101.572565 = -136913.292128 Iteration 55Q: 3 clusters Score -136913.3 nChanged 4 ComputeScore: Raw -140016.300690 + Penalty 3101.572565 = -136914.728124 Iteration 56Q: 3 clusters Score -136914.7 nChanged 2 ComputeScore: Raw -140017.038728 + Penalty 3101.572565 = -136915.466163 Iteration 57Q: 3 clusters Score -136915.5 nChanged 3 ComputeScore: Raw -140017.658167 + Penalty 3101.572565 = -136916.085602 Iteration 58Q: 3 clusters Score -136916.1 nChanged 2 ComputeScore: Raw -140018.226701 + Penalty 3101.572565 = -136916.654136 Iteration 59Q: 3 clusters Score -136916.7 nChanged 4 ComputeScore: Raw -140019.511126 + Penalty 3101.572565 = -136917.938561 Iteration 60F: 3 clusters Score -136917.9 nChanged 3 ComputeScore: Raw -140021.007567 + Penalty 3101.572565 = -136919.435002 Iteration 61Q: 3 clusters Score -136919.4 nChanged 2 ComputeScore: Raw -140022.150459 + Penalty 3101.572565 = -136920.577893 Iteration 62Q: 3 clusters Score -136920.6 nChanged 5 ComputeScore: Raw -140023.619981 + Penalty 3101.572565 = -136922.047416 Iteration 63Q: 3 clusters Score -136922 nChanged 5 ComputeScore: Raw -140024.887614 + Penalty 3101.572565 = -136923.315049 Iteration 64Q: 3 clusters Score -136923.3 nChanged 4 ComputeScore: Raw -140026.688581 + Penalty 3101.572565 = -136925.116016 Iteration 65Q: 3 clusters Score -136925.1 nChanged 5 ComputeScore: Raw -140028.398360 + Penalty 3101.572565 = -136926.825795 Iteration 66Q: 3 clusters Score -136926.8 nChanged 8 ComputeScore: Raw -140031.691118 + Penalty 3101.572565 = -136930.118553 Iteration 67Q: 3 clusters Score -136930.1 nChanged 4 ComputeScore: Raw -140032.806824 + Penalty 3101.572565 = -136931.234259 Iteration 68Q: 3 clusters Score -136931.2 nChanged 2 ComputeScore: Raw -140033.180894 + Penalty 3101.572565 = -136931.608329 Iteration 69Q: 3 clusters Score -136931.6 nChanged 1 ComputeScore: Raw -140033.454461 + Penalty 3101.572565 = -136931.881896 Iteration 70Q: 3 clusters Score -136931.9 nChanged 2 ComputeScore: Raw -140034.136899 + Penalty 3101.572565 = -136932.564334 Iteration 71Q: 3 clusters Score -136932.6 nChanged 1 ComputeScore: Raw -140034.257409 + Penalty 3101.572565 = -136932.684844 Iteration 72Q: 3 clusters Score -136932.7 nChanged 2 ComputeScore: Raw -140034.832045 + Penalty 3101.572565 = -136933.259480 Iteration 73Q: 3 clusters Score -136933.3 nChanged 0 ComputeScore: Raw -140034.832045 + Penalty 3101.572565 = -136933.259480 Iteration 74F: 3 clusters Score -136933.3 nChanged 0 Trying to split cluster 24 (5838 points) Assigned 2 initial classes randomly. ComputeScore: Raw -223573.741180 + Penalty 1639.035131 = -221934.706049 Iteration 0F: 2 clusters Score -221934.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -220509.526955 + Penalty 3278.070262 = -217231.456693 Iteration 0F: 3 clusters Score -217231.5 nChanged 2394 ComputeScore: Raw -222053.202545 + Penalty 3278.070262 = -218775.132283 Iteration 1F: 3 clusters Score -218775.1 nChanged 607 ComputeScore: Raw -223085.633896 + Penalty 3278.070262 = -219807.563634 Iteration 2F: 3 clusters Score -219807.6 nChanged 761 ComputeScore: Raw -227999.618047 + Penalty 3278.070262 = -224721.547785 Iteration 3F: 3 clusters Score -224721.5 nChanged 815 Unmasked E-step: Deleting class 2: covariance matrix is singular ComputeScore: Raw -228242.217784 + Penalty 3278.070262 = -224964.147521 Iteration 4F: 3 clusters Score -224964.1 nChanged 250 ComputeScore: Raw -195661.590621 + Penalty 1639.035131 = -194022.555490 Iteration 5Q: 2 clusters Score -194022.6 nChanged 4398 ComputeScore: Raw -223573.741180 + Penalty 1639.035131 = -221934.706049 Iteration 6F: 2 clusters Score -221934.7 nChanged 0 Trying to split cluster 25 (4929 points) Assigned 2 initial classes randomly. ComputeScore: Raw -180319.701362 + Penalty 1607.046476 = -178712.654886 Iteration 0F: 2 clusters Score -178712.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -177828.465651 + Penalty 3214.092952 = -174614.372700 Iteration 0F: 3 clusters Score -174614.4 nChanged 1974 ComputeScore: Raw -178919.308580 + Penalty 3214.092952 = -175705.215629 Iteration 1F: 3 clusters Score -175705.2 nChanged 348 ComputeScore: Raw -179135.625039 + Penalty 3214.092952 = -175921.532087 Iteration 2F: 3 clusters Score -175921.5 nChanged 273 ComputeScore: Raw -179320.239627 + Penalty 3214.092952 = -176106.146675 Iteration 3F: 3 clusters Score -176106.1 nChanged 247 ComputeScore: Raw -179507.173034 + Penalty 3214.092952 = -176293.080082 Iteration 4F: 3 clusters Score -176293.1 nChanged 247 ComputeScore: Raw -179685.002670 + Penalty 3214.092952 = -176470.909718 Iteration 5F: 3 clusters Score -176470.9 nChanged 232 ComputeScore: Raw -179835.133688 + Penalty 3214.092952 = -176621.040736 Iteration 6Q: 3 clusters Score -176621 nChanged 208 ComputeScore: Raw -179966.632165 + Penalty 3214.092952 = -176752.539213 Iteration 7Q: 3 clusters Score -176752.5 nChanged 159 ComputeScore: Raw -180065.268775 + Penalty 3214.092952 = -176851.175823 Iteration 8Q: 3 clusters Score -176851.2 nChanged 146 ComputeScore: Raw -180141.169848 + Penalty 3214.092952 = -176927.076896 Iteration 9Q: 3 clusters Score -176927.1 nChanged 124 ComputeScore: Raw -180210.274214 + Penalty 3214.092952 = -176996.181262 Iteration 10Q: 3 clusters Score -176996.2 nChanged 121 ComputeScore: Raw -180285.422996 + Penalty 3214.092952 = -177071.330044 Iteration 11Q: 3 clusters Score -177071.3 nChanged 124 ComputeScore: Raw -180350.759936 + Penalty 3214.092952 = -177136.666984 Iteration 12Q: 3 clusters Score -177136.7 nChanged 109 ComputeScore: Raw -180401.329677 + Penalty 3214.092952 = -177187.236725 Iteration 13Q: 3 clusters Score -177187.2 nChanged 87 ComputeScore: Raw -180440.861577 + Penalty 3214.092952 = -177226.768625 Iteration 14Q: 3 clusters Score -177226.8 nChanged 67 ComputeScore: Raw -180473.075850 + Penalty 3214.092952 = -177258.982898 Iteration 15Q: 3 clusters Score -177259 nChanged 65 ComputeScore: Raw -180505.623279 + Penalty 3214.092952 = -177291.530328 Iteration 16Q: 3 clusters Score -177291.5 nChanged 67 ComputeScore: Raw -180541.598355 + Penalty 3214.092952 = -177327.505404 Iteration 17Q: 3 clusters Score -177327.5 nChanged 80 ComputeScore: Raw -180588.299873 + Penalty 3214.092952 = -177374.206921 Iteration 18Q: 3 clusters Score -177374.2 nChanged 79 ComputeScore: Raw -180638.293618 + Penalty 3214.092952 = -177424.200667 Iteration 19Q: 3 clusters Score -177424.2 nChanged 80 ComputeScore: Raw -180694.435039 + Penalty 3214.092952 = -177480.342087 Iteration 20F: 3 clusters Score -177480.3 nChanged 79 ComputeScore: Raw -180750.015472 + Penalty 3214.092952 = -177535.922521 Iteration 21Q: 3 clusters Score -177535.9 nChanged 62 ComputeScore: Raw -180799.237432 + Penalty 3214.092952 = -177585.144480 Iteration 22Q: 3 clusters Score -177585.1 nChanged 53 ComputeScore: Raw -180840.368529 + Penalty 3214.092952 = -177626.275578 Iteration 23Q: 3 clusters Score -177626.3 nChanged 39 ComputeScore: Raw -180868.505594 + Penalty 3214.092952 = -177654.412643 Iteration 24Q: 3 clusters Score -177654.4 nChanged 23 ComputeScore: Raw -180882.432509 + Penalty 3214.092952 = -177668.339557 Iteration 25Q: 3 clusters Score -177668.3 nChanged 15 ComputeScore: Raw -180892.059113 + Penalty 3214.092952 = -177677.966162 Iteration 26Q: 3 clusters Score -177678 nChanged 12 ComputeScore: Raw -180898.849989 + Penalty 3214.092952 = -177684.757037 Iteration 27Q: 3 clusters Score -177684.8 nChanged 10 ComputeScore: Raw -180905.909699 + Penalty 3214.092952 = -177691.816747 Iteration 28Q: 3 clusters Score -177691.8 nChanged 9 ComputeScore: Raw -180911.027360 + Penalty 3214.092952 = -177696.934408 Iteration 29Q: 3 clusters Score -177696.9 nChanged 4 ComputeScore: Raw -180912.840760 + Penalty 3214.092952 = -177698.747808 Iteration 30Q: 3 clusters Score -177698.7 nChanged 2 ComputeScore: Raw -180913.321454 + Penalty 3214.092952 = -177699.228502 Iteration 31Q: 3 clusters Score -177699.2 nChanged 2 ComputeScore: Raw -180914.851902 + Penalty 3214.092952 = -177700.758950 Iteration 32Q: 3 clusters Score -177700.8 nChanged 2 ComputeScore: Raw -180915.849915 + Penalty 3214.092952 = -177701.756964 Iteration 33Q: 3 clusters Score -177701.8 nChanged 0 ComputeScore: Raw -180915.849915 + Penalty 3214.092952 = -177701.756964 Iteration 34F: 3 clusters Score -177701.8 nChanged 0 Trying to split cluster 26 (4063 points) Assigned 2 initial classes randomly. ComputeScore: Raw -154661.731646 + Penalty 1570.528933 = -153091.202712 Iteration 0F: 2 clusters Score -153091.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -152650.886997 + Penalty 3141.057867 = -149509.829130 Iteration 0F: 3 clusters Score -149509.8 nChanged 1570 ComputeScore: Raw -153492.668842 + Penalty 3141.057867 = -150351.610975 Iteration 1F: 3 clusters Score -150351.6 nChanged 302 ComputeScore: Raw -153655.791170 + Penalty 3141.057867 = -150514.733303 Iteration 2F: 3 clusters Score -150514.7 nChanged 206 ComputeScore: Raw -153767.061218 + Penalty 3141.057867 = -150626.003351 Iteration 3F: 3 clusters Score -150626 nChanged 166 ComputeScore: Raw -153865.995115 + Penalty 3141.057867 = -150724.937249 Iteration 4Q: 3 clusters Score -150724.9 nChanged 175 ComputeScore: Raw -153985.163054 + Penalty 3141.057867 = -150844.105187 Iteration 5Q: 3 clusters Score -150844.1 nChanged 165 ComputeScore: Raw -154075.400921 + Penalty 3141.057867 = -150934.343055 Iteration 6Q: 3 clusters Score -150934.3 nChanged 141 ComputeScore: Raw -154159.519795 + Penalty 3141.057867 = -151018.461928 Iteration 7Q: 3 clusters Score -151018.5 nChanged 142 ComputeScore: Raw -154250.046321 + Penalty 3141.057867 = -151108.988454 Iteration 8Q: 3 clusters Score -151109 nChanged 130 ComputeScore: Raw -154328.315419 + Penalty 3141.057867 = -151187.257552 Iteration 9Q: 3 clusters Score -151187.3 nChanged 119 ComputeScore: Raw -154400.564377 + Penalty 3141.057867 = -151259.506510 Iteration 10Q: 3 clusters Score -151259.5 nChanged 111 ComputeScore: Raw -154480.884319 + Penalty 3141.057867 = -151339.826452 Iteration 11Q: 3 clusters Score -151339.8 nChanged 99 ComputeScore: Raw -154542.141281 + Penalty 3141.057867 = -151401.083414 Iteration 12Q: 3 clusters Score -151401.1 nChanged 101 ComputeScore: Raw -154601.341415 + Penalty 3141.057867 = -151460.283548 Iteration 13Q: 3 clusters Score -151460.3 nChanged 85 ComputeScore: Raw -154657.832666 + Penalty 3141.057867 = -151516.774800 Iteration 14Q: 3 clusters Score -151516.8 nChanged 97 ComputeScore: Raw -154720.773987 + Penalty 3141.057867 = -151579.716120 Iteration 15Q: 3 clusters Score -151579.7 nChanged 72 ComputeScore: Raw -154765.160265 + Penalty 3141.057867 = -151624.102399 Iteration 16Q: 3 clusters Score -151624.1 nChanged 73 ComputeScore: Raw -154801.530639 + Penalty 3141.057867 = -151660.472772 Iteration 17Q: 3 clusters Score -151660.5 nChanged 49 ComputeScore: Raw -154823.925253 + Penalty 3141.057867 = -151682.867386 Iteration 18Q: 3 clusters Score -151682.9 nChanged 42 ComputeScore: Raw -154840.802965 + Penalty 3141.057867 = -151699.745098 Iteration 19Q: 3 clusters Score -151699.7 nChanged 46 ComputeScore: Raw -154865.489029 + Penalty 3141.057867 = -151724.431162 Iteration 20F: 3 clusters Score -151724.4 nChanged 44 ComputeScore: Raw -154888.305479 + Penalty 3141.057867 = -151747.247613 Iteration 21Q: 3 clusters Score -151747.2 nChanged 46 ComputeScore: Raw -154913.512887 + Penalty 3141.057867 = -151772.455020 Iteration 22Q: 3 clusters Score -151772.5 nChanged 42 ComputeScore: Raw -154935.752835 + Penalty 3141.057867 = -151794.694968 Iteration 23Q: 3 clusters Score -151794.7 nChanged 34 ComputeScore: Raw -154956.165902 + Penalty 3141.057867 = -151815.108036 Iteration 24Q: 3 clusters Score -151815.1 nChanged 34 ComputeScore: Raw -154969.670866 + Penalty 3141.057867 = -151828.612999 Iteration 25Q: 3 clusters Score -151828.6 nChanged 20 ComputeScore: Raw -154976.619594 + Penalty 3141.057867 = -151835.561727 Iteration 26Q: 3 clusters Score -151835.6 nChanged 14 ComputeScore: Raw -154982.150127 + Penalty 3141.057867 = -151841.092260 Iteration 27Q: 3 clusters Score -151841.1 nChanged 13 ComputeScore: Raw -154988.201427 + Penalty 3141.057867 = -151847.143560 Iteration 28Q: 3 clusters Score -151847.1 nChanged 8 ComputeScore: Raw -154992.579296 + Penalty 3141.057867 = -151851.521429 Iteration 29Q: 3 clusters Score -151851.5 nChanged 16 ComputeScore: Raw -154999.905339 + Penalty 3141.057867 = -151858.847473 Iteration 30Q: 3 clusters Score -151858.8 nChanged 12 ComputeScore: Raw -155004.664489 + Penalty 3141.057867 = -151863.606622 Iteration 31Q: 3 clusters Score -151863.6 nChanged 14 ComputeScore: Raw -155011.053181 + Penalty 3141.057867 = -151869.995314 Iteration 32Q: 3 clusters Score -151870 nChanged 17 ComputeScore: Raw -155020.416214 + Penalty 3141.057867 = -151879.358348 Iteration 33Q: 3 clusters Score -151879.4 nChanged 17 ComputeScore: Raw -155026.240080 + Penalty 3141.057867 = -151885.182213 Iteration 34Q: 3 clusters Score -151885.2 nChanged 12 ComputeScore: Raw -155032.639044 + Penalty 3141.057867 = -151891.581177 Iteration 35Q: 3 clusters Score -151891.6 nChanged 12 ComputeScore: Raw -155040.374628 + Penalty 3141.057867 = -151899.316761 Iteration 36Q: 3 clusters Score -151899.3 nChanged 19 ComputeScore: Raw -155050.018048 + Penalty 3141.057867 = -151908.960182 Iteration 37Q: 3 clusters Score -151909 nChanged 16 ComputeScore: Raw -155058.440323 + Penalty 3141.057867 = -151917.382457 Iteration 38Q: 3 clusters Score -151917.4 nChanged 12 ComputeScore: Raw -155063.128855 + Penalty 3141.057867 = -151922.070988 Iteration 39Q: 3 clusters Score -151922.1 nChanged 8 ComputeScore: Raw -155065.809218 + Penalty 3141.057867 = -151924.751351 Iteration 40F: 3 clusters Score -151924.8 nChanged 7 ComputeScore: Raw -155068.266473 + Penalty 3141.057867 = -151927.208606 Iteration 41Q: 3 clusters Score -151927.2 nChanged 7 ComputeScore: Raw -155070.575087 + Penalty 3141.057867 = -151929.517220 Iteration 42Q: 3 clusters Score -151929.5 nChanged 4 ComputeScore: Raw -155071.801778 + Penalty 3141.057867 = -151930.743911 Iteration 43Q: 3 clusters Score -151930.7 nChanged 2 ComputeScore: Raw -155072.779037 + Penalty 3141.057867 = -151931.721171 Iteration 44Q: 3 clusters Score -151931.7 nChanged 3 ComputeScore: Raw -155073.420137 + Penalty 3141.057867 = -151932.362270 Iteration 45Q: 3 clusters Score -151932.4 nChanged 2 ComputeScore: Raw -155074.107468 + Penalty 3141.057867 = -151933.049601 Iteration 46Q: 3 clusters Score -151933 nChanged 1 ComputeScore: Raw -155074.493808 + Penalty 3141.057867 = -151933.435942 Iteration 47Q: 3 clusters Score -151933.4 nChanged 1 ComputeScore: Raw -155074.990971 + Penalty 3141.057867 = -151933.933104 Iteration 48Q: 3 clusters Score -151933.9 nChanged 1 ComputeScore: Raw -155075.168397 + Penalty 3141.057867 = -151934.110530 Iteration 49Q: 3 clusters Score -151934.1 nChanged 0 ComputeScore: Raw -155075.168397 + Penalty 3141.057867 = -151934.110530 Iteration 50F: 3 clusters Score -151934.1 nChanged 0 Trying to split cluster 27 (2862 points) Assigned 2 initial classes randomly. ComputeScore: Raw -108076.918212 + Penalty 1504.303156 = -106572.615055 Iteration 0F: 2 clusters Score -106572.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -106754.180408 + Penalty 3008.606313 = -103745.574095 Iteration 0F: 3 clusters Score -103745.6 nChanged 1055 ComputeScore: Raw -107332.882934 + Penalty 3008.606313 = -104324.276621 Iteration 1F: 3 clusters Score -104324.3 nChanged 204 ComputeScore: Raw -107456.135029 + Penalty 3008.606313 = -104447.528716 Iteration 2F: 3 clusters Score -104447.5 nChanged 141 ComputeScore: Raw -107548.946420 + Penalty 3008.606313 = -104540.340107 Iteration 3Q: 3 clusters Score -104540.3 nChanged 107 ComputeScore: Raw -107610.495298 + Penalty 3008.606313 = -104601.888985 Iteration 4Q: 3 clusters Score -104601.9 nChanged 79 ComputeScore: Raw -107649.353123 + Penalty 3008.606313 = -104640.746810 Iteration 5Q: 3 clusters Score -104640.7 nChanged 56 ComputeScore: Raw -107679.807836 + Penalty 3008.606313 = -104671.201523 Iteration 6Q: 3 clusters Score -104671.2 nChanged 57 ComputeScore: Raw -107705.623224 + Penalty 3008.606313 = -104697.016911 Iteration 7Q: 3 clusters Score -104697 nChanged 44 ComputeScore: Raw -107725.757343 + Penalty 3008.606313 = -104717.151030 Iteration 8Q: 3 clusters Score -104717.2 nChanged 44 ComputeScore: Raw -107747.685631 + Penalty 3008.606313 = -104739.079318 Iteration 9Q: 3 clusters Score -104739.1 nChanged 41 ComputeScore: Raw -107767.084320 + Penalty 3008.606313 = -104758.478007 Iteration 10Q: 3 clusters Score -104758.5 nChanged 37 ComputeScore: Raw -107783.864503 + Penalty 3008.606313 = -104775.258190 Iteration 11Q: 3 clusters Score -104775.3 nChanged 28 ComputeScore: Raw -107794.155659 + Penalty 3008.606313 = -104785.549346 Iteration 12Q: 3 clusters Score -104785.5 nChanged 15 ComputeScore: Raw -107799.520487 + Penalty 3008.606313 = -104790.914174 Iteration 13Q: 3 clusters Score -104790.9 nChanged 18 ComputeScore: Raw -107806.879337 + Penalty 3008.606313 = -104798.273024 Iteration 14Q: 3 clusters Score -104798.3 nChanged 23 ComputeScore: Raw -107818.423350 + Penalty 3008.606313 = -104809.817037 Iteration 15Q: 3 clusters Score -104809.8 nChanged 32 ComputeScore: Raw -107833.606953 + Penalty 3008.606313 = -104825.000640 Iteration 16Q: 3 clusters Score -104825 nChanged 22 ComputeScore: Raw -107842.791352 + Penalty 3008.606313 = -104834.185039 Iteration 17Q: 3 clusters Score -104834.2 nChanged 17 ComputeScore: Raw -107848.988788 + Penalty 3008.606313 = -104840.382475 Iteration 18Q: 3 clusters Score -104840.4 nChanged 13 ComputeScore: Raw -107853.975106 + Penalty 3008.606313 = -104845.368793 Iteration 19Q: 3 clusters Score -104845.4 nChanged 7 ComputeScore: Raw -107856.725181 + Penalty 3008.606313 = -104848.118868 Iteration 20F: 3 clusters Score -104848.1 nChanged 9 ComputeScore: Raw -107859.312413 + Penalty 3008.606313 = -104850.706101 Iteration 21Q: 3 clusters Score -104850.7 nChanged 7 ComputeScore: Raw -107862.667680 + Penalty 3008.606313 = -104854.061367 Iteration 22Q: 3 clusters Score -104854.1 nChanged 12 ComputeScore: Raw -107870.513533 + Penalty 3008.606313 = -104861.907220 Iteration 23Q: 3 clusters Score -104861.9 nChanged 17 ComputeScore: Raw -107880.670426 + Penalty 3008.606313 = -104872.064113 Iteration 24Q: 3 clusters Score -104872.1 nChanged 25 ComputeScore: Raw -107895.294767 + Penalty 3008.606313 = -104886.688454 Iteration 25Q: 3 clusters Score -104886.7 nChanged 20 ComputeScore: Raw -107912.934946 + Penalty 3008.606313 = -104904.328633 Iteration 26Q: 3 clusters Score -104904.3 nChanged 33 ComputeScore: Raw -107934.105097 + Penalty 3008.606313 = -104925.498784 Iteration 27Q: 3 clusters Score -104925.5 nChanged 36 ComputeScore: Raw -107953.435963 + Penalty 3008.606313 = -104944.829650 Iteration 28Q: 3 clusters Score -104944.8 nChanged 33 ComputeScore: Raw -107970.077244 + Penalty 3008.606313 = -104961.470932 Iteration 29Q: 3 clusters Score -104961.5 nChanged 31 ComputeScore: Raw -107983.614210 + Penalty 3008.606313 = -104975.007897 Iteration 30Q: 3 clusters Score -104975 nChanged 31 ComputeScore: Raw -107999.879094 + Penalty 3008.606313 = -104991.272781 Iteration 31Q: 3 clusters Score -104991.3 nChanged 34 ComputeScore: Raw -108018.081389 + Penalty 3008.606313 = -105009.475076 Iteration 32Q: 3 clusters Score -105009.5 nChanged 33 ComputeScore: Raw -108034.086471 + Penalty 3008.606313 = -105025.480158 Iteration 33Q: 3 clusters Score -105025.5 nChanged 26 ComputeScore: Raw -108046.683105 + Penalty 3008.606313 = -105038.076792 Iteration 34Q: 3 clusters Score -105038.1 nChanged 23 ComputeScore: Raw -108061.580161 + Penalty 3008.606313 = -105052.973849 Iteration 35Q: 3 clusters Score -105053 nChanged 19 ComputeScore: Raw -108071.375746 + Penalty 3008.606313 = -105062.769433 Iteration 36Q: 3 clusters Score -105062.8 nChanged 14 ComputeScore: Raw -108077.168879 + Penalty 3008.606313 = -105068.562566 Iteration 37Q: 3 clusters Score -105068.6 nChanged 15 ComputeScore: Raw -108083.617107 + Penalty 3008.606313 = -105075.010795 Iteration 38Q: 3 clusters Score -105075 nChanged 14 ComputeScore: Raw -108087.853019 + Penalty 3008.606313 = -105079.246706 Iteration 39Q: 3 clusters Score -105079.2 nChanged 11 ComputeScore: Raw -108091.577672 + Penalty 3008.606313 = -105082.971359 Iteration 40F: 3 clusters Score -105083 nChanged 9 ComputeScore: Raw -108095.308340 + Penalty 3008.606313 = -105086.702027 Iteration 41Q: 3 clusters Score -105086.7 nChanged 12 ComputeScore: Raw -108101.537315 + Penalty 3008.606313 = -105092.931002 Iteration 42Q: 3 clusters Score -105092.9 nChanged 20 ComputeScore: Raw -108110.361149 + Penalty 3008.606313 = -105101.754836 Iteration 43Q: 3 clusters Score -105101.8 nChanged 20 ComputeScore: Raw -108118.048803 + Penalty 3008.606313 = -105109.442490 Iteration 44Q: 3 clusters Score -105109.4 nChanged 20 ComputeScore: Raw -108124.718576 + Penalty 3008.606313 = -105116.112263 Iteration 45Q: 3 clusters Score -105116.1 nChanged 14 ComputeScore: Raw -108132.279605 + Penalty 3008.606313 = -105123.673292 Iteration 46Q: 3 clusters Score -105123.7 nChanged 17 ComputeScore: Raw -108138.702091 + Penalty 3008.606313 = -105130.095778 Iteration 47Q: 3 clusters Score -105130.1 nChanged 13 ComputeScore: Raw -108146.322727 + Penalty 3008.606313 = -105137.716414 Iteration 48Q: 3 clusters Score -105137.7 nChanged 18 ComputeScore: Raw -108154.719332 + Penalty 3008.606313 = -105146.113019 Iteration 49Q: 3 clusters Score -105146.1 nChanged 11 ComputeScore: Raw -108158.827571 + Penalty 3008.606313 = -105150.221258 Iteration 50Q: 3 clusters Score -105150.2 nChanged 7 ComputeScore: Raw -108161.048896 + Penalty 3008.606313 = -105152.442583 Iteration 51Q: 3 clusters Score -105152.4 nChanged 6 ComputeScore: Raw -108162.269512 + Penalty 3008.606313 = -105153.663199 Iteration 52Q: 3 clusters Score -105153.7 nChanged 4 ComputeScore: Raw -108164.270312 + Penalty 3008.606313 = -105155.663999 Iteration 53Q: 3 clusters Score -105155.7 nChanged 8 ComputeScore: Raw -108168.362670 + Penalty 3008.606313 = -105159.756357 Iteration 54Q: 3 clusters Score -105159.8 nChanged 11 ComputeScore: Raw -108173.941132 + Penalty 3008.606313 = -105165.334819 Iteration 55Q: 3 clusters Score -105165.3 nChanged 10 ComputeScore: Raw -108180.217920 + Penalty 3008.606313 = -105171.611607 Iteration 56Q: 3 clusters Score -105171.6 nChanged 9 ComputeScore: Raw -108183.854833 + Penalty 3008.606313 = -105175.248520 Iteration 57Q: 3 clusters Score -105175.2 nChanged 8 ComputeScore: Raw -108187.351234 + Penalty 3008.606313 = -105178.744921 Iteration 58Q: 3 clusters Score -105178.7 nChanged 5 ComputeScore: Raw -108189.719311 + Penalty 3008.606313 = -105181.112998 Iteration 59Q: 3 clusters Score -105181.1 nChanged 7 ComputeScore: Raw -108191.642949 + Penalty 3008.606313 = -105183.036636 Iteration 60F: 3 clusters Score -105183 nChanged 6 ComputeScore: Raw -108193.680505 + Penalty 3008.606313 = -105185.074192 Iteration 61Q: 3 clusters Score -105185.1 nChanged 3 ComputeScore: Raw -108194.993464 + Penalty 3008.606313 = -105186.387152 Iteration 62Q: 3 clusters Score -105186.4 nChanged 3 ComputeScore: Raw -108196.406100 + Penalty 3008.606313 = -105187.799788 Iteration 63Q: 3 clusters Score -105187.8 nChanged 5 ComputeScore: Raw -108198.187969 + Penalty 3008.606313 = -105189.581656 Iteration 64Q: 3 clusters Score -105189.6 nChanged 4 ComputeScore: Raw -108199.919698 + Penalty 3008.606313 = -105191.313385 Iteration 65Q: 3 clusters Score -105191.3 nChanged 3 ComputeScore: Raw -108200.852154 + Penalty 3008.606313 = -105192.245841 Iteration 66Q: 3 clusters Score -105192.2 nChanged 4 ComputeScore: Raw -108202.684409 + Penalty 3008.606313 = -105194.078096 Iteration 67Q: 3 clusters Score -105194.1 nChanged 2 ComputeScore: Raw -108203.157664 + Penalty 3008.606313 = -105194.551351 Iteration 68Q: 3 clusters Score -105194.6 nChanged 4 ComputeScore: Raw -108204.359526 + Penalty 3008.606313 = -105195.753213 Iteration 69Q: 3 clusters Score -105195.8 nChanged 2 ComputeScore: Raw -108205.385858 + Penalty 3008.606313 = -105196.779545 Iteration 70Q: 3 clusters Score -105196.8 nChanged 4 ComputeScore: Raw -108206.022887 + Penalty 3008.606313 = -105197.416574 Iteration 71Q: 3 clusters Score -105197.4 nChanged 5 ComputeScore: Raw -108207.134147 + Penalty 3008.606313 = -105198.527834 Iteration 72Q: 3 clusters Score -105198.5 nChanged 3 ComputeScore: Raw -108208.170915 + Penalty 3008.606313 = -105199.564602 Iteration 73Q: 3 clusters Score -105199.6 nChanged 6 ComputeScore: Raw -108209.603431 + Penalty 3008.606313 = -105200.997118 Iteration 74Q: 3 clusters Score -105201 nChanged 4 ComputeScore: Raw -108210.886620 + Penalty 3008.606313 = -105202.280307 Iteration 75Q: 3 clusters Score -105202.3 nChanged 2 ComputeScore: Raw -108211.839159 + Penalty 3008.606313 = -105203.232846 Iteration 76Q: 3 clusters Score -105203.2 nChanged 3 ComputeScore: Raw -108212.868811 + Penalty 3008.606313 = -105204.262498 Iteration 77Q: 3 clusters Score -105204.3 nChanged 5 ComputeScore: Raw -108214.736195 + Penalty 3008.606313 = -105206.129882 Iteration 78Q: 3 clusters Score -105206.1 nChanged 7 ComputeScore: Raw -108218.826531 + Penalty 3008.606313 = -105210.220218 Iteration 79Q: 3 clusters Score -105210.2 nChanged 10 ComputeScore: Raw -108224.349965 + Penalty 3008.606313 = -105215.743653 Iteration 80F: 3 clusters Score -105215.7 nChanged 17 ComputeScore: Raw -108232.514391 + Penalty 3008.606313 = -105223.908078 Iteration 81Q: 3 clusters Score -105223.9 nChanged 11 ComputeScore: Raw -108239.488215 + Penalty 3008.606313 = -105230.881902 Iteration 82Q: 3 clusters Score -105230.9 nChanged 13 ComputeScore: Raw -108244.232027 + Penalty 3008.606313 = -105235.625714 Iteration 83Q: 3 clusters Score -105235.6 nChanged 14 ComputeScore: Raw -108249.641568 + Penalty 3008.606313 = -105241.035255 Iteration 84Q: 3 clusters Score -105241 nChanged 15 ComputeScore: Raw -108254.278696 + Penalty 3008.606313 = -105245.672384 Iteration 85Q: 3 clusters Score -105245.7 nChanged 8 ComputeScore: Raw -108257.395481 + Penalty 3008.606313 = -105248.789168 Iteration 86Q: 3 clusters Score -105248.8 nChanged 9 ComputeScore: Raw -108260.767390 + Penalty 3008.606313 = -105252.161077 Iteration 87Q: 3 clusters Score -105252.2 nChanged 4 ComputeScore: Raw -108261.473998 + Penalty 3008.606313 = -105252.867685 Iteration 88Q: 3 clusters Score -105252.9 nChanged 1 ComputeScore: Raw -108261.565545 + Penalty 3008.606313 = -105252.959232 Iteration 89Q: 3 clusters Score -105253 nChanged 1 ComputeScore: Raw -108261.922714 + Penalty 3008.606313 = -105253.316401 Iteration 90Q: 3 clusters Score -105253.3 nChanged 2 ComputeScore: Raw -108262.639379 + Penalty 3008.606313 = -105254.033066 Iteration 91Q: 3 clusters Score -105254 nChanged 4 ComputeScore: Raw -108263.820404 + Penalty 3008.606313 = -105255.214091 Iteration 92Q: 3 clusters Score -105255.2 nChanged 7 ComputeScore: Raw -108265.549509 + Penalty 3008.606313 = -105256.943196 Iteration 93Q: 3 clusters Score -105256.9 nChanged 3 ComputeScore: Raw -108267.071705 + Penalty 3008.606313 = -105258.465393 Iteration 94Q: 3 clusters Score -105258.5 nChanged 3 ComputeScore: Raw -108267.571010 + Penalty 3008.606313 = -105258.964697 Iteration 95Q: 3 clusters Score -105259 nChanged 0 ComputeScore: Raw -108267.571010 + Penalty 3008.606313 = -105258.964697 Iteration 96F: 3 clusters Score -105259 nChanged 0 Trying to split cluster 28 (5253 points) Assigned 2 initial classes randomly. ComputeScore: Raw -200401.521652 + Penalty 1619.078823 = -198782.442828 Iteration 0F: 2 clusters Score -198782.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -197698.143209 + Penalty 3238.157647 = -194459.985562 Iteration 0F: 3 clusters Score -194460 nChanged 2091 ComputeScore: Raw -198812.891196 + Penalty 3238.157647 = -195574.733549 Iteration 1F: 3 clusters Score -195574.7 nChanged 370 ComputeScore: Raw -199013.343403 + Penalty 3238.157647 = -195775.185756 Iteration 2F: 3 clusters Score -195775.2 nChanged 283 ComputeScore: Raw -199152.044235 + Penalty 3238.157647 = -195913.886588 Iteration 3F: 3 clusters Score -195913.9 nChanged 235 ComputeScore: Raw -199275.868792 + Penalty 3238.157647 = -196037.711145 Iteration 4Q: 3 clusters Score -196037.7 nChanged 193 ComputeScore: Raw -199387.882090 + Penalty 3238.157647 = -196149.724443 Iteration 5Q: 3 clusters Score -196149.7 nChanged 181 ComputeScore: Raw -199471.675074 + Penalty 3238.157647 = -196233.517427 Iteration 6Q: 3 clusters Score -196233.5 nChanged 157 ComputeScore: Raw -199540.894437 + Penalty 3238.157647 = -196302.736790 Iteration 7Q: 3 clusters Score -196302.7 nChanged 121 ComputeScore: Raw -199583.283420 + Penalty 3238.157647 = -196345.125773 Iteration 8Q: 3 clusters Score -196345.1 nChanged 96 ComputeScore: Raw -199626.931271 + Penalty 3238.157647 = -196388.773625 Iteration 9Q: 3 clusters Score -196388.8 nChanged 97 ComputeScore: Raw -199663.875334 + Penalty 3238.157647 = -196425.717688 Iteration 10Q: 3 clusters Score -196425.7 nChanged 86 ComputeScore: Raw -199695.448907 + Penalty 3238.157647 = -196457.291260 Iteration 11Q: 3 clusters Score -196457.3 nChanged 78 ComputeScore: Raw -199725.452236 + Penalty 3238.157647 = -196487.294590 Iteration 12Q: 3 clusters Score -196487.3 nChanged 75 ComputeScore: Raw -199748.996258 + Penalty 3238.157647 = -196510.838612 Iteration 13Q: 3 clusters Score -196510.8 nChanged 61 ComputeScore: Raw -199775.643294 + Penalty 3238.157647 = -196537.485648 Iteration 14Q: 3 clusters Score -196537.5 nChanged 74 ComputeScore: Raw -199806.080668 + Penalty 3238.157647 = -196567.923021 Iteration 15Q: 3 clusters Score -196567.9 nChanged 77 ComputeScore: Raw -199844.393948 + Penalty 3238.157647 = -196606.236301 Iteration 16Q: 3 clusters Score -196606.2 nChanged 93 ComputeScore: Raw -199884.832684 + Penalty 3238.157647 = -196646.675037 Iteration 17Q: 3 clusters Score -196646.7 nChanged 102 ComputeScore: Raw -199924.555811 + Penalty 3238.157647 = -196686.398164 Iteration 18Q: 3 clusters Score -196686.4 nChanged 85 ComputeScore: Raw -199960.055876 + Penalty 3238.157647 = -196721.898229 Iteration 19Q: 3 clusters Score -196721.9 nChanged 90 ComputeScore: Raw -199996.688410 + Penalty 3238.157647 = -196758.530763 Iteration 20F: 3 clusters Score -196758.5 nChanged 102 ComputeScore: Raw -200041.356898 + Penalty 3238.157647 = -196803.199251 Iteration 21Q: 3 clusters Score -196803.2 nChanged 106 ComputeScore: Raw -200107.847541 + Penalty 3238.157647 = -196869.689894 Iteration 22Q: 3 clusters Score -196869.7 nChanged 112 ComputeScore: Raw -200178.529911 + Penalty 3238.157647 = -196940.372264 Iteration 23Q: 3 clusters Score -196940.4 nChanged 109 ComputeScore: Raw -200241.962757 + Penalty 3238.157647 = -197003.805111 Iteration 24Q: 3 clusters Score -197003.8 nChanged 95 ComputeScore: Raw -200285.892106 + Penalty 3238.157647 = -197047.734459 Iteration 25Q: 3 clusters Score -197047.7 nChanged 74 ComputeScore: Raw -200318.558793 + Penalty 3238.157647 = -197080.401146 Iteration 26Q: 3 clusters Score -197080.4 nChanged 64 ComputeScore: Raw -200343.902993 + Penalty 3238.157647 = -197105.745346 Iteration 27Q: 3 clusters Score -197105.7 nChanged 63 ComputeScore: Raw -200379.321332 + Penalty 3238.157647 = -197141.163685 Iteration 28Q: 3 clusters Score -197141.2 nChanged 84 ComputeScore: Raw -200420.504265 + Penalty 3238.157647 = -197182.346619 Iteration 29Q: 3 clusters Score -197182.3 nChanged 82 ComputeScore: Raw -200451.819862 + Penalty 3238.157647 = -197213.662215 Iteration 30Q: 3 clusters Score -197213.7 nChanged 63 ComputeScore: Raw -200473.518971 + Penalty 3238.157647 = -197235.361325 Iteration 31Q: 3 clusters Score -197235.4 nChanged 50 ComputeScore: Raw -200492.027524 + Penalty 3238.157647 = -197253.869878 Iteration 32Q: 3 clusters Score -197253.9 nChanged 40 ComputeScore: Raw -200508.468320 + Penalty 3238.157647 = -197270.310673 Iteration 33Q: 3 clusters Score -197270.3 nChanged 41 ComputeScore: Raw -200524.494389 + Penalty 3238.157647 = -197286.336743 Iteration 34Q: 3 clusters Score -197286.3 nChanged 37 ComputeScore: Raw -200539.591387 + Penalty 3238.157647 = -197301.433740 Iteration 35Q: 3 clusters Score -197301.4 nChanged 45 ComputeScore: Raw -200570.007793 + Penalty 3238.157647 = -197331.850146 Iteration 36Q: 3 clusters Score -197331.9 nChanged 53 ComputeScore: Raw -200598.645536 + Penalty 3238.157647 = -197360.487889 Iteration 37Q: 3 clusters Score -197360.5 nChanged 50 ComputeScore: Raw -200625.403029 + Penalty 3238.157647 = -197387.245382 Iteration 38Q: 3 clusters Score -197387.2 nChanged 43 ComputeScore: Raw -200644.564957 + Penalty 3238.157647 = -197406.407310 Iteration 39Q: 3 clusters Score -197406.4 nChanged 41 ComputeScore: Raw -200662.705072 + Penalty 3238.157647 = -197424.547425 Iteration 40F: 3 clusters Score -197424.5 nChanged 43 ComputeScore: Raw -200682.133333 + Penalty 3238.157647 = -197443.975686 Iteration 41Q: 3 clusters Score -197444 nChanged 33 ComputeScore: Raw -200696.898917 + Penalty 3238.157647 = -197458.741271 Iteration 42Q: 3 clusters Score -197458.7 nChanged 23 ComputeScore: Raw -200705.641099 + Penalty 3238.157647 = -197467.483453 Iteration 43Q: 3 clusters Score -197467.5 nChanged 28 ComputeScore: Raw -200716.389229 + Penalty 3238.157647 = -197478.231583 Iteration 44Q: 3 clusters Score -197478.2 nChanged 28 ComputeScore: Raw -200728.739129 + Penalty 3238.157647 = -197490.581482 Iteration 45Q: 3 clusters Score -197490.6 nChanged 24 ComputeScore: Raw -200739.603955 + Penalty 3238.157647 = -197501.446309 Iteration 46Q: 3 clusters Score -197501.4 nChanged 27 ComputeScore: Raw -200748.404112 + Penalty 3238.157647 = -197510.246466 Iteration 47Q: 3 clusters Score -197510.2 nChanged 21 ComputeScore: Raw -200756.898094 + Penalty 3238.157647 = -197518.740448 Iteration 48Q: 3 clusters Score -197518.7 nChanged 21 ComputeScore: Raw -200766.370227 + Penalty 3238.157647 = -197528.212580 Iteration 49Q: 3 clusters Score -197528.2 nChanged 25 ComputeScore: Raw -200777.816936 + Penalty 3238.157647 = -197539.659290 Iteration 50Q: 3 clusters Score -197539.7 nChanged 29 ComputeScore: Raw -200789.406497 + Penalty 3238.157647 = -197551.248850 Iteration 51Q: 3 clusters Score -197551.2 nChanged 22 ComputeScore: Raw -200799.263683 + Penalty 3238.157647 = -197561.106036 Iteration 52Q: 3 clusters Score -197561.1 nChanged 26 ComputeScore: Raw -200809.127622 + Penalty 3238.157647 = -197570.969975 Iteration 53Q: 3 clusters Score -197571 nChanged 20 ComputeScore: Raw -200822.159781 + Penalty 3238.157647 = -197584.002135 Iteration 54Q: 3 clusters Score -197584 nChanged 20 ComputeScore: Raw -200831.772060 + Penalty 3238.157647 = -197593.614413 Iteration 55Q: 3 clusters Score -197593.6 nChanged 14 ComputeScore: Raw -200837.575141 + Penalty 3238.157647 = -197599.417495 Iteration 56Q: 3 clusters Score -197599.4 nChanged 18 ComputeScore: Raw -200846.353392 + Penalty 3238.157647 = -197608.195746 Iteration 57Q: 3 clusters Score -197608.2 nChanged 20 ComputeScore: Raw -200855.143397 + Penalty 3238.157647 = -197616.985751 Iteration 58Q: 3 clusters Score -197617 nChanged 22 ComputeScore: Raw -200862.441643 + Penalty 3238.157647 = -197624.283996 Iteration 59Q: 3 clusters Score -197624.3 nChanged 19 ComputeScore: Raw -200868.530733 + Penalty 3238.157647 = -197630.373086 Iteration 60F: 3 clusters Score -197630.4 nChanged 8 ComputeScore: Raw -200870.989582 + Penalty 3238.157647 = -197632.831935 Iteration 61Q: 3 clusters Score -197632.8 nChanged 6 ComputeScore: Raw -200872.145498 + Penalty 3238.157647 = -197633.987851 Iteration 62Q: 3 clusters Score -197634 nChanged 1 ComputeScore: Raw -200872.204860 + Penalty 3238.157647 = -197634.047213 Iteration 63Q: 3 clusters Score -197634 nChanged 2 ComputeScore: Raw -200872.646251 + Penalty 3238.157647 = -197634.488604 Iteration 64Q: 3 clusters Score -197634.5 nChanged 1 ComputeScore: Raw -200872.782247 + Penalty 3238.157647 = -197634.624600 Iteration 65Q: 3 clusters Score -197634.6 nChanged 0 ComputeScore: Raw -200872.782247 + Penalty 3238.157647 = -197634.624600 Iteration 66F: 3 clusters Score -197634.6 nChanged 0 Trying to split cluster 29 (3055 points) Assigned 2 initial classes randomly. ComputeScore: Raw -118200.512864 + Penalty 1516.637091 = -116683.875774 Iteration 0F: 2 clusters Score -116683.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -116806.240509 + Penalty 3033.274181 = -113772.966327 Iteration 0F: 3 clusters Score -113773 nChanged 1161 ComputeScore: Raw -117489.803097 + Penalty 3033.274181 = -114456.528916 Iteration 1F: 3 clusters Score -114456.5 nChanged 221 ComputeScore: Raw -117638.039331 + Penalty 3033.274181 = -114604.765149 Iteration 2F: 3 clusters Score -114604.8 nChanged 145 ComputeScore: Raw -117723.154214 + Penalty 3033.274181 = -114689.880033 Iteration 3Q: 3 clusters Score -114689.9 nChanged 96 ComputeScore: Raw -117767.588857 + Penalty 3033.274181 = -114734.314675 Iteration 4Q: 3 clusters Score -114734.3 nChanged 68 ComputeScore: Raw -117798.640405 + Penalty 3033.274181 = -114765.366223 Iteration 5Q: 3 clusters Score -114765.4 nChanged 57 ComputeScore: Raw -117823.921549 + Penalty 3033.274181 = -114790.647368 Iteration 6Q: 3 clusters Score -114790.6 nChanged 60 ComputeScore: Raw -117845.484286 + Penalty 3033.274181 = -114812.210105 Iteration 7Q: 3 clusters Score -114812.2 nChanged 46 ComputeScore: Raw -117868.063369 + Penalty 3033.274181 = -114834.789187 Iteration 8Q: 3 clusters Score -114834.8 nChanged 51 ComputeScore: Raw -117895.608587 + Penalty 3033.274181 = -114862.334406 Iteration 9Q: 3 clusters Score -114862.3 nChanged 58 ComputeScore: Raw -117924.818895 + Penalty 3033.274181 = -114891.544713 Iteration 10Q: 3 clusters Score -114891.5 nChanged 41 ComputeScore: Raw -117945.412343 + Penalty 3033.274181 = -114912.138162 Iteration 11Q: 3 clusters Score -114912.1 nChanged 34 ComputeScore: Raw -117959.422315 + Penalty 3033.274181 = -114926.148134 Iteration 12Q: 3 clusters Score -114926.1 nChanged 32 ComputeScore: Raw -117972.325711 + Penalty 3033.274181 = -114939.051530 Iteration 13Q: 3 clusters Score -114939.1 nChanged 19 ComputeScore: Raw -117979.136809 + Penalty 3033.274181 = -114945.862627 Iteration 14Q: 3 clusters Score -114945.9 nChanged 20 ComputeScore: Raw -117986.240934 + Penalty 3033.274181 = -114952.966753 Iteration 15Q: 3 clusters Score -114953 nChanged 15 ComputeScore: Raw -117993.824624 + Penalty 3033.274181 = -114960.550443 Iteration 16Q: 3 clusters Score -114960.6 nChanged 17 ComputeScore: Raw -117999.069052 + Penalty 3033.274181 = -114965.794870 Iteration 17Q: 3 clusters Score -114965.8 nChanged 19 ComputeScore: Raw -118005.462352 + Penalty 3033.274181 = -114972.188171 Iteration 18Q: 3 clusters Score -114972.2 nChanged 21 ComputeScore: Raw -118014.637192 + Penalty 3033.274181 = -114981.363010 Iteration 19Q: 3 clusters Score -114981.4 nChanged 20 ComputeScore: Raw -118020.895658 + Penalty 3033.274181 = -114987.621477 Iteration 20F: 3 clusters Score -114987.6 nChanged 12 ComputeScore: Raw -118024.115910 + Penalty 3033.274181 = -114990.841728 Iteration 21Q: 3 clusters Score -114990.8 nChanged 11 ComputeScore: Raw -118028.060397 + Penalty 3033.274181 = -114994.786216 Iteration 22Q: 3 clusters Score -114994.8 nChanged 8 ComputeScore: Raw -118031.256473 + Penalty 3033.274181 = -114997.982291 Iteration 23Q: 3 clusters Score -114998 nChanged 9 ComputeScore: Raw -118033.476904 + Penalty 3033.274181 = -115000.202723 Iteration 24Q: 3 clusters Score -115000.2 nChanged 2 ComputeScore: Raw -118034.088958 + Penalty 3033.274181 = -115000.814776 Iteration 25Q: 3 clusters Score -115000.8 nChanged 1 ComputeScore: Raw -118034.208630 + Penalty 3033.274181 = -115000.934449 Iteration 26Q: 3 clusters Score -115000.9 nChanged 1 ComputeScore: Raw -118034.515639 + Penalty 3033.274181 = -115001.241457 Iteration 27Q: 3 clusters Score -115001.2 nChanged 0 ComputeScore: Raw -118034.515639 + Penalty 3033.274181 = -115001.241457 Iteration 28F: 3 clusters Score -115001.2 nChanged 0 Trying to split cluster 30 (4219 points) Assigned 2 initial classes randomly. ComputeScore: Raw -158722.594725 + Penalty 1577.649795 = -157144.944930 Iteration 0F: 2 clusters Score -157144.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -156683.678307 + Penalty 3155.299590 = -153528.378717 Iteration 0F: 3 clusters Score -153528.4 nChanged 1603 ComputeScore: Raw -157595.834457 + Penalty 3155.299590 = -154440.534867 Iteration 1F: 3 clusters Score -154440.5 nChanged 311 ComputeScore: Raw -157768.776178 + Penalty 3155.299590 = -154613.476588 Iteration 2F: 3 clusters Score -154613.5 nChanged 194 ComputeScore: Raw -157868.873769 + Penalty 3155.299590 = -154713.574179 Iteration 3Q: 3 clusters Score -154713.6 nChanged 158 ComputeScore: Raw -157962.090698 + Penalty 3155.299590 = -154806.791109 Iteration 4Q: 3 clusters Score -154806.8 nChanged 144 ComputeScore: Raw -158033.828980 + Penalty 3155.299590 = -154878.529390 Iteration 5Q: 3 clusters Score -154878.5 nChanged 100 ComputeScore: Raw -158087.591637 + Penalty 3155.299590 = -154932.292047 Iteration 6Q: 3 clusters Score -154932.3 nChanged 95 ComputeScore: Raw -158136.377883 + Penalty 3155.299590 = -154981.078294 Iteration 7Q: 3 clusters Score -154981.1 nChanged 87 ComputeScore: Raw -158184.124601 + Penalty 3155.299590 = -155028.825011 Iteration 8Q: 3 clusters Score -155028.8 nChanged 106 ComputeScore: Raw -158251.926594 + Penalty 3155.299590 = -155096.627005 Iteration 9Q: 3 clusters Score -155096.6 nChanged 113 ComputeScore: Raw -158306.899255 + Penalty 3155.299590 = -155151.599665 Iteration 10Q: 3 clusters Score -155151.6 nChanged 89 ComputeScore: Raw -158352.764928 + Penalty 3155.299590 = -155197.465338 Iteration 11Q: 3 clusters Score -155197.5 nChanged 83 ComputeScore: Raw -158402.655526 + Penalty 3155.299590 = -155247.355936 Iteration 12Q: 3 clusters Score -155247.4 nChanged 89 ComputeScore: Raw -158459.822769 + Penalty 3155.299590 = -155304.523179 Iteration 13Q: 3 clusters Score -155304.5 nChanged 91 ComputeScore: Raw -158516.358013 + Penalty 3155.299590 = -155361.058424 Iteration 14Q: 3 clusters Score -155361.1 nChanged 102 ComputeScore: Raw -158574.445519 + Penalty 3155.299590 = -155419.145929 Iteration 15Q: 3 clusters Score -155419.1 nChanged 98 ComputeScore: Raw -158651.138861 + Penalty 3155.299590 = -155495.839271 Iteration 16Q: 3 clusters Score -155495.8 nChanged 111 ComputeScore: Raw -158732.769810 + Penalty 3155.299590 = -155577.470221 Iteration 17Q: 3 clusters Score -155577.5 nChanged 108 ComputeScore: Raw -158828.671952 + Penalty 3155.299590 = -155673.372362 Iteration 18Q: 3 clusters Score -155673.4 nChanged 120 ComputeScore: Raw -158948.668224 + Penalty 3155.299590 = -155793.368634 Iteration 19Q: 3 clusters Score -155793.4 nChanged 145 ComputeScore: Raw -159089.525785 + Penalty 3155.299590 = -155934.226195 Iteration 20F: 3 clusters Score -155934.2 nChanged 130 ComputeScore: Raw -159213.256989 + Penalty 3155.299590 = -156057.957399 Iteration 21Q: 3 clusters Score -156058 nChanged 112 ComputeScore: Raw -159298.340340 + Penalty 3155.299590 = -156143.040750 Iteration 22Q: 3 clusters Score -156143 nChanged 91 ComputeScore: Raw -159368.437709 + Penalty 3155.299590 = -156213.138119 Iteration 23Q: 3 clusters Score -156213.1 nChanged 94 ComputeScore: Raw -159451.664855 + Penalty 3155.299590 = -156296.365265 Iteration 24Q: 3 clusters Score -156296.4 nChanged 74 ComputeScore: Raw -159512.294523 + Penalty 3155.299590 = -156356.994933 Iteration 25Q: 3 clusters Score -156357 nChanged 70 ComputeScore: Raw -159568.272574 + Penalty 3155.299590 = -156412.972985 Iteration 26Q: 3 clusters Score -156413 nChanged 57 ComputeScore: Raw -159603.188371 + Penalty 3155.299590 = -156447.888782 Iteration 27Q: 3 clusters Score -156447.9 nChanged 49 ComputeScore: Raw -159627.049905 + Penalty 3155.299590 = -156471.750315 Iteration 28Q: 3 clusters Score -156471.8 nChanged 42 ComputeScore: Raw -159650.363377 + Penalty 3155.299590 = -156495.063787 Iteration 29Q: 3 clusters Score -156495.1 nChanged 34 ComputeScore: Raw -159667.518380 + Penalty 3155.299590 = -156512.218790 Iteration 30Q: 3 clusters Score -156512.2 nChanged 23 ComputeScore: Raw -159680.169209 + Penalty 3155.299590 = -156524.869619 Iteration 31Q: 3 clusters Score -156524.9 nChanged 19 ComputeScore: Raw -159687.392159 + Penalty 3155.299590 = -156532.092569 Iteration 32Q: 3 clusters Score -156532.1 nChanged 6 ComputeScore: Raw -159690.521518 + Penalty 3155.299590 = -156535.221928 Iteration 33Q: 3 clusters Score -156535.2 nChanged 3 ComputeScore: Raw -159692.550335 + Penalty 3155.299590 = -156537.250745 Iteration 34Q: 3 clusters Score -156537.3 nChanged 3 ComputeScore: Raw -159693.761056 + Penalty 3155.299590 = -156538.461467 Iteration 35Q: 3 clusters Score -156538.5 nChanged 4 ComputeScore: Raw -159695.651381 + Penalty 3155.299590 = -156540.351791 Iteration 36Q: 3 clusters Score -156540.4 nChanged 3 ComputeScore: Raw -159696.236865 + Penalty 3155.299590 = -156540.937275 Iteration 37Q: 3 clusters Score -156540.9 nChanged 2 ComputeScore: Raw -159696.608199 + Penalty 3155.299590 = -156541.308609 Iteration 38Q: 3 clusters Score -156541.3 nChanged 3 ComputeScore: Raw -159697.457906 + Penalty 3155.299590 = -156542.158316 Iteration 39Q: 3 clusters Score -156542.2 nChanged 1 ComputeScore: Raw -159698.199092 + Penalty 3155.299590 = -156542.899502 Iteration 40F: 3 clusters Score -156542.9 nChanged 1 ComputeScore: Raw -159698.686474 + Penalty 3155.299590 = -156543.386884 Iteration 41Q: 3 clusters Score -156543.4 nChanged 2 ComputeScore: Raw -159698.992921 + Penalty 3155.299590 = -156543.693332 Iteration 42Q: 3 clusters Score -156543.7 nChanged 0 ComputeScore: Raw -159698.992921 + Penalty 3155.299590 = -156543.693332 Iteration 43F: 3 clusters Score -156543.7 nChanged 0 Trying to split cluster 31 (4238 points) Assigned 2 initial classes randomly. ComputeScore: Raw -159666.156098 + Penalty 1578.499034 = -158087.657064 Iteration 0F: 2 clusters Score -158087.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -157599.980452 + Penalty 3156.998067 = -154442.982385 Iteration 0F: 3 clusters Score -154443 nChanged 1644 ComputeScore: Raw -158624.216548 + Penalty 3156.998067 = -155467.218481 Iteration 1F: 3 clusters Score -155467.2 nChanged 349 ComputeScore: Raw -158871.456323 + Penalty 3156.998067 = -155714.458256 Iteration 2F: 3 clusters Score -155714.5 nChanged 260 ComputeScore: Raw -159039.672502 + Penalty 3156.998067 = -155882.674434 Iteration 3F: 3 clusters Score -155882.7 nChanged 202 ComputeScore: Raw -159195.169295 + Penalty 3156.998067 = -156038.171227 Iteration 4Q: 3 clusters Score -156038.2 nChanged 190 ComputeScore: Raw -159338.858585 + Penalty 3156.998067 = -156181.860517 Iteration 5Q: 3 clusters Score -156181.9 nChanged 139 ComputeScore: Raw -159430.797589 + Penalty 3156.998067 = -156273.799521 Iteration 6Q: 3 clusters Score -156273.8 nChanged 121 ComputeScore: Raw -159502.698971 + Penalty 3156.998067 = -156345.700904 Iteration 7Q: 3 clusters Score -156345.7 nChanged 87 ComputeScore: Raw -159559.957710 + Penalty 3156.998067 = -156402.959643 Iteration 8Q: 3 clusters Score -156403 nChanged 71 ComputeScore: Raw -159607.403602 + Penalty 3156.998067 = -156450.405535 Iteration 9Q: 3 clusters Score -156450.4 nChanged 70 ComputeScore: Raw -159673.608222 + Penalty 3156.998067 = -156516.610154 Iteration 10Q: 3 clusters Score -156516.6 nChanged 76 ComputeScore: Raw -159717.865353 + Penalty 3156.998067 = -156560.867286 Iteration 11Q: 3 clusters Score -156560.9 nChanged 48 ComputeScore: Raw -159742.300080 + Penalty 3156.998067 = -156585.302013 Iteration 12Q: 3 clusters Score -156585.3 nChanged 28 ComputeScore: Raw -159752.172253 + Penalty 3156.998067 = -156595.174186 Iteration 13Q: 3 clusters Score -156595.2 nChanged 19 ComputeScore: Raw -159760.660702 + Penalty 3156.998067 = -156603.662634 Iteration 14Q: 3 clusters Score -156603.7 nChanged 14 ComputeScore: Raw -159767.298102 + Penalty 3156.998067 = -156610.300034 Iteration 15Q: 3 clusters Score -156610.3 nChanged 14 ComputeScore: Raw -159771.232584 + Penalty 3156.998067 = -156614.234517 Iteration 16Q: 3 clusters Score -156614.2 nChanged 11 ComputeScore: Raw -159777.363007 + Penalty 3156.998067 = -156620.364940 Iteration 17Q: 3 clusters Score -156620.4 nChanged 12 ComputeScore: Raw -159784.655159 + Penalty 3156.998067 = -156627.657092 Iteration 18Q: 3 clusters Score -156627.7 nChanged 10 ComputeScore: Raw -159789.168499 + Penalty 3156.998067 = -156632.170432 Iteration 19Q: 3 clusters Score -156632.2 nChanged 13 ComputeScore: Raw -159794.473619 + Penalty 3156.998067 = -156637.475552 Iteration 20F: 3 clusters Score -156637.5 nChanged 9 ComputeScore: Raw -159797.923949 + Penalty 3156.998067 = -156640.925882 Iteration 21Q: 3 clusters Score -156640.9 nChanged 9 ComputeScore: Raw -159801.035916 + Penalty 3156.998067 = -156644.037849 Iteration 22Q: 3 clusters Score -156644 nChanged 5 ComputeScore: Raw -159803.090710 + Penalty 3156.998067 = -156646.092642 Iteration 23Q: 3 clusters Score -156646.1 nChanged 5 ComputeScore: Raw -159804.968515 + Penalty 3156.998067 = -156647.970448 Iteration 24Q: 3 clusters Score -156648 nChanged 4 ComputeScore: Raw -159806.963500 + Penalty 3156.998067 = -156649.965433 Iteration 25Q: 3 clusters Score -156650 nChanged 7 ComputeScore: Raw -159810.428103 + Penalty 3156.998067 = -156653.430036 Iteration 26Q: 3 clusters Score -156653.4 nChanged 11 ComputeScore: Raw -159817.957467 + Penalty 3156.998067 = -156660.959400 Iteration 27Q: 3 clusters Score -156661 nChanged 17 ComputeScore: Raw -159826.206914 + Penalty 3156.998067 = -156669.208846 Iteration 28Q: 3 clusters Score -156669.2 nChanged 10 ComputeScore: Raw -159829.827150 + Penalty 3156.998067 = -156672.829083 Iteration 29Q: 3 clusters Score -156672.8 nChanged 7 ComputeScore: Raw -159833.223526 + Penalty 3156.998067 = -156676.225459 Iteration 30Q: 3 clusters Score -156676.2 nChanged 7 ComputeScore: Raw -159835.291321 + Penalty 3156.998067 = -156678.293254 Iteration 31Q: 3 clusters Score -156678.3 nChanged 4 ComputeScore: Raw -159838.117587 + Penalty 3156.998067 = -156681.119520 Iteration 32Q: 3 clusters Score -156681.1 nChanged 7 ComputeScore: Raw -159841.218041 + Penalty 3156.998067 = -156684.219974 Iteration 33Q: 3 clusters Score -156684.2 nChanged 6 ComputeScore: Raw -159843.416047 + Penalty 3156.998067 = -156686.417980 Iteration 34Q: 3 clusters Score -156686.4 nChanged 5 ComputeScore: Raw -159845.178968 + Penalty 3156.998067 = -156688.180900 Iteration 35Q: 3 clusters Score -156688.2 nChanged 7 ComputeScore: Raw -159846.567370 + Penalty 3156.998067 = -156689.569302 Iteration 36Q: 3 clusters Score -156689.6 nChanged 2 ComputeScore: Raw -159847.556547 + Penalty 3156.998067 = -156690.558480 Iteration 37Q: 3 clusters Score -156690.6 nChanged 3 ComputeScore: Raw -159848.821769 + Penalty 3156.998067 = -156691.823702 Iteration 38Q: 3 clusters Score -156691.8 nChanged 1 ComputeScore: Raw -159848.938234 + Penalty 3156.998067 = -156691.940166 Iteration 39Q: 3 clusters Score -156691.9 nChanged 0 ComputeScore: Raw -159848.938234 + Penalty 3156.998067 = -156691.940166 Iteration 40F: 3 clusters Score -156691.9 nChanged 0 Trying to split cluster 32 (3826 points) Assigned 2 initial classes randomly. ComputeScore: Raw -141350.072207 + Penalty 1559.169703 = -139790.902504 Iteration 0F: 2 clusters Score -139790.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -139506.205734 + Penalty 3118.339407 = -136387.866328 Iteration 0F: 3 clusters Score -136387.9 nChanged 1403 ComputeScore: Raw -140324.297356 + Penalty 3118.339407 = -137205.957950 Iteration 1F: 3 clusters Score -137206 nChanged 291 ComputeScore: Raw -140518.059406 + Penalty 3118.339407 = -137399.719999 Iteration 2F: 3 clusters Score -137399.7 nChanged 222 ComputeScore: Raw -140658.609811 + Penalty 3118.339407 = -137540.270404 Iteration 3F: 3 clusters Score -137540.3 nChanged 195 ComputeScore: Raw -140773.932080 + Penalty 3118.339407 = -137655.592673 Iteration 4F: 3 clusters Score -137655.6 nChanged 158 ComputeScore: Raw -140878.810695 + Penalty 3118.339407 = -137760.471288 Iteration 5Q: 3 clusters Score -137760.5 nChanged 158 ComputeScore: Raw -140987.235004 + Penalty 3118.339407 = -137868.895597 Iteration 6Q: 3 clusters Score -137868.9 nChanged 151 ComputeScore: Raw -141100.789086 + Penalty 3118.339407 = -137982.449679 Iteration 7Q: 3 clusters Score -137982.4 nChanged 141 ComputeScore: Raw -141199.375530 + Penalty 3118.339407 = -138081.036124 Iteration 8Q: 3 clusters Score -138081 nChanged 115 ComputeScore: Raw -141274.751007 + Penalty 3118.339407 = -138156.411601 Iteration 9Q: 3 clusters Score -138156.4 nChanged 101 ComputeScore: Raw -141338.050961 + Penalty 3118.339407 = -138219.711554 Iteration 10Q: 3 clusters Score -138219.7 nChanged 72 ComputeScore: Raw -141382.026198 + Penalty 3118.339407 = -138263.686791 Iteration 11Q: 3 clusters Score -138263.7 nChanged 79 ComputeScore: Raw -141435.758755 + Penalty 3118.339407 = -138317.419349 Iteration 12Q: 3 clusters Score -138317.4 nChanged 85 ComputeScore: Raw -141484.305092 + Penalty 3118.339407 = -138365.965686 Iteration 13Q: 3 clusters Score -138366 nChanged 71 ComputeScore: Raw -141516.787815 + Penalty 3118.339407 = -138398.448408 Iteration 14Q: 3 clusters Score -138398.4 nChanged 46 ComputeScore: Raw -141541.912933 + Penalty 3118.339407 = -138423.573526 Iteration 15Q: 3 clusters Score -138423.6 nChanged 44 ComputeScore: Raw -141565.941316 + Penalty 3118.339407 = -138447.601909 Iteration 16Q: 3 clusters Score -138447.6 nChanged 42 ComputeScore: Raw -141586.449914 + Penalty 3118.339407 = -138468.110507 Iteration 17Q: 3 clusters Score -138468.1 nChanged 31 ComputeScore: Raw -141600.868955 + Penalty 3118.339407 = -138482.529548 Iteration 18Q: 3 clusters Score -138482.5 nChanged 18 ComputeScore: Raw -141610.031219 + Penalty 3118.339407 = -138491.691812 Iteration 19Q: 3 clusters Score -138491.7 nChanged 16 ComputeScore: Raw -141618.317656 + Penalty 3118.339407 = -138499.978250 Iteration 20F: 3 clusters Score -138500 nChanged 14 ComputeScore: Raw -141623.078953 + Penalty 3118.339407 = -138504.739546 Iteration 21Q: 3 clusters Score -138504.7 nChanged 7 ComputeScore: Raw -141624.943202 + Penalty 3118.339407 = -138506.603795 Iteration 22Q: 3 clusters Score -138506.6 nChanged 4 ComputeScore: Raw -141625.912978 + Penalty 3118.339407 = -138507.573571 Iteration 23Q: 3 clusters Score -138507.6 nChanged 2 ComputeScore: Raw -141626.437916 + Penalty 3118.339407 = -138508.098509 Iteration 24Q: 3 clusters Score -138508.1 nChanged 0 ComputeScore: Raw -141626.437916 + Penalty 3118.339407 = -138508.098509 Iteration 25F: 3 clusters Score -138508.1 nChanged 0 Trying to split cluster 33 (1442 points) Assigned 2 initial classes randomly. ComputeScore: Raw -99215.621259 + Penalty 1374.745614 = -97840.875645 Iteration 0F: 2 clusters Score -97840.88 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -101697.522580 + Penalty 2749.491228 = -98948.031352 Iteration 0F: 3 clusters Score -98948.03 nChanged 507 ComputeScore: Raw -100138.502361 + Penalty 2749.491228 = -97389.011133 Iteration 1F: 3 clusters Score -97389.01 nChanged 171 ComputeScore: Raw -100158.532892 + Penalty 2749.491228 = -97409.041664 Iteration 2F: 3 clusters Score -97409.04 nChanged 49 ComputeScore: Raw -100186.845644 + Penalty 2749.491228 = -97437.354416 Iteration 3Q: 3 clusters Score -97437.35 nChanged 32 ComputeScore: Raw -100217.510781 + Penalty 2749.491228 = -97468.019552 Iteration 4Q: 3 clusters Score -97468.02 nChanged 25 ComputeScore: Raw -100241.556084 + Penalty 2749.491228 = -97492.064856 Iteration 5Q: 3 clusters Score -97492.06 nChanged 22 ComputeScore: Raw -100282.167789 + Penalty 2749.491228 = -97532.676561 Iteration 6Q: 3 clusters Score -97532.68 nChanged 22 ComputeScore: Raw -100298.261414 + Penalty 2749.491228 = -97548.770185 Iteration 7Q: 3 clusters Score -97548.77 nChanged 17 ComputeScore: Raw -100302.784161 + Penalty 2749.491228 = -97553.292933 Iteration 8Q: 3 clusters Score -97553.29 nChanged 8 ComputeScore: Raw -100318.592626 + Penalty 2749.491228 = -97569.101398 Iteration 9Q: 3 clusters Score -97569.1 nChanged 8 ComputeScore: Raw -100322.485034 + Penalty 2749.491228 = -97572.993806 Iteration 10Q: 3 clusters Score -97572.99 nChanged 7 ComputeScore: Raw -100317.852414 + Penalty 2749.491228 = -97568.361186 Iteration 11Q: 3 clusters Score -97568.36 nChanged 6 ComputeScore: Raw -100320.432511 + Penalty 2749.491228 = -97570.941283 Iteration 12F: 3 clusters Score -97570.94 nChanged 8 ComputeScore: Raw -100330.366419 + Penalty 2749.491228 = -97580.875191 Iteration 13Q: 3 clusters Score -97580.88 nChanged 7 ComputeScore: Raw -100330.699871 + Penalty 2749.491228 = -97581.208643 Iteration 14Q: 3 clusters Score -97581.21 nChanged 1 ComputeScore: Raw -100336.009992 + Penalty 2749.491228 = -97586.518764 Iteration 15Q: 3 clusters Score -97586.52 nChanged 7 ComputeScore: Raw -100337.576445 + Penalty 2749.491228 = -97588.085217 Iteration 16Q: 3 clusters Score -97588.09 nChanged 4 ComputeScore: Raw -100340.978286 + Penalty 2749.491228 = -97591.487058 Iteration 17Q: 3 clusters Score -97591.49 nChanged 1 ComputeScore: Raw -100341.713681 + Penalty 2749.491228 = -97592.222453 Iteration 18Q: 3 clusters Score -97592.22 nChanged 1 ComputeScore: Raw -100332.323042 + Penalty 2749.491228 = -97582.831813 Iteration 19Q: 3 clusters Score -97582.83 nChanged 0 ComputeScore: Raw -100332.323042 + Penalty 2749.491228 = -97582.831813 Iteration 20F: 3 clusters Score -97582.83 nChanged 0 Trying to split cluster 34 (3291 points) Assigned 2 initial classes randomly. ComputeScore: Raw -126713.760615 + Penalty 1530.700936 = -125183.059679 Iteration 0F: 2 clusters Score -125183.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -125166.215725 + Penalty 3061.401871 = -122104.813854 Iteration 0F: 3 clusters Score -122104.8 nChanged 1227 ComputeScore: Raw -125900.623333 + Penalty 3061.401871 = -122839.221462 Iteration 1F: 3 clusters Score -122839.2 nChanged 252 ComputeScore: Raw -126078.716647 + Penalty 3061.401871 = -123017.314776 Iteration 2F: 3 clusters Score -123017.3 nChanged 171 ComputeScore: Raw -126216.625404 + Penalty 3061.401871 = -123155.223533 Iteration 3F: 3 clusters Score -123155.2 nChanged 155 ComputeScore: Raw -126313.971359 + Penalty 3061.401871 = -123252.569488 Iteration 4Q: 3 clusters Score -123252.6 nChanged 115 ComputeScore: Raw -126394.127224 + Penalty 3061.401871 = -123332.725353 Iteration 5Q: 3 clusters Score -123332.7 nChanged 95 ComputeScore: Raw -126448.197286 + Penalty 3061.401871 = -123386.795415 Iteration 6Q: 3 clusters Score -123386.8 nChanged 80 ComputeScore: Raw -126494.900070 + Penalty 3061.401871 = -123433.498199 Iteration 7Q: 3 clusters Score -123433.5 nChanged 77 ComputeScore: Raw -126542.254427 + Penalty 3061.401871 = -123480.852556 Iteration 8Q: 3 clusters Score -123480.9 nChanged 77 ComputeScore: Raw -126587.281622 + Penalty 3061.401871 = -123525.879751 Iteration 9Q: 3 clusters Score -123525.9 nChanged 59 ComputeScore: Raw -126624.648468 + Penalty 3061.401871 = -123563.246597 Iteration 10Q: 3 clusters Score -123563.2 nChanged 66 ComputeScore: Raw -126663.820136 + Penalty 3061.401871 = -123602.418265 Iteration 11Q: 3 clusters Score -123602.4 nChanged 61 ComputeScore: Raw -126699.105196 + Penalty 3061.401871 = -123637.703325 Iteration 12Q: 3 clusters Score -123637.7 nChanged 49 ComputeScore: Raw -126732.771251 + Penalty 3061.401871 = -123671.369379 Iteration 13Q: 3 clusters Score -123671.4 nChanged 54 ComputeScore: Raw -126767.641018 + Penalty 3061.401871 = -123706.239146 Iteration 14Q: 3 clusters Score -123706.2 nChanged 57 ComputeScore: Raw -126808.546508 + Penalty 3061.401871 = -123747.144637 Iteration 15Q: 3 clusters Score -123747.1 nChanged 62 ComputeScore: Raw -126842.967862 + Penalty 3061.401871 = -123781.565991 Iteration 16Q: 3 clusters Score -123781.6 nChanged 37 ComputeScore: Raw -126863.221364 + Penalty 3061.401871 = -123801.819493 Iteration 17Q: 3 clusters Score -123801.8 nChanged 34 ComputeScore: Raw -126882.005827 + Penalty 3061.401871 = -123820.603956 Iteration 18Q: 3 clusters Score -123820.6 nChanged 24 ComputeScore: Raw -126894.461593 + Penalty 3061.401871 = -123833.059722 Iteration 19Q: 3 clusters Score -123833.1 nChanged 30 ComputeScore: Raw -126910.219525 + Penalty 3061.401871 = -123848.817654 Iteration 20F: 3 clusters Score -123848.8 nChanged 24 ComputeScore: Raw -126921.740694 + Penalty 3061.401871 = -123860.338823 Iteration 21Q: 3 clusters Score -123860.3 nChanged 22 ComputeScore: Raw -126932.383042 + Penalty 3061.401871 = -123870.981171 Iteration 22Q: 3 clusters Score -123871 nChanged 21 ComputeScore: Raw -126946.647103 + Penalty 3061.401871 = -123885.245232 Iteration 23Q: 3 clusters Score -123885.2 nChanged 21 ComputeScore: Raw -126962.292992 + Penalty 3061.401871 = -123900.891121 Iteration 24Q: 3 clusters Score -123900.9 nChanged 18 ComputeScore: Raw -126975.726657 + Penalty 3061.401871 = -123914.324786 Iteration 25Q: 3 clusters Score -123914.3 nChanged 22 ComputeScore: Raw -126993.915209 + Penalty 3061.401871 = -123932.513338 Iteration 26Q: 3 clusters Score -123932.5 nChanged 30 ComputeScore: Raw -127018.911338 + Penalty 3061.401871 = -123957.509467 Iteration 27Q: 3 clusters Score -123957.5 nChanged 31 ComputeScore: Raw -127046.231257 + Penalty 3061.401871 = -123984.829386 Iteration 28Q: 3 clusters Score -123984.8 nChanged 35 ComputeScore: Raw -127069.427758 + Penalty 3061.401871 = -124008.025887 Iteration 29Q: 3 clusters Score -124008 nChanged 20 ComputeScore: Raw -127080.294807 + Penalty 3061.401871 = -124018.892936 Iteration 30Q: 3 clusters Score -124018.9 nChanged 21 ComputeScore: Raw -127098.403343 + Penalty 3061.401871 = -124037.001471 Iteration 31Q: 3 clusters Score -124037 nChanged 21 ComputeScore: Raw -127111.154646 + Penalty 3061.401871 = -124049.752774 Iteration 32Q: 3 clusters Score -124049.8 nChanged 15 ComputeScore: Raw -127125.302438 + Penalty 3061.401871 = -124063.900566 Iteration 33Q: 3 clusters Score -124063.9 nChanged 14 ComputeScore: Raw -127135.425041 + Penalty 3061.401871 = -124074.023170 Iteration 34Q: 3 clusters Score -124074 nChanged 10 ComputeScore: Raw -127147.885696 + Penalty 3061.401871 = -124086.483824 Iteration 35Q: 3 clusters Score -124086.5 nChanged 16 ComputeScore: Raw -127163.418743 + Penalty 3061.401871 = -124102.016872 Iteration 36Q: 3 clusters Score -124102 nChanged 21 ComputeScore: Raw -127179.224938 + Penalty 3061.401871 = -124117.823067 Iteration 37Q: 3 clusters Score -124117.8 nChanged 8 ComputeScore: Raw -127183.328641 + Penalty 3061.401871 = -124121.926770 Iteration 38Q: 3 clusters Score -124121.9 nChanged 6 ComputeScore: Raw -127187.164478 + Penalty 3061.401871 = -124125.762607 Iteration 39Q: 3 clusters Score -124125.8 nChanged 7 ComputeScore: Raw -127192.397844 + Penalty 3061.401871 = -124130.995973 Iteration 40F: 3 clusters Score -124131 nChanged 9 ComputeScore: Raw -127204.767213 + Penalty 3061.401871 = -124143.365341 Iteration 41Q: 3 clusters Score -124143.4 nChanged 14 ComputeScore: Raw -127217.992150 + Penalty 3061.401871 = -124156.590279 Iteration 42Q: 3 clusters Score -124156.6 nChanged 7 ComputeScore: Raw -127222.606745 + Penalty 3061.401871 = -124161.204874 Iteration 43Q: 3 clusters Score -124161.2 nChanged 2 ComputeScore: Raw -127224.786084 + Penalty 3061.401871 = -124163.384213 Iteration 44Q: 3 clusters Score -124163.4 nChanged 4 ComputeScore: Raw -127233.656994 + Penalty 3061.401871 = -124172.255123 Iteration 45Q: 3 clusters Score -124172.3 nChanged 5 ComputeScore: Raw -127242.704679 + Penalty 3061.401871 = -124181.302808 Iteration 46Q: 3 clusters Score -124181.3 nChanged 8 ComputeScore: Raw -127256.471510 + Penalty 3061.401871 = -124195.069639 Iteration 47Q: 3 clusters Score -124195.1 nChanged 5 ComputeScore: Raw -127259.039811 + Penalty 3061.401871 = -124197.637940 Iteration 48Q: 3 clusters Score -124197.6 nChanged 2 ComputeScore: Raw -127259.924095 + Penalty 3061.401871 = -124198.522223 Iteration 49Q: 3 clusters Score -124198.5 nChanged 2 ComputeScore: Raw -127261.426840 + Penalty 3061.401871 = -124200.024969 Iteration 50Q: 3 clusters Score -124200 nChanged 1 ComputeScore: Raw -127262.245790 + Penalty 3061.401871 = -124200.843919 Iteration 51Q: 3 clusters Score -124200.8 nChanged 2 ComputeScore: Raw -127264.102559 + Penalty 3061.401871 = -124202.700688 Iteration 52Q: 3 clusters Score -124202.7 nChanged 2 ComputeScore: Raw -127264.947705 + Penalty 3061.401871 = -124203.545834 Iteration 53Q: 3 clusters Score -124203.5 nChanged 0 ComputeScore: Raw -127264.947705 + Penalty 3061.401871 = -124203.545834 Iteration 54F: 3 clusters Score -124203.5 nChanged 0 Trying to split cluster 35 (2690 points) Assigned 2 initial classes randomly. ComputeScore: Raw -104327.819433 + Penalty 1492.589033 = -102835.230399 Iteration 0F: 2 clusters Score -102835.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -103136.963228 + Penalty 2985.178067 = -100151.785161 Iteration 0F: 3 clusters Score -100151.8 nChanged 976 ComputeScore: Raw -103717.761392 + Penalty 2985.178067 = -100732.583326 Iteration 1F: 3 clusters Score -100732.6 nChanged 190 ComputeScore: Raw -103831.604672 + Penalty 2985.178067 = -100846.426606 Iteration 2F: 3 clusters Score -100846.4 nChanged 120 ComputeScore: Raw -103899.120857 + Penalty 2985.178067 = -100913.942790 Iteration 3Q: 3 clusters Score -100913.9 nChanged 89 ComputeScore: Raw -103945.718092 + Penalty 2985.178067 = -100960.540026 Iteration 4Q: 3 clusters Score -100960.5 nChanged 60 ComputeScore: Raw -103985.316026 + Penalty 2985.178067 = -101000.137959 Iteration 5Q: 3 clusters Score -101000.1 nChanged 58 ComputeScore: Raw -104018.588650 + Penalty 2985.178067 = -101033.410584 Iteration 6Q: 3 clusters Score -101033.4 nChanged 51 ComputeScore: Raw -104046.791255 + Penalty 2985.178067 = -101061.613189 Iteration 7Q: 3 clusters Score -101061.6 nChanged 52 ComputeScore: Raw -104073.234111 + Penalty 2985.178067 = -101088.056044 Iteration 8Q: 3 clusters Score -101088.1 nChanged 49 ComputeScore: Raw -104098.584126 + Penalty 2985.178067 = -101113.406060 Iteration 9Q: 3 clusters Score -101113.4 nChanged 49 ComputeScore: Raw -104126.613787 + Penalty 2985.178067 = -101141.435720 Iteration 10Q: 3 clusters Score -101141.4 nChanged 46 ComputeScore: Raw -104153.383906 + Penalty 2985.178067 = -101168.205839 Iteration 11Q: 3 clusters Score -101168.2 nChanged 38 ComputeScore: Raw -104185.542912 + Penalty 2985.178067 = -101200.364845 Iteration 12Q: 3 clusters Score -101200.4 nChanged 38 ComputeScore: Raw -104206.919881 + Penalty 2985.178067 = -101221.741815 Iteration 13Q: 3 clusters Score -101221.7 nChanged 42 ComputeScore: Raw -104232.373464 + Penalty 2985.178067 = -101247.195398 Iteration 14Q: 3 clusters Score -101247.2 nChanged 32 ComputeScore: Raw -104253.532528 + Penalty 2985.178067 = -101268.354461 Iteration 15Q: 3 clusters Score -101268.4 nChanged 39 ComputeScore: Raw -104281.050275 + Penalty 2985.178067 = -101295.872208 Iteration 16Q: 3 clusters Score -101295.9 nChanged 34 ComputeScore: Raw -104309.423152 + Penalty 2985.178067 = -101324.245085 Iteration 17Q: 3 clusters Score -101324.2 nChanged 49 ComputeScore: Raw -104339.238442 + Penalty 2985.178067 = -101354.060375 Iteration 18Q: 3 clusters Score -101354.1 nChanged 48 ComputeScore: Raw -104373.883102 + Penalty 2985.178067 = -101388.705035 Iteration 19Q: 3 clusters Score -101388.7 nChanged 53 ComputeScore: Raw -104404.898218 + Penalty 2985.178067 = -101419.720152 Iteration 20F: 3 clusters Score -101419.7 nChanged 39 ComputeScore: Raw -104424.901870 + Penalty 2985.178067 = -101439.723803 Iteration 21Q: 3 clusters Score -101439.7 nChanged 38 ComputeScore: Raw -104451.274569 + Penalty 2985.178067 = -101466.096503 Iteration 22Q: 3 clusters Score -101466.1 nChanged 43 ComputeScore: Raw -104478.871428 + Penalty 2985.178067 = -101493.693362 Iteration 23Q: 3 clusters Score -101493.7 nChanged 34 ComputeScore: Raw -104505.543379 + Penalty 2985.178067 = -101520.365312 Iteration 24Q: 3 clusters Score -101520.4 nChanged 37 ComputeScore: Raw -104531.427848 + Penalty 2985.178067 = -101546.249781 Iteration 25Q: 3 clusters Score -101546.2 nChanged 38 ComputeScore: Raw -104553.664385 + Penalty 2985.178067 = -101568.486318 Iteration 26Q: 3 clusters Score -101568.5 nChanged 20 ComputeScore: Raw -104564.700334 + Penalty 2985.178067 = -101579.522267 Iteration 27Q: 3 clusters Score -101579.5 nChanged 17 ComputeScore: Raw -104572.778864 + Penalty 2985.178067 = -101587.600798 Iteration 28Q: 3 clusters Score -101587.6 nChanged 19 ComputeScore: Raw -104581.272585 + Penalty 2985.178067 = -101596.094518 Iteration 29Q: 3 clusters Score -101596.1 nChanged 19 ComputeScore: Raw -104589.100384 + Penalty 2985.178067 = -101603.922317 Iteration 30Q: 3 clusters Score -101603.9 nChanged 18 ComputeScore: Raw -104597.205546 + Penalty 2985.178067 = -101612.027479 Iteration 31Q: 3 clusters Score -101612 nChanged 16 ComputeScore: Raw -104603.491014 + Penalty 2985.178067 = -101618.312947 Iteration 32Q: 3 clusters Score -101618.3 nChanged 8 ComputeScore: Raw -104605.640897 + Penalty 2985.178067 = -101620.462831 Iteration 33Q: 3 clusters Score -101620.5 nChanged 4 ComputeScore: Raw -104608.200690 + Penalty 2985.178067 = -101623.022624 Iteration 34Q: 3 clusters Score -101623 nChanged 4 ComputeScore: Raw -104609.282865 + Penalty 2985.178067 = -101624.104799 Iteration 35Q: 3 clusters Score -101624.1 nChanged 6 ComputeScore: Raw -104611.443051 + Penalty 2985.178067 = -101626.264984 Iteration 36Q: 3 clusters Score -101626.3 nChanged 3 ComputeScore: Raw -104613.050056 + Penalty 2985.178067 = -101627.871990 Iteration 37Q: 3 clusters Score -101627.9 nChanged 5 ComputeScore: Raw -104614.496697 + Penalty 2985.178067 = -101629.318630 Iteration 38Q: 3 clusters Score -101629.3 nChanged 3 ComputeScore: Raw -104616.305829 + Penalty 2985.178067 = -101631.127763 Iteration 39Q: 3 clusters Score -101631.1 nChanged 3 ComputeScore: Raw -104617.471734 + Penalty 2985.178067 = -101632.293667 Iteration 40F: 3 clusters Score -101632.3 nChanged 4 ComputeScore: Raw -104619.387491 + Penalty 2985.178067 = -101634.209424 Iteration 41Q: 3 clusters Score -101634.2 nChanged 5 ComputeScore: Raw -104620.917380 + Penalty 2985.178067 = -101635.739314 Iteration 42Q: 3 clusters Score -101635.7 nChanged 4 ComputeScore: Raw -104622.390691 + Penalty 2985.178067 = -101637.212624 Iteration 43Q: 3 clusters Score -101637.2 nChanged 4 ComputeScore: Raw -104623.927138 + Penalty 2985.178067 = -101638.749072 Iteration 44Q: 3 clusters Score -101638.7 nChanged 3 ComputeScore: Raw -104624.829498 + Penalty 2985.178067 = -101639.651432 Iteration 45Q: 3 clusters Score -101639.7 nChanged 2 ComputeScore: Raw -104625.415529 + Penalty 2985.178067 = -101640.237463 Iteration 46Q: 3 clusters Score -101640.2 nChanged 2 ComputeScore: Raw -104626.459210 + Penalty 2985.178067 = -101641.281143 Iteration 47Q: 3 clusters Score -101641.3 nChanged 2 ComputeScore: Raw -104627.313965 + Penalty 2985.178067 = -101642.135898 Iteration 48Q: 3 clusters Score -101642.1 nChanged 1 ComputeScore: Raw -104627.459815 + Penalty 2985.178067 = -101642.281748 Iteration 49Q: 3 clusters Score -101642.3 nChanged 0 ComputeScore: Raw -104627.459815 + Penalty 2985.178067 = -101642.281748 Iteration 50F: 3 clusters Score -101642.3 nChanged 0 Trying to split cluster 36 (5640 points) Assigned 2 initial classes randomly. ComputeScore: Raw -215584.138598 + Penalty 1632.513836 = -213951.624762 Iteration 0F: 2 clusters Score -213951.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -212747.117354 + Penalty 3265.027672 = -209482.089682 Iteration 0F: 3 clusters Score -209482.1 nChanged 2237 ComputeScore: Raw -214084.421878 + Penalty 3265.027672 = -210819.394206 Iteration 1F: 3 clusters Score -210819.4 nChanged 428 ComputeScore: Raw -214426.666716 + Penalty 3265.027672 = -211161.639044 Iteration 2F: 3 clusters Score -211161.6 nChanged 380 ComputeScore: Raw -214754.805574 + Penalty 3265.027672 = -211489.777901 Iteration 3F: 3 clusters Score -211489.8 nChanged 347 ComputeScore: Raw -215001.864850 + Penalty 3265.027672 = -211736.837178 Iteration 4F: 3 clusters Score -211736.8 nChanged 282 ComputeScore: Raw -215173.611299 + Penalty 3265.027672 = -211908.583627 Iteration 5Q: 3 clusters Score -211908.6 nChanged 236 ComputeScore: Raw -215304.029938 + Penalty 3265.027672 = -212039.002266 Iteration 6Q: 3 clusters Score -212039 nChanged 201 ComputeScore: Raw -215423.862481 + Penalty 3265.027672 = -212158.834809 Iteration 7Q: 3 clusters Score -212158.8 nChanged 161 ComputeScore: Raw -215508.668004 + Penalty 3265.027672 = -212243.640331 Iteration 8Q: 3 clusters Score -212243.6 nChanged 133 ComputeScore: Raw -215577.808461 + Penalty 3265.027672 = -212312.780788 Iteration 9Q: 3 clusters Score -212312.8 nChanged 117 ComputeScore: Raw -215648.614002 + Penalty 3265.027672 = -212383.586329 Iteration 10Q: 3 clusters Score -212383.6 nChanged 117 ComputeScore: Raw -215715.692779 + Penalty 3265.027672 = -212450.665107 Iteration 11Q: 3 clusters Score -212450.7 nChanged 104 ComputeScore: Raw -215779.826192 + Penalty 3265.027672 = -212514.798519 Iteration 12Q: 3 clusters Score -212514.8 nChanged 86 ComputeScore: Raw -215824.270155 + Penalty 3265.027672 = -212559.242482 Iteration 13Q: 3 clusters Score -212559.2 nChanged 73 ComputeScore: Raw -215854.374988 + Penalty 3265.027672 = -212589.347316 Iteration 14Q: 3 clusters Score -212589.3 nChanged 57 ComputeScore: Raw -215883.098253 + Penalty 3265.027672 = -212618.070580 Iteration 15Q: 3 clusters Score -212618.1 nChanged 57 ComputeScore: Raw -215910.869784 + Penalty 3265.027672 = -212645.842112 Iteration 16Q: 3 clusters Score -212645.8 nChanged 58 ComputeScore: Raw -215931.360517 + Penalty 3265.027672 = -212666.332845 Iteration 17Q: 3 clusters Score -212666.3 nChanged 45 ComputeScore: Raw -215948.642241 + Penalty 3265.027672 = -212683.614569 Iteration 18Q: 3 clusters Score -212683.6 nChanged 36 ComputeScore: Raw -215963.412133 + Penalty 3265.027672 = -212698.384461 Iteration 19Q: 3 clusters Score -212698.4 nChanged 36 ComputeScore: Raw -215977.112423 + Penalty 3265.027672 = -212712.084751 Iteration 20F: 3 clusters Score -212712.1 nChanged 30 ComputeScore: Raw -215986.961705 + Penalty 3265.027672 = -212721.934033 Iteration 21Q: 3 clusters Score -212721.9 nChanged 27 ComputeScore: Raw -215995.340829 + Penalty 3265.027672 = -212730.313157 Iteration 22Q: 3 clusters Score -212730.3 nChanged 23 ComputeScore: Raw -216000.444485 + Penalty 3265.027672 = -212735.416813 Iteration 23Q: 3 clusters Score -212735.4 nChanged 21 ComputeScore: Raw -216007.014573 + Penalty 3265.027672 = -212741.986901 Iteration 24Q: 3 clusters Score -212742 nChanged 19 ComputeScore: Raw -216016.199321 + Penalty 3265.027672 = -212751.171649 Iteration 25Q: 3 clusters Score -212751.2 nChanged 25 ComputeScore: Raw -216028.307004 + Penalty 3265.027672 = -212763.279331 Iteration 26Q: 3 clusters Score -212763.3 nChanged 27 ComputeScore: Raw -216038.966050 + Penalty 3265.027672 = -212773.938378 Iteration 27Q: 3 clusters Score -212773.9 nChanged 26 ComputeScore: Raw -216048.697035 + Penalty 3265.027672 = -212783.669363 Iteration 28Q: 3 clusters Score -212783.7 nChanged 29 ComputeScore: Raw -216058.599473 + Penalty 3265.027672 = -212793.571801 Iteration 29Q: 3 clusters Score -212793.6 nChanged 25 ComputeScore: Raw -216069.152463 + Penalty 3265.027672 = -212804.124790 Iteration 30Q: 3 clusters Score -212804.1 nChanged 26 ComputeScore: Raw -216081.912557 + Penalty 3265.027672 = -212816.884885 Iteration 31Q: 3 clusters Score -212816.9 nChanged 31 ComputeScore: Raw -216095.266695 + Penalty 3265.027672 = -212830.239023 Iteration 32Q: 3 clusters Score -212830.2 nChanged 25 ComputeScore: Raw -216104.028815 + Penalty 3265.027672 = -212839.001143 Iteration 33Q: 3 clusters Score -212839 nChanged 24 ComputeScore: Raw -216112.547174 + Penalty 3265.027672 = -212847.519502 Iteration 34Q: 3 clusters Score -212847.5 nChanged 23 ComputeScore: Raw -216119.631003 + Penalty 3265.027672 = -212854.603330 Iteration 35Q: 3 clusters Score -212854.6 nChanged 19 ComputeScore: Raw -216124.019369 + Penalty 3265.027672 = -212858.991696 Iteration 36Q: 3 clusters Score -212859 nChanged 13 ComputeScore: Raw -216127.961951 + Penalty 3265.027672 = -212862.934279 Iteration 37Q: 3 clusters Score -212862.9 nChanged 7 ComputeScore: Raw -216131.041687 + Penalty 3265.027672 = -212866.014015 Iteration 38Q: 3 clusters Score -212866 nChanged 9 ComputeScore: Raw -216133.530135 + Penalty 3265.027672 = -212868.502462 Iteration 39Q: 3 clusters Score -212868.5 nChanged 7 ComputeScore: Raw -216136.205811 + Penalty 3265.027672 = -212871.178139 Iteration 40F: 3 clusters Score -212871.2 nChanged 11 ComputeScore: Raw -216139.584284 + Penalty 3265.027672 = -212874.556612 Iteration 41Q: 3 clusters Score -212874.6 nChanged 5 ComputeScore: Raw -216140.721115 + Penalty 3265.027672 = -212875.693442 Iteration 42Q: 3 clusters Score -212875.7 nChanged 5 ComputeScore: Raw -216141.793494 + Penalty 3265.027672 = -212876.765822 Iteration 43Q: 3 clusters Score -212876.8 nChanged 2 ComputeScore: Raw -216142.427062 + Penalty 3265.027672 = -212877.399390 Iteration 44Q: 3 clusters Score -212877.4 nChanged 3 ComputeScore: Raw -216143.103385 + Penalty 3265.027672 = -212878.075712 Iteration 45Q: 3 clusters Score -212878.1 nChanged 3 ComputeScore: Raw -216143.729078 + Penalty 3265.027672 = -212878.701406 Iteration 46Q: 3 clusters Score -212878.7 nChanged 3 ComputeScore: Raw -216144.158736 + Penalty 3265.027672 = -212879.131064 Iteration 47Q: 3 clusters Score -212879.1 nChanged 0 ComputeScore: Raw -216144.158736 + Penalty 3265.027672 = -212879.131064 Iteration 48F: 3 clusters Score -212879.1 nChanged 0 ConsiderDeletion: Deleting Class 1. Lose 1897.615915 but Gain 2255.593243 ComputeScore: Raw -5373970.612585 + Penalty 81201.356738 = -5292769.255847Iteration 186F: 37 clusters Score -5292769 nChanged 816 ConsiderDeletion: ComputeScore: Raw -5372108.246822 + Penalty 81201.356738 = -5290906.890084Iteration 187Q: 37 clusters Score -5290907 nChanged 71 ConsiderDeletion: ComputeScore: Raw -5372124.045424 + Penalty 81201.356738 = -5290922.688686Iteration 188F: 37 clusters Score -5290923 nChanged 36 ConsiderDeletion: ComputeScore: Raw -5372131.197896 + Penalty 81201.356738 = -5290929.841159Iteration 189Q: 37 clusters Score -5290930 nChanged 26 ConsiderDeletion: ComputeScore: Raw -5372135.769806 + Penalty 81201.356738 = -5290934.413068Iteration 190Q: 37 clusters Score -5290934 nChanged 13 ConsiderDeletion: ComputeScore: Raw -5372137.886861 + Penalty 81201.356738 = -5290936.530124Iteration 191Q: 37 clusters Score -5290937 nChanged 6 ConsiderDeletion: ComputeScore: Raw -5372139.554911 + Penalty 81201.356738 = -5290938.198173Iteration 192Q: 37 clusters Score -5290938 nChanged 4 ConsiderDeletion: ComputeScore: Raw -5372140.143123 + Penalty 81201.356738 = -5290938.786385Iteration 193Q: 37 clusters Score -5290939 nChanged 2 ConsiderDeletion: ComputeScore: Raw -5372140.630341 + Penalty 81201.356738 = -5290939.273604Iteration 194Q: 37 clusters Score -5290939 nChanged 2 ConsiderDeletion: ComputeScore: Raw -5372140.884291 + Penalty 81201.356738 = -5290939.527554Iteration 195Q: 37 clusters Score -5290940 nChanged 2 ConsiderDeletion: ComputeScore: Raw -5372141.439570 + Penalty 81201.356738 = -5290940.082832Iteration 196Q: 37 clusters Score -5290940 nChanged 3 ConsiderDeletion: ComputeScore: Raw -5372142.244011 + Penalty 81201.356738 = -5290940.887273Iteration 197Q: 37 clusters Score -5290941 nChanged 3 ConsiderDeletion: ComputeScore: Raw -5372142.784499 + Penalty 81201.356738 = -5290941.427761Iteration 198Q: 37 clusters Score -5290941 nChanged 3 ComputeScore: Raw -5372142.784499 + Penalty 81201.356738 = -5290941.427761Trying to split cluster 2 (5958 points) Assigned 2 initial classes randomly. ComputeScore: Raw -220282.898149 + Penalty 1642.880635 = -218640.017514 Iteration 0F: 2 clusters Score -218640 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -217172.032598 + Penalty 3285.761270 = -213886.271328 Iteration 0F: 3 clusters Score -213886.3 nChanged 2419 ComputeScore: Raw -218456.494592 + Penalty 3285.761270 = -215170.733322 Iteration 1F: 3 clusters Score -215170.7 nChanged 450 ComputeScore: Raw -218704.965496 + Penalty 3285.761270 = -215419.204226 Iteration 2F: 3 clusters Score -215419.2 nChanged 342 ComputeScore: Raw -218906.181171 + Penalty 3285.761270 = -215620.419900 Iteration 3F: 3 clusters Score -215620.4 nChanged 297 ComputeScore: Raw -219101.299142 + Penalty 3285.761270 = -215815.537871 Iteration 4Q: 3 clusters Score -215815.5 nChanged 272 ComputeScore: Raw -219317.899075 + Penalty 3285.761270 = -216032.137805 Iteration 5Q: 3 clusters Score -216032.1 nChanged 298 ComputeScore: Raw -219558.379235 + Penalty 3285.761270 = -216272.617965 Iteration 6F: 3 clusters Score -216272.6 nChanged 317 ComputeScore: Raw -219889.697285 + Penalty 3285.761270 = -216603.936015 Iteration 7F: 3 clusters Score -216603.9 nChanged 337 ComputeScore: Raw -220302.368975 + Penalty 3285.761270 = -217016.607705 Iteration 8F: 3 clusters Score -217016.6 nChanged 339 ComputeScore: Raw -220729.322703 + Penalty 3285.761270 = -217443.561433 Iteration 9F: 3 clusters Score -217443.6 nChanged 308 ComputeScore: Raw -221071.882754 + Penalty 3285.761270 = -217786.121484 Iteration 10F: 3 clusters Score -217786.1 nChanged 252 ComputeScore: Raw -221312.028633 + Penalty 3285.761270 = -218026.267363 Iteration 11Q: 3 clusters Score -218026.3 nChanged 177 ComputeScore: Raw -221446.539084 + Penalty 3285.761270 = -218160.777814 Iteration 12Q: 3 clusters Score -218160.8 nChanged 133 ComputeScore: Raw -221538.401359 + Penalty 3285.761270 = -218252.640089 Iteration 13Q: 3 clusters Score -218252.6 nChanged 113 ComputeScore: Raw -221609.911571 + Penalty 3285.761270 = -218324.150300 Iteration 14Q: 3 clusters Score -218324.2 nChanged 98 ComputeScore: Raw -221687.803286 + Penalty 3285.761270 = -218402.042016 Iteration 15Q: 3 clusters Score -218402 nChanged 89 ComputeScore: Raw -221768.715188 + Penalty 3285.761270 = -218482.953918 Iteration 16Q: 3 clusters Score -218483 nChanged 76 ComputeScore: Raw -221824.932699 + Penalty 3285.761270 = -218539.171429 Iteration 17Q: 3 clusters Score -218539.2 nChanged 43 ComputeScore: Raw -221843.471806 + Penalty 3285.761270 = -218557.710535 Iteration 18Q: 3 clusters Score -218557.7 nChanged 24 ComputeScore: Raw -221849.711698 + Penalty 3285.761270 = -218563.950427 Iteration 19Q: 3 clusters Score -218564 nChanged 15 ComputeScore: Raw -221853.190924 + Penalty 3285.761270 = -218567.429654 Iteration 20F: 3 clusters Score -218567.4 nChanged 12 ComputeScore: Raw -221856.917959 + Penalty 3285.761270 = -218571.156689 Iteration 21Q: 3 clusters Score -218571.2 nChanged 16 ComputeScore: Raw -221860.543574 + Penalty 3285.761270 = -218574.782304 Iteration 22Q: 3 clusters Score -218574.8 nChanged 9 ComputeScore: Raw -221862.246483 + Penalty 3285.761270 = -218576.485213 Iteration 23Q: 3 clusters Score -218576.5 nChanged 8 ComputeScore: Raw -221863.798651 + Penalty 3285.761270 = -218578.037380 Iteration 24Q: 3 clusters Score -218578 nChanged 10 ComputeScore: Raw -221865.931573 + Penalty 3285.761270 = -218580.170303 Iteration 25Q: 3 clusters Score -218580.2 nChanged 9 ComputeScore: Raw -221868.608277 + Penalty 3285.761270 = -218582.847007 Iteration 26Q: 3 clusters Score -218582.8 nChanged 15 ComputeScore: Raw -221873.136675 + Penalty 3285.761270 = -218587.375405 Iteration 27Q: 3 clusters Score -218587.4 nChanged 11 ComputeScore: Raw -221876.072948 + Penalty 3285.761270 = -218590.311678 Iteration 28Q: 3 clusters Score -218590.3 nChanged 11 ComputeScore: Raw -221879.075111 + Penalty 3285.761270 = -218593.313841 Iteration 29Q: 3 clusters Score -218593.3 nChanged 8 ComputeScore: Raw -221880.699839 + Penalty 3285.761270 = -218594.938569 Iteration 30Q: 3 clusters Score -218594.9 nChanged 7 ComputeScore: Raw -221881.777794 + Penalty 3285.761270 = -218596.016523 Iteration 31Q: 3 clusters Score -218596 nChanged 1 ComputeScore: Raw -221882.092204 + Penalty 3285.761270 = -218596.330934 Iteration 32Q: 3 clusters Score -218596.3 nChanged 3 ComputeScore: Raw -221882.856250 + Penalty 3285.761270 = -218597.094979 Iteration 33Q: 3 clusters Score -218597.1 nChanged 1 ComputeScore: Raw -221883.064525 + Penalty 3285.761270 = -218597.303254 Iteration 34Q: 3 clusters Score -218597.3 nChanged 0 ComputeScore: Raw -221883.064525 + Penalty 3285.761270 = -218597.303254 Iteration 35F: 3 clusters Score -218597.3 nChanged 0 Trying to split cluster 3 (4469 points) Assigned 2 initial classes randomly. ComputeScore: Raw -164435.022162 + Penalty 1588.529870 = -162846.492292 Iteration 0F: 2 clusters Score -162846.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -162277.661637 + Penalty 3177.059741 = -159100.601897 Iteration 0F: 3 clusters Score -159100.6 nChanged 1743 ComputeScore: Raw -163230.082752 + Penalty 3177.059741 = -160053.023011 Iteration 1F: 3 clusters Score -160053 nChanged 330 ComputeScore: Raw -163407.109857 + Penalty 3177.059741 = -160230.050117 Iteration 2F: 3 clusters Score -160230.1 nChanged 222 ComputeScore: Raw -163514.077731 + Penalty 3177.059741 = -160337.017990 Iteration 3Q: 3 clusters Score -160337 nChanged 149 ComputeScore: Raw -163582.148226 + Penalty 3177.059741 = -160405.088486 Iteration 4Q: 3 clusters Score -160405.1 nChanged 122 ComputeScore: Raw -163634.301385 + Penalty 3177.059741 = -160457.241645 Iteration 5Q: 3 clusters Score -160457.2 nChanged 103 ComputeScore: Raw -163681.460644 + Penalty 3177.059741 = -160504.400903 Iteration 6Q: 3 clusters Score -160504.4 nChanged 111 ComputeScore: Raw -163734.751432 + Penalty 3177.059741 = -160557.691692 Iteration 7Q: 3 clusters Score -160557.7 nChanged 101 ComputeScore: Raw -163781.708405 + Penalty 3177.059741 = -160604.648664 Iteration 8Q: 3 clusters Score -160604.6 nChanged 91 ComputeScore: Raw -163826.505884 + Penalty 3177.059741 = -160649.446143 Iteration 9Q: 3 clusters Score -160649.4 nChanged 99 ComputeScore: Raw -163881.938662 + Penalty 3177.059741 = -160704.878921 Iteration 10Q: 3 clusters Score -160704.9 nChanged 113 ComputeScore: Raw -163942.949632 + Penalty 3177.059741 = -160765.889891 Iteration 11Q: 3 clusters Score -160765.9 nChanged 100 ComputeScore: Raw -163985.815854 + Penalty 3177.059741 = -160808.756113 Iteration 12Q: 3 clusters Score -160808.8 nChanged 76 ComputeScore: Raw -164021.221897 + Penalty 3177.059741 = -160844.162157 Iteration 13Q: 3 clusters Score -160844.2 nChanged 72 ComputeScore: Raw -164061.221695 + Penalty 3177.059741 = -160884.161954 Iteration 14Q: 3 clusters Score -160884.2 nChanged 58 ComputeScore: Raw -164086.443643 + Penalty 3177.059741 = -160909.383902 Iteration 15Q: 3 clusters Score -160909.4 nChanged 60 ComputeScore: Raw -164111.616172 + Penalty 3177.059741 = -160934.556431 Iteration 16Q: 3 clusters Score -160934.6 nChanged 53 ComputeScore: Raw -164132.459296 + Penalty 3177.059741 = -160955.399555 Iteration 17Q: 3 clusters Score -160955.4 nChanged 46 ComputeScore: Raw -164146.233273 + Penalty 3177.059741 = -160969.173533 Iteration 18Q: 3 clusters Score -160969.2 nChanged 31 ComputeScore: Raw -164158.141250 + Penalty 3177.059741 = -160981.081509 Iteration 19Q: 3 clusters Score -160981.1 nChanged 35 ComputeScore: Raw -164172.397944 + Penalty 3177.059741 = -160995.338204 Iteration 20F: 3 clusters Score -160995.3 nChanged 45 ComputeScore: Raw -164187.975631 + Penalty 3177.059741 = -161010.915891 Iteration 21Q: 3 clusters Score -161010.9 nChanged 40 ComputeScore: Raw -164202.326394 + Penalty 3177.059741 = -161025.266653 Iteration 22Q: 3 clusters Score -161025.3 nChanged 36 ComputeScore: Raw -164213.683659 + Penalty 3177.059741 = -161036.623918 Iteration 23Q: 3 clusters Score -161036.6 nChanged 25 ComputeScore: Raw -164221.823365 + Penalty 3177.059741 = -161044.763625 Iteration 24Q: 3 clusters Score -161044.8 nChanged 19 ComputeScore: Raw -164227.762759 + Penalty 3177.059741 = -161050.703018 Iteration 25Q: 3 clusters Score -161050.7 nChanged 25 ComputeScore: Raw -164235.562755 + Penalty 3177.059741 = -161058.503014 Iteration 26Q: 3 clusters Score -161058.5 nChanged 20 ComputeScore: Raw -164243.394948 + Penalty 3177.059741 = -161066.335207 Iteration 27Q: 3 clusters Score -161066.3 nChanged 23 ComputeScore: Raw -164252.417182 + Penalty 3177.059741 = -161075.357442 Iteration 28Q: 3 clusters Score -161075.4 nChanged 31 ComputeScore: Raw -164262.774996 + Penalty 3177.059741 = -161085.715255 Iteration 29Q: 3 clusters Score -161085.7 nChanged 34 ComputeScore: Raw -164275.769224 + Penalty 3177.059741 = -161098.709484 Iteration 30Q: 3 clusters Score -161098.7 nChanged 36 ComputeScore: Raw -164290.557530 + Penalty 3177.059741 = -161113.497790 Iteration 31Q: 3 clusters Score -161113.5 nChanged 41 ComputeScore: Raw -164308.922303 + Penalty 3177.059741 = -161131.862562 Iteration 32Q: 3 clusters Score -161131.9 nChanged 43 ComputeScore: Raw -164324.658211 + Penalty 3177.059741 = -161147.598470 Iteration 33Q: 3 clusters Score -161147.6 nChanged 34 ComputeScore: Raw -164335.320567 + Penalty 3177.059741 = -161158.260826 Iteration 34Q: 3 clusters Score -161158.3 nChanged 28 ComputeScore: Raw -164342.699892 + Penalty 3177.059741 = -161165.640152 Iteration 35Q: 3 clusters Score -161165.6 nChanged 19 ComputeScore: Raw -164349.527278 + Penalty 3177.059741 = -161172.467538 Iteration 36Q: 3 clusters Score -161172.5 nChanged 24 ComputeScore: Raw -164356.738156 + Penalty 3177.059741 = -161179.678415 Iteration 37Q: 3 clusters Score -161179.7 nChanged 21 ComputeScore: Raw -164362.554224 + Penalty 3177.059741 = -161185.494483 Iteration 38Q: 3 clusters Score -161185.5 nChanged 24 ComputeScore: Raw -164370.122407 + Penalty 3177.059741 = -161193.062666 Iteration 39Q: 3 clusters Score -161193.1 nChanged 29 ComputeScore: Raw -164378.018514 + Penalty 3177.059741 = -161200.958773 Iteration 40F: 3 clusters Score -161201 nChanged 26 ComputeScore: Raw -164389.813504 + Penalty 3177.059741 = -161212.753763 Iteration 41Q: 3 clusters Score -161212.8 nChanged 36 ComputeScore: Raw -164411.601516 + Penalty 3177.059741 = -161234.541775 Iteration 42Q: 3 clusters Score -161234.5 nChanged 43 ComputeScore: Raw -164440.059488 + Penalty 3177.059741 = -161262.999747 Iteration 43Q: 3 clusters Score -161263 nChanged 46 ComputeScore: Raw -164459.155351 + Penalty 3177.059741 = -161282.095611 Iteration 44Q: 3 clusters Score -161282.1 nChanged 40 ComputeScore: Raw -164476.552082 + Penalty 3177.059741 = -161299.492342 Iteration 45Q: 3 clusters Score -161299.5 nChanged 37 ComputeScore: Raw -164497.876758 + Penalty 3177.059741 = -161320.817017 Iteration 46Q: 3 clusters Score -161320.8 nChanged 40 ComputeScore: Raw -164521.819060 + Penalty 3177.059741 = -161344.759320 Iteration 47Q: 3 clusters Score -161344.8 nChanged 35 ComputeScore: Raw -164540.634435 + Penalty 3177.059741 = -161363.574695 Iteration 48Q: 3 clusters Score -161363.6 nChanged 35 ComputeScore: Raw -164561.312313 + Penalty 3177.059741 = -161384.252572 Iteration 49Q: 3 clusters Score -161384.3 nChanged 36 ComputeScore: Raw -164578.433558 + Penalty 3177.059741 = -161401.373818 Iteration 50Q: 3 clusters Score -161401.4 nChanged 32 ComputeScore: Raw -164591.619580 + Penalty 3177.059741 = -161414.559840 Iteration 51Q: 3 clusters Score -161414.6 nChanged 31 ComputeScore: Raw -164606.870790 + Penalty 3177.059741 = -161429.811049 Iteration 52Q: 3 clusters Score -161429.8 nChanged 31 ComputeScore: Raw -164622.355631 + Penalty 3177.059741 = -161445.295890 Iteration 53Q: 3 clusters Score -161445.3 nChanged 27 ComputeScore: Raw -164636.909583 + Penalty 3177.059741 = -161459.849843 Iteration 54Q: 3 clusters Score -161459.8 nChanged 31 ComputeScore: Raw -164653.638854 + Penalty 3177.059741 = -161476.579113 Iteration 55Q: 3 clusters Score -161476.6 nChanged 26 ComputeScore: Raw -164667.489134 + Penalty 3177.059741 = -161490.429393 Iteration 56Q: 3 clusters Score -161490.4 nChanged 26 ComputeScore: Raw -164683.489600 + Penalty 3177.059741 = -161506.429859 Iteration 57Q: 3 clusters Score -161506.4 nChanged 28 ComputeScore: Raw -164700.671556 + Penalty 3177.059741 = -161523.611816 Iteration 58Q: 3 clusters Score -161523.6 nChanged 32 ComputeScore: Raw -164715.091234 + Penalty 3177.059741 = -161538.031493 Iteration 59Q: 3 clusters Score -161538 nChanged 26 ComputeScore: Raw -164725.591315 + Penalty 3177.059741 = -161548.531574 Iteration 60F: 3 clusters Score -161548.5 nChanged 19 ComputeScore: Raw -164733.610186 + Penalty 3177.059741 = -161556.550445 Iteration 61Q: 3 clusters Score -161556.6 nChanged 15 ComputeScore: Raw -164740.507570 + Penalty 3177.059741 = -161563.447830 Iteration 62Q: 3 clusters Score -161563.4 nChanged 15 ComputeScore: Raw -164747.715222 + Penalty 3177.059741 = -161570.655481 Iteration 63Q: 3 clusters Score -161570.7 nChanged 19 ComputeScore: Raw -164758.728249 + Penalty 3177.059741 = -161581.668508 Iteration 64Q: 3 clusters Score -161581.7 nChanged 16 ComputeScore: Raw -164765.602088 + Penalty 3177.059741 = -161588.542348 Iteration 65Q: 3 clusters Score -161588.5 nChanged 14 ComputeScore: Raw -164771.658363 + Penalty 3177.059741 = -161594.598622 Iteration 66Q: 3 clusters Score -161594.6 nChanged 10 ComputeScore: Raw -164776.976103 + Penalty 3177.059741 = -161599.916362 Iteration 67Q: 3 clusters Score -161599.9 nChanged 10 ComputeScore: Raw -164781.130954 + Penalty 3177.059741 = -161604.071213 Iteration 68Q: 3 clusters Score -161604.1 nChanged 7 ComputeScore: Raw -164785.005917 + Penalty 3177.059741 = -161607.946176 Iteration 69Q: 3 clusters Score -161607.9 nChanged 8 ComputeScore: Raw -164788.603816 + Penalty 3177.059741 = -161611.544076 Iteration 70Q: 3 clusters Score -161611.5 nChanged 9 ComputeScore: Raw -164791.498501 + Penalty 3177.059741 = -161614.438761 Iteration 71Q: 3 clusters Score -161614.4 nChanged 4 ComputeScore: Raw -164792.271561 + Penalty 3177.059741 = -161615.211821 Iteration 72Q: 3 clusters Score -161615.2 nChanged 4 ComputeScore: Raw -164793.297429 + Penalty 3177.059741 = -161616.237689 Iteration 73Q: 3 clusters Score -161616.2 nChanged 4 ComputeScore: Raw -164795.164323 + Penalty 3177.059741 = -161618.104582 Iteration 74Q: 3 clusters Score -161618.1 nChanged 6 ComputeScore: Raw -164797.342080 + Penalty 3177.059741 = -161620.282340 Iteration 75Q: 3 clusters Score -161620.3 nChanged 2 ComputeScore: Raw -164797.765543 + Penalty 3177.059741 = -161620.705803 Iteration 76Q: 3 clusters Score -161620.7 nChanged 5 ComputeScore: Raw -164800.732268 + Penalty 3177.059741 = -161623.672527 Iteration 77Q: 3 clusters Score -161623.7 nChanged 9 ComputeScore: Raw -164803.656228 + Penalty 3177.059741 = -161626.596487 Iteration 78Q: 3 clusters Score -161626.6 nChanged 4 ComputeScore: Raw -164805.161419 + Penalty 3177.059741 = -161628.101678 Iteration 79Q: 3 clusters Score -161628.1 nChanged 2 ComputeScore: Raw -164805.924875 + Penalty 3177.059741 = -161628.865134 Iteration 80F: 3 clusters Score -161628.9 nChanged 3 ComputeScore: Raw -164806.747812 + Penalty 3177.059741 = -161629.688071 Iteration 81Q: 3 clusters Score -161629.7 nChanged 5 ComputeScore: Raw -164808.474306 + Penalty 3177.059741 = -161631.414566 Iteration 82Q: 3 clusters Score -161631.4 nChanged 7 ComputeScore: Raw -164810.216151 + Penalty 3177.059741 = -161633.156410 Iteration 83Q: 3 clusters Score -161633.2 nChanged 2 ComputeScore: Raw -164810.890174 + Penalty 3177.059741 = -161633.830434 Iteration 84Q: 3 clusters Score -161633.8 nChanged 4 ComputeScore: Raw -164811.724119 + Penalty 3177.059741 = -161634.664378 Iteration 85Q: 3 clusters Score -161634.7 nChanged 3 ComputeScore: Raw -164812.333762 + Penalty 3177.059741 = -161635.274021 Iteration 86Q: 3 clusters Score -161635.3 nChanged 0 ComputeScore: Raw -164812.333762 + Penalty 3177.059741 = -161635.274021 Iteration 87F: 3 clusters Score -161635.3 nChanged 0 Trying to split cluster 4 (3216 points) Assigned 2 initial classes randomly. ComputeScore: Raw -117334.166801 + Penalty 1526.343896 = -115807.822904 Iteration 0F: 2 clusters Score -115807.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -115828.970872 + Penalty 3052.687792 = -112776.283080 Iteration 0F: 3 clusters Score -112776.3 nChanged 1234 ComputeScore: Raw -116567.903734 + Penalty 3052.687792 = -113515.215942 Iteration 1F: 3 clusters Score -113515.2 nChanged 257 ComputeScore: Raw -116764.477163 + Penalty 3052.687792 = -113711.789371 Iteration 2F: 3 clusters Score -113711.8 nChanged 186 ComputeScore: Raw -116890.899139 + Penalty 3052.687792 = -113838.211346 Iteration 3F: 3 clusters Score -113838.2 nChanged 130 ComputeScore: Raw -116968.524704 + Penalty 3052.687792 = -113915.836912 Iteration 4Q: 3 clusters Score -113915.8 nChanged 91 ComputeScore: Raw -117011.314727 + Penalty 3052.687792 = -113958.626935 Iteration 5Q: 3 clusters Score -113958.6 nChanged 81 ComputeScore: Raw -117052.965143 + Penalty 3052.687792 = -114000.277351 Iteration 6Q: 3 clusters Score -114000.3 nChanged 63 ComputeScore: Raw -117083.312896 + Penalty 3052.687792 = -114030.625104 Iteration 7Q: 3 clusters Score -114030.6 nChanged 51 ComputeScore: Raw -117107.361765 + Penalty 3052.687792 = -114054.673973 Iteration 8Q: 3 clusters Score -114054.7 nChanged 37 ComputeScore: Raw -117125.914882 + Penalty 3052.687792 = -114073.227089 Iteration 9Q: 3 clusters Score -114073.2 nChanged 45 ComputeScore: Raw -117146.855619 + Penalty 3052.687792 = -114094.167827 Iteration 10Q: 3 clusters Score -114094.2 nChanged 35 ComputeScore: Raw -117163.751233 + Penalty 3052.687792 = -114111.063441 Iteration 11Q: 3 clusters Score -114111.1 nChanged 28 ComputeScore: Raw -117180.174372 + Penalty 3052.687792 = -114127.486580 Iteration 12Q: 3 clusters Score -114127.5 nChanged 29 ComputeScore: Raw -117196.770053 + Penalty 3052.687792 = -114144.082261 Iteration 13Q: 3 clusters Score -114144.1 nChanged 37 ComputeScore: Raw -117213.498168 + Penalty 3052.687792 = -114160.810376 Iteration 14Q: 3 clusters Score -114160.8 nChanged 39 ComputeScore: Raw -117230.283091 + Penalty 3052.687792 = -114177.595299 Iteration 15Q: 3 clusters Score -114177.6 nChanged 34 ComputeScore: Raw -117246.147123 + Penalty 3052.687792 = -114193.459331 Iteration 16Q: 3 clusters Score -114193.5 nChanged 25 ComputeScore: Raw -117257.774499 + Penalty 3052.687792 = -114205.086706 Iteration 17Q: 3 clusters Score -114205.1 nChanged 32 ComputeScore: Raw -117270.884612 + Penalty 3052.687792 = -114218.196820 Iteration 18Q: 3 clusters Score -114218.2 nChanged 26 ComputeScore: Raw -117283.031408 + Penalty 3052.687792 = -114230.343616 Iteration 19Q: 3 clusters Score -114230.3 nChanged 18 ComputeScore: Raw -117292.137137 + Penalty 3052.687792 = -114239.449345 Iteration 20F: 3 clusters Score -114239.4 nChanged 21 ComputeScore: Raw -117301.881647 + Penalty 3052.687792 = -114249.193855 Iteration 21Q: 3 clusters Score -114249.2 nChanged 19 ComputeScore: Raw -117312.649966 + Penalty 3052.687792 = -114259.962173 Iteration 22Q: 3 clusters Score -114260 nChanged 22 ComputeScore: Raw -117324.804833 + Penalty 3052.687792 = -114272.117041 Iteration 23Q: 3 clusters Score -114272.1 nChanged 24 ComputeScore: Raw -117335.476375 + Penalty 3052.687792 = -114282.788583 Iteration 24Q: 3 clusters Score -114282.8 nChanged 22 ComputeScore: Raw -117346.611519 + Penalty 3052.687792 = -114293.923727 Iteration 25Q: 3 clusters Score -114293.9 nChanged 17 ComputeScore: Raw -117352.898904 + Penalty 3052.687792 = -114300.211112 Iteration 26Q: 3 clusters Score -114300.2 nChanged 16 ComputeScore: Raw -117359.377967 + Penalty 3052.687792 = -114306.690175 Iteration 27Q: 3 clusters Score -114306.7 nChanged 12 ComputeScore: Raw -117363.762029 + Penalty 3052.687792 = -114311.074237 Iteration 28Q: 3 clusters Score -114311.1 nChanged 14 ComputeScore: Raw -117369.024079 + Penalty 3052.687792 = -114316.336286 Iteration 29Q: 3 clusters Score -114316.3 nChanged 11 ComputeScore: Raw -117372.988154 + Penalty 3052.687792 = -114320.300362 Iteration 30Q: 3 clusters Score -114320.3 nChanged 10 ComputeScore: Raw -117375.962770 + Penalty 3052.687792 = -114323.274978 Iteration 31Q: 3 clusters Score -114323.3 nChanged 15 ComputeScore: Raw -117383.379279 + Penalty 3052.687792 = -114330.691487 Iteration 32Q: 3 clusters Score -114330.7 nChanged 19 ComputeScore: Raw -117392.778617 + Penalty 3052.687792 = -114340.090825 Iteration 33Q: 3 clusters Score -114340.1 nChanged 19 ComputeScore: Raw -117400.586779 + Penalty 3052.687792 = -114347.898987 Iteration 34Q: 3 clusters Score -114347.9 nChanged 17 ComputeScore: Raw -117408.639437 + Penalty 3052.687792 = -114355.951644 Iteration 35Q: 3 clusters Score -114356 nChanged 19 ComputeScore: Raw -117417.953202 + Penalty 3052.687792 = -114365.265410 Iteration 36Q: 3 clusters Score -114365.3 nChanged 15 ComputeScore: Raw -117424.021795 + Penalty 3052.687792 = -114371.334003 Iteration 37Q: 3 clusters Score -114371.3 nChanged 16 ComputeScore: Raw -117430.422593 + Penalty 3052.687792 = -114377.734800 Iteration 38Q: 3 clusters Score -114377.7 nChanged 13 ComputeScore: Raw -117437.604502 + Penalty 3052.687792 = -114384.916710 Iteration 39Q: 3 clusters Score -114384.9 nChanged 19 ComputeScore: Raw -117446.500874 + Penalty 3052.687792 = -114393.813082 Iteration 40F: 3 clusters Score -114393.8 nChanged 15 ComputeScore: Raw -117454.301661 + Penalty 3052.687792 = -114401.613869 Iteration 41Q: 3 clusters Score -114401.6 nChanged 8 ComputeScore: Raw -117456.879494 + Penalty 3052.687792 = -114404.191702 Iteration 42Q: 3 clusters Score -114404.2 nChanged 3 ComputeScore: Raw -117457.653438 + Penalty 3052.687792 = -114404.965645 Iteration 43Q: 3 clusters Score -114405 nChanged 0 ComputeScore: Raw -117457.653438 + Penalty 3052.687792 = -114404.965645 Iteration 44F: 3 clusters Score -114405 nChanged 0 Trying to split cluster 5 (3691 points) Assigned 2 initial classes randomly. ComputeScore: Raw -142151.419217 + Penalty 1552.380361 = -140599.038856 Iteration 0F: 2 clusters Score -140599 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -140344.870081 + Penalty 3104.760722 = -137240.109359 Iteration 0F: 3 clusters Score -137240.1 nChanged 1397 ComputeScore: Raw -141153.376570 + Penalty 3104.760722 = -138048.615848 Iteration 1F: 3 clusters Score -138048.6 nChanged 334 ComputeScore: Raw -141338.847125 + Penalty 3104.760722 = -138234.086403 Iteration 2F: 3 clusters Score -138234.1 nChanged 194 ComputeScore: Raw -141446.525984 + Penalty 3104.760722 = -138341.765262 Iteration 3F: 3 clusters Score -138341.8 nChanged 139 ComputeScore: Raw -141525.752021 + Penalty 3104.760722 = -138420.991299 Iteration 4Q: 3 clusters Score -138421 nChanged 116 ComputeScore: Raw -141589.681381 + Penalty 3104.760722 = -138484.920659 Iteration 5Q: 3 clusters Score -138484.9 nChanged 118 ComputeScore: Raw -141650.562160 + Penalty 3104.760722 = -138545.801438 Iteration 6Q: 3 clusters Score -138545.8 nChanged 108 ComputeScore: Raw -141701.292809 + Penalty 3104.760722 = -138596.532088 Iteration 7Q: 3 clusters Score -138596.5 nChanged 101 ComputeScore: Raw -141752.866769 + Penalty 3104.760722 = -138648.106047 Iteration 8Q: 3 clusters Score -138648.1 nChanged 85 ComputeScore: Raw -141800.608015 + Penalty 3104.760722 = -138695.847294 Iteration 9Q: 3 clusters Score -138695.8 nChanged 83 ComputeScore: Raw -141841.628700 + Penalty 3104.760722 = -138736.867979 Iteration 10Q: 3 clusters Score -138736.9 nChanged 70 ComputeScore: Raw -141877.984147 + Penalty 3104.760722 = -138773.223425 Iteration 11Q: 3 clusters Score -138773.2 nChanged 58 ComputeScore: Raw -141902.229169 + Penalty 3104.760722 = -138797.468447 Iteration 12Q: 3 clusters Score -138797.5 nChanged 50 ComputeScore: Raw -141921.161012 + Penalty 3104.760722 = -138816.400290 Iteration 13Q: 3 clusters Score -138816.4 nChanged 40 ComputeScore: Raw -141936.911058 + Penalty 3104.760722 = -138832.150336 Iteration 14Q: 3 clusters Score -138832.2 nChanged 36 ComputeScore: Raw -141951.978531 + Penalty 3104.760722 = -138847.217809 Iteration 15Q: 3 clusters Score -138847.2 nChanged 32 ComputeScore: Raw -141965.612163 + Penalty 3104.760722 = -138860.851441 Iteration 16Q: 3 clusters Score -138860.9 nChanged 25 ComputeScore: Raw -141978.399758 + Penalty 3104.760722 = -138873.639036 Iteration 17Q: 3 clusters Score -138873.6 nChanged 22 ComputeScore: Raw -141986.912380 + Penalty 3104.760722 = -138882.151658 Iteration 18Q: 3 clusters Score -138882.2 nChanged 18 ComputeScore: Raw -141995.900388 + Penalty 3104.760722 = -138891.139666 Iteration 19Q: 3 clusters Score -138891.1 nChanged 14 ComputeScore: Raw -142000.788007 + Penalty 3104.760722 = -138896.027286 Iteration 20F: 3 clusters Score -138896 nChanged 22 ComputeScore: Raw -142013.303372 + Penalty 3104.760722 = -138908.542651 Iteration 21Q: 3 clusters Score -138908.5 nChanged 29 ComputeScore: Raw -142027.949053 + Penalty 3104.760722 = -138923.188331 Iteration 22Q: 3 clusters Score -138923.2 nChanged 27 ComputeScore: Raw -142038.514005 + Penalty 3104.760722 = -138933.753283 Iteration 23Q: 3 clusters Score -138933.8 nChanged 25 ComputeScore: Raw -142050.612090 + Penalty 3104.760722 = -138945.851368 Iteration 24Q: 3 clusters Score -138945.9 nChanged 20 ComputeScore: Raw -142059.445746 + Penalty 3104.760722 = -138954.685025 Iteration 25Q: 3 clusters Score -138954.7 nChanged 17 ComputeScore: Raw -142067.584265 + Penalty 3104.760722 = -138962.823543 Iteration 26Q: 3 clusters Score -138962.8 nChanged 19 ComputeScore: Raw -142075.204867 + Penalty 3104.760722 = -138970.444146 Iteration 27Q: 3 clusters Score -138970.4 nChanged 21 ComputeScore: Raw -142083.778506 + Penalty 3104.760722 = -138979.017784 Iteration 28Q: 3 clusters Score -138979 nChanged 13 ComputeScore: Raw -142088.707685 + Penalty 3104.760722 = -138983.946963 Iteration 29Q: 3 clusters Score -138983.9 nChanged 11 ComputeScore: Raw -142092.679777 + Penalty 3104.760722 = -138987.919055 Iteration 30Q: 3 clusters Score -138987.9 nChanged 12 ComputeScore: Raw -142097.737097 + Penalty 3104.760722 = -138992.976376 Iteration 31Q: 3 clusters Score -138993 nChanged 17 ComputeScore: Raw -142104.856994 + Penalty 3104.760722 = -139000.096273 Iteration 32Q: 3 clusters Score -139000.1 nChanged 14 ComputeScore: Raw -142111.426705 + Penalty 3104.760722 = -139006.665983 Iteration 33Q: 3 clusters Score -139006.7 nChanged 16 ComputeScore: Raw -142118.033581 + Penalty 3104.760722 = -139013.272860 Iteration 34Q: 3 clusters Score -139013.3 nChanged 6 ComputeScore: Raw -142120.403390 + Penalty 3104.760722 = -139015.642668 Iteration 35Q: 3 clusters Score -139015.6 nChanged 9 ComputeScore: Raw -142124.495776 + Penalty 3104.760722 = -139019.735055 Iteration 36Q: 3 clusters Score -139019.7 nChanged 9 ComputeScore: Raw -142128.708686 + Penalty 3104.760722 = -139023.947965 Iteration 37Q: 3 clusters Score -139023.9 nChanged 8 ComputeScore: Raw -142137.066949 + Penalty 3104.760722 = -139032.306227 Iteration 38Q: 3 clusters Score -139032.3 nChanged 14 ComputeScore: Raw -142145.279806 + Penalty 3104.760722 = -139040.519085 Iteration 39Q: 3 clusters Score -139040.5 nChanged 13 ComputeScore: Raw -142150.218915 + Penalty 3104.760722 = -139045.458193 Iteration 40F: 3 clusters Score -139045.5 nChanged 8 ComputeScore: Raw -142154.493894 + Penalty 3104.760722 = -139049.733172 Iteration 41Q: 3 clusters Score -139049.7 nChanged 9 ComputeScore: Raw -142157.907067 + Penalty 3104.760722 = -139053.146345 Iteration 42Q: 3 clusters Score -139053.1 nChanged 9 ComputeScore: Raw -142161.602008 + Penalty 3104.760722 = -139056.841286 Iteration 43Q: 3 clusters Score -139056.8 nChanged 9 ComputeScore: Raw -142166.526130 + Penalty 3104.760722 = -139061.765408 Iteration 44Q: 3 clusters Score -139061.8 nChanged 9 ComputeScore: Raw -142174.359671 + Penalty 3104.760722 = -139069.598949 Iteration 45Q: 3 clusters Score -139069.6 nChanged 26 ComputeScore: Raw -142194.103519 + Penalty 3104.760722 = -139089.342798 Iteration 46Q: 3 clusters Score -139089.3 nChanged 30 ComputeScore: Raw -142216.031997 + Penalty 3104.760722 = -139111.271276 Iteration 47Q: 3 clusters Score -139111.3 nChanged 29 ComputeScore: Raw -142242.785850 + Penalty 3104.760722 = -139138.025128 Iteration 48Q: 3 clusters Score -139138 nChanged 35 ComputeScore: Raw -142268.688052 + Penalty 3104.760722 = -139163.927330 Iteration 49Q: 3 clusters Score -139163.9 nChanged 32 ComputeScore: Raw -142288.729102 + Penalty 3104.760722 = -139183.968380 Iteration 50Q: 3 clusters Score -139184 nChanged 20 ComputeScore: Raw -142303.383689 + Penalty 3104.760722 = -139198.622967 Iteration 51Q: 3 clusters Score -139198.6 nChanged 17 ComputeScore: Raw -142316.793411 + Penalty 3104.760722 = -139212.032689 Iteration 52Q: 3 clusters Score -139212 nChanged 25 ComputeScore: Raw -142334.653159 + Penalty 3104.760722 = -139229.892438 Iteration 53Q: 3 clusters Score -139229.9 nChanged 23 ComputeScore: Raw -142350.695116 + Penalty 3104.760722 = -139245.934394 Iteration 54Q: 3 clusters Score -139245.9 nChanged 21 ComputeScore: Raw -142367.866405 + Penalty 3104.760722 = -139263.105683 Iteration 55Q: 3 clusters Score -139263.1 nChanged 20 ComputeScore: Raw -142384.281902 + Penalty 3104.760722 = -139279.521180 Iteration 56Q: 3 clusters Score -139279.5 nChanged 13 ComputeScore: Raw -142393.884712 + Penalty 3104.760722 = -139289.123990 Iteration 57Q: 3 clusters Score -139289.1 nChanged 11 ComputeScore: Raw -142401.232424 + Penalty 3104.760722 = -139296.471702 Iteration 58Q: 3 clusters Score -139296.5 nChanged 8 ComputeScore: Raw -142407.022432 + Penalty 3104.760722 = -139302.261710 Iteration 59Q: 3 clusters Score -139302.3 nChanged 5 ComputeScore: Raw -142410.283645 + Penalty 3104.760722 = -139305.522923 Iteration 60F: 3 clusters Score -139305.5 nChanged 4 ComputeScore: Raw -142412.836713 + Penalty 3104.760722 = -139308.075991 Iteration 61Q: 3 clusters Score -139308.1 nChanged 4 ComputeScore: Raw -142414.975691 + Penalty 3104.760722 = -139310.214969 Iteration 62Q: 3 clusters Score -139310.2 nChanged 2 ComputeScore: Raw -142416.162212 + Penalty 3104.760722 = -139311.401491 Iteration 63Q: 3 clusters Score -139311.4 nChanged 1 ComputeScore: Raw -142417.195122 + Penalty 3104.760722 = -139312.434401 Iteration 64Q: 3 clusters Score -139312.4 nChanged 3 ComputeScore: Raw -142418.894510 + Penalty 3104.760722 = -139314.133789 Iteration 65Q: 3 clusters Score -139314.1 nChanged 3 ComputeScore: Raw -142421.475598 + Penalty 3104.760722 = -139316.714876 Iteration 66Q: 3 clusters Score -139316.7 nChanged 2 ComputeScore: Raw -142422.929013 + Penalty 3104.760722 = -139318.168291 Iteration 67Q: 3 clusters Score -139318.2 nChanged 1 ComputeScore: Raw -142423.284602 + Penalty 3104.760722 = -139318.523880 Iteration 68Q: 3 clusters Score -139318.5 nChanged 1 ComputeScore: Raw -142423.733333 + Penalty 3104.760722 = -139318.972611 Iteration 69Q: 3 clusters Score -139319 nChanged 0 ComputeScore: Raw -142423.733333 + Penalty 3104.760722 = -139318.972611 Iteration 70F: 3 clusters Score -139319 nChanged 0 Trying to split cluster 6 (6808 points) Assigned 2 initial classes randomly. ComputeScore: Raw -251230.750560 + Penalty 1668.086344 = -249562.664216 Iteration 0F: 2 clusters Score -249562.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -247609.662942 + Penalty 3336.172687 = -244273.490255 Iteration 0F: 3 clusters Score -244273.5 nChanged 2782 ComputeScore: Raw -249179.593618 + Penalty 3336.172687 = -245843.420930 Iteration 1F: 3 clusters Score -245843.4 nChanged 494 ComputeScore: Raw -249492.888871 + Penalty 3336.172687 = -246156.716183 Iteration 2F: 3 clusters Score -246156.7 nChanged 455 ComputeScore: Raw -249767.230108 + Penalty 3336.172687 = -246431.057420 Iteration 3F: 3 clusters Score -246431.1 nChanged 385 ComputeScore: Raw -249995.000459 + Penalty 3336.172687 = -246658.827772 Iteration 4F: 3 clusters Score -246658.8 nChanged 367 ComputeScore: Raw -250206.651411 + Penalty 3336.172687 = -246870.478724 Iteration 5F: 3 clusters Score -246870.5 nChanged 302 ComputeScore: Raw -250390.899508 + Penalty 3336.172687 = -247054.726820 Iteration 6Q: 3 clusters Score -247054.7 nChanged 294 ComputeScore: Raw -250563.441515 + Penalty 3336.172687 = -247227.268827 Iteration 7Q: 3 clusters Score -247227.3 nChanged 238 ComputeScore: Raw -250708.532027 + Penalty 3336.172687 = -247372.359340 Iteration 8Q: 3 clusters Score -247372.4 nChanged 211 ComputeScore: Raw -250844.208619 + Penalty 3336.172687 = -247508.035932 Iteration 9Q: 3 clusters Score -247508 nChanged 199 ComputeScore: Raw -250973.776453 + Penalty 3336.172687 = -247637.603766 Iteration 10Q: 3 clusters Score -247637.6 nChanged 174 ComputeScore: Raw -251087.471724 + Penalty 3336.172687 = -247751.299036 Iteration 11Q: 3 clusters Score -247751.3 nChanged 141 ComputeScore: Raw -251179.588968 + Penalty 3336.172687 = -247843.416281 Iteration 12Q: 3 clusters Score -247843.4 nChanged 132 ComputeScore: Raw -251262.902197 + Penalty 3336.172687 = -247926.729510 Iteration 13Q: 3 clusters Score -247926.7 nChanged 96 ComputeScore: Raw -251320.935305 + Penalty 3336.172687 = -247984.762618 Iteration 14Q: 3 clusters Score -247984.8 nChanged 88 ComputeScore: Raw -251377.702329 + Penalty 3336.172687 = -248041.529641 Iteration 15Q: 3 clusters Score -248041.5 nChanged 65 ComputeScore: Raw -251420.253834 + Penalty 3336.172687 = -248084.081147 Iteration 16Q: 3 clusters Score -248084.1 nChanged 57 ComputeScore: Raw -251456.683958 + Penalty 3336.172687 = -248120.511271 Iteration 17Q: 3 clusters Score -248120.5 nChanged 35 ComputeScore: Raw -251479.288941 + Penalty 3336.172687 = -248143.116253 Iteration 18Q: 3 clusters Score -248143.1 nChanged 29 ComputeScore: Raw -251492.927601 + Penalty 3336.172687 = -248156.754913 Iteration 19Q: 3 clusters Score -248156.8 nChanged 24 ComputeScore: Raw -251504.894125 + Penalty 3336.172687 = -248168.721438 Iteration 20F: 3 clusters Score -248168.7 nChanged 15 ComputeScore: Raw -251511.497761 + Penalty 3336.172687 = -248175.325074 Iteration 21Q: 3 clusters Score -248175.3 nChanged 15 ComputeScore: Raw -251519.008090 + Penalty 3336.172687 = -248182.835402 Iteration 22Q: 3 clusters Score -248182.8 nChanged 16 ComputeScore: Raw -251526.991833 + Penalty 3336.172687 = -248190.819146 Iteration 23Q: 3 clusters Score -248190.8 nChanged 9 ComputeScore: Raw -251533.170121 + Penalty 3336.172687 = -248196.997434 Iteration 24Q: 3 clusters Score -248197 nChanged 14 ComputeScore: Raw -251540.851906 + Penalty 3336.172687 = -248204.679219 Iteration 25Q: 3 clusters Score -248204.7 nChanged 9 ComputeScore: Raw -251545.198710 + Penalty 3336.172687 = -248209.026023 Iteration 26Q: 3 clusters Score -248209 nChanged 8 ComputeScore: Raw -251548.034370 + Penalty 3336.172687 = -248211.861682 Iteration 27Q: 3 clusters Score -248211.9 nChanged 4 ComputeScore: Raw -251549.681684 + Penalty 3336.172687 = -248213.508997 Iteration 28Q: 3 clusters Score -248213.5 nChanged 2 ComputeScore: Raw -251552.007618 + Penalty 3336.172687 = -248215.834931 Iteration 29Q: 3 clusters Score -248215.8 nChanged 7 ComputeScore: Raw -251557.472842 + Penalty 3336.172687 = -248221.300154 Iteration 30Q: 3 clusters Score -248221.3 nChanged 7 ComputeScore: Raw -251561.781794 + Penalty 3336.172687 = -248225.609106 Iteration 31Q: 3 clusters Score -248225.6 nChanged 4 ComputeScore: Raw -251563.765371 + Penalty 3336.172687 = -248227.592683 Iteration 32Q: 3 clusters Score -248227.6 nChanged 2 ComputeScore: Raw -251565.298207 + Penalty 3336.172687 = -248229.125520 Iteration 33Q: 3 clusters Score -248229.1 nChanged 1 ComputeScore: Raw -251565.527728 + Penalty 3336.172687 = -248229.355041 Iteration 34Q: 3 clusters Score -248229.4 nChanged 0 ComputeScore: Raw -251565.527728 + Penalty 3336.172687 = -248229.355041 Iteration 35F: 3 clusters Score -248229.4 nChanged 0 Trying to split cluster 7 (4020 points) Assigned 2 initial classes randomly. ComputeScore: Raw -155124.952962 + Penalty 1568.518027 = -153556.434935 Iteration 0F: 2 clusters Score -153556.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -153186.556129 + Penalty 3137.036055 = -150049.520074 Iteration 0F: 3 clusters Score -150049.5 nChanged 1540 ComputeScore: Raw -154020.851368 + Penalty 3137.036055 = -150883.815313 Iteration 1F: 3 clusters Score -150883.8 nChanged 281 ComputeScore: Raw -154173.274936 + Penalty 3137.036055 = -151036.238881 Iteration 2F: 3 clusters Score -151036.2 nChanged 197 ComputeScore: Raw -154284.500480 + Penalty 3137.036055 = -151147.464426 Iteration 3Q: 3 clusters Score -151147.5 nChanged 158 ComputeScore: Raw -154374.067192 + Penalty 3137.036055 = -151237.031138 Iteration 4Q: 3 clusters Score -151237 nChanged 131 ComputeScore: Raw -154442.084885 + Penalty 3137.036055 = -151305.048830 Iteration 5Q: 3 clusters Score -151305 nChanged 104 ComputeScore: Raw -154497.492466 + Penalty 3137.036055 = -151360.456411 Iteration 6Q: 3 clusters Score -151360.5 nChanged 96 ComputeScore: Raw -154546.222862 + Penalty 3137.036055 = -151409.186808 Iteration 7Q: 3 clusters Score -151409.2 nChanged 84 ComputeScore: Raw -154584.577106 + Penalty 3137.036055 = -151447.541051 Iteration 8Q: 3 clusters Score -151447.5 nChanged 77 ComputeScore: Raw -154618.038365 + Penalty 3137.036055 = -151481.002310 Iteration 9Q: 3 clusters Score -151481 nChanged 62 ComputeScore: Raw -154645.036360 + Penalty 3137.036055 = -151508.000305 Iteration 10Q: 3 clusters Score -151508 nChanged 55 ComputeScore: Raw -154668.691699 + Penalty 3137.036055 = -151531.655644 Iteration 11Q: 3 clusters Score -151531.7 nChanged 65 ComputeScore: Raw -154706.235168 + Penalty 3137.036055 = -151569.199113 Iteration 12Q: 3 clusters Score -151569.2 nChanged 79 ComputeScore: Raw -154751.912803 + Penalty 3137.036055 = -151614.876748 Iteration 13Q: 3 clusters Score -151614.9 nChanged 93 ComputeScore: Raw -154812.181980 + Penalty 3137.036055 = -151675.145925 Iteration 14Q: 3 clusters Score -151675.1 nChanged 87 ComputeScore: Raw -154869.464413 + Penalty 3137.036055 = -151732.428359 Iteration 15Q: 3 clusters Score -151732.4 nChanged 76 ComputeScore: Raw -154922.078276 + Penalty 3137.036055 = -151785.042222 Iteration 16Q: 3 clusters Score -151785 nChanged 102 ComputeScore: Raw -154989.685268 + Penalty 3137.036055 = -151852.649213 Iteration 17Q: 3 clusters Score -151852.6 nChanged 98 ComputeScore: Raw -155058.632154 + Penalty 3137.036055 = -151921.596099 Iteration 18Q: 3 clusters Score -151921.6 nChanged 93 ComputeScore: Raw -155123.691321 + Penalty 3137.036055 = -151986.655267 Iteration 19Q: 3 clusters Score -151986.7 nChanged 81 ComputeScore: Raw -155178.481185 + Penalty 3137.036055 = -152041.445131 Iteration 20F: 3 clusters Score -152041.4 nChanged 100 ComputeScore: Raw -155251.044777 + Penalty 3137.036055 = -152114.008722 Iteration 21Q: 3 clusters Score -152114 nChanged 90 ComputeScore: Raw -155308.044364 + Penalty 3137.036055 = -152171.008309 Iteration 22Q: 3 clusters Score -152171 nChanged 93 ComputeScore: Raw -155378.481924 + Penalty 3137.036055 = -152241.445869 Iteration 23Q: 3 clusters Score -152241.4 nChanged 87 ComputeScore: Raw -155442.348545 + Penalty 3137.036055 = -152305.312490 Iteration 24Q: 3 clusters Score -152305.3 nChanged 78 ComputeScore: Raw -155501.430283 + Penalty 3137.036055 = -152364.394228 Iteration 25Q: 3 clusters Score -152364.4 nChanged 86 ComputeScore: Raw -155593.738013 + Penalty 3137.036055 = -152456.701958 Iteration 26Q: 3 clusters Score -152456.7 nChanged 96 ComputeScore: Raw -155720.328323 + Penalty 3137.036055 = -152583.292268 Iteration 27Q: 3 clusters Score -152583.3 nChanged 96 ComputeScore: Raw -155829.394817 + Penalty 3137.036055 = -152692.358762 Iteration 28Q: 3 clusters Score -152692.4 nChanged 91 ComputeScore: Raw -155905.234483 + Penalty 3137.036055 = -152768.198428 Iteration 29Q: 3 clusters Score -152768.2 nChanged 65 ComputeScore: Raw -155962.462557 + Penalty 3137.036055 = -152825.426503 Iteration 30Q: 3 clusters Score -152825.4 nChanged 56 ComputeScore: Raw -156003.462997 + Penalty 3137.036055 = -152866.426943 Iteration 31Q: 3 clusters Score -152866.4 nChanged 48 ComputeScore: Raw -156029.989524 + Penalty 3137.036055 = -152892.953470 Iteration 32Q: 3 clusters Score -152893 nChanged 39 ComputeScore: Raw -156059.285430 + Penalty 3137.036055 = -152922.249375 Iteration 33Q: 3 clusters Score -152922.2 nChanged 27 ComputeScore: Raw -156078.739153 + Penalty 3137.036055 = -152941.703098 Iteration 34Q: 3 clusters Score -152941.7 nChanged 15 ComputeScore: Raw -156086.460700 + Penalty 3137.036055 = -152949.424645 Iteration 35Q: 3 clusters Score -152949.4 nChanged 8 ComputeScore: Raw -156091.227557 + Penalty 3137.036055 = -152954.191502 Iteration 36Q: 3 clusters Score -152954.2 nChanged 3 ComputeScore: Raw -156091.807420 + Penalty 3137.036055 = -152954.771365 Iteration 37Q: 3 clusters Score -152954.8 nChanged 4 ComputeScore: Raw -156093.149032 + Penalty 3137.036055 = -152956.112978 Iteration 38Q: 3 clusters Score -152956.1 nChanged 2 ComputeScore: Raw -156093.367450 + Penalty 3137.036055 = -152956.331395 Iteration 39Q: 3 clusters Score -152956.3 nChanged 0 ComputeScore: Raw -156093.367450 + Penalty 3137.036055 = -152956.331395 Iteration 40F: 3 clusters Score -152956.3 nChanged 0 Trying to split cluster 8 (4584 points) Assigned 2 initial classes randomly. ComputeScore: Raw -172199.198479 + Penalty 1593.331852 = -170605.866627 Iteration 0F: 2 clusters Score -170605.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -169962.215775 + Penalty 3186.663704 = -166775.552071 Iteration 0F: 3 clusters Score -166775.6 nChanged 1796 ComputeScore: Raw -171025.022626 + Penalty 3186.663704 = -167838.358922 Iteration 1F: 3 clusters Score -167838.4 nChanged 346 ComputeScore: Raw -171289.945258 + Penalty 3186.663704 = -168103.281554 Iteration 2F: 3 clusters Score -168103.3 nChanged 301 ComputeScore: Raw -171576.632776 + Penalty 3186.663704 = -168389.969073 Iteration 3F: 3 clusters Score -168390 nChanged 284 ComputeScore: Raw -171800.448773 + Penalty 3186.663704 = -168613.785070 Iteration 4F: 3 clusters Score -168613.8 nChanged 251 ComputeScore: Raw -172003.195104 + Penalty 3186.663704 = -168816.531400 Iteration 5F: 3 clusters Score -168816.5 nChanged 222 ComputeScore: Raw -172157.736225 + Penalty 3186.663704 = -168971.072522 Iteration 6Q: 3 clusters Score -168971.1 nChanged 176 ComputeScore: Raw -172267.727685 + Penalty 3186.663704 = -169081.063982 Iteration 7Q: 3 clusters Score -169081.1 nChanged 135 ComputeScore: Raw -172340.561638 + Penalty 3186.663704 = -169153.897935 Iteration 8Q: 3 clusters Score -169153.9 nChanged 105 ComputeScore: Raw -172401.260433 + Penalty 3186.663704 = -169214.596730 Iteration 9Q: 3 clusters Score -169214.6 nChanged 74 ComputeScore: Raw -172434.865370 + Penalty 3186.663704 = -169248.201667 Iteration 10Q: 3 clusters Score -169248.2 nChanged 55 ComputeScore: Raw -172459.034347 + Penalty 3186.663704 = -169272.370643 Iteration 11Q: 3 clusters Score -169272.4 nChanged 49 ComputeScore: Raw -172478.243517 + Penalty 3186.663704 = -169291.579814 Iteration 12Q: 3 clusters Score -169291.6 nChanged 56 ComputeScore: Raw -172498.512159 + Penalty 3186.663704 = -169311.848455 Iteration 13Q: 3 clusters Score -169311.8 nChanged 35 ComputeScore: Raw -172514.190992 + Penalty 3186.663704 = -169327.527289 Iteration 14Q: 3 clusters Score -169327.5 nChanged 31 ComputeScore: Raw -172525.306852 + Penalty 3186.663704 = -169338.643148 Iteration 15Q: 3 clusters Score -169338.6 nChanged 31 ComputeScore: Raw -172540.937933 + Penalty 3186.663704 = -169354.274229 Iteration 16Q: 3 clusters Score -169354.3 nChanged 28 ComputeScore: Raw -172552.646835 + Penalty 3186.663704 = -169365.983131 Iteration 17Q: 3 clusters Score -169366 nChanged 17 ComputeScore: Raw -172563.890840 + Penalty 3186.663704 = -169377.227136 Iteration 18Q: 3 clusters Score -169377.2 nChanged 30 ComputeScore: Raw -172574.572556 + Penalty 3186.663704 = -169387.908852 Iteration 19Q: 3 clusters Score -169387.9 nChanged 17 ComputeScore: Raw -172580.157692 + Penalty 3186.663704 = -169393.493989 Iteration 20F: 3 clusters Score -169393.5 nChanged 17 ComputeScore: Raw -172587.161840 + Penalty 3186.663704 = -169400.498136 Iteration 21Q: 3 clusters Score -169400.5 nChanged 20 ComputeScore: Raw -172594.056036 + Penalty 3186.663704 = -169407.392332 Iteration 22Q: 3 clusters Score -169407.4 nChanged 16 ComputeScore: Raw -172598.907184 + Penalty 3186.663704 = -169412.243480 Iteration 23Q: 3 clusters Score -169412.2 nChanged 15 ComputeScore: Raw -172603.593037 + Penalty 3186.663704 = -169416.929334 Iteration 24Q: 3 clusters Score -169416.9 nChanged 11 ComputeScore: Raw -172605.777022 + Penalty 3186.663704 = -169419.113319 Iteration 25Q: 3 clusters Score -169419.1 nChanged 6 ComputeScore: Raw -172607.366188 + Penalty 3186.663704 = -169420.702484 Iteration 26Q: 3 clusters Score -169420.7 nChanged 3 ComputeScore: Raw -172608.010435 + Penalty 3186.663704 = -169421.346731 Iteration 27Q: 3 clusters Score -169421.3 nChanged 4 ComputeScore: Raw -172608.711165 + Penalty 3186.663704 = -169422.047461 Iteration 28Q: 3 clusters Score -169422 nChanged 2 ComputeScore: Raw -172609.033925 + Penalty 3186.663704 = -169422.370221 Iteration 29Q: 3 clusters Score -169422.4 nChanged 2 ComputeScore: Raw -172609.345088 + Penalty 3186.663704 = -169422.681384 Iteration 30Q: 3 clusters Score -169422.7 nChanged 3 ComputeScore: Raw -172610.093647 + Penalty 3186.663704 = -169423.429943 Iteration 31Q: 3 clusters Score -169423.4 nChanged 5 ComputeScore: Raw -172611.403923 + Penalty 3186.663704 = -169424.740220 Iteration 32Q: 3 clusters Score -169424.7 nChanged 4 ComputeScore: Raw -172612.101987 + Penalty 3186.663704 = -169425.438283 Iteration 33Q: 3 clusters Score -169425.4 nChanged 5 ComputeScore: Raw -172613.222162 + Penalty 3186.663704 = -169426.558458 Iteration 34Q: 3 clusters Score -169426.6 nChanged 6 ComputeScore: Raw -172614.816504 + Penalty 3186.663704 = -169428.152801 Iteration 35Q: 3 clusters Score -169428.2 nChanged 3 ComputeScore: Raw -172615.674814 + Penalty 3186.663704 = -169429.011110 Iteration 36Q: 3 clusters Score -169429 nChanged 2 ComputeScore: Raw -172616.096160 + Penalty 3186.663704 = -169429.432457 Iteration 37Q: 3 clusters Score -169429.4 nChanged 3 ComputeScore: Raw -172617.011377 + Penalty 3186.663704 = -169430.347674 Iteration 38Q: 3 clusters Score -169430.3 nChanged 2 ComputeScore: Raw -172617.566539 + Penalty 3186.663704 = -169430.902835 Iteration 39Q: 3 clusters Score -169430.9 nChanged 2 ComputeScore: Raw -172617.788143 + Penalty 3186.663704 = -169431.124439 Iteration 40F: 3 clusters Score -169431.1 nChanged 2 ComputeScore: Raw -172618.312891 + Penalty 3186.663704 = -169431.649187 Iteration 41Q: 3 clusters Score -169431.6 nChanged 0 ComputeScore: Raw -172618.312891 + Penalty 3186.663704 = -169431.649187 Iteration 42F: 3 clusters Score -169431.6 nChanged 0 Trying to split cluster 9 (4919 points) Assigned 2 initial classes randomly. ComputeScore: Raw -246230.170153 + Penalty 1606.662641 = -244623.507512 Iteration 0F: 2 clusters Score -244623.5 nChanged 0 Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 2: covariance matrix is singular ComputeScore: Raw -246782.187494 + Penalty 3213.325283 = -243568.862211 Iteration 0F: 3 clusters Score -243568.9 nChanged 2489 ComputeScore: Raw -246230.170153 + Penalty 1606.662641 = -244623.507512 Iteration 1F: 2 clusters Score -244623.5 nChanged 0 Trying to split cluster 10 (3954 points) Assigned 2 initial classes randomly. ComputeScore: Raw -151955.508834 + Penalty 1565.389288 = -150390.119547 Iteration 0F: 2 clusters Score -150390.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -150060.863137 + Penalty 3130.778575 = -146930.084562 Iteration 0F: 3 clusters Score -146930.1 nChanged 1515 ComputeScore: Raw -150898.099195 + Penalty 3130.778575 = -147767.320620 Iteration 1F: 3 clusters Score -147767.3 nChanged 292 ComputeScore: Raw -151068.506131 + Penalty 3130.778575 = -147937.727556 Iteration 2F: 3 clusters Score -147937.7 nChanged 194 ComputeScore: Raw -151176.084506 + Penalty 3130.778575 = -148045.305931 Iteration 3Q: 3 clusters Score -148045.3 nChanged 159 ComputeScore: Raw -151266.756549 + Penalty 3130.778575 = -148135.977974 Iteration 4Q: 3 clusters Score -148136 nChanged 144 ComputeScore: Raw -151345.915346 + Penalty 3130.778575 = -148215.136771 Iteration 5Q: 3 clusters Score -148215.1 nChanged 127 ComputeScore: Raw -151409.997095 + Penalty 3130.778575 = -148279.218520 Iteration 6Q: 3 clusters Score -148279.2 nChanged 102 ComputeScore: Raw -151463.449625 + Penalty 3130.778575 = -148332.671050 Iteration 7Q: 3 clusters Score -148332.7 nChanged 89 ComputeScore: Raw -151509.197537 + Penalty 3130.778575 = -148378.418962 Iteration 8Q: 3 clusters Score -148378.4 nChanged 87 ComputeScore: Raw -151551.949915 + Penalty 3130.778575 = -148421.171339 Iteration 9Q: 3 clusters Score -148421.2 nChanged 70 ComputeScore: Raw -151593.310882 + Penalty 3130.778575 = -148462.532306 Iteration 10Q: 3 clusters Score -148462.5 nChanged 66 ComputeScore: Raw -151630.015285 + Penalty 3130.778575 = -148499.236710 Iteration 11Q: 3 clusters Score -148499.2 nChanged 68 ComputeScore: Raw -151667.211494 + Penalty 3130.778575 = -148536.432919 Iteration 12Q: 3 clusters Score -148536.4 nChanged 57 ComputeScore: Raw -151702.153344 + Penalty 3130.778575 = -148571.374768 Iteration 13Q: 3 clusters Score -148571.4 nChanged 63 ComputeScore: Raw -151738.504592 + Penalty 3130.778575 = -148607.726016 Iteration 14Q: 3 clusters Score -148607.7 nChanged 59 ComputeScore: Raw -151774.006041 + Penalty 3130.778575 = -148643.227465 Iteration 15Q: 3 clusters Score -148643.2 nChanged 62 ComputeScore: Raw -151817.020712 + Penalty 3130.778575 = -148686.242137 Iteration 16Q: 3 clusters Score -148686.2 nChanged 57 ComputeScore: Raw -151849.926039 + Penalty 3130.778575 = -148719.147463 Iteration 17Q: 3 clusters Score -148719.1 nChanged 50 ComputeScore: Raw -151881.715834 + Penalty 3130.778575 = -148750.937258 Iteration 18Q: 3 clusters Score -148750.9 nChanged 43 ComputeScore: Raw -151911.291213 + Penalty 3130.778575 = -148780.512638 Iteration 19Q: 3 clusters Score -148780.5 nChanged 45 ComputeScore: Raw -151958.052604 + Penalty 3130.778575 = -148827.274028 Iteration 20F: 3 clusters Score -148827.3 nChanged 60 ComputeScore: Raw -152021.524152 + Penalty 3130.778575 = -148890.745576 Iteration 21Q: 3 clusters Score -148890.7 nChanged 61 ComputeScore: Raw -152094.208744 + Penalty 3130.778575 = -148963.430169 Iteration 22Q: 3 clusters Score -148963.4 nChanged 65 ComputeScore: Raw -152163.997758 + Penalty 3130.778575 = -149033.219183 Iteration 23Q: 3 clusters Score -149033.2 nChanged 69 ComputeScore: Raw -152236.060094 + Penalty 3130.778575 = -149105.281519 Iteration 24Q: 3 clusters Score -149105.3 nChanged 74 ComputeScore: Raw -152318.543480 + Penalty 3130.778575 = -149187.764904 Iteration 25Q: 3 clusters Score -149187.8 nChanged 69 ComputeScore: Raw -152389.882650 + Penalty 3130.778575 = -149259.104074 Iteration 26Q: 3 clusters Score -149259.1 nChanged 45 ComputeScore: Raw -152429.377342 + Penalty 3130.778575 = -149298.598767 Iteration 27Q: 3 clusters Score -149298.6 nChanged 44 ComputeScore: Raw -152463.232513 + Penalty 3130.778575 = -149332.453938 Iteration 28Q: 3 clusters Score -149332.5 nChanged 37 ComputeScore: Raw -152486.700261 + Penalty 3130.778575 = -149355.921686 Iteration 29Q: 3 clusters Score -149355.9 nChanged 25 ComputeScore: Raw -152503.899607 + Penalty 3130.778575 = -149373.121032 Iteration 30Q: 3 clusters Score -149373.1 nChanged 24 ComputeScore: Raw -152514.975584 + Penalty 3130.778575 = -149384.197009 Iteration 31Q: 3 clusters Score -149384.2 nChanged 17 ComputeScore: Raw -152524.585794 + Penalty 3130.778575 = -149393.807218 Iteration 32Q: 3 clusters Score -149393.8 nChanged 16 ComputeScore: Raw -152531.844649 + Penalty 3130.778575 = -149401.066074 Iteration 33Q: 3 clusters Score -149401.1 nChanged 12 ComputeScore: Raw -152536.727318 + Penalty 3130.778575 = -149405.948743 Iteration 34Q: 3 clusters Score -149405.9 nChanged 12 ComputeScore: Raw -152542.633285 + Penalty 3130.778575 = -149411.854709 Iteration 35Q: 3 clusters Score -149411.9 nChanged 8 ComputeScore: Raw -152546.046814 + Penalty 3130.778575 = -149415.268238 Iteration 36Q: 3 clusters Score -149415.3 nChanged 8 ComputeScore: Raw -152550.149606 + Penalty 3130.778575 = -149419.371030 Iteration 37Q: 3 clusters Score -149419.4 nChanged 14 ComputeScore: Raw -152556.952042 + Penalty 3130.778575 = -149426.173467 Iteration 38Q: 3 clusters Score -149426.2 nChanged 9 ComputeScore: Raw -152561.874511 + Penalty 3130.778575 = -149431.095936 Iteration 39Q: 3 clusters Score -149431.1 nChanged 10 ComputeScore: Raw -152565.679852 + Penalty 3130.778575 = -149434.901277 Iteration 40F: 3 clusters Score -149434.9 nChanged 6 ComputeScore: Raw -152567.471815 + Penalty 3130.778575 = -149436.693239 Iteration 41Q: 3 clusters Score -149436.7 nChanged 2 ComputeScore: Raw -152569.215690 + Penalty 3130.778575 = -149438.437114 Iteration 42Q: 3 clusters Score -149438.4 nChanged 2 ComputeScore: Raw -152570.505476 + Penalty 3130.778575 = -149439.726901 Iteration 43Q: 3 clusters Score -149439.7 nChanged 1 ComputeScore: Raw -152571.001513 + Penalty 3130.778575 = -149440.222938 Iteration 44Q: 3 clusters Score -149440.2 nChanged 2 ComputeScore: Raw -152572.043036 + Penalty 3130.778575 = -149441.264460 Iteration 45Q: 3 clusters Score -149441.3 nChanged 1 ComputeScore: Raw -152572.544659 + Penalty 3130.778575 = -149441.766083 Iteration 46Q: 3 clusters Score -149441.8 nChanged 1 ComputeScore: Raw -152572.604861 + Penalty 3130.778575 = -149441.826286 Iteration 47Q: 3 clusters Score -149441.8 nChanged 0 ComputeScore: Raw -152572.604861 + Penalty 3130.778575 = -149441.826286 Iteration 48F: 3 clusters Score -149441.8 nChanged 0 Trying to split cluster 11 (6582 points) Assigned 2 initial classes randomly. ComputeScore: Raw -245148.293335 + Penalty 1661.705753 = -243486.587582 Iteration 0F: 2 clusters Score -243486.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -241728.515904 + Penalty 3323.411505 = -238405.104398 Iteration 0F: 3 clusters Score -238405.1 nChanged 2727 ComputeScore: Raw -243281.644849 + Penalty 3323.411505 = -239958.233343 Iteration 1F: 3 clusters Score -239958.2 nChanged 497 ComputeScore: Raw -243585.567545 + Penalty 3323.411505 = -240262.156040 Iteration 2F: 3 clusters Score -240262.2 nChanged 389 ComputeScore: Raw -243822.489808 + Penalty 3323.411505 = -240499.078302 Iteration 3F: 3 clusters Score -240499.1 nChanged 338 ComputeScore: Raw -244015.023723 + Penalty 3323.411505 = -240691.612217 Iteration 4F: 3 clusters Score -240691.6 nChanged 307 ComputeScore: Raw -244189.175286 + Penalty 3323.411505 = -240865.763781 Iteration 5Q: 3 clusters Score -240865.8 nChanged 299 ComputeScore: Raw -244392.582047 + Penalty 3323.411505 = -241069.170542 Iteration 6Q: 3 clusters Score -241069.2 nChanged 316 ComputeScore: Raw -244597.275488 + Penalty 3323.411505 = -241273.863983 Iteration 7Q: 3 clusters Score -241273.9 nChanged 271 ComputeScore: Raw -244753.792922 + Penalty 3323.411505 = -241430.381417 Iteration 8Q: 3 clusters Score -241430.4 nChanged 214 ComputeScore: Raw -244882.144065 + Penalty 3323.411505 = -241558.732559 Iteration 9Q: 3 clusters Score -241558.7 nChanged 187 ComputeScore: Raw -244985.621009 + Penalty 3323.411505 = -241662.209503 Iteration 10Q: 3 clusters Score -241662.2 nChanged 167 ComputeScore: Raw -245086.949223 + Penalty 3323.411505 = -241763.537718 Iteration 11Q: 3 clusters Score -241763.5 nChanged 160 ComputeScore: Raw -245176.367961 + Penalty 3323.411505 = -241852.956456 Iteration 12Q: 3 clusters Score -241853 nChanged 145 ComputeScore: Raw -245248.910134 + Penalty 3323.411505 = -241925.498629 Iteration 13Q: 3 clusters Score -241925.5 nChanged 102 ComputeScore: Raw -245299.060795 + Penalty 3323.411505 = -241975.649289 Iteration 14Q: 3 clusters Score -241975.6 nChanged 79 ComputeScore: Raw -245342.753343 + Penalty 3323.411505 = -242019.341837 Iteration 15Q: 3 clusters Score -242019.3 nChanged 70 ComputeScore: Raw -245376.882748 + Penalty 3323.411505 = -242053.471243 Iteration 16Q: 3 clusters Score -242053.5 nChanged 56 ComputeScore: Raw -245401.029446 + Penalty 3323.411505 = -242077.617941 Iteration 17Q: 3 clusters Score -242077.6 nChanged 58 ComputeScore: Raw -245430.888309 + Penalty 3323.411505 = -242107.476804 Iteration 18Q: 3 clusters Score -242107.5 nChanged 59 ComputeScore: Raw -245459.270511 + Penalty 3323.411505 = -242135.859006 Iteration 19Q: 3 clusters Score -242135.9 nChanged 50 ComputeScore: Raw -245486.830729 + Penalty 3323.411505 = -242163.419223 Iteration 20F: 3 clusters Score -242163.4 nChanged 53 ComputeScore: Raw -245514.946945 + Penalty 3323.411505 = -242191.535440 Iteration 21Q: 3 clusters Score -242191.5 nChanged 48 ComputeScore: Raw -245548.536313 + Penalty 3323.411505 = -242225.124808 Iteration 22Q: 3 clusters Score -242225.1 nChanged 43 ComputeScore: Raw -245573.069553 + Penalty 3323.411505 = -242249.658048 Iteration 23Q: 3 clusters Score -242249.7 nChanged 38 ComputeScore: Raw -245593.708341 + Penalty 3323.411505 = -242270.296836 Iteration 24Q: 3 clusters Score -242270.3 nChanged 29 ComputeScore: Raw -245607.297086 + Penalty 3323.411505 = -242283.885580 Iteration 25Q: 3 clusters Score -242283.9 nChanged 23 ComputeScore: Raw -245619.558355 + Penalty 3323.411505 = -242296.146850 Iteration 26Q: 3 clusters Score -242296.1 nChanged 19 ComputeScore: Raw -245628.422060 + Penalty 3323.411505 = -242305.010555 Iteration 27Q: 3 clusters Score -242305 nChanged 18 ComputeScore: Raw -245634.990700 + Penalty 3323.411505 = -242311.579195 Iteration 28Q: 3 clusters Score -242311.6 nChanged 16 ComputeScore: Raw -245641.548666 + Penalty 3323.411505 = -242318.137161 Iteration 29Q: 3 clusters Score -242318.1 nChanged 15 ComputeScore: Raw -245648.503241 + Penalty 3323.411505 = -242325.091736 Iteration 30Q: 3 clusters Score -242325.1 nChanged 7 ComputeScore: Raw -245651.038792 + Penalty 3323.411505 = -242327.627287 Iteration 31Q: 3 clusters Score -242327.6 nChanged 6 ComputeScore: Raw -245654.181959 + Penalty 3323.411505 = -242330.770454 Iteration 32Q: 3 clusters Score -242330.8 nChanged 3 ComputeScore: Raw -245655.142411 + Penalty 3323.411505 = -242331.730906 Iteration 33Q: 3 clusters Score -242331.7 nChanged 4 ComputeScore: Raw -245657.079510 + Penalty 3323.411505 = -242333.668005 Iteration 34Q: 3 clusters Score -242333.7 nChanged 4 ComputeScore: Raw -245658.998058 + Penalty 3323.411505 = -242335.586552 Iteration 35Q: 3 clusters Score -242335.6 nChanged 0 ComputeScore: Raw -245658.998058 + Penalty 3323.411505 = -242335.586552 Iteration 36F: 3 clusters Score -242335.6 nChanged 0 Trying to split cluster 12 (1688 points) Assigned 2 initial classes randomly. ComputeScore: Raw -107114.220776 + Penalty 1404.515639 = -105709.705137 Iteration 0F: 2 clusters Score -105709.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -110332.570502 + Penalty 2809.031277 = -107523.539224 Iteration 0F: 3 clusters Score -107523.5 nChanged 563 ComputeScore: Raw -110732.299158 + Penalty 2809.031277 = -107923.267881 Iteration 1F: 3 clusters Score -107923.3 nChanged 134 ComputeScore: Raw -110810.722772 + Penalty 2809.031277 = -108001.691494 Iteration 2F: 3 clusters Score -108001.7 nChanged 75 ComputeScore: Raw -110863.750605 + Penalty 2809.031277 = -108054.719328 Iteration 3Q: 3 clusters Score -108054.7 nChanged 45 ComputeScore: Raw -110920.523603 + Penalty 2809.031277 = -108111.492326 Iteration 4Q: 3 clusters Score -108111.5 nChanged 28 ComputeScore: Raw -110944.650575 + Penalty 2809.031277 = -108135.619298 Iteration 5Q: 3 clusters Score -108135.6 nChanged 33 ComputeScore: Raw -110943.824954 + Penalty 2809.031277 = -108134.793676 Iteration 6Q: 3 clusters Score -108134.8 nChanged 22 ComputeScore: Raw -110978.081819 + Penalty 2809.031277 = -108169.050542 Iteration 7F: 3 clusters Score -108169.1 nChanged 22 ComputeScore: Raw -110971.111518 + Penalty 2809.031277 = -108162.080241 Iteration 8Q: 3 clusters Score -108162.1 nChanged 16 ComputeScore: Raw -110999.645883 + Penalty 2809.031277 = -108190.614606 Iteration 9F: 3 clusters Score -108190.6 nChanged 7 ComputeScore: Raw -111029.063480 + Penalty 2809.031277 = -108220.032203 Iteration 10Q: 3 clusters Score -108220 nChanged 7 ComputeScore: Raw -111007.327342 + Penalty 2809.031277 = -108198.296065 Iteration 11Q: 3 clusters Score -108198.3 nChanged 10 ComputeScore: Raw -111012.626991 + Penalty 2809.031277 = -108203.595713 Iteration 12F: 3 clusters Score -108203.6 nChanged 9 ComputeScore: Raw -110991.305627 + Penalty 2809.031277 = -108182.274350 Iteration 13Q: 3 clusters Score -108182.3 nChanged 6 ComputeScore: Raw -111020.595352 + Penalty 2809.031277 = -108211.564074 Iteration 14F: 3 clusters Score -108211.6 nChanged 8 ComputeScore: Raw -111024.694351 + Penalty 2809.031277 = -108215.663073 Iteration 15Q: 3 clusters Score -108215.7 nChanged 4 ComputeScore: Raw -111027.002805 + Penalty 2809.031277 = -108217.971528 Iteration 16Q: 3 clusters Score -108218 nChanged 4 ComputeScore: Raw -111029.231025 + Penalty 2809.031277 = -108220.199748 Iteration 17Q: 3 clusters Score -108220.2 nChanged 5 ComputeScore: Raw -111011.911817 + Penalty 2809.031277 = -108202.880540 Iteration 18Q: 3 clusters Score -108202.9 nChanged 5 ComputeScore: Raw -111038.326223 + Penalty 2809.031277 = -108229.294945 Iteration 19F: 3 clusters Score -108229.3 nChanged 7 ComputeScore: Raw -111021.279379 + Penalty 2809.031277 = -108212.248101 Iteration 20F: 3 clusters Score -108212.2 nChanged 7 ComputeScore: Raw -111046.707012 + Penalty 2809.031277 = -108237.675734 Iteration 21F: 3 clusters Score -108237.7 nChanged 4 ComputeScore: Raw -111048.331638 + Penalty 2809.031277 = -108239.300361 Iteration 22Q: 3 clusters Score -108239.3 nChanged 2 ComputeScore: Raw -111074.752466 + Penalty 2809.031277 = -108265.721188 Iteration 23Q: 3 clusters Score -108265.7 nChanged 1 ComputeScore: Raw -111053.896393 + Penalty 2809.031277 = -108244.865115 Iteration 24Q: 3 clusters Score -108244.9 nChanged 0 ComputeScore: Raw -111053.896393 + Penalty 2809.031277 = -108244.865115 Iteration 25F: 3 clusters Score -108244.9 nChanged 0 ComputeScore: Raw -5376082.865314 + Penalty 83456.949980 = -5292625.915334Splitting cluster 12 changes total score from -5290941.427761 to -5292625.915334 So it's getting split into cluster 1. Trying to split cluster 13 (3881 points) Assigned 2 initial classes randomly. ComputeScore: Raw -144421.320422 + Penalty 1561.867297 = -142859.453126 Iteration 0F: 2 clusters Score -142859.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -142573.307345 + Penalty 3123.734594 = -139449.572752 Iteration 0F: 3 clusters Score -139449.6 nChanged 1516 ComputeScore: Raw -143455.628481 + Penalty 3123.734594 = -140331.893887 Iteration 1F: 3 clusters Score -140331.9 nChanged 304 ComputeScore: Raw -143609.887954 + Penalty 3123.734594 = -140486.153360 Iteration 2F: 3 clusters Score -140486.2 nChanged 171 ComputeScore: Raw -143695.063791 + Penalty 3123.734594 = -140571.329197 Iteration 3Q: 3 clusters Score -140571.3 nChanged 122 ComputeScore: Raw -143756.702909 + Penalty 3123.734594 = -140632.968316 Iteration 4Q: 3 clusters Score -140633 nChanged 111 ComputeScore: Raw -143809.889056 + Penalty 3123.734594 = -140686.154463 Iteration 5Q: 3 clusters Score -140686.2 nChanged 85 ComputeScore: Raw -143853.459732 + Penalty 3123.734594 = -140729.725139 Iteration 6Q: 3 clusters Score -140729.7 nChanged 97 ComputeScore: Raw -143895.754257 + Penalty 3123.734594 = -140772.019664 Iteration 7Q: 3 clusters Score -140772 nChanged 83 ComputeScore: Raw -143934.156659 + Penalty 3123.734594 = -140810.422065 Iteration 8Q: 3 clusters Score -140810.4 nChanged 79 ComputeScore: Raw -143961.172062 + Penalty 3123.734594 = -140837.437468 Iteration 9Q: 3 clusters Score -140837.4 nChanged 56 ComputeScore: Raw -143985.736137 + Penalty 3123.734594 = -140862.001543 Iteration 10Q: 3 clusters Score -140862 nChanged 77 ComputeScore: Raw -144026.391922 + Penalty 3123.734594 = -140902.657328 Iteration 11Q: 3 clusters Score -140902.7 nChanged 75 ComputeScore: Raw -144064.388444 + Penalty 3123.734594 = -140940.653850 Iteration 12Q: 3 clusters Score -140940.7 nChanged 80 ComputeScore: Raw -144109.170221 + Penalty 3123.734594 = -140985.435627 Iteration 13Q: 3 clusters Score -140985.4 nChanged 81 ComputeScore: Raw -144155.949410 + Penalty 3123.734594 = -141032.214816 Iteration 14Q: 3 clusters Score -141032.2 nChanged 76 ComputeScore: Raw -144200.786281 + Penalty 3123.734594 = -141077.051687 Iteration 15Q: 3 clusters Score -141077.1 nChanged 79 ComputeScore: Raw -144252.707599 + Penalty 3123.734594 = -141128.973005 Iteration 16Q: 3 clusters Score -141129 nChanged 84 ComputeScore: Raw -144306.980815 + Penalty 3123.734594 = -141183.246221 Iteration 17Q: 3 clusters Score -141183.2 nChanged 76 ComputeScore: Raw -144360.105060 + Penalty 3123.734594 = -141236.370466 Iteration 18Q: 3 clusters Score -141236.4 nChanged 71 ComputeScore: Raw -144412.139321 + Penalty 3123.734594 = -141288.404727 Iteration 19Q: 3 clusters Score -141288.4 nChanged 69 ComputeScore: Raw -144456.270513 + Penalty 3123.734594 = -141332.535919 Iteration 20F: 3 clusters Score -141332.5 nChanged 62 ComputeScore: Raw -144498.191914 + Penalty 3123.734594 = -141374.457320 Iteration 21Q: 3 clusters Score -141374.5 nChanged 53 ComputeScore: Raw -144538.508704 + Penalty 3123.734594 = -141414.774110 Iteration 22Q: 3 clusters Score -141414.8 nChanged 50 ComputeScore: Raw -144574.633615 + Penalty 3123.734594 = -141450.899022 Iteration 23Q: 3 clusters Score -141450.9 nChanged 37 ComputeScore: Raw -144599.933500 + Penalty 3123.734594 = -141476.198907 Iteration 24Q: 3 clusters Score -141476.2 nChanged 30 ComputeScore: Raw -144624.028467 + Penalty 3123.734594 = -141500.293873 Iteration 25Q: 3 clusters Score -141500.3 nChanged 35 ComputeScore: Raw -144649.344072 + Penalty 3123.734594 = -141525.609478 Iteration 26Q: 3 clusters Score -141525.6 nChanged 37 ComputeScore: Raw -144676.856349 + Penalty 3123.734594 = -141553.121755 Iteration 27Q: 3 clusters Score -141553.1 nChanged 27 ComputeScore: Raw -144697.414901 + Penalty 3123.734594 = -141573.680307 Iteration 28Q: 3 clusters Score -141573.7 nChanged 21 ComputeScore: Raw -144712.344145 + Penalty 3123.734594 = -141588.609551 Iteration 29Q: 3 clusters Score -141588.6 nChanged 19 ComputeScore: Raw -144725.184916 + Penalty 3123.734594 = -141601.450322 Iteration 30Q: 3 clusters Score -141601.5 nChanged 11 ComputeScore: Raw -144735.762905 + Penalty 3123.734594 = -141612.028311 Iteration 31Q: 3 clusters Score -141612 nChanged 13 ComputeScore: Raw -144746.734752 + Penalty 3123.734594 = -141623.000158 Iteration 32Q: 3 clusters Score -141623 nChanged 7 ComputeScore: Raw -144753.594568 + Penalty 3123.734594 = -141629.859975 Iteration 33Q: 3 clusters Score -141629.9 nChanged 6 ComputeScore: Raw -144761.404803 + Penalty 3123.734594 = -141637.670209 Iteration 34Q: 3 clusters Score -141637.7 nChanged 10 ComputeScore: Raw -144773.331814 + Penalty 3123.734594 = -141649.597220 Iteration 35Q: 3 clusters Score -141649.6 nChanged 7 ComputeScore: Raw -144781.142438 + Penalty 3123.734594 = -141657.407844 Iteration 36Q: 3 clusters Score -141657.4 nChanged 4 ComputeScore: Raw -144784.488025 + Penalty 3123.734594 = -141660.753432 Iteration 37Q: 3 clusters Score -141660.8 nChanged 4 ComputeScore: Raw -144788.005173 + Penalty 3123.734594 = -141664.270580 Iteration 38Q: 3 clusters Score -141664.3 nChanged 1 ComputeScore: Raw -144788.566666 + Penalty 3123.734594 = -141664.832072 Iteration 39Q: 3 clusters Score -141664.8 nChanged 2 ComputeScore: Raw -144791.169457 + Penalty 3123.734594 = -141667.434863 Iteration 40F: 3 clusters Score -141667.4 nChanged 2 ComputeScore: Raw -144792.946468 + Penalty 3123.734594 = -141669.211874 Iteration 41Q: 3 clusters Score -141669.2 nChanged 2 ComputeScore: Raw -144794.625230 + Penalty 3123.734594 = -141670.890636 Iteration 42Q: 3 clusters Score -141670.9 nChanged 0 ComputeScore: Raw -144794.625230 + Penalty 3123.734594 = -141670.890636 Iteration 43F: 3 clusters Score -141670.9 nChanged 0 Trying to split cluster 14 (2066 points) Assigned 2 initial classes randomly. ComputeScore: Raw -80684.519232 + Penalty 1442.706864 = -79241.812368 Iteration 0F: 2 clusters Score -79241.81 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -79794.123693 + Penalty 2885.413728 = -76908.709966 Iteration 0F: 3 clusters Score -76908.71 nChanged 707 ComputeScore: Raw -80285.320632 + Penalty 2885.413728 = -77399.906904 Iteration 1F: 3 clusters Score -77399.91 nChanged 176 ComputeScore: Raw -80412.448958 + Penalty 2885.413728 = -77527.035231 Iteration 2F: 3 clusters Score -77527.04 nChanged 94 ComputeScore: Raw -80480.207979 + Penalty 2885.413728 = -77594.794252 Iteration 3Q: 3 clusters Score -77594.79 nChanged 58 ComputeScore: Raw -80510.528788 + Penalty 2885.413728 = -77625.115061 Iteration 4Q: 3 clusters Score -77625.12 nChanged 33 ComputeScore: Raw -80530.129363 + Penalty 2885.413728 = -77644.715635 Iteration 5Q: 3 clusters Score -77644.72 nChanged 23 ComputeScore: Raw -80542.565516 + Penalty 2885.413728 = -77657.151788 Iteration 6Q: 3 clusters Score -77657.15 nChanged 10 ComputeScore: Raw -80547.013882 + Penalty 2885.413728 = -77661.600155 Iteration 7Q: 3 clusters Score -77661.6 nChanged 7 ComputeScore: Raw -80550.860033 + Penalty 2885.413728 = -77665.446305 Iteration 8Q: 3 clusters Score -77665.45 nChanged 9 ComputeScore: Raw -80556.368315 + Penalty 2885.413728 = -77670.954587 Iteration 9Q: 3 clusters Score -77670.95 nChanged 7 ComputeScore: Raw -80559.712900 + Penalty 2885.413728 = -77674.299172 Iteration 10Q: 3 clusters Score -77674.3 nChanged 7 ComputeScore: Raw -80563.071143 + Penalty 2885.413728 = -77677.657415 Iteration 11Q: 3 clusters Score -77677.66 nChanged 7 ComputeScore: Raw -80566.561263 + Penalty 2885.413728 = -77681.147536 Iteration 12Q: 3 clusters Score -77681.15 nChanged 5 ComputeScore: Raw -80568.401666 + Penalty 2885.413728 = -77682.987939 Iteration 13Q: 3 clusters Score -77682.99 nChanged 7 ComputeScore: Raw -80573.438317 + Penalty 2885.413728 = -77688.024589 Iteration 14Q: 3 clusters Score -77688.02 nChanged 9 ComputeScore: Raw -80580.838223 + Penalty 2885.413728 = -77695.424495 Iteration 15Q: 3 clusters Score -77695.42 nChanged 10 ComputeScore: Raw -80585.375611 + Penalty 2885.413728 = -77699.961884 Iteration 16Q: 3 clusters Score -77699.96 nChanged 9 ComputeScore: Raw -80589.750679 + Penalty 2885.413728 = -77704.336952 Iteration 17Q: 3 clusters Score -77704.34 nChanged 5 ComputeScore: Raw -80591.042706 + Penalty 2885.413728 = -77705.628978 Iteration 18Q: 3 clusters Score -77705.63 nChanged 3 ComputeScore: Raw -80593.485485 + Penalty 2885.413728 = -77708.071758 Iteration 19Q: 3 clusters Score -77708.07 nChanged 4 ComputeScore: Raw -80594.663835 + Penalty 2885.413728 = -77709.250107 Iteration 20F: 3 clusters Score -77709.25 nChanged 2 ComputeScore: Raw -80595.246169 + Penalty 2885.413728 = -77709.832441 Iteration 21Q: 3 clusters Score -77709.83 nChanged 0 ComputeScore: Raw -80595.246169 + Penalty 2885.413728 = -77709.832441 Iteration 22F: 3 clusters Score -77709.83 nChanged 0 Trying to split cluster 15 (6052 points) Assigned 2 initial classes randomly. ComputeScore: Raw -230834.132162 + Penalty 1645.839230 = -229188.292932 Iteration 0F: 2 clusters Score -229188.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -227661.085526 + Penalty 3291.678460 = -224369.407066 Iteration 0F: 3 clusters Score -224369.4 nChanged 2424 ComputeScore: Raw -228957.625526 + Penalty 3291.678460 = -225665.947065 Iteration 1F: 3 clusters Score -225665.9 nChanged 412 ComputeScore: Raw -229165.649312 + Penalty 3291.678460 = -225873.970852 Iteration 2F: 3 clusters Score -225874 nChanged 314 ComputeScore: Raw -229333.170732 + Penalty 3291.678460 = -226041.492271 Iteration 3F: 3 clusters Score -226041.5 nChanged 278 ComputeScore: Raw -229476.796517 + Penalty 3291.678460 = -226185.118056 Iteration 4Q: 3 clusters Score -226185.1 nChanged 244 ComputeScore: Raw -229605.789338 + Penalty 3291.678460 = -226314.110877 Iteration 5Q: 3 clusters Score -226314.1 nChanged 243 ComputeScore: Raw -229736.223427 + Penalty 3291.678460 = -226444.544967 Iteration 6Q: 3 clusters Score -226444.5 nChanged 223 ComputeScore: Raw -229852.086455 + Penalty 3291.678460 = -226560.407995 Iteration 7Q: 3 clusters Score -226560.4 nChanged 222 ComputeScore: Raw -229982.950007 + Penalty 3291.678460 = -226691.271547 Iteration 8Q: 3 clusters Score -226691.3 nChanged 208 ComputeScore: Raw -230118.561004 + Penalty 3291.678460 = -226826.882544 Iteration 9Q: 3 clusters Score -226826.9 nChanged 231 ComputeScore: Raw -230254.818793 + Penalty 3291.678460 = -226963.140333 Iteration 10Q: 3 clusters Score -226963.1 nChanged 210 ComputeScore: Raw -230382.036330 + Penalty 3291.678460 = -227090.357870 Iteration 11Q: 3 clusters Score -227090.4 nChanged 191 ComputeScore: Raw -230487.078945 + Penalty 3291.678460 = -227195.400485 Iteration 12Q: 3 clusters Score -227195.4 nChanged 190 ComputeScore: Raw -230606.206016 + Penalty 3291.678460 = -227314.527555 Iteration 13Q: 3 clusters Score -227314.5 nChanged 184 ComputeScore: Raw -230731.151518 + Penalty 3291.678460 = -227439.473058 Iteration 14Q: 3 clusters Score -227439.5 nChanged 158 ComputeScore: Raw -230837.034827 + Penalty 3291.678460 = -227545.356366 Iteration 15Q: 3 clusters Score -227545.4 nChanged 128 ComputeScore: Raw -230909.666914 + Penalty 3291.678460 = -227617.988453 Iteration 16Q: 3 clusters Score -227618 nChanged 103 ComputeScore: Raw -230978.113492 + Penalty 3291.678460 = -227686.435032 Iteration 17Q: 3 clusters Score -227686.4 nChanged 92 ComputeScore: Raw -231030.346913 + Penalty 3291.678460 = -227738.668453 Iteration 18Q: 3 clusters Score -227738.7 nChanged 68 ComputeScore: Raw -231072.959467 + Penalty 3291.678460 = -227781.281007 Iteration 19Q: 3 clusters Score -227781.3 nChanged 59 ComputeScore: Raw -231115.832850 + Penalty 3291.678460 = -227824.154390 Iteration 20F: 3 clusters Score -227824.2 nChanged 40 ComputeScore: Raw -231144.945023 + Penalty 3291.678460 = -227853.266563 Iteration 21Q: 3 clusters Score -227853.3 nChanged 31 ComputeScore: Raw -231165.465088 + Penalty 3291.678460 = -227873.786628 Iteration 22Q: 3 clusters Score -227873.8 nChanged 30 ComputeScore: Raw -231186.673313 + Penalty 3291.678460 = -227894.994853 Iteration 23Q: 3 clusters Score -227895 nChanged 20 ComputeScore: Raw -231203.179052 + Penalty 3291.678460 = -227911.500592 Iteration 24Q: 3 clusters Score -227911.5 nChanged 21 ComputeScore: Raw -231221.391054 + Penalty 3291.678460 = -227929.712594 Iteration 25Q: 3 clusters Score -227929.7 nChanged 15 ComputeScore: Raw -231230.065516 + Penalty 3291.678460 = -227938.387056 Iteration 26Q: 3 clusters Score -227938.4 nChanged 17 ComputeScore: Raw -231240.452718 + Penalty 3291.678460 = -227948.774258 Iteration 27Q: 3 clusters Score -227948.8 nChanged 12 ComputeScore: Raw -231246.835331 + Penalty 3291.678460 = -227955.156871 Iteration 28Q: 3 clusters Score -227955.2 nChanged 4 ComputeScore: Raw -231248.535580 + Penalty 3291.678460 = -227956.857120 Iteration 29Q: 3 clusters Score -227956.9 nChanged 2 ComputeScore: Raw -231249.371684 + Penalty 3291.678460 = -227957.693223 Iteration 30Q: 3 clusters Score -227957.7 nChanged 0 ComputeScore: Raw -231249.371684 + Penalty 3291.678460 = -227957.693223 Iteration 31F: 3 clusters Score -227957.7 nChanged 0 Trying to split cluster 16 (3222 points) Assigned 2 initial classes randomly. ComputeScore: Raw -122166.592604 + Penalty 1526.696180 = -120639.896425 Iteration 0F: 2 clusters Score -120639.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -120696.673809 + Penalty 3053.392359 = -117643.281450 Iteration 0F: 3 clusters Score -117643.3 nChanged 1210 ComputeScore: Raw -121454.092622 + Penalty 3053.392359 = -118400.700263 Iteration 1F: 3 clusters Score -118400.7 nChanged 230 ComputeScore: Raw -121576.378014 + Penalty 3053.392359 = -118522.985655 Iteration 2F: 3 clusters Score -118523 nChanged 126 ComputeScore: Raw -121633.710939 + Penalty 3053.392359 = -118580.318580 Iteration 3Q: 3 clusters Score -118580.3 nChanged 84 ComputeScore: Raw -121677.411168 + Penalty 3053.392359 = -118624.018809 Iteration 4Q: 3 clusters Score -118624 nChanged 73 ComputeScore: Raw -121716.159828 + Penalty 3053.392359 = -118662.767469 Iteration 5Q: 3 clusters Score -118662.8 nChanged 65 ComputeScore: Raw -121750.848258 + Penalty 3053.392359 = -118697.455899 Iteration 6Q: 3 clusters Score -118697.5 nChanged 55 ComputeScore: Raw -121774.771718 + Penalty 3053.392359 = -118721.379359 Iteration 7Q: 3 clusters Score -118721.4 nChanged 49 ComputeScore: Raw -121798.455043 + Penalty 3053.392359 = -118745.062684 Iteration 8Q: 3 clusters Score -118745.1 nChanged 41 ComputeScore: Raw -121817.245615 + Penalty 3053.392359 = -118763.853256 Iteration 9Q: 3 clusters Score -118763.9 nChanged 37 ComputeScore: Raw -121839.083646 + Penalty 3053.392359 = -118785.691287 Iteration 10Q: 3 clusters Score -118785.7 nChanged 48 ComputeScore: Raw -121867.802841 + Penalty 3053.392359 = -118814.410482 Iteration 11Q: 3 clusters Score -118814.4 nChanged 53 ComputeScore: Raw -121899.293271 + Penalty 3053.392359 = -118845.900912 Iteration 12Q: 3 clusters Score -118845.9 nChanged 49 ComputeScore: Raw -121927.754321 + Penalty 3053.392359 = -118874.361962 Iteration 13Q: 3 clusters Score -118874.4 nChanged 48 ComputeScore: Raw -121955.797710 + Penalty 3053.392359 = -118902.405351 Iteration 14Q: 3 clusters Score -118902.4 nChanged 57 ComputeScore: Raw -121992.097839 + Penalty 3053.392359 = -118938.705480 Iteration 15Q: 3 clusters Score -118938.7 nChanged 60 ComputeScore: Raw -122029.075890 + Penalty 3053.392359 = -118975.683531 Iteration 16Q: 3 clusters Score -118975.7 nChanged 57 ComputeScore: Raw -122059.319177 + Penalty 3053.392359 = -119005.926818 Iteration 17Q: 3 clusters Score -119005.9 nChanged 56 ComputeScore: Raw -122099.839062 + Penalty 3053.392359 = -119046.446703 Iteration 18Q: 3 clusters Score -119046.4 nChanged 66 ComputeScore: Raw -122144.915491 + Penalty 3053.392359 = -119091.523131 Iteration 19Q: 3 clusters Score -119091.5 nChanged 58 ComputeScore: Raw -122184.006184 + Penalty 3053.392359 = -119130.613825 Iteration 20F: 3 clusters Score -119130.6 nChanged 60 ComputeScore: Raw -122220.507247 + Penalty 3053.392359 = -119167.114888 Iteration 21Q: 3 clusters Score -119167.1 nChanged 47 ComputeScore: Raw -122252.517613 + Penalty 3053.392359 = -119199.125254 Iteration 22Q: 3 clusters Score -119199.1 nChanged 48 ComputeScore: Raw -122280.253854 + Penalty 3053.392359 = -119226.861495 Iteration 23Q: 3 clusters Score -119226.9 nChanged 37 ComputeScore: Raw -122300.610938 + Penalty 3053.392359 = -119247.218579 Iteration 24Q: 3 clusters Score -119247.2 nChanged 33 ComputeScore: Raw -122317.153059 + Penalty 3053.392359 = -119263.760700 Iteration 25Q: 3 clusters Score -119263.8 nChanged 31 ComputeScore: Raw -122330.050642 + Penalty 3053.392359 = -119276.658283 Iteration 26Q: 3 clusters Score -119276.7 nChanged 16 ComputeScore: Raw -122341.682002 + Penalty 3053.392359 = -119288.289642 Iteration 27Q: 3 clusters Score -119288.3 nChanged 26 ComputeScore: Raw -122358.248542 + Penalty 3053.392359 = -119304.856183 Iteration 28Q: 3 clusters Score -119304.9 nChanged 30 ComputeScore: Raw -122376.441191 + Penalty 3053.392359 = -119323.048832 Iteration 29Q: 3 clusters Score -119323 nChanged 29 ComputeScore: Raw -122390.639269 + Penalty 3053.392359 = -119337.246909 Iteration 30Q: 3 clusters Score -119337.2 nChanged 20 ComputeScore: Raw -122398.058688 + Penalty 3053.392359 = -119344.666329 Iteration 31Q: 3 clusters Score -119344.7 nChanged 17 ComputeScore: Raw -122404.162158 + Penalty 3053.392359 = -119350.769799 Iteration 32Q: 3 clusters Score -119350.8 nChanged 15 ComputeScore: Raw -122411.672126 + Penalty 3053.392359 = -119358.279767 Iteration 33Q: 3 clusters Score -119358.3 nChanged 13 ComputeScore: Raw -122419.743865 + Penalty 3053.392359 = -119366.351506 Iteration 34Q: 3 clusters Score -119366.4 nChanged 14 ComputeScore: Raw -122428.193481 + Penalty 3053.392359 = -119374.801121 Iteration 35Q: 3 clusters Score -119374.8 nChanged 13 ComputeScore: Raw -122433.495115 + Penalty 3053.392359 = -119380.102756 Iteration 36Q: 3 clusters Score -119380.1 nChanged 15 ComputeScore: Raw -122438.422736 + Penalty 3053.392359 = -119385.030377 Iteration 37Q: 3 clusters Score -119385 nChanged 8 ComputeScore: Raw -122441.518244 + Penalty 3053.392359 = -119388.125885 Iteration 38Q: 3 clusters Score -119388.1 nChanged 8 ComputeScore: Raw -122445.165037 + Penalty 3053.392359 = -119391.772678 Iteration 39Q: 3 clusters Score -119391.8 nChanged 8 ComputeScore: Raw -122447.624224 + Penalty 3053.392359 = -119394.231864 Iteration 40F: 3 clusters Score -119394.2 nChanged 8 ComputeScore: Raw -122451.464152 + Penalty 3053.392359 = -119398.071793 Iteration 41Q: 3 clusters Score -119398.1 nChanged 9 ComputeScore: Raw -122454.383204 + Penalty 3053.392359 = -119400.990845 Iteration 42Q: 3 clusters Score -119401 nChanged 5 ComputeScore: Raw -122455.714716 + Penalty 3053.392359 = -119402.322357 Iteration 43Q: 3 clusters Score -119402.3 nChanged 2 ComputeScore: Raw -122456.236323 + Penalty 3053.392359 = -119402.843964 Iteration 44Q: 3 clusters Score -119402.8 nChanged 0 ComputeScore: Raw -122456.236323 + Penalty 3053.392359 = -119402.843964 Iteration 45F: 3 clusters Score -119402.8 nChanged 0 Trying to split cluster 17 (5563 points) Assigned 2 initial classes randomly. ComputeScore: Raw -211355.067977 + Penalty 1629.915741 = -209725.152236 Iteration 0F: 2 clusters Score -209725.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -208453.145593 + Penalty 3259.831482 = -205193.314111 Iteration 0F: 3 clusters Score -205193.3 nChanged 2278 ComputeScore: Raw -209687.455109 + Penalty 3259.831482 = -206427.623626 Iteration 1F: 3 clusters Score -206427.6 nChanged 416 ComputeScore: Raw -209887.611762 + Penalty 3259.831482 = -206627.780280 Iteration 2F: 3 clusters Score -206627.8 nChanged 297 ComputeScore: Raw -210025.891522 + Penalty 3259.831482 = -206766.060039 Iteration 3F: 3 clusters Score -206766.1 nChanged 232 ComputeScore: Raw -210132.612123 + Penalty 3259.831482 = -206872.780640 Iteration 4Q: 3 clusters Score -206872.8 nChanged 200 ComputeScore: Raw -210231.658244 + Penalty 3259.831482 = -206971.826762 Iteration 5Q: 3 clusters Score -206971.8 nChanged 170 ComputeScore: Raw -210311.055317 + Penalty 3259.831482 = -207051.223834 Iteration 6Q: 3 clusters Score -207051.2 nChanged 142 ComputeScore: Raw -210379.074814 + Penalty 3259.831482 = -207119.243332 Iteration 7Q: 3 clusters Score -207119.2 nChanged 140 ComputeScore: Raw -210458.651279 + Penalty 3259.831482 = -207198.819797 Iteration 8Q: 3 clusters Score -207198.8 nChanged 152 ComputeScore: Raw -210535.456738 + Penalty 3259.831482 = -207275.625256 Iteration 9Q: 3 clusters Score -207275.6 nChanged 171 ComputeScore: Raw -210623.886458 + Penalty 3259.831482 = -207364.054976 Iteration 10Q: 3 clusters Score -207364.1 nChanged 170 ComputeScore: Raw -210728.918478 + Penalty 3259.831482 = -207469.086996 Iteration 11Q: 3 clusters Score -207469.1 nChanged 183 ComputeScore: Raw -210845.172860 + Penalty 3259.831482 = -207585.341378 Iteration 12Q: 3 clusters Score -207585.3 nChanged 189 ComputeScore: Raw -210962.918105 + Penalty 3259.831482 = -207703.086623 Iteration 13Q: 3 clusters Score -207703.1 nChanged 189 ComputeScore: Raw -211079.555239 + Penalty 3259.831482 = -207819.723757 Iteration 14Q: 3 clusters Score -207819.7 nChanged 174 ComputeScore: Raw -211178.196490 + Penalty 3259.831482 = -207918.365007 Iteration 15Q: 3 clusters Score -207918.4 nChanged 154 ComputeScore: Raw -211260.611180 + Penalty 3259.831482 = -208000.779698 Iteration 16Q: 3 clusters Score -208000.8 nChanged 125 ComputeScore: Raw -211321.133307 + Penalty 3259.831482 = -208061.301825 Iteration 17Q: 3 clusters Score -208061.3 nChanged 91 ComputeScore: Raw -211359.608928 + Penalty 3259.831482 = -208099.777445 Iteration 18Q: 3 clusters Score -208099.8 nChanged 74 ComputeScore: Raw -211391.857835 + Penalty 3259.831482 = -208132.026353 Iteration 19Q: 3 clusters Score -208132 nChanged 76 ComputeScore: Raw -211421.468696 + Penalty 3259.831482 = -208161.637214 Iteration 20F: 3 clusters Score -208161.6 nChanged 53 ComputeScore: Raw -211439.459219 + Penalty 3259.831482 = -208179.627737 Iteration 21Q: 3 clusters Score -208179.6 nChanged 43 ComputeScore: Raw -211456.754540 + Penalty 3259.831482 = -208196.923058 Iteration 22Q: 3 clusters Score -208196.9 nChanged 46 ComputeScore: Raw -211470.449803 + Penalty 3259.831482 = -208210.618321 Iteration 23Q: 3 clusters Score -208210.6 nChanged 36 ComputeScore: Raw -211479.641712 + Penalty 3259.831482 = -208219.810230 Iteration 24Q: 3 clusters Score -208219.8 nChanged 27 ComputeScore: Raw -211488.604003 + Penalty 3259.831482 = -208228.772521 Iteration 25Q: 3 clusters Score -208228.8 nChanged 37 ComputeScore: Raw -211501.432324 + Penalty 3259.831482 = -208241.600842 Iteration 26Q: 3 clusters Score -208241.6 nChanged 37 ComputeScore: Raw -211511.854709 + Penalty 3259.831482 = -208252.023227 Iteration 27Q: 3 clusters Score -208252 nChanged 28 ComputeScore: Raw -211521.160231 + Penalty 3259.831482 = -208261.328749 Iteration 28Q: 3 clusters Score -208261.3 nChanged 21 ComputeScore: Raw -211528.367331 + Penalty 3259.831482 = -208268.535848 Iteration 29Q: 3 clusters Score -208268.5 nChanged 26 ComputeScore: Raw -211536.536366 + Penalty 3259.831482 = -208276.704884 Iteration 30Q: 3 clusters Score -208276.7 nChanged 28 ComputeScore: Raw -211544.739850 + Penalty 3259.831482 = -208284.908368 Iteration 31Q: 3 clusters Score -208284.9 nChanged 29 ComputeScore: Raw -211552.906732 + Penalty 3259.831482 = -208293.075250 Iteration 32Q: 3 clusters Score -208293.1 nChanged 23 ComputeScore: Raw -211560.406103 + Penalty 3259.831482 = -208300.574620 Iteration 33Q: 3 clusters Score -208300.6 nChanged 24 ComputeScore: Raw -211572.007001 + Penalty 3259.831482 = -208312.175519 Iteration 34Q: 3 clusters Score -208312.2 nChanged 36 ComputeScore: Raw -211591.706324 + Penalty 3259.831482 = -208331.874842 Iteration 35Q: 3 clusters Score -208331.9 nChanged 50 ComputeScore: Raw -211616.517426 + Penalty 3259.831482 = -208356.685944 Iteration 36Q: 3 clusters Score -208356.7 nChanged 58 ComputeScore: Raw -211642.823735 + Penalty 3259.831482 = -208382.992253 Iteration 37Q: 3 clusters Score -208383 nChanged 44 ComputeScore: Raw -211663.916471 + Penalty 3259.831482 = -208404.084989 Iteration 38Q: 3 clusters Score -208404.1 nChanged 51 ComputeScore: Raw -211680.670185 + Penalty 3259.831482 = -208420.838703 Iteration 39Q: 3 clusters Score -208420.8 nChanged 37 ComputeScore: Raw -211692.909072 + Penalty 3259.831482 = -208433.077590 Iteration 40F: 3 clusters Score -208433.1 nChanged 37 ComputeScore: Raw -211705.675923 + Penalty 3259.831482 = -208445.844441 Iteration 41Q: 3 clusters Score -208445.8 nChanged 43 ComputeScore: Raw -211728.468407 + Penalty 3259.831482 = -208468.636925 Iteration 42Q: 3 clusters Score -208468.6 nChanged 57 ComputeScore: Raw -211763.459824 + Penalty 3259.831482 = -208503.628342 Iteration 43Q: 3 clusters Score -208503.6 nChanged 65 ComputeScore: Raw -211806.252030 + Penalty 3259.831482 = -208546.420548 Iteration 44Q: 3 clusters Score -208546.4 nChanged 77 ComputeScore: Raw -211859.901269 + Penalty 3259.831482 = -208600.069787 Iteration 45Q: 3 clusters Score -208600.1 nChanged 80 ComputeScore: Raw -211920.568383 + Penalty 3259.831482 = -208660.736901 Iteration 46Q: 3 clusters Score -208660.7 nChanged 94 ComputeScore: Raw -211995.347146 + Penalty 3259.831482 = -208735.515663 Iteration 47Q: 3 clusters Score -208735.5 nChanged 86 ComputeScore: Raw -212068.681060 + Penalty 3259.831482 = -208808.849578 Iteration 48Q: 3 clusters Score -208808.8 nChanged 87 ComputeScore: Raw -212140.095573 + Penalty 3259.831482 = -208880.264091 Iteration 49Q: 3 clusters Score -208880.3 nChanged 80 ComputeScore: Raw -212199.492839 + Penalty 3259.831482 = -208939.661356 Iteration 50Q: 3 clusters Score -208939.7 nChanged 73 ComputeScore: Raw -212239.933544 + Penalty 3259.831482 = -208980.102062 Iteration 51Q: 3 clusters Score -208980.1 nChanged 61 ComputeScore: Raw -212271.381631 + Penalty 3259.831482 = -209011.550148 Iteration 52Q: 3 clusters Score -209011.6 nChanged 53 ComputeScore: Raw -212305.780681 + Penalty 3259.831482 = -209045.949199 Iteration 53Q: 3 clusters Score -209045.9 nChanged 59 ComputeScore: Raw -212354.411880 + Penalty 3259.831482 = -209094.580398 Iteration 54Q: 3 clusters Score -209094.6 nChanged 65 ComputeScore: Raw -212395.421337 + Penalty 3259.831482 = -209135.589855 Iteration 55Q: 3 clusters Score -209135.6 nChanged 47 ComputeScore: Raw -212420.503741 + Penalty 3259.831482 = -209160.672259 Iteration 56Q: 3 clusters Score -209160.7 nChanged 34 ComputeScore: Raw -212434.221902 + Penalty 3259.831482 = -209174.390420 Iteration 57Q: 3 clusters Score -209174.4 nChanged 25 ComputeScore: Raw -212444.496296 + Penalty 3259.831482 = -209184.664814 Iteration 58Q: 3 clusters Score -209184.7 nChanged 22 ComputeScore: Raw -212453.101492 + Penalty 3259.831482 = -209193.270010 Iteration 59Q: 3 clusters Score -209193.3 nChanged 20 ComputeScore: Raw -212473.428551 + Penalty 3259.831482 = -209213.597068 Iteration 60F: 3 clusters Score -209213.6 nChanged 28 ComputeScore: Raw -212495.628477 + Penalty 3259.831482 = -209235.796994 Iteration 61Q: 3 clusters Score -209235.8 nChanged 33 ComputeScore: Raw -212507.901260 + Penalty 3259.831482 = -209248.069778 Iteration 62Q: 3 clusters Score -209248.1 nChanged 22 ComputeScore: Raw -212514.977855 + Penalty 3259.831482 = -209255.146373 Iteration 63Q: 3 clusters Score -209255.1 nChanged 12 ComputeScore: Raw -212519.812627 + Penalty 3259.831482 = -209259.981145 Iteration 64Q: 3 clusters Score -209260 nChanged 17 ComputeScore: Raw -212524.081963 + Penalty 3259.831482 = -209264.250481 Iteration 65Q: 3 clusters Score -209264.3 nChanged 14 ComputeScore: Raw -212527.779416 + Penalty 3259.831482 = -209267.947934 Iteration 66Q: 3 clusters Score -209267.9 nChanged 13 ComputeScore: Raw -212531.302016 + Penalty 3259.831482 = -209271.470534 Iteration 67Q: 3 clusters Score -209271.5 nChanged 12 ComputeScore: Raw -212534.407403 + Penalty 3259.831482 = -209274.575921 Iteration 68Q: 3 clusters Score -209274.6 nChanged 7 ComputeScore: Raw -212535.964589 + Penalty 3259.831482 = -209276.133107 Iteration 69Q: 3 clusters Score -209276.1 nChanged 9 ComputeScore: Raw -212537.520134 + Penalty 3259.831482 = -209277.688652 Iteration 70Q: 3 clusters Score -209277.7 nChanged 2 ComputeScore: Raw -212538.069064 + Penalty 3259.831482 = -209278.237581 Iteration 71Q: 3 clusters Score -209278.2 nChanged 1 ComputeScore: Raw -212538.359285 + Penalty 3259.831482 = -209278.527803 Iteration 72Q: 3 clusters Score -209278.5 nChanged 1 ComputeScore: Raw -212538.677265 + Penalty 3259.831482 = -209278.845783 Iteration 73Q: 3 clusters Score -209278.8 nChanged 0 ComputeScore: Raw -212538.677265 + Penalty 3259.831482 = -209278.845783 Iteration 74F: 3 clusters Score -209278.8 nChanged 0 Trying to split cluster 18 (4262 points) Assigned 2 initial classes randomly. ComputeScore: Raw -157026.421954 + Penalty 1579.566331 = -155446.855624 Iteration 0F: 2 clusters Score -155446.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -154925.953639 + Penalty 3159.132661 = -151766.820978 Iteration 0F: 3 clusters Score -151766.8 nChanged 1672 ComputeScore: Raw -156022.770665 + Penalty 3159.132661 = -152863.638004 Iteration 1F: 3 clusters Score -152863.6 nChanged 403 ComputeScore: Raw -156341.186864 + Penalty 3159.132661 = -153182.054203 Iteration 2F: 3 clusters Score -153182.1 nChanged 286 ComputeScore: Raw -156544.973854 + Penalty 3159.132661 = -153385.841193 Iteration 3F: 3 clusters Score -153385.8 nChanged 218 ComputeScore: Raw -156705.077394 + Penalty 3159.132661 = -153545.944733 Iteration 4F: 3 clusters Score -153545.9 nChanged 186 ComputeScore: Raw -156847.015919 + Penalty 3159.132661 = -153687.883258 Iteration 5Q: 3 clusters Score -153687.9 nChanged 182 ComputeScore: Raw -156985.752753 + Penalty 3159.132661 = -153826.620091 Iteration 6Q: 3 clusters Score -153826.6 nChanged 170 ComputeScore: Raw -157101.328961 + Penalty 3159.132661 = -153942.196300 Iteration 7Q: 3 clusters Score -153942.2 nChanged 132 ComputeScore: Raw -157191.823170 + Penalty 3159.132661 = -154032.690509 Iteration 8Q: 3 clusters Score -154032.7 nChanged 118 ComputeScore: Raw -157275.296476 + Penalty 3159.132661 = -154116.163815 Iteration 9Q: 3 clusters Score -154116.2 nChanged 106 ComputeScore: Raw -157339.636498 + Penalty 3159.132661 = -154180.503836 Iteration 10Q: 3 clusters Score -154180.5 nChanged 73 ComputeScore: Raw -157386.685611 + Penalty 3159.132661 = -154227.552949 Iteration 11Q: 3 clusters Score -154227.6 nChanged 54 ComputeScore: Raw -157418.201350 + Penalty 3159.132661 = -154259.068689 Iteration 12Q: 3 clusters Score -154259.1 nChanged 51 ComputeScore: Raw -157446.047942 + Penalty 3159.132661 = -154286.915281 Iteration 13Q: 3 clusters Score -154286.9 nChanged 31 ComputeScore: Raw -157461.464705 + Penalty 3159.132661 = -154302.332044 Iteration 14Q: 3 clusters Score -154302.3 nChanged 32 ComputeScore: Raw -157482.509062 + Penalty 3159.132661 = -154323.376401 Iteration 15Q: 3 clusters Score -154323.4 nChanged 28 ComputeScore: Raw -157496.673141 + Penalty 3159.132661 = -154337.540480 Iteration 16Q: 3 clusters Score -154337.5 nChanged 16 ComputeScore: Raw -157504.670012 + Penalty 3159.132661 = -154345.537351 Iteration 17Q: 3 clusters Score -154345.5 nChanged 9 ComputeScore: Raw -157508.177007 + Penalty 3159.132661 = -154349.044346 Iteration 18Q: 3 clusters Score -154349 nChanged 13 ComputeScore: Raw -157516.366739 + Penalty 3159.132661 = -154357.234077 Iteration 19Q: 3 clusters Score -154357.2 nChanged 8 ComputeScore: Raw -157521.276689 + Penalty 3159.132661 = -154362.144028 Iteration 20F: 3 clusters Score -154362.1 nChanged 12 ComputeScore: Raw -157530.485484 + Penalty 3159.132661 = -154371.352822 Iteration 21Q: 3 clusters Score -154371.4 nChanged 14 ComputeScore: Raw -157540.287897 + Penalty 3159.132661 = -154381.155236 Iteration 22Q: 3 clusters Score -154381.2 nChanged 5 ComputeScore: Raw -157543.031327 + Penalty 3159.132661 = -154383.898666 Iteration 23Q: 3 clusters Score -154383.9 nChanged 1 ComputeScore: Raw -157543.339592 + Penalty 3159.132661 = -154384.206931 Iteration 24Q: 3 clusters Score -154384.2 nChanged 0 ComputeScore: Raw -157543.339592 + Penalty 3159.132661 = -154384.206931 Iteration 25F: 3 clusters Score -154384.2 nChanged 0 Trying to split cluster 19 (4976 points) Assigned 2 initial classes randomly. ComputeScore: Raw -187911.668180 + Penalty 1608.840129 = -186302.828051 Iteration 0F: 2 clusters Score -186302.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -185418.930944 + Penalty 3217.680258 = -182201.250686 Iteration 0F: 3 clusters Score -182201.3 nChanged 1965 ComputeScore: Raw -186432.425414 + Penalty 3217.680258 = -183214.745156 Iteration 1F: 3 clusters Score -183214.7 nChanged 349 ComputeScore: Raw -186643.437024 + Penalty 3217.680258 = -183425.756766 Iteration 2F: 3 clusters Score -183425.8 nChanged 271 ComputeScore: Raw -186799.620535 + Penalty 3217.680258 = -183581.940277 Iteration 3F: 3 clusters Score -183581.9 nChanged 232 ComputeScore: Raw -186929.528683 + Penalty 3217.680258 = -183711.848426 Iteration 4Q: 3 clusters Score -183711.8 nChanged 199 ComputeScore: Raw -187053.297723 + Penalty 3217.680258 = -183835.617465 Iteration 5Q: 3 clusters Score -183835.6 nChanged 212 ComputeScore: Raw -187181.731746 + Penalty 3217.680258 = -183964.051488 Iteration 6Q: 3 clusters Score -183964.1 nChanged 206 ComputeScore: Raw -187345.165661 + Penalty 3217.680258 = -184127.485403 Iteration 7Q: 3 clusters Score -184127.5 nChanged 215 ComputeScore: Raw -187560.176241 + Penalty 3217.680258 = -184342.495983 Iteration 8Q: 3 clusters Score -184342.5 nChanged 241 ComputeScore: Raw -187843.231993 + Penalty 3217.680258 = -184625.551735 Iteration 9Q: 3 clusters Score -184625.6 nChanged 250 ComputeScore: Raw -188133.157295 + Penalty 3217.680258 = -184915.477037 Iteration 10F: 3 clusters Score -184915.5 nChanged 231 ComputeScore: Raw -188403.995832 + Penalty 3217.680258 = -185186.315574 Iteration 11Q: 3 clusters Score -185186.3 nChanged 216 ComputeScore: Raw -188615.285984 + Penalty 3217.680258 = -185397.605726 Iteration 12Q: 3 clusters Score -185397.6 nChanged 201 ComputeScore: Raw -188799.861241 + Penalty 3217.680258 = -185582.180984 Iteration 13Q: 3 clusters Score -185582.2 nChanged 151 ComputeScore: Raw -188919.142838 + Penalty 3217.680258 = -185701.462580 Iteration 14Q: 3 clusters Score -185701.5 nChanged 111 ComputeScore: Raw -189002.945419 + Penalty 3217.680258 = -185785.265162 Iteration 15Q: 3 clusters Score -185785.3 nChanged 83 ComputeScore: Raw -189051.747993 + Penalty 3217.680258 = -185834.067735 Iteration 16Q: 3 clusters Score -185834.1 nChanged 57 ComputeScore: Raw -189091.993370 + Penalty 3217.680258 = -185874.313112 Iteration 17Q: 3 clusters Score -185874.3 nChanged 58 ComputeScore: Raw -189135.324270 + Penalty 3217.680258 = -185917.644012 Iteration 18Q: 3 clusters Score -185917.6 nChanged 57 ComputeScore: Raw -189164.604615 + Penalty 3217.680258 = -185946.924357 Iteration 19Q: 3 clusters Score -185946.9 nChanged 33 ComputeScore: Raw -189178.130884 + Penalty 3217.680258 = -185960.450626 Iteration 20F: 3 clusters Score -185960.5 nChanged 24 ComputeScore: Raw -189186.545606 + Penalty 3217.680258 = -185968.865348 Iteration 21Q: 3 clusters Score -185968.9 nChanged 15 ComputeScore: Raw -189191.977912 + Penalty 3217.680258 = -185974.297654 Iteration 22Q: 3 clusters Score -185974.3 nChanged 12 ComputeScore: Raw -189195.692025 + Penalty 3217.680258 = -185978.011767 Iteration 23Q: 3 clusters Score -185978 nChanged 11 ComputeScore: Raw -189200.487263 + Penalty 3217.680258 = -185982.807005 Iteration 24Q: 3 clusters Score -185982.8 nChanged 10 ComputeScore: Raw -189203.140221 + Penalty 3217.680258 = -185985.459963 Iteration 25Q: 3 clusters Score -185985.5 nChanged 5 ComputeScore: Raw -189204.629772 + Penalty 3217.680258 = -185986.949514 Iteration 26Q: 3 clusters Score -185986.9 nChanged 3 ComputeScore: Raw -189205.471215 + Penalty 3217.680258 = -185987.790958 Iteration 27Q: 3 clusters Score -185987.8 nChanged 3 ComputeScore: Raw -189206.404889 + Penalty 3217.680258 = -185988.724631 Iteration 28Q: 3 clusters Score -185988.7 nChanged 4 ComputeScore: Raw -189207.385853 + Penalty 3217.680258 = -185989.705595 Iteration 29Q: 3 clusters Score -185989.7 nChanged 2 ComputeScore: Raw -189207.905187 + Penalty 3217.680258 = -185990.224929 Iteration 30Q: 3 clusters Score -185990.2 nChanged 1 ComputeScore: Raw -189208.080923 + Penalty 3217.680258 = -185990.400666 Iteration 31Q: 3 clusters Score -185990.4 nChanged 0 ComputeScore: Raw -189208.080923 + Penalty 3217.680258 = -185990.400666 Iteration 32F: 3 clusters Score -185990.4 nChanged 0 Trying to split cluster 20 (4398 points) Assigned 2 initial classes randomly. ComputeScore: Raw -168858.428410 + Penalty 1585.503077 = -167272.925333 Iteration 0F: 2 clusters Score -167272.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -166688.337790 + Penalty 3171.006155 = -163517.331635 Iteration 0F: 3 clusters Score -163517.3 nChanged 1709 ComputeScore: Raw -167654.017168 + Penalty 3171.006155 = -164483.011013 Iteration 1F: 3 clusters Score -164483 nChanged 309 ComputeScore: Raw -167813.737888 + Penalty 3171.006155 = -164642.731733 Iteration 2F: 3 clusters Score -164642.7 nChanged 207 ComputeScore: Raw -167921.655794 + Penalty 3171.006155 = -164750.649639 Iteration 3Q: 3 clusters Score -164750.6 nChanged 159 ComputeScore: Raw -168007.198627 + Penalty 3171.006155 = -164836.192473 Iteration 4Q: 3 clusters Score -164836.2 nChanged 130 ComputeScore: Raw -168070.270580 + Penalty 3171.006155 = -164899.264426 Iteration 5Q: 3 clusters Score -164899.3 nChanged 125 ComputeScore: Raw -168126.545878 + Penalty 3171.006155 = -164955.539723 Iteration 6Q: 3 clusters Score -164955.5 nChanged 101 ComputeScore: Raw -168170.071209 + Penalty 3171.006155 = -164999.065054 Iteration 7Q: 3 clusters Score -164999.1 nChanged 89 ComputeScore: Raw -168212.255855 + Penalty 3171.006155 = -165041.249700 Iteration 8Q: 3 clusters Score -165041.2 nChanged 88 ComputeScore: Raw -168256.019133 + Penalty 3171.006155 = -165085.012978 Iteration 9Q: 3 clusters Score -165085 nChanged 88 ComputeScore: Raw -168302.715302 + Penalty 3171.006155 = -165131.709147 Iteration 10Q: 3 clusters Score -165131.7 nChanged 91 ComputeScore: Raw -168353.661405 + Penalty 3171.006155 = -165182.655251 Iteration 11Q: 3 clusters Score -165182.7 nChanged 98 ComputeScore: Raw -168408.174284 + Penalty 3171.006155 = -165237.168129 Iteration 12Q: 3 clusters Score -165237.2 nChanged 90 ComputeScore: Raw -168458.847861 + Penalty 3171.006155 = -165287.841706 Iteration 13Q: 3 clusters Score -165287.8 nChanged 81 ComputeScore: Raw -168506.302762 + Penalty 3171.006155 = -165335.296607 Iteration 14Q: 3 clusters Score -165335.3 nChanged 74 ComputeScore: Raw -168542.466704 + Penalty 3171.006155 = -165371.460549 Iteration 15Q: 3 clusters Score -165371.5 nChanged 62 ComputeScore: Raw -168574.744542 + Penalty 3171.006155 = -165403.738387 Iteration 16Q: 3 clusters Score -165403.7 nChanged 48 ComputeScore: Raw -168598.843613 + Penalty 3171.006155 = -165427.837458 Iteration 17Q: 3 clusters Score -165427.8 nChanged 50 ComputeScore: Raw -168623.917204 + Penalty 3171.006155 = -165452.911049 Iteration 18Q: 3 clusters Score -165452.9 nChanged 42 ComputeScore: Raw -168646.403376 + Penalty 3171.006155 = -165475.397222 Iteration 19Q: 3 clusters Score -165475.4 nChanged 36 ComputeScore: Raw -168663.991261 + Penalty 3171.006155 = -165492.985106 Iteration 20F: 3 clusters Score -165493 nChanged 45 ComputeScore: Raw -168683.743852 + Penalty 3171.006155 = -165512.737698 Iteration 21Q: 3 clusters Score -165512.7 nChanged 37 ComputeScore: Raw -168706.746659 + Penalty 3171.006155 = -165535.740505 Iteration 22Q: 3 clusters Score -165535.7 nChanged 46 ComputeScore: Raw -168733.754500 + Penalty 3171.006155 = -165562.748346 Iteration 23Q: 3 clusters Score -165562.7 nChanged 42 ComputeScore: Raw -168756.533712 + Penalty 3171.006155 = -165585.527557 Iteration 24Q: 3 clusters Score -165585.5 nChanged 39 ComputeScore: Raw -168777.200374 + Penalty 3171.006155 = -165606.194219 Iteration 25Q: 3 clusters Score -165606.2 nChanged 34 ComputeScore: Raw -168792.148002 + Penalty 3171.006155 = -165621.141847 Iteration 26Q: 3 clusters Score -165621.1 nChanged 24 ComputeScore: Raw -168805.742152 + Penalty 3171.006155 = -165634.735997 Iteration 27Q: 3 clusters Score -165634.7 nChanged 25 ComputeScore: Raw -168819.006009 + Penalty 3171.006155 = -165647.999855 Iteration 28Q: 3 clusters Score -165648 nChanged 23 ComputeScore: Raw -168827.483838 + Penalty 3171.006155 = -165656.477684 Iteration 29Q: 3 clusters Score -165656.5 nChanged 18 ComputeScore: Raw -168837.335271 + Penalty 3171.006155 = -165666.329117 Iteration 30Q: 3 clusters Score -165666.3 nChanged 21 ComputeScore: Raw -168849.045095 + Penalty 3171.006155 = -165678.038940 Iteration 31Q: 3 clusters Score -165678 nChanged 21 ComputeScore: Raw -168858.937630 + Penalty 3171.006155 = -165687.931475 Iteration 32Q: 3 clusters Score -165687.9 nChanged 18 ComputeScore: Raw -168868.540966 + Penalty 3171.006155 = -165697.534811 Iteration 33Q: 3 clusters Score -165697.5 nChanged 17 ComputeScore: Raw -168876.607487 + Penalty 3171.006155 = -165705.601333 Iteration 34Q: 3 clusters Score -165705.6 nChanged 15 ComputeScore: Raw -168883.860396 + Penalty 3171.006155 = -165712.854241 Iteration 35Q: 3 clusters Score -165712.9 nChanged 19 ComputeScore: Raw -168898.865565 + Penalty 3171.006155 = -165727.859410 Iteration 36Q: 3 clusters Score -165727.9 nChanged 20 ComputeScore: Raw -168907.031190 + Penalty 3171.006155 = -165736.025035 Iteration 37Q: 3 clusters Score -165736 nChanged 13 ComputeScore: Raw -168913.373873 + Penalty 3171.006155 = -165742.367719 Iteration 38Q: 3 clusters Score -165742.4 nChanged 19 ComputeScore: Raw -168923.477595 + Penalty 3171.006155 = -165752.471440 Iteration 39Q: 3 clusters Score -165752.5 nChanged 19 ComputeScore: Raw -168932.428856 + Penalty 3171.006155 = -165761.422701 Iteration 40F: 3 clusters Score -165761.4 nChanged 13 ComputeScore: Raw -168939.617992 + Penalty 3171.006155 = -165768.611837 Iteration 41Q: 3 clusters Score -165768.6 nChanged 17 ComputeScore: Raw -168952.733125 + Penalty 3171.006155 = -165781.726971 Iteration 42Q: 3 clusters Score -165781.7 nChanged 16 ComputeScore: Raw -168962.176534 + Penalty 3171.006155 = -165791.170380 Iteration 43Q: 3 clusters Score -165791.2 nChanged 11 ComputeScore: Raw -168968.821325 + Penalty 3171.006155 = -165797.815171 Iteration 44Q: 3 clusters Score -165797.8 nChanged 12 ComputeScore: Raw -168974.370736 + Penalty 3171.006155 = -165803.364581 Iteration 45Q: 3 clusters Score -165803.4 nChanged 8 ComputeScore: Raw -168979.170682 + Penalty 3171.006155 = -165808.164528 Iteration 46Q: 3 clusters Score -165808.2 nChanged 4 ComputeScore: Raw -168980.299187 + Penalty 3171.006155 = -165809.293032 Iteration 47Q: 3 clusters Score -165809.3 nChanged 4 ComputeScore: Raw -168982.218776 + Penalty 3171.006155 = -165811.212622 Iteration 48Q: 3 clusters Score -165811.2 nChanged 5 ComputeScore: Raw -168986.464056 + Penalty 3171.006155 = -165815.457901 Iteration 49Q: 3 clusters Score -165815.5 nChanged 6 ComputeScore: Raw -168990.665462 + Penalty 3171.006155 = -165819.659308 Iteration 50Q: 3 clusters Score -165819.7 nChanged 7 ComputeScore: Raw -168993.072111 + Penalty 3171.006155 = -165822.065956 Iteration 51Q: 3 clusters Score -165822.1 nChanged 6 ComputeScore: Raw -168994.521962 + Penalty 3171.006155 = -165823.515808 Iteration 52Q: 3 clusters Score -165823.5 nChanged 2 ComputeScore: Raw -168994.744434 + Penalty 3171.006155 = -165823.738279 Iteration 53Q: 3 clusters Score -165823.7 nChanged 0 ComputeScore: Raw -168994.744434 + Penalty 3171.006155 = -165823.738279 Iteration 54F: 3 clusters Score -165823.7 nChanged 0 Trying to split cluster 21 (3270 points) Assigned 2 initial classes randomly. ComputeScore: Raw -126673.283222 + Penalty 1529.491055 = -125143.792167 Iteration 0F: 2 clusters Score -125143.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -125142.389593 + Penalty 3058.982110 = -122083.407483 Iteration 0F: 3 clusters Score -122083.4 nChanged 1257 ComputeScore: Raw -125833.170655 + Penalty 3058.982110 = -122774.188545 Iteration 1F: 3 clusters Score -122774.2 nChanged 244 ComputeScore: Raw -125963.315207 + Penalty 3058.982110 = -122904.333097 Iteration 2F: 3 clusters Score -122904.3 nChanged 139 ComputeScore: Raw -126040.821319 + Penalty 3058.982110 = -122981.839209 Iteration 3Q: 3 clusters Score -122981.8 nChanged 107 ComputeScore: Raw -126089.952036 + Penalty 3058.982110 = -123030.969926 Iteration 4Q: 3 clusters Score -123031 nChanged 86 ComputeScore: Raw -126128.043756 + Penalty 3058.982110 = -123069.061646 Iteration 5Q: 3 clusters Score -123069.1 nChanged 67 ComputeScore: Raw -126159.853360 + Penalty 3058.982110 = -123100.871251 Iteration 6Q: 3 clusters Score -123100.9 nChanged 65 ComputeScore: Raw -126189.744887 + Penalty 3058.982110 = -123130.762777 Iteration 7Q: 3 clusters Score -123130.8 nChanged 61 ComputeScore: Raw -126220.093597 + Penalty 3058.982110 = -123161.111488 Iteration 8Q: 3 clusters Score -123161.1 nChanged 59 ComputeScore: Raw -126251.419948 + Penalty 3058.982110 = -123192.437838 Iteration 9Q: 3 clusters Score -123192.4 nChanged 58 ComputeScore: Raw -126277.096377 + Penalty 3058.982110 = -123218.114267 Iteration 10Q: 3 clusters Score -123218.1 nChanged 46 ComputeScore: Raw -126299.126440 + Penalty 3058.982110 = -123240.144331 Iteration 11Q: 3 clusters Score -123240.1 nChanged 53 ComputeScore: Raw -126327.946517 + Penalty 3058.982110 = -123268.964407 Iteration 12Q: 3 clusters Score -123269 nChanged 51 ComputeScore: Raw -126358.251626 + Penalty 3058.982110 = -123299.269516 Iteration 13Q: 3 clusters Score -123299.3 nChanged 63 ComputeScore: Raw -126397.139229 + Penalty 3058.982110 = -123338.157119 Iteration 14Q: 3 clusters Score -123338.2 nChanged 60 ComputeScore: Raw -126434.399604 + Penalty 3058.982110 = -123375.417494 Iteration 15Q: 3 clusters Score -123375.4 nChanged 56 ComputeScore: Raw -126461.766422 + Penalty 3058.982110 = -123402.784313 Iteration 16Q: 3 clusters Score -123402.8 nChanged 51 ComputeScore: Raw -126486.834942 + Penalty 3058.982110 = -123427.852833 Iteration 17Q: 3 clusters Score -123427.9 nChanged 48 ComputeScore: Raw -126506.904359 + Penalty 3058.982110 = -123447.922250 Iteration 18Q: 3 clusters Score -123447.9 nChanged 29 ComputeScore: Raw -126517.160801 + Penalty 3058.982110 = -123458.178692 Iteration 19Q: 3 clusters Score -123458.2 nChanged 23 ComputeScore: Raw -126524.096819 + Penalty 3058.982110 = -123465.114709 Iteration 20F: 3 clusters Score -123465.1 nChanged 16 ComputeScore: Raw -126529.565573 + Penalty 3058.982110 = -123470.583463 Iteration 21Q: 3 clusters Score -123470.6 nChanged 16 ComputeScore: Raw -126536.920436 + Penalty 3058.982110 = -123477.938326 Iteration 22Q: 3 clusters Score -123477.9 nChanged 16 ComputeScore: Raw -126542.704316 + Penalty 3058.982110 = -123483.722206 Iteration 23Q: 3 clusters Score -123483.7 nChanged 11 ComputeScore: Raw -126546.085203 + Penalty 3058.982110 = -123487.103093 Iteration 24Q: 3 clusters Score -123487.1 nChanged 5 ComputeScore: Raw -126548.208260 + Penalty 3058.982110 = -123489.226150 Iteration 25Q: 3 clusters Score -123489.2 nChanged 7 ComputeScore: Raw -126550.897449 + Penalty 3058.982110 = -123491.915340 Iteration 26Q: 3 clusters Score -123491.9 nChanged 13 ComputeScore: Raw -126555.667273 + Penalty 3058.982110 = -123496.685163 Iteration 27Q: 3 clusters Score -123496.7 nChanged 12 ComputeScore: Raw -126559.880908 + Penalty 3058.982110 = -123500.898798 Iteration 28Q: 3 clusters Score -123500.9 nChanged 10 ComputeScore: Raw -126562.832048 + Penalty 3058.982110 = -123503.849938 Iteration 29Q: 3 clusters Score -123503.8 nChanged 11 ComputeScore: Raw -126567.016917 + Penalty 3058.982110 = -123508.034807 Iteration 30Q: 3 clusters Score -123508 nChanged 8 ComputeScore: Raw -126569.922878 + Penalty 3058.982110 = -123510.940768 Iteration 31Q: 3 clusters Score -123510.9 nChanged 7 ComputeScore: Raw -126572.373414 + Penalty 3058.982110 = -123513.391304 Iteration 32Q: 3 clusters Score -123513.4 nChanged 8 ComputeScore: Raw -126575.245234 + Penalty 3058.982110 = -123516.263125 Iteration 33Q: 3 clusters Score -123516.3 nChanged 11 ComputeScore: Raw -126579.753102 + Penalty 3058.982110 = -123520.770992 Iteration 34Q: 3 clusters Score -123520.8 nChanged 11 ComputeScore: Raw -126586.186533 + Penalty 3058.982110 = -123527.204423 Iteration 35Q: 3 clusters Score -123527.2 nChanged 12 ComputeScore: Raw -126591.002216 + Penalty 3058.982110 = -123532.020106 Iteration 36Q: 3 clusters Score -123532 nChanged 12 ComputeScore: Raw -126594.940789 + Penalty 3058.982110 = -123535.958679 Iteration 37Q: 3 clusters Score -123536 nChanged 11 ComputeScore: Raw -126598.770677 + Penalty 3058.982110 = -123539.788567 Iteration 38Q: 3 clusters Score -123539.8 nChanged 8 ComputeScore: Raw -126600.377692 + Penalty 3058.982110 = -123541.395582 Iteration 39Q: 3 clusters Score -123541.4 nChanged 5 ComputeScore: Raw -126602.197312 + Penalty 3058.982110 = -123543.215203 Iteration 40F: 3 clusters Score -123543.2 nChanged 5 ComputeScore: Raw -126604.540130 + Penalty 3058.982110 = -123545.558020 Iteration 41Q: 3 clusters Score -123545.6 nChanged 6 ComputeScore: Raw -126606.341443 + Penalty 3058.982110 = -123547.359333 Iteration 42Q: 3 clusters Score -123547.4 nChanged 6 ComputeScore: Raw -126608.815053 + Penalty 3058.982110 = -123549.832943 Iteration 43Q: 3 clusters Score -123549.8 nChanged 4 ComputeScore: Raw -126610.068644 + Penalty 3058.982110 = -123551.086534 Iteration 44Q: 3 clusters Score -123551.1 nChanged 3 ComputeScore: Raw -126611.739277 + Penalty 3058.982110 = -123552.757167 Iteration 45Q: 3 clusters Score -123552.8 nChanged 4 ComputeScore: Raw -126613.552870 + Penalty 3058.982110 = -123554.570761 Iteration 46Q: 3 clusters Score -123554.6 nChanged 6 ComputeScore: Raw -126615.158571 + Penalty 3058.982110 = -123556.176462 Iteration 47Q: 3 clusters Score -123556.2 nChanged 6 ComputeScore: Raw -126617.069084 + Penalty 3058.982110 = -123558.086974 Iteration 48Q: 3 clusters Score -123558.1 nChanged 5 ComputeScore: Raw -126619.200185 + Penalty 3058.982110 = -123560.218076 Iteration 49Q: 3 clusters Score -123560.2 nChanged 5 ComputeScore: Raw -126620.450426 + Penalty 3058.982110 = -123561.468316 Iteration 50Q: 3 clusters Score -123561.5 nChanged 3 ComputeScore: Raw -126621.349895 + Penalty 3058.982110 = -123562.367785 Iteration 51Q: 3 clusters Score -123562.4 nChanged 1 ComputeScore: Raw -126621.825575 + Penalty 3058.982110 = -123562.843465 Iteration 52Q: 3 clusters Score -123562.8 nChanged 2 ComputeScore: Raw -126622.346247 + Penalty 3058.982110 = -123563.364137 Iteration 53Q: 3 clusters Score -123563.4 nChanged 1 ComputeScore: Raw -126622.532284 + Penalty 3058.982110 = -123563.550174 Iteration 54Q: 3 clusters Score -123563.6 nChanged 0 ComputeScore: Raw -126622.532284 + Penalty 3058.982110 = -123563.550174 Iteration 55F: 3 clusters Score -123563.6 nChanged 0 Trying to split cluster 22 (4270 points) Assigned 2 initial classes randomly. ComputeScore: Raw -164276.721618 + Penalty 1579.920761 = -162696.800857 Iteration 0F: 2 clusters Score -162696.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -162218.782905 + Penalty 3159.841522 = -159058.941383 Iteration 0F: 3 clusters Score -159058.9 nChanged 1638 ComputeScore: Raw -163134.261916 + Penalty 3159.841522 = -159974.420394 Iteration 1F: 3 clusters Score -159974.4 nChanged 324 ComputeScore: Raw -163317.836911 + Penalty 3159.841522 = -160157.995389 Iteration 2F: 3 clusters Score -160158 nChanged 214 ComputeScore: Raw -163447.048924 + Penalty 3159.841522 = -160287.207402 Iteration 3F: 3 clusters Score -160287.2 nChanged 180 ComputeScore: Raw -163564.764838 + Penalty 3159.841522 = -160404.923316 Iteration 4Q: 3 clusters Score -160404.9 nChanged 170 ComputeScore: Raw -163675.144550 + Penalty 3159.841522 = -160515.303028 Iteration 5Q: 3 clusters Score -160515.3 nChanged 152 ComputeScore: Raw -163775.463918 + Penalty 3159.841522 = -160615.622395 Iteration 6Q: 3 clusters Score -160615.6 nChanged 150 ComputeScore: Raw -163876.721107 + Penalty 3159.841522 = -160716.879584 Iteration 7Q: 3 clusters Score -160716.9 nChanged 130 ComputeScore: Raw -163964.373296 + Penalty 3159.841522 = -160804.531774 Iteration 8Q: 3 clusters Score -160804.5 nChanged 101 ComputeScore: Raw -164018.525059 + Penalty 3159.841522 = -160858.683537 Iteration 9Q: 3 clusters Score -160858.7 nChanged 89 ComputeScore: Raw -164071.024307 + Penalty 3159.841522 = -160911.182784 Iteration 10Q: 3 clusters Score -160911.2 nChanged 88 ComputeScore: Raw -164121.067234 + Penalty 3159.841522 = -160961.225712 Iteration 11Q: 3 clusters Score -160961.2 nChanged 61 ComputeScore: Raw -164152.585530 + Penalty 3159.841522 = -160992.744008 Iteration 12Q: 3 clusters Score -160992.7 nChanged 63 ComputeScore: Raw -164189.342859 + Penalty 3159.841522 = -161029.501337 Iteration 13Q: 3 clusters Score -161029.5 nChanged 66 ComputeScore: Raw -164234.364206 + Penalty 3159.841522 = -161074.522684 Iteration 14Q: 3 clusters Score -161074.5 nChanged 61 ComputeScore: Raw -164272.167177 + Penalty 3159.841522 = -161112.325655 Iteration 15Q: 3 clusters Score -161112.3 nChanged 55 ComputeScore: Raw -164306.792669 + Penalty 3159.841522 = -161146.951147 Iteration 16Q: 3 clusters Score -161147 nChanged 49 ComputeScore: Raw -164332.392758 + Penalty 3159.841522 = -161172.551236 Iteration 17Q: 3 clusters Score -161172.6 nChanged 43 ComputeScore: Raw -164358.055841 + Penalty 3159.841522 = -161198.214318 Iteration 18Q: 3 clusters Score -161198.2 nChanged 52 ComputeScore: Raw -164387.202522 + Penalty 3159.841522 = -161227.361000 Iteration 19Q: 3 clusters Score -161227.4 nChanged 52 ComputeScore: Raw -164423.622443 + Penalty 3159.841522 = -161263.780921 Iteration 20F: 3 clusters Score -161263.8 nChanged 61 ComputeScore: Raw -164466.955096 + Penalty 3159.841522 = -161307.113574 Iteration 21Q: 3 clusters Score -161307.1 nChanged 54 ComputeScore: Raw -164498.857262 + Penalty 3159.841522 = -161339.015740 Iteration 22Q: 3 clusters Score -161339 nChanged 42 ComputeScore: Raw -164526.092679 + Penalty 3159.841522 = -161366.251157 Iteration 23Q: 3 clusters Score -161366.3 nChanged 39 ComputeScore: Raw -164550.971288 + Penalty 3159.841522 = -161391.129766 Iteration 24Q: 3 clusters Score -161391.1 nChanged 37 ComputeScore: Raw -164572.844319 + Penalty 3159.841522 = -161413.002796 Iteration 25Q: 3 clusters Score -161413 nChanged 35 ComputeScore: Raw -164595.953976 + Penalty 3159.841522 = -161436.112454 Iteration 26Q: 3 clusters Score -161436.1 nChanged 36 ComputeScore: Raw -164623.435362 + Penalty 3159.841522 = -161463.593840 Iteration 27Q: 3 clusters Score -161463.6 nChanged 30 ComputeScore: Raw -164641.378197 + Penalty 3159.841522 = -161481.536675 Iteration 28Q: 3 clusters Score -161481.5 nChanged 26 ComputeScore: Raw -164653.962311 + Penalty 3159.841522 = -161494.120789 Iteration 29Q: 3 clusters Score -161494.1 nChanged 20 ComputeScore: Raw -164664.261327 + Penalty 3159.841522 = -161504.419805 Iteration 30Q: 3 clusters Score -161504.4 nChanged 17 ComputeScore: Raw -164670.189079 + Penalty 3159.841522 = -161510.347556 Iteration 31Q: 3 clusters Score -161510.3 nChanged 10 ComputeScore: Raw -164673.939145 + Penalty 3159.841522 = -161514.097623 Iteration 32Q: 3 clusters Score -161514.1 nChanged 9 ComputeScore: Raw -164675.775248 + Penalty 3159.841522 = -161515.933726 Iteration 33Q: 3 clusters Score -161515.9 nChanged 3 ComputeScore: Raw -164677.062713 + Penalty 3159.841522 = -161517.221191 Iteration 34Q: 3 clusters Score -161517.2 nChanged 3 ComputeScore: Raw -164678.251132 + Penalty 3159.841522 = -161518.409609 Iteration 35Q: 3 clusters Score -161518.4 nChanged 2 ComputeScore: Raw -164678.665267 + Penalty 3159.841522 = -161518.823745 Iteration 36Q: 3 clusters Score -161518.8 nChanged 1 ComputeScore: Raw -164678.869389 + Penalty 3159.841522 = -161519.027867 Iteration 37Q: 3 clusters Score -161519 nChanged 0 ComputeScore: Raw -164678.869389 + Penalty 3159.841522 = -161519.027867 Iteration 38F: 3 clusters Score -161519 nChanged 0 Trying to split cluster 23 (3660 points) Assigned 2 initial classes randomly. ComputeScore: Raw -139652.544270 + Penalty 1550.786283 = -138101.757987 Iteration 0F: 2 clusters Score -138101.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -137893.970581 + Penalty 3101.572565 = -134792.398016 Iteration 0F: 3 clusters Score -134792.4 nChanged 1409 ComputeScore: Raw -138807.320651 + Penalty 3101.572565 = -135705.748085 Iteration 1F: 3 clusters Score -135705.7 nChanged 337 ComputeScore: Raw -139070.109173 + Penalty 3101.572565 = -135968.536607 Iteration 2F: 3 clusters Score -135968.5 nChanged 238 ComputeScore: Raw -139282.639022 + Penalty 3101.572565 = -136181.066457 Iteration 3F: 3 clusters Score -136181.1 nChanged 221 ComputeScore: Raw -139475.859007 + Penalty 3101.572565 = -136374.286442 Iteration 4F: 3 clusters Score -136374.3 nChanged 181 ComputeScore: Raw -139609.596215 + Penalty 3101.572565 = -136508.023650 Iteration 5Q: 3 clusters Score -136508 nChanged 138 ComputeScore: Raw -139701.590161 + Penalty 3101.572565 = -136600.017596 Iteration 6Q: 3 clusters Score -136600 nChanged 103 ComputeScore: Raw -139768.896860 + Penalty 3101.572565 = -136667.324295 Iteration 7Q: 3 clusters Score -136667.3 nChanged 76 ComputeScore: Raw -139816.868139 + Penalty 3101.572565 = -136715.295574 Iteration 8Q: 3 clusters Score -136715.3 nChanged 57 ComputeScore: Raw -139852.285885 + Penalty 3101.572565 = -136750.713320 Iteration 9Q: 3 clusters Score -136750.7 nChanged 46 ComputeScore: Raw -139879.756908 + Penalty 3101.572565 = -136778.184343 Iteration 10Q: 3 clusters Score -136778.2 nChanged 46 ComputeScore: Raw -139907.307855 + Penalty 3101.572565 = -136805.735290 Iteration 11Q: 3 clusters Score -136805.7 nChanged 39 ComputeScore: Raw -139928.547515 + Penalty 3101.572565 = -136826.974949 Iteration 12Q: 3 clusters Score -136827 nChanged 36 ComputeScore: Raw -139954.610778 + Penalty 3101.572565 = -136853.038213 Iteration 13Q: 3 clusters Score -136853 nChanged 34 ComputeScore: Raw -139972.470079 + Penalty 3101.572565 = -136870.897513 Iteration 14Q: 3 clusters Score -136870.9 nChanged 28 ComputeScore: Raw -139986.531928 + Penalty 3101.572565 = -136884.959363 Iteration 15Q: 3 clusters Score -136885 nChanged 26 ComputeScore: Raw -140004.234055 + Penalty 3101.572565 = -136902.661490 Iteration 16Q: 3 clusters Score -136902.7 nChanged 25 ComputeScore: Raw -140019.126495 + Penalty 3101.572565 = -136917.553930 Iteration 17Q: 3 clusters Score -136917.6 nChanged 23 ComputeScore: Raw -140036.540900 + Penalty 3101.572565 = -136934.968335 Iteration 18Q: 3 clusters Score -136935 nChanged 23 ComputeScore: Raw -140051.412366 + Penalty 3101.572565 = -136949.839801 Iteration 19Q: 3 clusters Score -136949.8 nChanged 26 ComputeScore: Raw -140065.141122 + Penalty 3101.572565 = -136963.568557 Iteration 20F: 3 clusters Score -136963.6 nChanged 14 ComputeScore: Raw -140076.031706 + Penalty 3101.572565 = -136974.459140 Iteration 21Q: 3 clusters Score -136974.5 nChanged 17 ComputeScore: Raw -140084.585093 + Penalty 3101.572565 = -136983.012527 Iteration 22Q: 3 clusters Score -136983 nChanged 7 ComputeScore: Raw -140086.945789 + Penalty 3101.572565 = -136985.373224 Iteration 23Q: 3 clusters Score -136985.4 nChanged 6 ComputeScore: Raw -140089.217276 + Penalty 3101.572565 = -136987.644711 Iteration 24Q: 3 clusters Score -136987.6 nChanged 6 ComputeScore: Raw -140092.767118 + Penalty 3101.572565 = -136991.194553 Iteration 25Q: 3 clusters Score -136991.2 nChanged 7 ComputeScore: Raw -140096.367634 + Penalty 3101.572565 = -136994.795069 Iteration 26Q: 3 clusters Score -136994.8 nChanged 4 ComputeScore: Raw -140098.595506 + Penalty 3101.572565 = -136997.022940 Iteration 27Q: 3 clusters Score -136997 nChanged 5 ComputeScore: Raw -140101.622502 + Penalty 3101.572565 = -137000.049937 Iteration 28Q: 3 clusters Score -137000 nChanged 6 ComputeScore: Raw -140104.577220 + Penalty 3101.572565 = -137003.004655 Iteration 29Q: 3 clusters Score -137003 nChanged 5 ComputeScore: Raw -140106.775104 + Penalty 3101.572565 = -137005.202539 Iteration 30Q: 3 clusters Score -137005.2 nChanged 7 ComputeScore: Raw -140109.470915 + Penalty 3101.572565 = -137007.898350 Iteration 31Q: 3 clusters Score -137007.9 nChanged 2 ComputeScore: Raw -140110.013021 + Penalty 3101.572565 = -137008.440456 Iteration 32Q: 3 clusters Score -137008.4 nChanged 0 ComputeScore: Raw -140110.013021 + Penalty 3101.572565 = -137008.440456 Iteration 33F: 3 clusters Score -137008.4 nChanged 0 Trying to split cluster 24 (5838 points) Assigned 2 initial classes randomly. ComputeScore: Raw -223573.741180 + Penalty 1639.035131 = -221934.706049 Iteration 0F: 2 clusters Score -221934.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -220529.641129 + Penalty 3278.070262 = -217251.570867 Iteration 0F: 3 clusters Score -217251.6 nChanged 2357 ComputeScore: Raw -221915.445344 + Penalty 3278.070262 = -218637.375082 Iteration 1F: 3 clusters Score -218637.4 nChanged 450 ComputeScore: Raw -222330.367966 + Penalty 3278.070262 = -219052.297704 Iteration 2F: 3 clusters Score -219052.3 nChanged 397 ComputeScore: Raw -223285.957981 + Penalty 3278.070262 = -220007.887718 Iteration 3F: 3 clusters Score -220007.9 nChanged 530 ComputeScore: Raw -228659.226154 + Penalty 3278.070262 = -225381.155891 Iteration 4F: 3 clusters Score -225381.2 nChanged 1406 Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -228948.712544 + Penalty 3278.070262 = -225670.642281 Iteration 5F: 3 clusters Score -225670.6 nChanged 370 ComputeScore: Raw -173503.438342 + Penalty 1639.035131 = -171864.403210 Iteration 6F: 2 clusters Score -171864.4 nChanged 4431 ComputeScore: Raw -223573.741180 + Penalty 1639.035131 = -221934.706049 Iteration 7F: 2 clusters Score -221934.7 nChanged 0 Trying to split cluster 25 (4929 points) Assigned 2 initial classes randomly. ComputeScore: Raw -180319.701362 + Penalty 1607.046476 = -178712.654886 Iteration 0F: 2 clusters Score -178712.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -177882.935423 + Penalty 3214.092952 = -174668.842472 Iteration 0F: 3 clusters Score -174668.8 nChanged 1961 ComputeScore: Raw -179087.827394 + Penalty 3214.092952 = -175873.734443 Iteration 1F: 3 clusters Score -175873.7 nChanged 445 ComputeScore: Raw -179401.275491 + Penalty 3214.092952 = -176187.182539 Iteration 2F: 3 clusters Score -176187.2 nChanged 325 ComputeScore: Raw -179603.064061 + Penalty 3214.092952 = -176388.971109 Iteration 3F: 3 clusters Score -176389 nChanged 249 ComputeScore: Raw -179760.165483 + Penalty 3214.092952 = -176546.072532 Iteration 4F: 3 clusters Score -176546.1 nChanged 208 ComputeScore: Raw -179883.484671 + Penalty 3214.092952 = -176669.391719 Iteration 5Q: 3 clusters Score -176669.4 nChanged 191 ComputeScore: Raw -179991.024577 + Penalty 3214.092952 = -176776.931625 Iteration 6Q: 3 clusters Score -176776.9 nChanged 160 ComputeScore: Raw -180077.556346 + Penalty 3214.092952 = -176863.463394 Iteration 7Q: 3 clusters Score -176863.5 nChanged 132 ComputeScore: Raw -180141.117430 + Penalty 3214.092952 = -176927.024478 Iteration 8Q: 3 clusters Score -176927 nChanged 104 ComputeScore: Raw -180187.041224 + Penalty 3214.092952 = -176972.948273 Iteration 9Q: 3 clusters Score -176972.9 nChanged 90 ComputeScore: Raw -180229.395873 + Penalty 3214.092952 = -177015.302921 Iteration 10Q: 3 clusters Score -177015.3 nChanged 90 ComputeScore: Raw -180273.711533 + Penalty 3214.092952 = -177059.618581 Iteration 11Q: 3 clusters Score -177059.6 nChanged 84 ComputeScore: Raw -180319.613653 + Penalty 3214.092952 = -177105.520702 Iteration 12Q: 3 clusters Score -177105.5 nChanged 95 ComputeScore: Raw -180367.964716 + Penalty 3214.092952 = -177153.871764 Iteration 13Q: 3 clusters Score -177153.9 nChanged 85 ComputeScore: Raw -180410.047061 + Penalty 3214.092952 = -177195.954109 Iteration 14Q: 3 clusters Score -177196 nChanged 70 ComputeScore: Raw -180444.758040 + Penalty 3214.092952 = -177230.665088 Iteration 15Q: 3 clusters Score -177230.7 nChanged 72 ComputeScore: Raw -180479.132806 + Penalty 3214.092952 = -177265.039854 Iteration 16Q: 3 clusters Score -177265 nChanged 65 ComputeScore: Raw -180512.724311 + Penalty 3214.092952 = -177298.631360 Iteration 17Q: 3 clusters Score -177298.6 nChanged 67 ComputeScore: Raw -180550.915272 + Penalty 3214.092952 = -177336.822320 Iteration 18Q: 3 clusters Score -177336.8 nChanged 65 ComputeScore: Raw -180589.059621 + Penalty 3214.092952 = -177374.966669 Iteration 19Q: 3 clusters Score -177375 nChanged 64 ComputeScore: Raw -180635.631494 + Penalty 3214.092952 = -177421.538542 Iteration 20F: 3 clusters Score -177421.5 nChanged 76 ComputeScore: Raw -180693.838308 + Penalty 3214.092952 = -177479.745356 Iteration 21Q: 3 clusters Score -177479.7 nChanged 69 ComputeScore: Raw -180748.790610 + Penalty 3214.092952 = -177534.697658 Iteration 22Q: 3 clusters Score -177534.7 nChanged 63 ComputeScore: Raw -180794.673908 + Penalty 3214.092952 = -177580.580956 Iteration 23Q: 3 clusters Score -177580.6 nChanged 51 ComputeScore: Raw -180833.479712 + Penalty 3214.092952 = -177619.386760 Iteration 24Q: 3 clusters Score -177619.4 nChanged 38 ComputeScore: Raw -180854.385782 + Penalty 3214.092952 = -177640.292830 Iteration 25Q: 3 clusters Score -177640.3 nChanged 17 ComputeScore: Raw -180864.616606 + Penalty 3214.092952 = -177650.523655 Iteration 26Q: 3 clusters Score -177650.5 nChanged 15 ComputeScore: Raw -180872.484312 + Penalty 3214.092952 = -177658.391360 Iteration 27Q: 3 clusters Score -177658.4 nChanged 10 ComputeScore: Raw -180877.600112 + Penalty 3214.092952 = -177663.507160 Iteration 28Q: 3 clusters Score -177663.5 nChanged 5 ComputeScore: Raw -180880.857672 + Penalty 3214.092952 = -177666.764720 Iteration 29Q: 3 clusters Score -177666.8 nChanged 8 ComputeScore: Raw -180885.308453 + Penalty 3214.092952 = -177671.215501 Iteration 30Q: 3 clusters Score -177671.2 nChanged 8 ComputeScore: Raw -180889.198498 + Penalty 3214.092952 = -177675.105546 Iteration 31Q: 3 clusters Score -177675.1 nChanged 3 ComputeScore: Raw -180890.864404 + Penalty 3214.092952 = -177676.771452 Iteration 32Q: 3 clusters Score -177676.8 nChanged 3 ComputeScore: Raw -180894.017993 + Penalty 3214.092952 = -177679.925041 Iteration 33Q: 3 clusters Score -177679.9 nChanged 3 ComputeScore: Raw -180896.913618 + Penalty 3214.092952 = -177682.820666 Iteration 34Q: 3 clusters Score -177682.8 nChanged 2 ComputeScore: Raw -180898.715825 + Penalty 3214.092952 = -177684.622873 Iteration 35Q: 3 clusters Score -177684.6 nChanged 2 ComputeScore: Raw -180899.213708 + Penalty 3214.092952 = -177685.120756 Iteration 36Q: 3 clusters Score -177685.1 nChanged 1 ComputeScore: Raw -180899.662470 + Penalty 3214.092952 = -177685.569518 Iteration 37Q: 3 clusters Score -177685.6 nChanged 1 ComputeScore: Raw -180900.086645 + Penalty 3214.092952 = -177685.993693 Iteration 38Q: 3 clusters Score -177686 nChanged 0 ComputeScore: Raw -180900.086645 + Penalty 3214.092952 = -177685.993693 Iteration 39F: 3 clusters Score -177686 nChanged 0 Trying to split cluster 26 (4063 points) Assigned 2 initial classes randomly. ComputeScore: Raw -154661.731646 + Penalty 1570.528933 = -153091.202712 Iteration 0F: 2 clusters Score -153091.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -152728.310190 + Penalty 3141.057867 = -149587.252323 Iteration 0F: 3 clusters Score -149587.3 nChanged 1510 ComputeScore: Raw -153601.702915 + Penalty 3141.057867 = -150460.645049 Iteration 1F: 3 clusters Score -150460.6 nChanged 297 ComputeScore: Raw -153796.053498 + Penalty 3141.057867 = -150654.995631 Iteration 2F: 3 clusters Score -150655 nChanged 212 ComputeScore: Raw -153937.281534 + Penalty 3141.057867 = -150796.223667 Iteration 3F: 3 clusters Score -150796.2 nChanged 161 ComputeScore: Raw -154027.199992 + Penalty 3141.057867 = -150886.142125 Iteration 4Q: 3 clusters Score -150886.1 nChanged 139 ComputeScore: Raw -154096.579940 + Penalty 3141.057867 = -150955.522073 Iteration 5Q: 3 clusters Score -150955.5 nChanged 131 ComputeScore: Raw -154160.237497 + Penalty 3141.057867 = -151019.179630 Iteration 6Q: 3 clusters Score -151019.2 nChanged 128 ComputeScore: Raw -154219.822928 + Penalty 3141.057867 = -151078.765061 Iteration 7Q: 3 clusters Score -151078.8 nChanged 97 ComputeScore: Raw -154272.922019 + Penalty 3141.057867 = -151131.864152 Iteration 8Q: 3 clusters Score -151131.9 nChanged 112 ComputeScore: Raw -154337.766330 + Penalty 3141.057867 = -151196.708464 Iteration 9Q: 3 clusters Score -151196.7 nChanged 120 ComputeScore: Raw -154403.796846 + Penalty 3141.057867 = -151262.738980 Iteration 10Q: 3 clusters Score -151262.7 nChanged 103 ComputeScore: Raw -154446.545919 + Penalty 3141.057867 = -151305.488052 Iteration 11Q: 3 clusters Score -151305.5 nChanged 71 ComputeScore: Raw -154479.930016 + Penalty 3141.057867 = -151338.872149 Iteration 12Q: 3 clusters Score -151338.9 nChanged 70 ComputeScore: Raw -154513.372044 + Penalty 3141.057867 = -151372.314178 Iteration 13Q: 3 clusters Score -151372.3 nChanged 69 ComputeScore: Raw -154550.158884 + Penalty 3141.057867 = -151409.101017 Iteration 14Q: 3 clusters Score -151409.1 nChanged 57 ComputeScore: Raw -154580.302389 + Penalty 3141.057867 = -151439.244523 Iteration 15Q: 3 clusters Score -151439.2 nChanged 62 ComputeScore: Raw -154611.895576 + Penalty 3141.057867 = -151470.837709 Iteration 16Q: 3 clusters Score -151470.8 nChanged 60 ComputeScore: Raw -154642.704456 + Penalty 3141.057867 = -151501.646589 Iteration 17Q: 3 clusters Score -151501.6 nChanged 61 ComputeScore: Raw -154669.726296 + Penalty 3141.057867 = -151528.668429 Iteration 18Q: 3 clusters Score -151528.7 nChanged 45 ComputeScore: Raw -154699.039375 + Penalty 3141.057867 = -151557.981508 Iteration 19Q: 3 clusters Score -151558 nChanged 49 ComputeScore: Raw -154726.377929 + Penalty 3141.057867 = -151585.320062 Iteration 20F: 3 clusters Score -151585.3 nChanged 41 ComputeScore: Raw -154746.577413 + Penalty 3141.057867 = -151605.519546 Iteration 21Q: 3 clusters Score -151605.5 nChanged 32 ComputeScore: Raw -154760.853246 + Penalty 3141.057867 = -151619.795380 Iteration 22Q: 3 clusters Score -151619.8 nChanged 35 ComputeScore: Raw -154783.952934 + Penalty 3141.057867 = -151642.895067 Iteration 23Q: 3 clusters Score -151642.9 nChanged 49 ComputeScore: Raw -154817.114909 + Penalty 3141.057867 = -151676.057043 Iteration 24Q: 3 clusters Score -151676.1 nChanged 40 ComputeScore: Raw -154838.380469 + Penalty 3141.057867 = -151697.322602 Iteration 25Q: 3 clusters Score -151697.3 nChanged 36 ComputeScore: Raw -154865.074883 + Penalty 3141.057867 = -151724.017016 Iteration 26Q: 3 clusters Score -151724 nChanged 34 ComputeScore: Raw -154895.766688 + Penalty 3141.057867 = -151754.708822 Iteration 27Q: 3 clusters Score -151754.7 nChanged 38 ComputeScore: Raw -154949.400156 + Penalty 3141.057867 = -151808.342289 Iteration 28Q: 3 clusters Score -151808.3 nChanged 54 ComputeScore: Raw -155109.729745 + Penalty 3141.057867 = -151968.671878 Iteration 29Q: 3 clusters Score -151968.7 nChanged 78 ComputeScore: Raw -155931.355210 + Penalty 3141.057867 = -152790.297344 Iteration 30Q: 3 clusters Score -152790.3 nChanged 160 ComputeScore: Raw -187182.320147 + Penalty 3141.057867 = -184041.262280 Iteration 31Q: 3 clusters Score -184041.3 nChanged 1446 ComputeScore: Raw -193500.431637 + Penalty 3141.057867 = -190359.373770 Iteration 32F: 3 clusters Score -190359.4 nChanged 42 Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -193479.458518 + Penalty 3141.057867 = -190338.400651 Iteration 33Q: 3 clusters Score -190338.4 nChanged 0 ComputeScore: Raw -147484.449833 + Penalty 1570.528933 = -145913.920900 Iteration 34F: 2 clusters Score -145913.9 nChanged 2705 ComputeScore: Raw -154661.731646 + Penalty 1570.528933 = -153091.202712 Iteration 35F: 2 clusters Score -153091.2 nChanged 0 Trying to split cluster 27 (2862 points) Assigned 2 initial classes randomly. ComputeScore: Raw -108076.918212 + Penalty 1504.303156 = -106572.615055 Iteration 0F: 2 clusters Score -106572.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -106801.673406 + Penalty 3008.606313 = -103793.067093 Iteration 0F: 3 clusters Score -103793.1 nChanged 1007 ComputeScore: Raw -107407.108331 + Penalty 3008.606313 = -104398.502019 Iteration 1F: 3 clusters Score -104398.5 nChanged 218 ComputeScore: Raw -107539.622983 + Penalty 3008.606313 = -104531.016670 Iteration 2F: 3 clusters Score -104531 nChanged 123 ComputeScore: Raw -107607.386109 + Penalty 3008.606313 = -104598.779796 Iteration 3Q: 3 clusters Score -104598.8 nChanged 86 ComputeScore: Raw -107656.717282 + Penalty 3008.606313 = -104648.110969 Iteration 4Q: 3 clusters Score -104648.1 nChanged 74 ComputeScore: Raw -107694.124256 + Penalty 3008.606313 = -104685.517943 Iteration 5Q: 3 clusters Score -104685.5 nChanged 44 ComputeScore: Raw -107711.270982 + Penalty 3008.606313 = -104702.664669 Iteration 6Q: 3 clusters Score -104702.7 nChanged 30 ComputeScore: Raw -107724.008677 + Penalty 3008.606313 = -104715.402364 Iteration 7Q: 3 clusters Score -104715.4 nChanged 38 ComputeScore: Raw -107739.579809 + Penalty 3008.606313 = -104730.973496 Iteration 8Q: 3 clusters Score -104731 nChanged 32 ComputeScore: Raw -107751.507010 + Penalty 3008.606313 = -104742.900697 Iteration 9Q: 3 clusters Score -104742.9 nChanged 29 ComputeScore: Raw -107765.571376 + Penalty 3008.606313 = -104756.965063 Iteration 10Q: 3 clusters Score -104757 nChanged 28 ComputeScore: Raw -107775.860537 + Penalty 3008.606313 = -104767.254224 Iteration 11Q: 3 clusters Score -104767.3 nChanged 17 ComputeScore: Raw -107780.141014 + Penalty 3008.606313 = -104771.534701 Iteration 12Q: 3 clusters Score -104771.5 nChanged 10 ComputeScore: Raw -107784.230392 + Penalty 3008.606313 = -104775.624080 Iteration 13Q: 3 clusters Score -104775.6 nChanged 4 ComputeScore: Raw -107786.493790 + Penalty 3008.606313 = -104777.887478 Iteration 14Q: 3 clusters Score -104777.9 nChanged 14 ComputeScore: Raw -107792.253726 + Penalty 3008.606313 = -104783.647413 Iteration 15Q: 3 clusters Score -104783.6 nChanged 11 ComputeScore: Raw -107795.306641 + Penalty 3008.606313 = -104786.700328 Iteration 16Q: 3 clusters Score -104786.7 nChanged 8 ComputeScore: Raw -107798.717363 + Penalty 3008.606313 = -104790.111050 Iteration 17Q: 3 clusters Score -104790.1 nChanged 11 ComputeScore: Raw -107804.037532 + Penalty 3008.606313 = -104795.431220 Iteration 18Q: 3 clusters Score -104795.4 nChanged 10 ComputeScore: Raw -107807.286204 + Penalty 3008.606313 = -104798.679891 Iteration 19Q: 3 clusters Score -104798.7 nChanged 13 ComputeScore: Raw -107811.794067 + Penalty 3008.606313 = -104803.187754 Iteration 20F: 3 clusters Score -104803.2 nChanged 10 ComputeScore: Raw -107813.968761 + Penalty 3008.606313 = -104805.362448 Iteration 21Q: 3 clusters Score -104805.4 nChanged 4 ComputeScore: Raw -107815.074982 + Penalty 3008.606313 = -104806.468669 Iteration 22Q: 3 clusters Score -104806.5 nChanged 3 ComputeScore: Raw -107816.407925 + Penalty 3008.606313 = -104807.801612 Iteration 23Q: 3 clusters Score -104807.8 nChanged 6 ComputeScore: Raw -107820.955472 + Penalty 3008.606313 = -104812.349159 Iteration 24Q: 3 clusters Score -104812.3 nChanged 6 ComputeScore: Raw -107823.240271 + Penalty 3008.606313 = -104814.633958 Iteration 25Q: 3 clusters Score -104814.6 nChanged 8 ComputeScore: Raw -107826.103948 + Penalty 3008.606313 = -104817.497635 Iteration 26Q: 3 clusters Score -104817.5 nChanged 9 ComputeScore: Raw -107828.515678 + Penalty 3008.606313 = -104819.909365 Iteration 27Q: 3 clusters Score -104819.9 nChanged 8 ComputeScore: Raw -107832.162664 + Penalty 3008.606313 = -104823.556351 Iteration 28Q: 3 clusters Score -104823.6 nChanged 9 ComputeScore: Raw -107836.365028 + Penalty 3008.606313 = -104827.758715 Iteration 29Q: 3 clusters Score -104827.8 nChanged 8 ComputeScore: Raw -107839.315202 + Penalty 3008.606313 = -104830.708889 Iteration 30Q: 3 clusters Score -104830.7 nChanged 11 ComputeScore: Raw -107843.781709 + Penalty 3008.606313 = -104835.175396 Iteration 31Q: 3 clusters Score -104835.2 nChanged 13 ComputeScore: Raw -107848.398993 + Penalty 3008.606313 = -104839.792680 Iteration 32Q: 3 clusters Score -104839.8 nChanged 7 ComputeScore: Raw -107851.341825 + Penalty 3008.606313 = -104842.735512 Iteration 33Q: 3 clusters Score -104842.7 nChanged 4 ComputeScore: Raw -107852.866588 + Penalty 3008.606313 = -104844.260275 Iteration 34Q: 3 clusters Score -104844.3 nChanged 2 ComputeScore: Raw -107853.204776 + Penalty 3008.606313 = -104844.598463 Iteration 35Q: 3 clusters Score -104844.6 nChanged 0 ComputeScore: Raw -107853.204776 + Penalty 3008.606313 = -104844.598463 Iteration 36F: 3 clusters Score -104844.6 nChanged 0 Trying to split cluster 28 (5247 points) Assigned 2 initial classes randomly. ComputeScore: Raw -200165.473974 + Penalty 1618.862823 = -198546.611151 Iteration 0F: 2 clusters Score -198546.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -197510.407598 + Penalty 3237.725647 = -194272.681951 Iteration 0F: 3 clusters Score -194272.7 nChanged 2096 ComputeScore: Raw -198699.500466 + Penalty 3237.725647 = -195461.774820 Iteration 1F: 3 clusters Score -195461.8 nChanged 402 ComputeScore: Raw -198941.368578 + Penalty 3237.725647 = -195703.642931 Iteration 2F: 3 clusters Score -195703.6 nChanged 280 ComputeScore: Raw -199092.060224 + Penalty 3237.725647 = -195854.334577 Iteration 3F: 3 clusters Score -195854.3 nChanged 222 ComputeScore: Raw -199199.554915 + Penalty 3237.725647 = -195961.829268 Iteration 4Q: 3 clusters Score -195961.8 nChanged 180 ComputeScore: Raw -199300.490873 + Penalty 3237.725647 = -196062.765226 Iteration 5Q: 3 clusters Score -196062.8 nChanged 177 ComputeScore: Raw -199405.213882 + Penalty 3237.725647 = -196167.488235 Iteration 6Q: 3 clusters Score -196167.5 nChanged 170 ComputeScore: Raw -199487.407878 + Penalty 3237.725647 = -196249.682232 Iteration 7Q: 3 clusters Score -196249.7 nChanged 124 ComputeScore: Raw -199560.118506 + Penalty 3237.725647 = -196322.392859 Iteration 8Q: 3 clusters Score -196322.4 nChanged 135 ComputeScore: Raw -199642.901593 + Penalty 3237.725647 = -196405.175946 Iteration 9Q: 3 clusters Score -196405.2 nChanged 141 ComputeScore: Raw -199715.712355 + Penalty 3237.725647 = -196477.986708 Iteration 10Q: 3 clusters Score -196478 nChanged 122 ComputeScore: Raw -199776.199049 + Penalty 3237.725647 = -196538.473402 Iteration 11Q: 3 clusters Score -196538.5 nChanged 106 ComputeScore: Raw -199828.138109 + Penalty 3237.725647 = -196590.412462 Iteration 12Q: 3 clusters Score -196590.4 nChanged 99 ComputeScore: Raw -199875.177093 + Penalty 3237.725647 = -196637.451446 Iteration 13Q: 3 clusters Score -196637.5 nChanged 90 ComputeScore: Raw -199914.359835 + Penalty 3237.725647 = -196676.634188 Iteration 14Q: 3 clusters Score -196676.6 nChanged 91 ComputeScore: Raw -199950.458934 + Penalty 3237.725647 = -196712.733287 Iteration 15Q: 3 clusters Score -196712.7 nChanged 74 ComputeScore: Raw -199983.585459 + Penalty 3237.725647 = -196745.859813 Iteration 16Q: 3 clusters Score -196745.9 nChanged 62 ComputeScore: Raw -200010.302401 + Penalty 3237.725647 = -196772.576755 Iteration 17Q: 3 clusters Score -196772.6 nChanged 58 ComputeScore: Raw -200035.081180 + Penalty 3237.725647 = -196797.355533 Iteration 18Q: 3 clusters Score -196797.4 nChanged 45 ComputeScore: Raw -200050.814840 + Penalty 3237.725647 = -196813.089193 Iteration 19Q: 3 clusters Score -196813.1 nChanged 39 ComputeScore: Raw -200067.445990 + Penalty 3237.725647 = -196829.720343 Iteration 20F: 3 clusters Score -196829.7 nChanged 42 ComputeScore: Raw -200079.282992 + Penalty 3237.725647 = -196841.557345 Iteration 21Q: 3 clusters Score -196841.6 nChanged 29 ComputeScore: Raw -200086.820318 + Penalty 3237.725647 = -196849.094671 Iteration 22Q: 3 clusters Score -196849.1 nChanged 17 ComputeScore: Raw -200090.325110 + Penalty 3237.725647 = -196852.599463 Iteration 23Q: 3 clusters Score -196852.6 nChanged 13 ComputeScore: Raw -200094.320381 + Penalty 3237.725647 = -196856.594735 Iteration 24Q: 3 clusters Score -196856.6 nChanged 16 ComputeScore: Raw -200099.755981 + Penalty 3237.725647 = -196862.030335 Iteration 25Q: 3 clusters Score -196862 nChanged 19 ComputeScore: Raw -200107.676535 + Penalty 3237.725647 = -196869.950889 Iteration 26Q: 3 clusters Score -196870 nChanged 22 ComputeScore: Raw -200116.238967 + Penalty 3237.725647 = -196878.513320 Iteration 27Q: 3 clusters Score -196878.5 nChanged 23 ComputeScore: Raw -200122.800831 + Penalty 3237.725647 = -196885.075184 Iteration 28Q: 3 clusters Score -196885.1 nChanged 18 ComputeScore: Raw -200127.601675 + Penalty 3237.725647 = -196889.876028 Iteration 29Q: 3 clusters Score -196889.9 nChanged 17 ComputeScore: Raw -200131.852024 + Penalty 3237.725647 = -196894.126378 Iteration 30Q: 3 clusters Score -196894.1 nChanged 12 ComputeScore: Raw -200136.299649 + Penalty 3237.725647 = -196898.574002 Iteration 31Q: 3 clusters Score -196898.6 nChanged 19 ComputeScore: Raw -200141.671580 + Penalty 3237.725647 = -196903.945933 Iteration 32Q: 3 clusters Score -196903.9 nChanged 13 ComputeScore: Raw -200146.330623 + Penalty 3237.725647 = -196908.604976 Iteration 33Q: 3 clusters Score -196908.6 nChanged 15 ComputeScore: Raw -200151.498591 + Penalty 3237.725647 = -196913.772945 Iteration 34Q: 3 clusters Score -196913.8 nChanged 19 ComputeScore: Raw -200156.772247 + Penalty 3237.725647 = -196919.046601 Iteration 35Q: 3 clusters Score -196919 nChanged 19 ComputeScore: Raw -200161.983868 + Penalty 3237.725647 = -196924.258222 Iteration 36Q: 3 clusters Score -196924.3 nChanged 23 ComputeScore: Raw -200170.076635 + Penalty 3237.725647 = -196932.350988 Iteration 37Q: 3 clusters Score -196932.4 nChanged 22 ComputeScore: Raw -200177.769931 + Penalty 3237.725647 = -196940.044284 Iteration 38Q: 3 clusters Score -196940 nChanged 24 ComputeScore: Raw -200186.080822 + Penalty 3237.725647 = -196948.355176 Iteration 39Q: 3 clusters Score -196948.4 nChanged 27 ComputeScore: Raw -200196.471971 + Penalty 3237.725647 = -196958.746325 Iteration 40F: 3 clusters Score -196958.7 nChanged 26 ComputeScore: Raw -200210.082940 + Penalty 3237.725647 = -196972.357293 Iteration 41Q: 3 clusters Score -196972.4 nChanged 29 ComputeScore: Raw -200224.379990 + Penalty 3237.725647 = -196986.654343 Iteration 42Q: 3 clusters Score -196986.7 nChanged 33 ComputeScore: Raw -200240.119430 + Penalty 3237.725647 = -197002.393784 Iteration 43Q: 3 clusters Score -197002.4 nChanged 37 ComputeScore: Raw -200256.320339 + Penalty 3237.725647 = -197018.594692 Iteration 44Q: 3 clusters Score -197018.6 nChanged 35 ComputeScore: Raw -200276.571703 + Penalty 3237.725647 = -197038.846056 Iteration 45Q: 3 clusters Score -197038.8 nChanged 40 ComputeScore: Raw -200296.515975 + Penalty 3237.725647 = -197058.790328 Iteration 46Q: 3 clusters Score -197058.8 nChanged 33 ComputeScore: Raw -200313.318439 + Penalty 3237.725647 = -197075.592792 Iteration 47Q: 3 clusters Score -197075.6 nChanged 38 ComputeScore: Raw -200334.622024 + Penalty 3237.725647 = -197096.896377 Iteration 48Q: 3 clusters Score -197096.9 nChanged 29 ComputeScore: Raw -200348.292450 + Penalty 3237.725647 = -197110.566803 Iteration 49Q: 3 clusters Score -197110.6 nChanged 26 ComputeScore: Raw -200359.246717 + Penalty 3237.725647 = -197121.521070 Iteration 50Q: 3 clusters Score -197121.5 nChanged 20 ComputeScore: Raw -200364.832444 + Penalty 3237.725647 = -197127.106798 Iteration 51Q: 3 clusters Score -197127.1 nChanged 17 ComputeScore: Raw -200369.596910 + Penalty 3237.725647 = -197131.871263 Iteration 52Q: 3 clusters Score -197131.9 nChanged 14 ComputeScore: Raw -200374.964403 + Penalty 3237.725647 = -197137.238756 Iteration 53Q: 3 clusters Score -197137.2 nChanged 15 ComputeScore: Raw -200380.145973 + Penalty 3237.725647 = -197142.420327 Iteration 54Q: 3 clusters Score -197142.4 nChanged 14 ComputeScore: Raw -200383.567050 + Penalty 3237.725647 = -197145.841403 Iteration 55Q: 3 clusters Score -197145.8 nChanged 5 ComputeScore: Raw -200384.552319 + Penalty 3237.725647 = -197146.826672 Iteration 56Q: 3 clusters Score -197146.8 nChanged 4 ComputeScore: Raw -200385.543294 + Penalty 3237.725647 = -197147.817647 Iteration 57Q: 3 clusters Score -197147.8 nChanged 2 ComputeScore: Raw -200386.194644 + Penalty 3237.725647 = -197148.468997 Iteration 58Q: 3 clusters Score -197148.5 nChanged 2 ComputeScore: Raw -200386.762330 + Penalty 3237.725647 = -197149.036683 Iteration 59Q: 3 clusters Score -197149 nChanged 3 ComputeScore: Raw -200387.762203 + Penalty 3237.725647 = -197150.036557 Iteration 60F: 3 clusters Score -197150 nChanged 3 ComputeScore: Raw -200388.274513 + Penalty 3237.725647 = -197150.548866 Iteration 61Q: 3 clusters Score -197150.5 nChanged 1 ComputeScore: Raw -200388.470946 + Penalty 3237.725647 = -197150.745299 Iteration 62Q: 3 clusters Score -197150.7 nChanged 2 ComputeScore: Raw -200388.907716 + Penalty 3237.725647 = -197151.182069 Iteration 63Q: 3 clusters Score -197151.2 nChanged 2 ComputeScore: Raw -200389.575734 + Penalty 3237.725647 = -197151.850087 Iteration 64Q: 3 clusters Score -197151.9 nChanged 5 ComputeScore: Raw -200390.757069 + Penalty 3237.725647 = -197153.031423 Iteration 65Q: 3 clusters Score -197153 nChanged 3 ComputeScore: Raw -200391.660561 + Penalty 3237.725647 = -197153.934914 Iteration 66Q: 3 clusters Score -197153.9 nChanged 2 ComputeScore: Raw -200391.896519 + Penalty 3237.725647 = -197154.170872 Iteration 67Q: 3 clusters Score -197154.2 nChanged 1 ComputeScore: Raw -200392.098177 + Penalty 3237.725647 = -197154.372530 Iteration 68Q: 3 clusters Score -197154.4 nChanged 2 ComputeScore: Raw -200392.647230 + Penalty 3237.725647 = -197154.921583 Iteration 69Q: 3 clusters Score -197154.9 nChanged 2 ComputeScore: Raw -200393.283663 + Penalty 3237.725647 = -197155.558016 Iteration 70Q: 3 clusters Score -197155.6 nChanged 3 ComputeScore: Raw -200394.694442 + Penalty 3237.725647 = -197156.968796 Iteration 71Q: 3 clusters Score -197157 nChanged 6 ComputeScore: Raw -200396.714060 + Penalty 3237.725647 = -197158.988414 Iteration 72Q: 3 clusters Score -197159 nChanged 2 ComputeScore: Raw -200397.103257 + Penalty 3237.725647 = -197159.377610 Iteration 73Q: 3 clusters Score -197159.4 nChanged 1 ComputeScore: Raw -200397.281007 + Penalty 3237.725647 = -197159.555360 Iteration 74Q: 3 clusters Score -197159.6 nChanged 0 ComputeScore: Raw -200397.281007 + Penalty 3237.725647 = -197159.555360 Iteration 75F: 3 clusters Score -197159.6 nChanged 0 Trying to split cluster 29 (3055 points) Assigned 2 initial classes randomly. ComputeScore: Raw -118200.512864 + Penalty 1516.637091 = -116683.875774 Iteration 0F: 2 clusters Score -116683.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -116822.300107 + Penalty 3033.274181 = -113789.025925 Iteration 0F: 3 clusters Score -113789 nChanged 1105 ComputeScore: Raw -117485.336294 + Penalty 3033.274181 = -114452.062112 Iteration 1F: 3 clusters Score -114452.1 nChanged 232 ComputeScore: Raw -117626.689077 + Penalty 3033.274181 = -114593.414896 Iteration 2F: 3 clusters Score -114593.4 nChanged 128 ComputeScore: Raw -117694.219112 + Penalty 3033.274181 = -114660.944930 Iteration 3Q: 3 clusters Score -114660.9 nChanged 83 ComputeScore: Raw -117743.363764 + Penalty 3033.274181 = -114710.089582 Iteration 4Q: 3 clusters Score -114710.1 nChanged 64 ComputeScore: Raw -117776.186831 + Penalty 3033.274181 = -114742.912650 Iteration 5Q: 3 clusters Score -114742.9 nChanged 46 ComputeScore: Raw -117799.469015 + Penalty 3033.274181 = -114766.194834 Iteration 6Q: 3 clusters Score -114766.2 nChanged 46 ComputeScore: Raw -117831.953267 + Penalty 3033.274181 = -114798.679085 Iteration 7Q: 3 clusters Score -114798.7 nChanged 56 ComputeScore: Raw -117865.758074 + Penalty 3033.274181 = -114832.483893 Iteration 8Q: 3 clusters Score -114832.5 nChanged 47 ComputeScore: Raw -117898.878465 + Penalty 3033.274181 = -114865.604284 Iteration 9Q: 3 clusters Score -114865.6 nChanged 63 ComputeScore: Raw -117943.290626 + Penalty 3033.274181 = -114910.016444 Iteration 10Q: 3 clusters Score -114910 nChanged 71 ComputeScore: Raw -117983.962183 + Penalty 3033.274181 = -114950.688001 Iteration 11Q: 3 clusters Score -114950.7 nChanged 42 ComputeScore: Raw -118008.168677 + Penalty 3033.274181 = -114974.894496 Iteration 12Q: 3 clusters Score -114974.9 nChanged 37 ComputeScore: Raw -118025.540755 + Penalty 3033.274181 = -114992.266573 Iteration 13Q: 3 clusters Score -114992.3 nChanged 35 ComputeScore: Raw -118050.792951 + Penalty 3033.274181 = -115017.518770 Iteration 14Q: 3 clusters Score -115017.5 nChanged 45 ComputeScore: Raw -118078.293683 + Penalty 3033.274181 = -115045.019501 Iteration 15Q: 3 clusters Score -115045 nChanged 41 ComputeScore: Raw -118104.047724 + Penalty 3033.274181 = -115070.773543 Iteration 16Q: 3 clusters Score -115070.8 nChanged 37 ComputeScore: Raw -118123.633723 + Penalty 3033.274181 = -115090.359542 Iteration 17Q: 3 clusters Score -115090.4 nChanged 32 ComputeScore: Raw -118141.337101 + Penalty 3033.274181 = -115108.062919 Iteration 18Q: 3 clusters Score -115108.1 nChanged 34 ComputeScore: Raw -118158.101238 + Penalty 3033.274181 = -115124.827057 Iteration 19Q: 3 clusters Score -115124.8 nChanged 19 ComputeScore: Raw -118168.965960 + Penalty 3033.274181 = -115135.691779 Iteration 20F: 3 clusters Score -115135.7 nChanged 19 ComputeScore: Raw -118178.314810 + Penalty 3033.274181 = -115145.040628 Iteration 21Q: 3 clusters Score -115145 nChanged 15 ComputeScore: Raw -118184.323227 + Penalty 3033.274181 = -115151.049046 Iteration 22Q: 3 clusters Score -115151 nChanged 17 ComputeScore: Raw -118192.042981 + Penalty 3033.274181 = -115158.768799 Iteration 23Q: 3 clusters Score -115158.8 nChanged 22 ComputeScore: Raw -118203.099858 + Penalty 3033.274181 = -115169.825676 Iteration 24Q: 3 clusters Score -115169.8 nChanged 18 ComputeScore: Raw -118212.435750 + Penalty 3033.274181 = -115179.161569 Iteration 25Q: 3 clusters Score -115179.2 nChanged 21 ComputeScore: Raw -118224.603888 + Penalty 3033.274181 = -115191.329707 Iteration 26Q: 3 clusters Score -115191.3 nChanged 19 ComputeScore: Raw -118233.629071 + Penalty 3033.274181 = -115200.354889 Iteration 27Q: 3 clusters Score -115200.4 nChanged 13 ComputeScore: Raw -118240.789931 + Penalty 3033.274181 = -115207.515750 Iteration 28Q: 3 clusters Score -115207.5 nChanged 10 ComputeScore: Raw -118246.101317 + Penalty 3033.274181 = -115212.827136 Iteration 29Q: 3 clusters Score -115212.8 nChanged 11 ComputeScore: Raw -118251.784857 + Penalty 3033.274181 = -115218.510676 Iteration 30Q: 3 clusters Score -115218.5 nChanged 13 ComputeScore: Raw -118257.724650 + Penalty 3033.274181 = -115224.450468 Iteration 31Q: 3 clusters Score -115224.5 nChanged 11 ComputeScore: Raw -118264.238077 + Penalty 3033.274181 = -115230.963896 Iteration 32Q: 3 clusters Score -115231 nChanged 12 ComputeScore: Raw -118272.038309 + Penalty 3033.274181 = -115238.764128 Iteration 33Q: 3 clusters Score -115238.8 nChanged 9 ComputeScore: Raw -118281.771162 + Penalty 3033.274181 = -115248.496981 Iteration 34Q: 3 clusters Score -115248.5 nChanged 14 ComputeScore: Raw -118292.002047 + Penalty 3033.274181 = -115258.727866 Iteration 35Q: 3 clusters Score -115258.7 nChanged 15 ComputeScore: Raw -118301.005008 + Penalty 3033.274181 = -115267.730826 Iteration 36Q: 3 clusters Score -115267.7 nChanged 16 ComputeScore: Raw -118314.568596 + Penalty 3033.274181 = -115281.294414 Iteration 37Q: 3 clusters Score -115281.3 nChanged 17 ComputeScore: Raw -118322.657023 + Penalty 3033.274181 = -115289.382842 Iteration 38Q: 3 clusters Score -115289.4 nChanged 9 ComputeScore: Raw -118328.102524 + Penalty 3033.274181 = -115294.828343 Iteration 39Q: 3 clusters Score -115294.8 nChanged 7 ComputeScore: Raw -118333.325813 + Penalty 3033.274181 = -115300.051631 Iteration 40F: 3 clusters Score -115300.1 nChanged 11 ComputeScore: Raw -118338.029762 + Penalty 3033.274181 = -115304.755581 Iteration 41Q: 3 clusters Score -115304.8 nChanged 10 ComputeScore: Raw -118345.499733 + Penalty 3033.274181 = -115312.225551 Iteration 42Q: 3 clusters Score -115312.2 nChanged 8 ComputeScore: Raw -118350.508189 + Penalty 3033.274181 = -115317.234007 Iteration 43Q: 3 clusters Score -115317.2 nChanged 8 ComputeScore: Raw -118354.975314 + Penalty 3033.274181 = -115321.701133 Iteration 44Q: 3 clusters Score -115321.7 nChanged 8 ComputeScore: Raw -118359.077570 + Penalty 3033.274181 = -115325.803389 Iteration 45Q: 3 clusters Score -115325.8 nChanged 6 ComputeScore: Raw -118363.231964 + Penalty 3033.274181 = -115329.957782 Iteration 46Q: 3 clusters Score -115330 nChanged 5 ComputeScore: Raw -118365.576201 + Penalty 3033.274181 = -115332.302020 Iteration 47Q: 3 clusters Score -115332.3 nChanged 2 ComputeScore: Raw -118366.820937 + Penalty 3033.274181 = -115333.546755 Iteration 48Q: 3 clusters Score -115333.5 nChanged 3 ComputeScore: Raw -118368.315849 + Penalty 3033.274181 = -115335.041667 Iteration 49Q: 3 clusters Score -115335 nChanged 1 ComputeScore: Raw -118368.557298 + Penalty 3033.274181 = -115335.283117 Iteration 50Q: 3 clusters Score -115335.3 nChanged 0 ComputeScore: Raw -118368.557298 + Penalty 3033.274181 = -115335.283117 Iteration 51F: 3 clusters Score -115335.3 nChanged 0 Trying to split cluster 30 (4219 points) Assigned 2 initial classes randomly. ComputeScore: Raw -158722.594725 + Penalty 1577.649795 = -157144.944930 Iteration 0F: 2 clusters Score -157144.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -156625.614196 + Penalty 3155.299590 = -153470.314606 Iteration 0F: 3 clusters Score -153470.3 nChanged 1635 ComputeScore: Raw -157681.007432 + Penalty 3155.299590 = -154525.707842 Iteration 1F: 3 clusters Score -154525.7 nChanged 335 ComputeScore: Raw -157915.106197 + Penalty 3155.299590 = -154759.806607 Iteration 2F: 3 clusters Score -154759.8 nChanged 239 ComputeScore: Raw -158084.998278 + Penalty 3155.299590 = -154929.698688 Iteration 3F: 3 clusters Score -154929.7 nChanged 186 ComputeScore: Raw -158200.518378 + Penalty 3155.299590 = -155045.218788 Iteration 4Q: 3 clusters Score -155045.2 nChanged 158 ComputeScore: Raw -158311.826355 + Penalty 3155.299590 = -155156.526765 Iteration 5Q: 3 clusters Score -155156.5 nChanged 145 ComputeScore: Raw -158439.687530 + Penalty 3155.299590 = -155284.387940 Iteration 6Q: 3 clusters Score -155284.4 nChanged 149 ComputeScore: Raw -158556.759930 + Penalty 3155.299590 = -155401.460340 Iteration 7Q: 3 clusters Score -155401.5 nChanged 150 ComputeScore: Raw -158692.053918 + Penalty 3155.299590 = -155536.754328 Iteration 8Q: 3 clusters Score -155536.8 nChanged 157 ComputeScore: Raw -158844.607658 + Penalty 3155.299590 = -155689.308068 Iteration 9Q: 3 clusters Score -155689.3 nChanged 159 ComputeScore: Raw -159002.530478 + Penalty 3155.299590 = -155847.230888 Iteration 10Q: 3 clusters Score -155847.2 nChanged 147 ComputeScore: Raw -159142.501122 + Penalty 3155.299590 = -155987.201532 Iteration 11Q: 3 clusters Score -155987.2 nChanged 147 ComputeScore: Raw -159283.290449 + Penalty 3155.299590 = -156127.990859 Iteration 12Q: 3 clusters Score -156128 nChanged 121 ComputeScore: Raw -159373.226433 + Penalty 3155.299590 = -156217.926843 Iteration 13Q: 3 clusters Score -156217.9 nChanged 85 ComputeScore: Raw -159434.279655 + Penalty 3155.299590 = -156278.980065 Iteration 14Q: 3 clusters Score -156279 nChanged 61 ComputeScore: Raw -159483.541853 + Penalty 3155.299590 = -156328.242263 Iteration 15Q: 3 clusters Score -156328.2 nChanged 59 ComputeScore: Raw -159523.054934 + Penalty 3155.299590 = -156367.755344 Iteration 16Q: 3 clusters Score -156367.8 nChanged 54 ComputeScore: Raw -159553.448694 + Penalty 3155.299590 = -156398.149104 Iteration 17Q: 3 clusters Score -156398.1 nChanged 40 ComputeScore: Raw -159574.857921 + Penalty 3155.299590 = -156419.558331 Iteration 18Q: 3 clusters Score -156419.6 nChanged 32 ComputeScore: Raw -159590.496006 + Penalty 3155.299590 = -156435.196416 Iteration 19Q: 3 clusters Score -156435.2 nChanged 22 ComputeScore: Raw -159599.350149 + Penalty 3155.299590 = -156444.050559 Iteration 20F: 3 clusters Score -156444.1 nChanged 16 ComputeScore: Raw -159604.281222 + Penalty 3155.299590 = -156448.981633 Iteration 21Q: 3 clusters Score -156449 nChanged 11 ComputeScore: Raw -159608.258083 + Penalty 3155.299590 = -156452.958493 Iteration 22Q: 3 clusters Score -156453 nChanged 11 ComputeScore: Raw -159612.339944 + Penalty 3155.299590 = -156457.040354 Iteration 23Q: 3 clusters Score -156457 nChanged 9 ComputeScore: Raw -159615.829364 + Penalty 3155.299590 = -156460.529775 Iteration 24Q: 3 clusters Score -156460.5 nChanged 7 ComputeScore: Raw -159617.675230 + Penalty 3155.299590 = -156462.375641 Iteration 25Q: 3 clusters Score -156462.4 nChanged 1 ComputeScore: Raw -159617.885316 + Penalty 3155.299590 = -156462.585727 Iteration 26Q: 3 clusters Score -156462.6 nChanged 0 ComputeScore: Raw -159617.885316 + Penalty 3155.299590 = -156462.585727 Iteration 27F: 3 clusters Score -156462.6 nChanged 0 Trying to split cluster 31 (4238 points) Assigned 2 initial classes randomly. ComputeScore: Raw -159666.156098 + Penalty 1578.499034 = -158087.657064 Iteration 0F: 2 clusters Score -158087.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -157583.519876 + Penalty 3156.998067 = -154426.521809 Iteration 0F: 3 clusters Score -154426.5 nChanged 1633 ComputeScore: Raw -158492.290911 + Penalty 3156.998067 = -155335.292844 Iteration 1F: 3 clusters Score -155335.3 nChanged 314 ComputeScore: Raw -158662.580952 + Penalty 3156.998067 = -155505.582884 Iteration 2F: 3 clusters Score -155505.6 nChanged 198 ComputeScore: Raw -158773.040556 + Penalty 3156.998067 = -155616.042488 Iteration 3Q: 3 clusters Score -155616 nChanged 172 ComputeScore: Raw -158870.022003 + Penalty 3156.998067 = -155713.023936 Iteration 4Q: 3 clusters Score -155713 nChanged 174 ComputeScore: Raw -158976.513837 + Penalty 3156.998067 = -155819.515770 Iteration 5Q: 3 clusters Score -155819.5 nChanged 170 ComputeScore: Raw -159069.807357 + Penalty 3156.998067 = -155912.809289 Iteration 6Q: 3 clusters Score -155912.8 nChanged 146 ComputeScore: Raw -159154.824062 + Penalty 3156.998067 = -155997.825995 Iteration 7Q: 3 clusters Score -155997.8 nChanged 125 ComputeScore: Raw -159229.554715 + Penalty 3156.998067 = -156072.556648 Iteration 8Q: 3 clusters Score -156072.6 nChanged 116 ComputeScore: Raw -159292.468107 + Penalty 3156.998067 = -156135.470040 Iteration 9Q: 3 clusters Score -156135.5 nChanged 101 ComputeScore: Raw -159340.569235 + Penalty 3156.998067 = -156183.571167 Iteration 10Q: 3 clusters Score -156183.6 nChanged 100 ComputeScore: Raw -159402.900867 + Penalty 3156.998067 = -156245.902799 Iteration 11Q: 3 clusters Score -156245.9 nChanged 101 ComputeScore: Raw -159460.956242 + Penalty 3156.998067 = -156303.958175 Iteration 12Q: 3 clusters Score -156304 nChanged 87 ComputeScore: Raw -159510.489602 + Penalty 3156.998067 = -156353.491535 Iteration 13Q: 3 clusters Score -156353.5 nChanged 84 ComputeScore: Raw -159560.958200 + Penalty 3156.998067 = -156403.960133 Iteration 14Q: 3 clusters Score -156404 nChanged 71 ComputeScore: Raw -159601.908010 + Penalty 3156.998067 = -156444.909943 Iteration 15Q: 3 clusters Score -156444.9 nChanged 63 ComputeScore: Raw -159639.126468 + Penalty 3156.998067 = -156482.128401 Iteration 16Q: 3 clusters Score -156482.1 nChanged 66 ComputeScore: Raw -159675.614733 + Penalty 3156.998067 = -156518.616666 Iteration 17Q: 3 clusters Score -156518.6 nChanged 51 ComputeScore: Raw -159705.270826 + Penalty 3156.998067 = -156548.272759 Iteration 18Q: 3 clusters Score -156548.3 nChanged 57 ComputeScore: Raw -159739.028362 + Penalty 3156.998067 = -156582.030294 Iteration 19Q: 3 clusters Score -156582 nChanged 52 ComputeScore: Raw -159773.172683 + Penalty 3156.998067 = -156616.174615 Iteration 20F: 3 clusters Score -156616.2 nChanged 37 ComputeScore: Raw -159795.460576 + Penalty 3156.998067 = -156638.462509 Iteration 21Q: 3 clusters Score -156638.5 nChanged 30 ComputeScore: Raw -159812.786166 + Penalty 3156.998067 = -156655.788099 Iteration 22Q: 3 clusters Score -156655.8 nChanged 28 ComputeScore: Raw -159830.025771 + Penalty 3156.998067 = -156673.027703 Iteration 23Q: 3 clusters Score -156673 nChanged 32 ComputeScore: Raw -159851.324020 + Penalty 3156.998067 = -156694.325953 Iteration 24Q: 3 clusters Score -156694.3 nChanged 25 ComputeScore: Raw -159866.187183 + Penalty 3156.998067 = -156709.189115 Iteration 25Q: 3 clusters Score -156709.2 nChanged 17 ComputeScore: Raw -159876.564801 + Penalty 3156.998067 = -156719.566734 Iteration 26Q: 3 clusters Score -156719.6 nChanged 24 ComputeScore: Raw -159892.817253 + Penalty 3156.998067 = -156735.819186 Iteration 27Q: 3 clusters Score -156735.8 nChanged 19 ComputeScore: Raw -159908.778850 + Penalty 3156.998067 = -156751.780783 Iteration 28Q: 3 clusters Score -156751.8 nChanged 17 ComputeScore: Raw -159920.767220 + Penalty 3156.998067 = -156763.769153 Iteration 29Q: 3 clusters Score -156763.8 nChanged 14 ComputeScore: Raw -159929.731994 + Penalty 3156.998067 = -156772.733927 Iteration 30Q: 3 clusters Score -156772.7 nChanged 15 ComputeScore: Raw -159939.214830 + Penalty 3156.998067 = -156782.216762 Iteration 31Q: 3 clusters Score -156782.2 nChanged 8 ComputeScore: Raw -159943.752853 + Penalty 3156.998067 = -156786.754786 Iteration 32Q: 3 clusters Score -156786.8 nChanged 3 ComputeScore: Raw -159945.653700 + Penalty 3156.998067 = -156788.655632 Iteration 33Q: 3 clusters Score -156788.7 nChanged 4 ComputeScore: Raw -159947.061289 + Penalty 3156.998067 = -156790.063222 Iteration 34Q: 3 clusters Score -156790.1 nChanged 3 ComputeScore: Raw -159948.599663 + Penalty 3156.998067 = -156791.601595 Iteration 35Q: 3 clusters Score -156791.6 nChanged 2 ComputeScore: Raw -159949.212099 + Penalty 3156.998067 = -156792.214031 Iteration 36Q: 3 clusters Score -156792.2 nChanged 2 ComputeScore: Raw -159950.663370 + Penalty 3156.998067 = -156793.665303 Iteration 37Q: 3 clusters Score -156793.7 nChanged 1 ComputeScore: Raw -159950.921770 + Penalty 3156.998067 = -156793.923702 Iteration 38Q: 3 clusters Score -156793.9 nChanged 0 ComputeScore: Raw -159950.921770 + Penalty 3156.998067 = -156793.923702 Iteration 39F: 3 clusters Score -156793.9 nChanged 0 Trying to split cluster 32 (3826 points) Assigned 2 initial classes randomly. ComputeScore: Raw -141350.072207 + Penalty 1559.169703 = -139790.902504 Iteration 0F: 2 clusters Score -139790.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -139523.582417 + Penalty 3118.339407 = -136405.243010 Iteration 0F: 3 clusters Score -136405.2 nChanged 1449 ComputeScore: Raw -140417.933350 + Penalty 3118.339407 = -137299.593944 Iteration 1F: 3 clusters Score -137299.6 nChanged 319 ComputeScore: Raw -140630.947976 + Penalty 3118.339407 = -137512.608569 Iteration 2F: 3 clusters Score -137512.6 nChanged 213 ComputeScore: Raw -140794.769552 + Penalty 3118.339407 = -137676.430145 Iteration 3F: 3 clusters Score -137676.4 nChanged 193 ComputeScore: Raw -140935.745810 + Penalty 3118.339407 = -137817.406403 Iteration 4F: 3 clusters Score -137817.4 nChanged 158 ComputeScore: Raw -141055.921115 + Penalty 3118.339407 = -137937.581708 Iteration 5Q: 3 clusters Score -137937.6 nChanged 163 ComputeScore: Raw -141190.499800 + Penalty 3118.339407 = -138072.160393 Iteration 6Q: 3 clusters Score -138072.2 nChanged 143 ComputeScore: Raw -141295.481611 + Penalty 3118.339407 = -138177.142205 Iteration 7Q: 3 clusters Score -138177.1 nChanged 111 ComputeScore: Raw -141374.465409 + Penalty 3118.339407 = -138256.126002 Iteration 8Q: 3 clusters Score -138256.1 nChanged 92 ComputeScore: Raw -141442.102725 + Penalty 3118.339407 = -138323.763318 Iteration 9Q: 3 clusters Score -138323.8 nChanged 82 ComputeScore: Raw -141505.671196 + Penalty 3118.339407 = -138387.331789 Iteration 10Q: 3 clusters Score -138387.3 nChanged 67 ComputeScore: Raw -141558.574009 + Penalty 3118.339407 = -138440.234603 Iteration 11Q: 3 clusters Score -138440.2 nChanged 53 ComputeScore: Raw -141593.909660 + Penalty 3118.339407 = -138475.570253 Iteration 12Q: 3 clusters Score -138475.6 nChanged 38 ComputeScore: Raw -141620.613925 + Penalty 3118.339407 = -138502.274518 Iteration 13Q: 3 clusters Score -138502.3 nChanged 29 ComputeScore: Raw -141648.561655 + Penalty 3118.339407 = -138530.222248 Iteration 14Q: 3 clusters Score -138530.2 nChanged 39 ComputeScore: Raw -141679.676855 + Penalty 3118.339407 = -138561.337448 Iteration 15Q: 3 clusters Score -138561.3 nChanged 32 ComputeScore: Raw -141712.139200 + Penalty 3118.339407 = -138593.799793 Iteration 16Q: 3 clusters Score -138593.8 nChanged 31 ComputeScore: Raw -141735.938423 + Penalty 3118.339407 = -138617.599016 Iteration 17Q: 3 clusters Score -138617.6 nChanged 24 ComputeScore: Raw -141750.463857 + Penalty 3118.339407 = -138632.124450 Iteration 18Q: 3 clusters Score -138632.1 nChanged 16 ComputeScore: Raw -141764.985354 + Penalty 3118.339407 = -138646.645948 Iteration 19Q: 3 clusters Score -138646.6 nChanged 17 ComputeScore: Raw -141778.686984 + Penalty 3118.339407 = -138660.347577 Iteration 20F: 3 clusters Score -138660.3 nChanged 14 ComputeScore: Raw -141787.376289 + Penalty 3118.339407 = -138669.036882 Iteration 21Q: 3 clusters Score -138669 nChanged 5 ComputeScore: Raw -141790.581647 + Penalty 3118.339407 = -138672.242240 Iteration 22Q: 3 clusters Score -138672.2 nChanged 5 ComputeScore: Raw -141793.201449 + Penalty 3118.339407 = -138674.862043 Iteration 23Q: 3 clusters Score -138674.9 nChanged 3 ComputeScore: Raw -141794.522487 + Penalty 3118.339407 = -138676.183081 Iteration 24Q: 3 clusters Score -138676.2 nChanged 1 ComputeScore: Raw -141795.010315 + Penalty 3118.339407 = -138676.670909 Iteration 25Q: 3 clusters Score -138676.7 nChanged 0 ComputeScore: Raw -141795.010315 + Penalty 3118.339407 = -138676.670909 Iteration 26F: 3 clusters Score -138676.7 nChanged 0 Trying to split cluster 33 (1442 points) Assigned 2 initial classes randomly. ComputeScore: Raw -99215.621259 + Penalty 1374.745614 = -97840.875645 Iteration 0F: 2 clusters Score -97840.88 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -101429.019480 + Penalty 2749.491228 = -98679.528252 Iteration 0F: 3 clusters Score -98679.53 nChanged 474 ComputeScore: Raw -101783.102258 + Penalty 2749.491228 = -99033.611030 Iteration 1F: 3 clusters Score -99033.61 nChanged 125 ComputeScore: Raw -104729.786008 + Penalty 2749.491228 = -101980.294780 Iteration 2F: 3 clusters Score -101980.3 nChanged 590 ComputeScore: Raw -100929.781682 + Penalty 2749.491228 = -98180.290454 Iteration 3F: 3 clusters Score -98180.29 nChanged 502 ComputeScore: Raw -102315.464459 + Penalty 2749.491228 = -99565.973231 Iteration 4F: 3 clusters Score -99565.97 nChanged 146 ComputeScore: Raw -101307.544041 + Penalty 2749.491228 = -98558.052812 Iteration 5F: 3 clusters Score -98558.05 nChanged 141 ComputeScore: Raw -102366.131898 + Penalty 2749.491228 = -99616.640670 Iteration 6F: 3 clusters Score -99616.64 nChanged 121 ComputeScore: Raw -101694.210072 + Penalty 2749.491228 = -98944.718844 Iteration 7F: 3 clusters Score -98944.72 nChanged 146 ComputeScore: Raw -104774.215874 + Penalty 2749.491228 = -102024.724646 Iteration 8F: 3 clusters Score -102024.7 nChanged 536 ComputeScore: Raw -100311.343267 + Penalty 2749.491228 = -97561.852039 Iteration 9F: 3 clusters Score -97561.85 nChanged 217 ComputeScore: Raw -100332.217099 + Penalty 2749.491228 = -97582.725871 Iteration 10F: 3 clusters Score -97582.73 nChanged 29 ComputeScore: Raw -100351.400046 + Penalty 2749.491228 = -97601.908817 Iteration 11Q: 3 clusters Score -97601.91 nChanged 12 ComputeScore: Raw -100374.841785 + Penalty 2749.491228 = -97625.350556 Iteration 12Q: 3 clusters Score -97625.35 nChanged 6 ComputeScore: Raw -100378.551966 + Penalty 2749.491228 = -97629.060737 Iteration 13Q: 3 clusters Score -97629.06 nChanged 5 ComputeScore: Raw -100374.839351 + Penalty 2749.491228 = -97625.348123 Iteration 14Q: 3 clusters Score -97625.35 nChanged 7 ComputeScore: Raw -100375.226198 + Penalty 2749.491228 = -97625.734970 Iteration 15F: 3 clusters Score -97625.73 nChanged 2 ComputeScore: Raw -100392.279716 + Penalty 2749.491228 = -97642.788487 Iteration 16Q: 3 clusters Score -97642.79 nChanged 0 ComputeScore: Raw -100392.279716 + Penalty 2749.491228 = -97642.788487 Iteration 17F: 3 clusters Score -97642.79 nChanged 0 Trying to split cluster 34 (3291 points) Assigned 2 initial classes randomly. ComputeScore: Raw -126713.760615 + Penalty 1530.700936 = -125183.059679 Iteration 0F: 2 clusters Score -125183.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -125210.395554 + Penalty 3061.401871 = -122148.993683 Iteration 0F: 3 clusters Score -122149 nChanged 1221 ComputeScore: Raw -125922.084711 + Penalty 3061.401871 = -122860.682840 Iteration 1F: 3 clusters Score -122860.7 nChanged 250 ComputeScore: Raw -126077.809778 + Penalty 3061.401871 = -123016.407907 Iteration 2F: 3 clusters Score -123016.4 nChanged 153 ComputeScore: Raw -126167.132818 + Penalty 3061.401871 = -123105.730947 Iteration 3Q: 3 clusters Score -123105.7 nChanged 142 ComputeScore: Raw -126264.250961 + Penalty 3061.401871 = -123202.849090 Iteration 4Q: 3 clusters Score -123202.8 nChanged 132 ComputeScore: Raw -126354.990545 + Penalty 3061.401871 = -123293.588674 Iteration 5Q: 3 clusters Score -123293.6 nChanged 110 ComputeScore: Raw -126437.285468 + Penalty 3061.401871 = -123375.883597 Iteration 6Q: 3 clusters Score -123375.9 nChanged 90 ComputeScore: Raw -126504.052081 + Penalty 3061.401871 = -123442.650210 Iteration 7Q: 3 clusters Score -123442.7 nChanged 97 ComputeScore: Raw -126568.791189 + Penalty 3061.401871 = -123507.389318 Iteration 8Q: 3 clusters Score -123507.4 nChanged 85 ComputeScore: Raw -126625.150540 + Penalty 3061.401871 = -123563.748669 Iteration 9Q: 3 clusters Score -123563.7 nChanged 76 ComputeScore: Raw -126677.998837 + Penalty 3061.401871 = -123616.596965 Iteration 10Q: 3 clusters Score -123616.6 nChanged 60 ComputeScore: Raw -126715.147879 + Penalty 3061.401871 = -123653.746008 Iteration 11Q: 3 clusters Score -123653.7 nChanged 44 ComputeScore: Raw -126749.306499 + Penalty 3061.401871 = -123687.904628 Iteration 12Q: 3 clusters Score -123687.9 nChanged 60 ComputeScore: Raw -126791.669544 + Penalty 3061.401871 = -123730.267673 Iteration 13Q: 3 clusters Score -123730.3 nChanged 56 ComputeScore: Raw -126832.816985 + Penalty 3061.401871 = -123771.415114 Iteration 14Q: 3 clusters Score -123771.4 nChanged 46 ComputeScore: Raw -126861.719137 + Penalty 3061.401871 = -123800.317265 Iteration 15Q: 3 clusters Score -123800.3 nChanged 35 ComputeScore: Raw -126880.635798 + Penalty 3061.401871 = -123819.233927 Iteration 16Q: 3 clusters Score -123819.2 nChanged 26 ComputeScore: Raw -126899.405056 + Penalty 3061.401871 = -123838.003185 Iteration 17Q: 3 clusters Score -123838 nChanged 25 ComputeScore: Raw -126914.208892 + Penalty 3061.401871 = -123852.807021 Iteration 18Q: 3 clusters Score -123852.8 nChanged 19 ComputeScore: Raw -126922.879584 + Penalty 3061.401871 = -123861.477713 Iteration 19Q: 3 clusters Score -123861.5 nChanged 11 ComputeScore: Raw -126927.109288 + Penalty 3061.401871 = -123865.707417 Iteration 20F: 3 clusters Score -123865.7 nChanged 10 ComputeScore: Raw -126932.012909 + Penalty 3061.401871 = -123870.611038 Iteration 21Q: 3 clusters Score -123870.6 nChanged 8 ComputeScore: Raw -126937.241216 + Penalty 3061.401871 = -123875.839345 Iteration 22Q: 3 clusters Score -123875.8 nChanged 13 ComputeScore: Raw -126943.915118 + Penalty 3061.401871 = -123882.513246 Iteration 23Q: 3 clusters Score -123882.5 nChanged 7 ComputeScore: Raw -126946.535123 + Penalty 3061.401871 = -123885.133252 Iteration 24Q: 3 clusters Score -123885.1 nChanged 1 ComputeScore: Raw -126947.893165 + Penalty 3061.401871 = -123886.491294 Iteration 25Q: 3 clusters Score -123886.5 nChanged 5 ComputeScore: Raw -126950.372818 + Penalty 3061.401871 = -123888.970947 Iteration 26Q: 3 clusters Score -123889 nChanged 9 ComputeScore: Raw -126955.957435 + Penalty 3061.401871 = -123894.555563 Iteration 27Q: 3 clusters Score -123894.6 nChanged 11 ComputeScore: Raw -126960.110335 + Penalty 3061.401871 = -123898.708464 Iteration 28Q: 3 clusters Score -123898.7 nChanged 5 ComputeScore: Raw -126961.926448 + Penalty 3061.401871 = -123900.524577 Iteration 29Q: 3 clusters Score -123900.5 nChanged 6 ComputeScore: Raw -126964.803549 + Penalty 3061.401871 = -123903.401678 Iteration 30Q: 3 clusters Score -123903.4 nChanged 3 ComputeScore: Raw -126965.785078 + Penalty 3061.401871 = -123904.383207 Iteration 31Q: 3 clusters Score -123904.4 nChanged 1 ComputeScore: Raw -126966.173887 + Penalty 3061.401871 = -123904.772016 Iteration 32Q: 3 clusters Score -123904.8 nChanged 1 ComputeScore: Raw -126966.513384 + Penalty 3061.401871 = -123905.111513 Iteration 33Q: 3 clusters Score -123905.1 nChanged 1 ComputeScore: Raw -126967.014984 + Penalty 3061.401871 = -123905.613113 Iteration 34Q: 3 clusters Score -123905.6 nChanged 1 ComputeScore: Raw -126967.265189 + Penalty 3061.401871 = -123905.863318 Iteration 35Q: 3 clusters Score -123905.9 nChanged 0 ComputeScore: Raw -126967.265189 + Penalty 3061.401871 = -123905.863318 Iteration 36F: 3 clusters Score -123905.9 nChanged 0 Trying to split cluster 35 (2690 points) Assigned 2 initial classes randomly. ComputeScore: Raw -104327.819433 + Penalty 1492.589033 = -102835.230399 Iteration 0F: 2 clusters Score -102835.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -103118.427525 + Penalty 2985.178067 = -100133.249459 Iteration 0F: 3 clusters Score -100133.2 nChanged 992 ComputeScore: Raw -103742.441179 + Penalty 2985.178067 = -100757.263112 Iteration 1F: 3 clusters Score -100757.3 nChanged 191 ComputeScore: Raw -103874.118636 + Penalty 2985.178067 = -100888.940569 Iteration 2F: 3 clusters Score -100888.9 nChanged 118 ComputeScore: Raw -103950.979473 + Penalty 2985.178067 = -100965.801406 Iteration 3Q: 3 clusters Score -100965.8 nChanged 89 ComputeScore: Raw -103997.445150 + Penalty 2985.178067 = -101012.267084 Iteration 4Q: 3 clusters Score -101012.3 nChanged 61 ComputeScore: Raw -104032.611825 + Penalty 2985.178067 = -101047.433758 Iteration 5Q: 3 clusters Score -101047.4 nChanged 60 ComputeScore: Raw -104064.359317 + Penalty 2985.178067 = -101079.181250 Iteration 6Q: 3 clusters Score -101079.2 nChanged 55 ComputeScore: Raw -104094.185512 + Penalty 2985.178067 = -101109.007445 Iteration 7Q: 3 clusters Score -101109 nChanged 45 ComputeScore: Raw -104118.612403 + Penalty 2985.178067 = -101133.434336 Iteration 8Q: 3 clusters Score -101133.4 nChanged 45 ComputeScore: Raw -104144.960840 + Penalty 2985.178067 = -101159.782774 Iteration 9Q: 3 clusters Score -101159.8 nChanged 51 ComputeScore: Raw -104173.536328 + Penalty 2985.178067 = -101188.358261 Iteration 10Q: 3 clusters Score -101188.4 nChanged 44 ComputeScore: Raw -104200.976922 + Penalty 2985.178067 = -101215.798855 Iteration 11Q: 3 clusters Score -101215.8 nChanged 49 ComputeScore: Raw -104229.059715 + Penalty 2985.178067 = -101243.881649 Iteration 12Q: 3 clusters Score -101243.9 nChanged 49 ComputeScore: Raw -104253.212578 + Penalty 2985.178067 = -101268.034512 Iteration 13Q: 3 clusters Score -101268 nChanged 33 ComputeScore: Raw -104273.163380 + Penalty 2985.178067 = -101287.985314 Iteration 14Q: 3 clusters Score -101288 nChanged 44 ComputeScore: Raw -104300.238113 + Penalty 2985.178067 = -101315.060046 Iteration 15Q: 3 clusters Score -101315.1 nChanged 52 ComputeScore: Raw -104342.825367 + Penalty 2985.178067 = -101357.647301 Iteration 16Q: 3 clusters Score -101357.6 nChanged 68 ComputeScore: Raw -104397.572440 + Penalty 2985.178067 = -101412.394374 Iteration 17Q: 3 clusters Score -101412.4 nChanged 59 ComputeScore: Raw -104436.887070 + Penalty 2985.178067 = -101451.709004 Iteration 18Q: 3 clusters Score -101451.7 nChanged 52 ComputeScore: Raw -104476.795209 + Penalty 2985.178067 = -101491.617142 Iteration 19Q: 3 clusters Score -101491.6 nChanged 43 ComputeScore: Raw -104511.403601 + Penalty 2985.178067 = -101526.225534 Iteration 20F: 3 clusters Score -101526.2 nChanged 39 ComputeScore: Raw -104534.087075 + Penalty 2985.178067 = -101548.909008 Iteration 21Q: 3 clusters Score -101548.9 nChanged 31 ComputeScore: Raw -104551.848668 + Penalty 2985.178067 = -101566.670601 Iteration 22Q: 3 clusters Score -101566.7 nChanged 29 ComputeScore: Raw -104573.585781 + Penalty 2985.178067 = -101588.407714 Iteration 23Q: 3 clusters Score -101588.4 nChanged 24 ComputeScore: Raw -104590.325706 + Penalty 2985.178067 = -101605.147640 Iteration 24Q: 3 clusters Score -101605.1 nChanged 22 ComputeScore: Raw -104603.295736 + Penalty 2985.178067 = -101618.117669 Iteration 25Q: 3 clusters Score -101618.1 nChanged 18 ComputeScore: Raw -104613.965732 + Penalty 2985.178067 = -101628.787665 Iteration 26Q: 3 clusters Score -101628.8 nChanged 6 ComputeScore: Raw -104617.971312 + Penalty 2985.178067 = -101632.793245 Iteration 27Q: 3 clusters Score -101632.8 nChanged 2 ComputeScore: Raw -104619.167595 + Penalty 2985.178067 = -101633.989529 Iteration 28Q: 3 clusters Score -101634 nChanged 3 ComputeScore: Raw -104619.968758 + Penalty 2985.178067 = -101634.790692 Iteration 29Q: 3 clusters Score -101634.8 nChanged 5 ComputeScore: Raw -104621.774159 + Penalty 2985.178067 = -101636.596093 Iteration 30Q: 3 clusters Score -101636.6 nChanged 5 ComputeScore: Raw -104625.213856 + Penalty 2985.178067 = -101640.035789 Iteration 31Q: 3 clusters Score -101640 nChanged 5 ComputeScore: Raw -104629.240935 + Penalty 2985.178067 = -101644.062869 Iteration 32Q: 3 clusters Score -101644.1 nChanged 4 ComputeScore: Raw -104631.974248 + Penalty 2985.178067 = -101646.796181 Iteration 33Q: 3 clusters Score -101646.8 nChanged 4 ComputeScore: Raw -104633.758953 + Penalty 2985.178067 = -101648.580886 Iteration 34Q: 3 clusters Score -101648.6 nChanged 3 ComputeScore: Raw -104634.570156 + Penalty 2985.178067 = -101649.392090 Iteration 35Q: 3 clusters Score -101649.4 nChanged 0 ComputeScore: Raw -104634.570156 + Penalty 2985.178067 = -101649.392090 Iteration 36F: 3 clusters Score -101649.4 nChanged 0 Trying to split cluster 36 (5509 points) Assigned 2 initial classes randomly. ComputeScore: Raw -210718.157642 + Penalty 1628.072157 = -209090.085484 Iteration 0F: 2 clusters Score -209090.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -207863.477231 + Penalty 3256.144314 = -204607.332917 Iteration 0F: 3 clusters Score -204607.3 nChanged 2248 ComputeScore: Raw -209078.108668 + Penalty 3256.144314 = -205821.964354 Iteration 1F: 3 clusters Score -205822 nChanged 428 ComputeScore: Raw -209327.015740 + Penalty 3256.144314 = -206070.871425 Iteration 2F: 3 clusters Score -206070.9 nChanged 322 ComputeScore: Raw -209495.164573 + Penalty 3256.144314 = -206239.020259 Iteration 3F: 3 clusters Score -206239 nChanged 237 ComputeScore: Raw -209624.034180 + Penalty 3256.144314 = -206367.889865 Iteration 4Q: 3 clusters Score -206367.9 nChanged 224 ComputeScore: Raw -209772.878908 + Penalty 3256.144314 = -206516.734594 Iteration 5Q: 3 clusters Score -206516.7 nChanged 254 ComputeScore: Raw -210005.972984 + Penalty 3256.144314 = -206749.828670 Iteration 6Q: 3 clusters Score -206749.8 nChanged 272 ComputeScore: Raw -210413.652692 + Penalty 3256.144314 = -207157.508378 Iteration 7Q: 3 clusters Score -207157.5 nChanged 333 ComputeScore: Raw -211600.026208 + Penalty 3256.144314 = -208343.881893 Iteration 8F: 3 clusters Score -208343.9 nChanged 525 ComputeScore: Raw -216623.757525 + Penalty 3256.144314 = -213367.613211 Iteration 9F: 3 clusters Score -213367.6 nChanged 736 ComputeScore: Raw -320371.369907 + Penalty 3256.144314 = -317115.225593 Iteration 10F: 3 clusters Score -317115.2 nChanged 156 Unmasked E-step: Deleting class 2: covariance matrix is singular ComputeScore: Raw -365057.052090 + Penalty 3256.144314 = -361800.907775 Iteration 11Q: 3 clusters Score -361800.9 nChanged 0 ComputeScore: Raw 19789329853771598406877184.000000 + Penalty 1628.072157 = 19789329853771598406877184.000000 Iteration 12F: 2 clusters Score 1.978933e+25 nChanged 3610 ComputeScore: Raw -210718.157642 + Penalty 1628.072157 = -209090.085484 Iteration 13F: 2 clusters Score -209090.1 nChanged 0 Trying to split cluster 37 (5695 points) Assigned 2 initial classes randomly. ComputeScore: Raw -218172.326654 + Penalty 1634.347993 = -216537.978662 Iteration 0F: 2 clusters Score -216538 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -215268.475330 + Penalty 3268.695985 = -211999.779344 Iteration 0F: 3 clusters Score -211999.8 nChanged 2325 ComputeScore: Raw -216583.262981 + Penalty 3268.695985 = -213314.566996 Iteration 1F: 3 clusters Score -213314.6 nChanged 447 ComputeScore: Raw -216840.026566 + Penalty 3268.695985 = -213571.330581 Iteration 2F: 3 clusters Score -213571.3 nChanged 312 ComputeScore: Raw -217019.773893 + Penalty 3268.695985 = -213751.077908 Iteration 3F: 3 clusters Score -213751.1 nChanged 257 ComputeScore: Raw -217182.145553 + Penalty 3268.695985 = -213913.449567 Iteration 4Q: 3 clusters Score -213913.4 nChanged 264 ComputeScore: Raw -217342.132969 + Penalty 3268.695985 = -214073.436984 Iteration 5Q: 3 clusters Score -214073.4 nChanged 246 ComputeScore: Raw -217495.994277 + Penalty 3268.695985 = -214227.298292 Iteration 6Q: 3 clusters Score -214227.3 nChanged 242 ComputeScore: Raw -217650.499292 + Penalty 3268.695985 = -214381.803307 Iteration 7Q: 3 clusters Score -214381.8 nChanged 227 ComputeScore: Raw -217783.447224 + Penalty 3268.695985 = -214514.751239 Iteration 8Q: 3 clusters Score -214514.8 nChanged 165 ComputeScore: Raw -217871.572308 + Penalty 3268.695985 = -214602.876323 Iteration 9Q: 3 clusters Score -214602.9 nChanged 153 ComputeScore: Raw -217959.965526 + Penalty 3268.695985 = -214691.269541 Iteration 10Q: 3 clusters Score -214691.3 nChanged 139 ComputeScore: Raw -218031.600047 + Penalty 3268.695985 = -214762.904062 Iteration 11Q: 3 clusters Score -214762.9 nChanged 107 ComputeScore: Raw -218093.462750 + Penalty 3268.695985 = -214824.766765 Iteration 12Q: 3 clusters Score -214824.8 nChanged 90 ComputeScore: Raw -218150.317566 + Penalty 3268.695985 = -214881.621581 Iteration 13Q: 3 clusters Score -214881.6 nChanged 100 ComputeScore: Raw -218214.282943 + Penalty 3268.695985 = -214945.586958 Iteration 14Q: 3 clusters Score -214945.6 nChanged 88 ComputeScore: Raw -218265.111615 + Penalty 3268.695985 = -214996.415630 Iteration 15Q: 3 clusters Score -214996.4 nChanged 67 ComputeScore: Raw -218307.813183 + Penalty 3268.695985 = -215039.117198 Iteration 16Q: 3 clusters Score -215039.1 nChanged 55 ComputeScore: Raw -218349.580367 + Penalty 3268.695985 = -215080.884382 Iteration 17Q: 3 clusters Score -215080.9 nChanged 51 ComputeScore: Raw -218405.999261 + Penalty 3268.695985 = -215137.303276 Iteration 18Q: 3 clusters Score -215137.3 nChanged 62 ComputeScore: Raw -218472.092497 + Penalty 3268.695985 = -215203.396512 Iteration 19Q: 3 clusters Score -215203.4 nChanged 59 ComputeScore: Raw -218525.363827 + Penalty 3268.695985 = -215256.667842 Iteration 20F: 3 clusters Score -215256.7 nChanged 54 ComputeScore: Raw -218570.469466 + Penalty 3268.695985 = -215301.773481 Iteration 21Q: 3 clusters Score -215301.8 nChanged 44 ComputeScore: Raw -218603.416977 + Penalty 3268.695985 = -215334.720992 Iteration 22Q: 3 clusters Score -215334.7 nChanged 32 ComputeScore: Raw -218634.548390 + Penalty 3268.695985 = -215365.852405 Iteration 23Q: 3 clusters Score -215365.9 nChanged 32 ComputeScore: Raw -218659.188295 + Penalty 3268.695985 = -215390.492310 Iteration 24Q: 3 clusters Score -215390.5 nChanged 25 ComputeScore: Raw -218676.166525 + Penalty 3268.695985 = -215407.470540 Iteration 25Q: 3 clusters Score -215407.5 nChanged 22 ComputeScore: Raw -218693.867638 + Penalty 3268.695985 = -215425.171652 Iteration 26Q: 3 clusters Score -215425.2 nChanged 24 ComputeScore: Raw -218708.029172 + Penalty 3268.695985 = -215439.333187 Iteration 27Q: 3 clusters Score -215439.3 nChanged 11 ComputeScore: Raw -218717.896647 + Penalty 3268.695985 = -215449.200662 Iteration 28Q: 3 clusters Score -215449.2 nChanged 12 ComputeScore: Raw -218727.156678 + Penalty 3268.695985 = -215458.460693 Iteration 29Q: 3 clusters Score -215458.5 nChanged 13 ComputeScore: Raw -218739.723318 + Penalty 3268.695985 = -215471.027333 Iteration 30Q: 3 clusters Score -215471 nChanged 12 ComputeScore: Raw -218747.684661 + Penalty 3268.695985 = -215478.988676 Iteration 31Q: 3 clusters Score -215479 nChanged 5 ComputeScore: Raw -218751.505906 + Penalty 3268.695985 = -215482.809921 Iteration 32Q: 3 clusters Score -215482.8 nChanged 7 ComputeScore: Raw -218753.902302 + Penalty 3268.695985 = -215485.206317 Iteration 33Q: 3 clusters Score -215485.2 nChanged 5 ComputeScore: Raw -218755.935057 + Penalty 3268.695985 = -215487.239072 Iteration 34Q: 3 clusters Score -215487.2 nChanged 3 ComputeScore: Raw -218757.053361 + Penalty 3268.695985 = -215488.357376 Iteration 35Q: 3 clusters Score -215488.4 nChanged 2 ComputeScore: Raw -218758.095980 + Penalty 3268.695985 = -215489.399995 Iteration 36Q: 3 clusters Score -215489.4 nChanged 0 ComputeScore: Raw -218758.095980 + Penalty 3268.695985 = -215489.399995 Iteration 37F: 3 clusters Score -215489.4 nChanged 0 ConsiderDeletion: ComputeScore: Raw -5376082.865314 + Penalty 83456.949980 = -5292625.915334Iteration 199Q: 38 clusters Score -5292626 nChanged 0 ConsiderDeletion: ComputeScore: Raw -5376082.865314 + Penalty 83456.949980 = -5292625.915334Iteration 200F: 38 clusters Score -5292626 nChanged 0 ComputeScore: Raw -5376082.865314 + Penalty 83456.949980 = -5292625.915334Trying to split cluster 1 (929 points) Assigned 2 initial classes randomly. ComputeScore: Raw -62045.509167 + Penalty 1291.646552 = -60753.862615 Iteration 0F: 2 clusters Score -60753.86 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -61826.422952 + Penalty 2583.293103 = -59243.129849 Iteration 0F: 3 clusters Score -59243.13 nChanged 246 ComputeScore: Raw -62085.310615 + Penalty 2583.293103 = -59502.017512 Iteration 1F: 3 clusters Score -59502.02 nChanged 75 ComputeScore: Raw -62159.014268 + Penalty 2583.293103 = -59575.721164 Iteration 2F: 3 clusters Score -59575.72 nChanged 30 ComputeScore: Raw -62185.974504 + Penalty 2583.293103 = -59602.681401 Iteration 3Q: 3 clusters Score -59602.68 nChanged 13 ComputeScore: Raw -62193.906232 + Penalty 2583.293103 = -59610.613129 Iteration 4Q: 3 clusters Score -59610.61 nChanged 9 ComputeScore: Raw -62228.849831 + Penalty 2583.293103 = -59645.556728 Iteration 5Q: 3 clusters Score -59645.56 nChanged 8 ComputeScore: Raw -62206.226538 + Penalty 2583.293103 = -59622.933434 Iteration 6Q: 3 clusters Score -59622.93 nChanged 7 ComputeScore: Raw -62219.757054 + Penalty 2583.293103 = -59636.463950 Iteration 7F: 3 clusters Score -59636.46 nChanged 8 ComputeScore: Raw -62230.659258 + Penalty 2583.293103 = -59647.366155 Iteration 8Q: 3 clusters Score -59647.37 nChanged 4 ComputeScore: Raw -62235.050794 + Penalty 2583.293103 = -59651.757690 Iteration 9Q: 3 clusters Score -59651.76 nChanged 3 ComputeScore: Raw -62239.631466 + Penalty 2583.293103 = -59656.338363 Iteration 10Q: 3 clusters Score -59656.34 nChanged 4 ComputeScore: Raw -62242.813933 + Penalty 2583.293103 = -59659.520830 Iteration 11Q: 3 clusters Score -59659.52 nChanged 4 ComputeScore: Raw -62246.805282 + Penalty 2583.293103 = -59663.512179 Iteration 12Q: 3 clusters Score -59663.51 nChanged 1 ComputeScore: Raw -62247.337159 + Penalty 2583.293103 = -59664.044056 Iteration 13Q: 3 clusters Score -59664.04 nChanged 0 ComputeScore: Raw -62247.337159 + Penalty 2583.293103 = -59664.044056 Iteration 14F: 3 clusters Score -59664.04 nChanged 0 Trying to split cluster 2 (5958 points) Assigned 2 initial classes randomly. ComputeScore: Raw -220282.898149 + Penalty 1642.880635 = -218640.017514 Iteration 0F: 2 clusters Score -218640 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -217197.680580 + Penalty 3285.761270 = -213911.919310 Iteration 0F: 3 clusters Score -213911.9 nChanged 2433 ComputeScore: Raw -218566.564688 + Penalty 3285.761270 = -215280.803418 Iteration 1F: 3 clusters Score -215280.8 nChanged 420 ComputeScore: Raw -218802.891741 + Penalty 3285.761270 = -215517.130471 Iteration 2F: 3 clusters Score -215517.1 nChanged 326 ComputeScore: Raw -219010.453673 + Penalty 3285.761270 = -215724.692403 Iteration 3F: 3 clusters Score -215724.7 nChanged 286 ComputeScore: Raw -219199.682454 + Penalty 3285.761270 = -215913.921183 Iteration 4Q: 3 clusters Score -215913.9 nChanged 282 ComputeScore: Raw -219398.370578 + Penalty 3285.761270 = -216112.609307 Iteration 5Q: 3 clusters Score -216112.6 nChanged 244 ComputeScore: Raw -219591.235344 + Penalty 3285.761270 = -216305.474074 Iteration 6Q: 3 clusters Score -216305.5 nChanged 257 ComputeScore: Raw -219821.496995 + Penalty 3285.761270 = -216535.735725 Iteration 7Q: 3 clusters Score -216535.7 nChanged 257 ComputeScore: Raw -220089.218434 + Penalty 3285.761270 = -216803.457164 Iteration 8Q: 3 clusters Score -216803.5 nChanged 294 ComputeScore: Raw -220427.731111 + Penalty 3285.761270 = -217141.969841 Iteration 9Q: 3 clusters Score -217142 nChanged 327 ComputeScore: Raw -220825.993767 + Penalty 3285.761270 = -217540.232496 Iteration 10F: 3 clusters Score -217540.2 nChanged 282 ComputeScore: Raw -221137.903979 + Penalty 3285.761270 = -217852.142708 Iteration 11Q: 3 clusters Score -217852.1 nChanged 235 ComputeScore: Raw -221392.829111 + Penalty 3285.761270 = -218107.067841 Iteration 12Q: 3 clusters Score -218107.1 nChanged 192 ComputeScore: Raw -221579.658407 + Penalty 3285.761270 = -218293.897136 Iteration 13Q: 3 clusters Score -218293.9 nChanged 139 ComputeScore: Raw -221698.300817 + Penalty 3285.761270 = -218412.539546 Iteration 14Q: 3 clusters Score -218412.5 nChanged 96 ComputeScore: Raw -221751.412384 + Penalty 3285.761270 = -218465.651114 Iteration 15Q: 3 clusters Score -218465.7 nChanged 56 ComputeScore: Raw -221781.554252 + Penalty 3285.761270 = -218495.792982 Iteration 16Q: 3 clusters Score -218495.8 nChanged 53 ComputeScore: Raw -221807.532843 + Penalty 3285.761270 = -218521.771572 Iteration 17Q: 3 clusters Score -218521.8 nChanged 38 ComputeScore: Raw -221822.351032 + Penalty 3285.761270 = -218536.589761 Iteration 18Q: 3 clusters Score -218536.6 nChanged 24 ComputeScore: Raw -221827.691714 + Penalty 3285.761270 = -218541.930444 Iteration 19Q: 3 clusters Score -218541.9 nChanged 10 ComputeScore: Raw -221829.744741 + Penalty 3285.761270 = -218543.983471 Iteration 20F: 3 clusters Score -218544 nChanged 9 ComputeScore: Raw -221831.573310 + Penalty 3285.761270 = -218545.812039 Iteration 21Q: 3 clusters Score -218545.8 nChanged 6 ComputeScore: Raw -221832.906781 + Penalty 3285.761270 = -218547.145511 Iteration 22Q: 3 clusters Score -218547.1 nChanged 3 ComputeScore: Raw -221833.401147 + Penalty 3285.761270 = -218547.639876 Iteration 23Q: 3 clusters Score -218547.6 nChanged 1 ComputeScore: Raw -221833.607749 + Penalty 3285.761270 = -218547.846479 Iteration 24Q: 3 clusters Score -218547.8 nChanged 1 ComputeScore: Raw -221833.917482 + Penalty 3285.761270 = -218548.156211 Iteration 25Q: 3 clusters Score -218548.2 nChanged 0 ComputeScore: Raw -221833.917482 + Penalty 3285.761270 = -218548.156211 Iteration 26F: 3 clusters Score -218548.2 nChanged 0 Trying to split cluster 3 (4469 points) Assigned 2 initial classes randomly. ComputeScore: Raw -164435.022162 + Penalty 1588.529870 = -162846.492292 Iteration 0F: 2 clusters Score -162846.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -162222.886338 + Penalty 3177.059741 = -159045.826598 Iteration 0F: 3 clusters Score -159045.8 nChanged 1783 ComputeScore: Raw -163188.092657 + Penalty 3177.059741 = -160011.032916 Iteration 1F: 3 clusters Score -160011 nChanged 335 ComputeScore: Raw -163444.909916 + Penalty 3177.059741 = -160267.850175 Iteration 2F: 3 clusters Score -160267.9 nChanged 276 ComputeScore: Raw -163642.324330 + Penalty 3177.059741 = -160465.264589 Iteration 3F: 3 clusters Score -160465.3 nChanged 231 ComputeScore: Raw -163777.600552 + Penalty 3177.059741 = -160600.540811 Iteration 4F: 3 clusters Score -160600.5 nChanged 192 ComputeScore: Raw -163896.687032 + Penalty 3177.059741 = -160719.627292 Iteration 5Q: 3 clusters Score -160719.6 nChanged 169 ComputeScore: Raw -163997.828344 + Penalty 3177.059741 = -160820.768604 Iteration 6Q: 3 clusters Score -160820.8 nChanged 154 ComputeScore: Raw -164080.600922 + Penalty 3177.059741 = -160903.541181 Iteration 7Q: 3 clusters Score -160903.5 nChanged 146 ComputeScore: Raw -164170.312835 + Penalty 3177.059741 = -160993.253094 Iteration 8Q: 3 clusters Score -160993.3 nChanged 135 ComputeScore: Raw -164241.364947 + Penalty 3177.059741 = -161064.305206 Iteration 9Q: 3 clusters Score -161064.3 nChanged 111 ComputeScore: Raw -164303.539549 + Penalty 3177.059741 = -161126.479808 Iteration 10Q: 3 clusters Score -161126.5 nChanged 109 ComputeScore: Raw -164362.530007 + Penalty 3177.059741 = -161185.470266 Iteration 11Q: 3 clusters Score -161185.5 nChanged 87 ComputeScore: Raw -164408.621329 + Penalty 3177.059741 = -161231.561589 Iteration 12Q: 3 clusters Score -161231.6 nChanged 89 ComputeScore: Raw -164455.661353 + Penalty 3177.059741 = -161278.601613 Iteration 13Q: 3 clusters Score -161278.6 nChanged 79 ComputeScore: Raw -164497.403511 + Penalty 3177.059741 = -161320.343770 Iteration 14Q: 3 clusters Score -161320.3 nChanged 71 ComputeScore: Raw -164531.772977 + Penalty 3177.059741 = -161354.713237 Iteration 15Q: 3 clusters Score -161354.7 nChanged 64 ComputeScore: Raw -164561.267975 + Penalty 3177.059741 = -161384.208235 Iteration 16Q: 3 clusters Score -161384.2 nChanged 55 ComputeScore: Raw -164588.906154 + Penalty 3177.059741 = -161411.846414 Iteration 17Q: 3 clusters Score -161411.8 nChanged 44 ComputeScore: Raw -164607.667226 + Penalty 3177.059741 = -161430.607485 Iteration 18Q: 3 clusters Score -161430.6 nChanged 44 ComputeScore: Raw -164636.616079 + Penalty 3177.059741 = -161459.556338 Iteration 19Q: 3 clusters Score -161459.6 nChanged 49 ComputeScore: Raw -164663.023016 + Penalty 3177.059741 = -161485.963276 Iteration 20F: 3 clusters Score -161486 nChanged 39 ComputeScore: Raw -164684.423410 + Penalty 3177.059741 = -161507.363670 Iteration 21Q: 3 clusters Score -161507.4 nChanged 39 ComputeScore: Raw -164704.455942 + Penalty 3177.059741 = -161527.396201 Iteration 22Q: 3 clusters Score -161527.4 nChanged 39 ComputeScore: Raw -164719.323306 + Penalty 3177.059741 = -161542.263565 Iteration 23Q: 3 clusters Score -161542.3 nChanged 32 ComputeScore: Raw -164733.040876 + Penalty 3177.059741 = -161555.981135 Iteration 24Q: 3 clusters Score -161556 nChanged 29 ComputeScore: Raw -164743.637275 + Penalty 3177.059741 = -161566.577534 Iteration 25Q: 3 clusters Score -161566.6 nChanged 20 ComputeScore: Raw -164752.905826 + Penalty 3177.059741 = -161575.846085 Iteration 26Q: 3 clusters Score -161575.8 nChanged 27 ComputeScore: Raw -164763.345486 + Penalty 3177.059741 = -161586.285746 Iteration 27Q: 3 clusters Score -161586.3 nChanged 25 ComputeScore: Raw -164774.353265 + Penalty 3177.059741 = -161597.293524 Iteration 28Q: 3 clusters Score -161597.3 nChanged 24 ComputeScore: Raw -164785.337916 + Penalty 3177.059741 = -161608.278175 Iteration 29Q: 3 clusters Score -161608.3 nChanged 25 ComputeScore: Raw -164794.288550 + Penalty 3177.059741 = -161617.228810 Iteration 30Q: 3 clusters Score -161617.2 nChanged 17 ComputeScore: Raw -164801.725874 + Penalty 3177.059741 = -161624.666134 Iteration 31Q: 3 clusters Score -161624.7 nChanged 14 ComputeScore: Raw -164807.084640 + Penalty 3177.059741 = -161630.024900 Iteration 32Q: 3 clusters Score -161630 nChanged 12 ComputeScore: Raw -164809.546330 + Penalty 3177.059741 = -161632.486590 Iteration 33Q: 3 clusters Score -161632.5 nChanged 7 ComputeScore: Raw -164811.371525 + Penalty 3177.059741 = -161634.311785 Iteration 34Q: 3 clusters Score -161634.3 nChanged 3 ComputeScore: Raw -164812.205491 + Penalty 3177.059741 = -161635.145750 Iteration 35Q: 3 clusters Score -161635.1 nChanged 0 ComputeScore: Raw -164812.205491 + Penalty 3177.059741 = -161635.145750 Iteration 36F: 3 clusters Score -161635.1 nChanged 0 Trying to split cluster 4 (3216 points) Assigned 2 initial classes randomly. ComputeScore: Raw -117334.166801 + Penalty 1526.343896 = -115807.822904 Iteration 0F: 2 clusters Score -115807.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -115826.148952 + Penalty 3052.687792 = -112773.461160 Iteration 0F: 3 clusters Score -112773.5 nChanged 1193 ComputeScore: Raw -116495.927520 + Penalty 3052.687792 = -113443.239728 Iteration 1F: 3 clusters Score -113443.2 nChanged 254 ComputeScore: Raw -116685.143027 + Penalty 3052.687792 = -113632.455234 Iteration 2F: 3 clusters Score -113632.5 nChanged 186 ComputeScore: Raw -116811.872856 + Penalty 3052.687792 = -113759.185064 Iteration 3F: 3 clusters Score -113759.2 nChanged 155 ComputeScore: Raw -116924.490736 + Penalty 3052.687792 = -113871.802943 Iteration 4Q: 3 clusters Score -113871.8 nChanged 129 ComputeScore: Raw -117022.894618 + Penalty 3052.687792 = -113970.206826 Iteration 5Q: 3 clusters Score -113970.2 nChanged 116 ComputeScore: Raw -117104.220598 + Penalty 3052.687792 = -114051.532806 Iteration 6Q: 3 clusters Score -114051.5 nChanged 105 ComputeScore: Raw -117178.503253 + Penalty 3052.687792 = -114125.815460 Iteration 7Q: 3 clusters Score -114125.8 nChanged 110 ComputeScore: Raw -117256.394154 + Penalty 3052.687792 = -114203.706362 Iteration 8Q: 3 clusters Score -114203.7 nChanged 115 ComputeScore: Raw -117341.327569 + Penalty 3052.687792 = -114288.639776 Iteration 9Q: 3 clusters Score -114288.6 nChanged 100 ComputeScore: Raw -117412.002330 + Penalty 3052.687792 = -114359.314537 Iteration 10Q: 3 clusters Score -114359.3 nChanged 91 ComputeScore: Raw -117466.730072 + Penalty 3052.687792 = -114414.042280 Iteration 11Q: 3 clusters Score -114414 nChanged 67 ComputeScore: Raw -117507.012527 + Penalty 3052.687792 = -114454.324735 Iteration 12Q: 3 clusters Score -114454.3 nChanged 52 ComputeScore: Raw -117539.503649 + Penalty 3052.687792 = -114486.815856 Iteration 13Q: 3 clusters Score -114486.8 nChanged 43 ComputeScore: Raw -117556.204156 + Penalty 3052.687792 = -114503.516364 Iteration 14Q: 3 clusters Score -114503.5 nChanged 29 ComputeScore: Raw -117567.808382 + Penalty 3052.687792 = -114515.120590 Iteration 15Q: 3 clusters Score -114515.1 nChanged 16 ComputeScore: Raw -117572.769599 + Penalty 3052.687792 = -114520.081806 Iteration 16Q: 3 clusters Score -114520.1 nChanged 16 ComputeScore: Raw -117578.306220 + Penalty 3052.687792 = -114525.618427 Iteration 17Q: 3 clusters Score -114525.6 nChanged 10 ComputeScore: Raw -117581.830445 + Penalty 3052.687792 = -114529.142652 Iteration 18Q: 3 clusters Score -114529.1 nChanged 11 ComputeScore: Raw -117585.735628 + Penalty 3052.687792 = -114533.047836 Iteration 19Q: 3 clusters Score -114533 nChanged 9 ComputeScore: Raw -117588.322343 + Penalty 3052.687792 = -114535.634551 Iteration 20F: 3 clusters Score -114535.6 nChanged 13 ComputeScore: Raw -117593.311787 + Penalty 3052.687792 = -114540.623994 Iteration 21Q: 3 clusters Score -114540.6 nChanged 8 ComputeScore: Raw -117596.863738 + Penalty 3052.687792 = -114544.175946 Iteration 22Q: 3 clusters Score -114544.2 nChanged 10 ComputeScore: Raw -117600.520846 + Penalty 3052.687792 = -114547.833054 Iteration 23Q: 3 clusters Score -114547.8 nChanged 11 ComputeScore: Raw -117603.518580 + Penalty 3052.687792 = -114550.830788 Iteration 24Q: 3 clusters Score -114550.8 nChanged 8 ComputeScore: Raw -117605.833159 + Penalty 3052.687792 = -114553.145366 Iteration 25Q: 3 clusters Score -114553.1 nChanged 16 ComputeScore: Raw -117612.404970 + Penalty 3052.687792 = -114559.717177 Iteration 26Q: 3 clusters Score -114559.7 nChanged 13 ComputeScore: Raw -117616.926271 + Penalty 3052.687792 = -114564.238479 Iteration 27Q: 3 clusters Score -114564.2 nChanged 16 ComputeScore: Raw -117622.488299 + Penalty 3052.687792 = -114569.800507 Iteration 28Q: 3 clusters Score -114569.8 nChanged 10 ComputeScore: Raw -117626.787535 + Penalty 3052.687792 = -114574.099743 Iteration 29Q: 3 clusters Score -114574.1 nChanged 14 ComputeScore: Raw -117631.140711 + Penalty 3052.687792 = -114578.452919 Iteration 30Q: 3 clusters Score -114578.5 nChanged 8 ComputeScore: Raw -117633.823778 + Penalty 3052.687792 = -114581.135986 Iteration 31Q: 3 clusters Score -114581.1 nChanged 4 ComputeScore: Raw -117635.853586 + Penalty 3052.687792 = -114583.165794 Iteration 32Q: 3 clusters Score -114583.2 nChanged 6 ComputeScore: Raw -117637.919156 + Penalty 3052.687792 = -114585.231364 Iteration 33Q: 3 clusters Score -114585.2 nChanged 6 ComputeScore: Raw -117640.371585 + Penalty 3052.687792 = -114587.683793 Iteration 34Q: 3 clusters Score -114587.7 nChanged 5 ComputeScore: Raw -117642.229653 + Penalty 3052.687792 = -114589.541861 Iteration 35Q: 3 clusters Score -114589.5 nChanged 6 ComputeScore: Raw -117644.597329 + Penalty 3052.687792 = -114591.909537 Iteration 36Q: 3 clusters Score -114591.9 nChanged 6 ComputeScore: Raw -117647.410320 + Penalty 3052.687792 = -114594.722527 Iteration 37Q: 3 clusters Score -114594.7 nChanged 9 ComputeScore: Raw -117651.701560 + Penalty 3052.687792 = -114599.013767 Iteration 38Q: 3 clusters Score -114599 nChanged 9 ComputeScore: Raw -117656.112759 + Penalty 3052.687792 = -114603.424967 Iteration 39Q: 3 clusters Score -114603.4 nChanged 11 ComputeScore: Raw -117661.178003 + Penalty 3052.687792 = -114608.490210 Iteration 40F: 3 clusters Score -114608.5 nChanged 10 ComputeScore: Raw -117667.254172 + Penalty 3052.687792 = -114614.566380 Iteration 41Q: 3 clusters Score -114614.6 nChanged 11 ComputeScore: Raw -117674.427300 + Penalty 3052.687792 = -114621.739507 Iteration 42Q: 3 clusters Score -114621.7 nChanged 16 ComputeScore: Raw -117681.453882 + Penalty 3052.687792 = -114628.766089 Iteration 43Q: 3 clusters Score -114628.8 nChanged 7 ComputeScore: Raw -117684.374450 + Penalty 3052.687792 = -114631.686658 Iteration 44Q: 3 clusters Score -114631.7 nChanged 4 ComputeScore: Raw -117686.347328 + Penalty 3052.687792 = -114633.659536 Iteration 45Q: 3 clusters Score -114633.7 nChanged 6 ComputeScore: Raw -117688.151263 + Penalty 3052.687792 = -114635.463471 Iteration 46Q: 3 clusters Score -114635.5 nChanged 4 ComputeScore: Raw -117689.804011 + Penalty 3052.687792 = -114637.116218 Iteration 47Q: 3 clusters Score -114637.1 nChanged 6 ComputeScore: Raw -117691.373542 + Penalty 3052.687792 = -114638.685750 Iteration 48Q: 3 clusters Score -114638.7 nChanged 8 ComputeScore: Raw -117694.424733 + Penalty 3052.687792 = -114641.736941 Iteration 49Q: 3 clusters Score -114641.7 nChanged 5 ComputeScore: Raw -117696.085467 + Penalty 3052.687792 = -114643.397674 Iteration 50Q: 3 clusters Score -114643.4 nChanged 8 ComputeScore: Raw -117698.897860 + Penalty 3052.687792 = -114646.210068 Iteration 51Q: 3 clusters Score -114646.2 nChanged 2 ComputeScore: Raw -117699.352963 + Penalty 3052.687792 = -114646.665170 Iteration 52Q: 3 clusters Score -114646.7 nChanged 1 ComputeScore: Raw -117699.596853 + Penalty 3052.687792 = -114646.909061 Iteration 53Q: 3 clusters Score -114646.9 nChanged 2 ComputeScore: Raw -117700.298813 + Penalty 3052.687792 = -114647.611021 Iteration 54Q: 3 clusters Score -114647.6 nChanged 1 ComputeScore: Raw -117701.663178 + Penalty 3052.687792 = -114648.975386 Iteration 55Q: 3 clusters Score -114649 nChanged 2 ComputeScore: Raw -117702.966739 + Penalty 3052.687792 = -114650.278947 Iteration 56Q: 3 clusters Score -114650.3 nChanged 3 ComputeScore: Raw -117704.034472 + Penalty 3052.687792 = -114651.346680 Iteration 57Q: 3 clusters Score -114651.3 nChanged 3 ComputeScore: Raw -117704.643108 + Penalty 3052.687792 = -114651.955316 Iteration 58Q: 3 clusters Score -114652 nChanged 1 ComputeScore: Raw -117705.298907 + Penalty 3052.687792 = -114652.611115 Iteration 59Q: 3 clusters Score -114652.6 nChanged 0 ComputeScore: Raw -117705.298907 + Penalty 3052.687792 = -114652.611115 Iteration 60F: 3 clusters Score -114652.6 nChanged 0 Trying to split cluster 5 (3691 points) Assigned 2 initial classes randomly. ComputeScore: Raw -142151.419217 + Penalty 1552.380361 = -140599.038856 Iteration 0F: 2 clusters Score -140599 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -140345.182611 + Penalty 3104.760722 = -137240.421890 Iteration 0F: 3 clusters Score -137240.4 nChanged 1409 ComputeScore: Raw -141112.800130 + Penalty 3104.760722 = -138008.039408 Iteration 1F: 3 clusters Score -138008 nChanged 271 ComputeScore: Raw -141280.418449 + Penalty 3104.760722 = -138175.657727 Iteration 2F: 3 clusters Score -138175.7 nChanged 209 ComputeScore: Raw -141391.517349 + Penalty 3104.760722 = -138286.756627 Iteration 3F: 3 clusters Score -138286.8 nChanged 155 ComputeScore: Raw -141486.056874 + Penalty 3104.760722 = -138381.296152 Iteration 4Q: 3 clusters Score -138381.3 nChanged 138 ComputeScore: Raw -141562.424045 + Penalty 3104.760722 = -138457.663323 Iteration 5Q: 3 clusters Score -138457.7 nChanged 112 ComputeScore: Raw -141619.769230 + Penalty 3104.760722 = -138515.008508 Iteration 6Q: 3 clusters Score -138515 nChanged 93 ComputeScore: Raw -141668.830037 + Penalty 3104.760722 = -138564.069315 Iteration 7Q: 3 clusters Score -138564.1 nChanged 75 ComputeScore: Raw -141711.261925 + Penalty 3104.760722 = -138606.501203 Iteration 8Q: 3 clusters Score -138606.5 nChanged 83 ComputeScore: Raw -141753.860298 + Penalty 3104.760722 = -138649.099576 Iteration 9Q: 3 clusters Score -138649.1 nChanged 70 ComputeScore: Raw -141790.844566 + Penalty 3104.760722 = -138686.083845 Iteration 10Q: 3 clusters Score -138686.1 nChanged 72 ComputeScore: Raw -141830.145750 + Penalty 3104.760722 = -138725.385028 Iteration 11Q: 3 clusters Score -138725.4 nChanged 57 ComputeScore: Raw -141867.185223 + Penalty 3104.760722 = -138762.424501 Iteration 12Q: 3 clusters Score -138762.4 nChanged 70 ComputeScore: Raw -141913.795613 + Penalty 3104.760722 = -138809.034891 Iteration 13Q: 3 clusters Score -138809 nChanged 67 ComputeScore: Raw -141969.573675 + Penalty 3104.760722 = -138864.812953 Iteration 14Q: 3 clusters Score -138864.8 nChanged 82 ComputeScore: Raw -142028.371029 + Penalty 3104.760722 = -138923.610308 Iteration 15Q: 3 clusters Score -138923.6 nChanged 62 ComputeScore: Raw -142074.442298 + Penalty 3104.760722 = -138969.681576 Iteration 16Q: 3 clusters Score -138969.7 nChanged 59 ComputeScore: Raw -142116.124611 + Penalty 3104.760722 = -139011.363890 Iteration 17Q: 3 clusters Score -139011.4 nChanged 64 ComputeScore: Raw -142151.262610 + Penalty 3104.760722 = -139046.501888 Iteration 18Q: 3 clusters Score -139046.5 nChanged 35 ComputeScore: Raw -142167.412431 + Penalty 3104.760722 = -139062.651709 Iteration 19Q: 3 clusters Score -139062.7 nChanged 27 ComputeScore: Raw -142187.639261 + Penalty 3104.760722 = -139082.878539 Iteration 20F: 3 clusters Score -139082.9 nChanged 30 ComputeScore: Raw -142210.828981 + Penalty 3104.760722 = -139106.068260 Iteration 21Q: 3 clusters Score -139106.1 nChanged 44 ComputeScore: Raw -142241.366948 + Penalty 3104.760722 = -139136.606227 Iteration 22Q: 3 clusters Score -139136.6 nChanged 36 ComputeScore: Raw -142268.728917 + Penalty 3104.760722 = -139163.968195 Iteration 23Q: 3 clusters Score -139164 nChanged 42 ComputeScore: Raw -142291.288999 + Penalty 3104.760722 = -139186.528278 Iteration 24Q: 3 clusters Score -139186.5 nChanged 23 ComputeScore: Raw -142308.048277 + Penalty 3104.760722 = -139203.287555 Iteration 25Q: 3 clusters Score -139203.3 nChanged 22 ComputeScore: Raw -142323.736138 + Penalty 3104.760722 = -139218.975416 Iteration 26Q: 3 clusters Score -139219 nChanged 21 ComputeScore: Raw -142340.883764 + Penalty 3104.760722 = -139236.123042 Iteration 27Q: 3 clusters Score -139236.1 nChanged 21 ComputeScore: Raw -142354.539952 + Penalty 3104.760722 = -139249.779230 Iteration 28Q: 3 clusters Score -139249.8 nChanged 19 ComputeScore: Raw -142366.282569 + Penalty 3104.760722 = -139261.521848 Iteration 29Q: 3 clusters Score -139261.5 nChanged 18 ComputeScore: Raw -142376.958130 + Penalty 3104.760722 = -139272.197408 Iteration 30Q: 3 clusters Score -139272.2 nChanged 20 ComputeScore: Raw -142387.809163 + Penalty 3104.760722 = -139283.048441 Iteration 31Q: 3 clusters Score -139283 nChanged 17 ComputeScore: Raw -142400.009210 + Penalty 3104.760722 = -139295.248488 Iteration 32Q: 3 clusters Score -139295.2 nChanged 19 ComputeScore: Raw -142411.175561 + Penalty 3104.760722 = -139306.414839 Iteration 33Q: 3 clusters Score -139306.4 nChanged 12 ComputeScore: Raw -142418.507383 + Penalty 3104.760722 = -139313.746661 Iteration 34Q: 3 clusters Score -139313.7 nChanged 12 ComputeScore: Raw -142425.449022 + Penalty 3104.760722 = -139320.688300 Iteration 35Q: 3 clusters Score -139320.7 nChanged 13 ComputeScore: Raw -142434.179593 + Penalty 3104.760722 = -139329.418871 Iteration 36Q: 3 clusters Score -139329.4 nChanged 13 ComputeScore: Raw -142442.405647 + Penalty 3104.760722 = -139337.644925 Iteration 37Q: 3 clusters Score -139337.6 nChanged 15 ComputeScore: Raw -142449.185335 + Penalty 3104.760722 = -139344.424614 Iteration 38Q: 3 clusters Score -139344.4 nChanged 7 ComputeScore: Raw -142454.452458 + Penalty 3104.760722 = -139349.691736 Iteration 39Q: 3 clusters Score -139349.7 nChanged 12 ComputeScore: Raw -142460.085964 + Penalty 3104.760722 = -139355.325242 Iteration 40F: 3 clusters Score -139355.3 nChanged 7 ComputeScore: Raw -142464.347491 + Penalty 3104.760722 = -139359.586770 Iteration 41Q: 3 clusters Score -139359.6 nChanged 6 ComputeScore: Raw -142469.312461 + Penalty 3104.760722 = -139364.551739 Iteration 42Q: 3 clusters Score -139364.6 nChanged 8 ComputeScore: Raw -142476.120871 + Penalty 3104.760722 = -139371.360150 Iteration 43Q: 3 clusters Score -139371.4 nChanged 7 ComputeScore: Raw -142480.624587 + Penalty 3104.760722 = -139375.863865 Iteration 44Q: 3 clusters Score -139375.9 nChanged 6 ComputeScore: Raw -142483.341130 + Penalty 3104.760722 = -139378.580408 Iteration 45Q: 3 clusters Score -139378.6 nChanged 5 ComputeScore: Raw -142485.649488 + Penalty 3104.760722 = -139380.888766 Iteration 46Q: 3 clusters Score -139380.9 nChanged 4 ComputeScore: Raw -142487.123647 + Penalty 3104.760722 = -139382.362925 Iteration 47Q: 3 clusters Score -139382.4 nChanged 2 ComputeScore: Raw -142489.515991 + Penalty 3104.760722 = -139384.755269 Iteration 48Q: 3 clusters Score -139384.8 nChanged 3 ComputeScore: Raw -142490.400877 + Penalty 3104.760722 = -139385.640156 Iteration 49Q: 3 clusters Score -139385.6 nChanged 6 ComputeScore: Raw -142493.379943 + Penalty 3104.760722 = -139388.619221 Iteration 50Q: 3 clusters Score -139388.6 nChanged 5 ComputeScore: Raw -142495.721288 + Penalty 3104.760722 = -139390.960567 Iteration 51Q: 3 clusters Score -139391 nChanged 2 ComputeScore: Raw -142496.334769 + Penalty 3104.760722 = -139391.574047 Iteration 52Q: 3 clusters Score -139391.6 nChanged 1 ComputeScore: Raw -142497.214755 + Penalty 3104.760722 = -139392.454034 Iteration 53Q: 3 clusters Score -139392.5 nChanged 3 ComputeScore: Raw -142498.470358 + Penalty 3104.760722 = -139393.709636 Iteration 54Q: 3 clusters Score -139393.7 nChanged 3 ComputeScore: Raw -142499.397377 + Penalty 3104.760722 = -139394.636655 Iteration 55Q: 3 clusters Score -139394.6 nChanged 0 ComputeScore: Raw -142499.397377 + Penalty 3104.760722 = -139394.636655 Iteration 56F: 3 clusters Score -139394.6 nChanged 0 Trying to split cluster 6 (6808 points) Assigned 2 initial classes randomly. ComputeScore: Raw -251230.750560 + Penalty 1668.086344 = -249562.664216 Iteration 0F: 2 clusters Score -249562.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -247727.219108 + Penalty 3336.172687 = -244391.046421 Iteration 0F: 3 clusters Score -244391 nChanged 2724 ComputeScore: Raw -249183.829484 + Penalty 3336.172687 = -245847.656797 Iteration 1F: 3 clusters Score -245847.7 nChanged 494 ComputeScore: Raw -249512.250531 + Penalty 3336.172687 = -246176.077844 Iteration 2F: 3 clusters Score -246176.1 nChanged 438 ComputeScore: Raw -249798.062093 + Penalty 3336.172687 = -246461.889406 Iteration 3F: 3 clusters Score -246461.9 nChanged 432 ComputeScore: Raw -250178.471247 + Penalty 3336.172687 = -246842.298560 Iteration 4F: 3 clusters Score -246842.3 nChanged 493 ComputeScore: Raw -250782.546720 + Penalty 3336.172687 = -247446.374033 Iteration 5F: 3 clusters Score -247446.4 nChanged 514 ComputeScore: Raw -251695.901392 + Penalty 3336.172687 = -248359.728704 Iteration 6F: 3 clusters Score -248359.7 nChanged 507 ComputeScore: Raw -252609.454852 + Penalty 3336.172687 = -249273.282165 Iteration 7F: 3 clusters Score -249273.3 nChanged 382 ComputeScore: Raw -253451.955408 + Penalty 3336.172687 = -250115.782721 Iteration 8F: 3 clusters Score -250115.8 nChanged 316 ComputeScore: Raw -254829.803463 + Penalty 3336.172687 = -251493.630776 Iteration 9Q: 3 clusters Score -251493.6 nChanged 247 ComputeScore: Raw -259867.608951 + Penalty 3336.172687 = -256531.436264 Iteration 10Q: 3 clusters Score -256531.4 nChanged 563 Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -259673.183481 + Penalty 3336.172687 = -256337.010793 Iteration 11F: 3 clusters Score -256337 nChanged 147 ComputeScore: Raw -225321.441222 + Penalty 1668.086344 = -223653.354878 Iteration 12F: 2 clusters Score -223653.4 nChanged 3161 ComputeScore: Raw -251230.750560 + Penalty 1668.086344 = -249562.664216 Iteration 13F: 2 clusters Score -249562.7 nChanged 0 Trying to split cluster 7 (4020 points) Assigned 2 initial classes randomly. ComputeScore: Raw -155124.952962 + Penalty 1568.518027 = -153556.434935 Iteration 0F: 2 clusters Score -153556.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -153162.775731 + Penalty 3137.036055 = -150025.739677 Iteration 0F: 3 clusters Score -150025.7 nChanged 1559 ComputeScore: Raw -154026.005465 + Penalty 3137.036055 = -150888.969410 Iteration 1F: 3 clusters Score -150889 nChanged 273 ComputeScore: Raw -154193.519372 + Penalty 3137.036055 = -151056.483317 Iteration 2F: 3 clusters Score -151056.5 nChanged 217 ComputeScore: Raw -154318.398536 + Penalty 3137.036055 = -151181.362482 Iteration 3F: 3 clusters Score -151181.4 nChanged 169 ComputeScore: Raw -154414.364294 + Penalty 3137.036055 = -151277.328239 Iteration 4Q: 3 clusters Score -151277.3 nChanged 148 ComputeScore: Raw -154497.520829 + Penalty 3137.036055 = -151360.484775 Iteration 5Q: 3 clusters Score -151360.5 nChanged 127 ComputeScore: Raw -154567.534169 + Penalty 3137.036055 = -151430.498114 Iteration 6Q: 3 clusters Score -151430.5 nChanged 104 ComputeScore: Raw -154624.393308 + Penalty 3137.036055 = -151487.357253 Iteration 7Q: 3 clusters Score -151487.4 nChanged 101 ComputeScore: Raw -154677.663349 + Penalty 3137.036055 = -151540.627294 Iteration 8Q: 3 clusters Score -151540.6 nChanged 96 ComputeScore: Raw -154742.867975 + Penalty 3137.036055 = -151605.831921 Iteration 9Q: 3 clusters Score -151605.8 nChanged 106 ComputeScore: Raw -154817.774787 + Penalty 3137.036055 = -151680.738732 Iteration 10Q: 3 clusters Score -151680.7 nChanged 113 ComputeScore: Raw -154882.290331 + Penalty 3137.036055 = -151745.254276 Iteration 11Q: 3 clusters Score -151745.3 nChanged 93 ComputeScore: Raw -154940.445760 + Penalty 3137.036055 = -151803.409706 Iteration 12Q: 3 clusters Score -151803.4 nChanged 102 ComputeScore: Raw -155005.847027 + Penalty 3137.036055 = -151868.810973 Iteration 13Q: 3 clusters Score -151868.8 nChanged 90 ComputeScore: Raw -155069.147343 + Penalty 3137.036055 = -151932.111289 Iteration 14Q: 3 clusters Score -151932.1 nChanged 87 ComputeScore: Raw -155124.842607 + Penalty 3137.036055 = -151987.806553 Iteration 15Q: 3 clusters Score -151987.8 nChanged 78 ComputeScore: Raw -155166.604141 + Penalty 3137.036055 = -152029.568087 Iteration 16Q: 3 clusters Score -152029.6 nChanged 71 ComputeScore: Raw -155212.111759 + Penalty 3137.036055 = -152075.075704 Iteration 17Q: 3 clusters Score -152075.1 nChanged 79 ComputeScore: Raw -155266.344955 + Penalty 3137.036055 = -152129.308900 Iteration 18Q: 3 clusters Score -152129.3 nChanged 83 ComputeScore: Raw -155326.374176 + Penalty 3137.036055 = -152189.338121 Iteration 19Q: 3 clusters Score -152189.3 nChanged 86 ComputeScore: Raw -155383.148254 + Penalty 3137.036055 = -152246.112200 Iteration 20F: 3 clusters Score -152246.1 nChanged 57 ComputeScore: Raw -155421.826798 + Penalty 3137.036055 = -152284.790744 Iteration 21Q: 3 clusters Score -152284.8 nChanged 52 ComputeScore: Raw -155453.315819 + Penalty 3137.036055 = -152316.279765 Iteration 22Q: 3 clusters Score -152316.3 nChanged 48 ComputeScore: Raw -155478.573577 + Penalty 3137.036055 = -152341.537522 Iteration 23Q: 3 clusters Score -152341.5 nChanged 48 ComputeScore: Raw -155513.517392 + Penalty 3137.036055 = -152376.481337 Iteration 24Q: 3 clusters Score -152376.5 nChanged 46 ComputeScore: Raw -155544.770118 + Penalty 3137.036055 = -152407.734064 Iteration 25Q: 3 clusters Score -152407.7 nChanged 51 ComputeScore: Raw -155579.354916 + Penalty 3137.036055 = -152442.318861 Iteration 26Q: 3 clusters Score -152442.3 nChanged 50 ComputeScore: Raw -155622.829518 + Penalty 3137.036055 = -152485.793463 Iteration 27Q: 3 clusters Score -152485.8 nChanged 61 ComputeScore: Raw -155669.791944 + Penalty 3137.036055 = -152532.755889 Iteration 28Q: 3 clusters Score -152532.8 nChanged 44 ComputeScore: Raw -155705.494746 + Penalty 3137.036055 = -152568.458692 Iteration 29Q: 3 clusters Score -152568.5 nChanged 46 ComputeScore: Raw -155734.997682 + Penalty 3137.036055 = -152597.961627 Iteration 30Q: 3 clusters Score -152598 nChanged 45 ComputeScore: Raw -155761.780742 + Penalty 3137.036055 = -152624.744688 Iteration 31Q: 3 clusters Score -152624.7 nChanged 34 ComputeScore: Raw -155777.776714 + Penalty 3137.036055 = -152640.740659 Iteration 32Q: 3 clusters Score -152640.7 nChanged 27 ComputeScore: Raw -155789.010433 + Penalty 3137.036055 = -152651.974378 Iteration 33Q: 3 clusters Score -152652 nChanged 19 ComputeScore: Raw -155798.624544 + Penalty 3137.036055 = -152661.588489 Iteration 34Q: 3 clusters Score -152661.6 nChanged 15 ComputeScore: Raw -155804.504464 + Penalty 3137.036055 = -152667.468409 Iteration 35Q: 3 clusters Score -152667.5 nChanged 12 ComputeScore: Raw -155807.921470 + Penalty 3137.036055 = -152670.885416 Iteration 36Q: 3 clusters Score -152670.9 nChanged 11 ComputeScore: Raw -155811.683928 + Penalty 3137.036055 = -152674.647873 Iteration 37Q: 3 clusters Score -152674.6 nChanged 13 ComputeScore: Raw -155816.429557 + Penalty 3137.036055 = -152679.393503 Iteration 38Q: 3 clusters Score -152679.4 nChanged 11 ComputeScore: Raw -155819.293298 + Penalty 3137.036055 = -152682.257243 Iteration 39Q: 3 clusters Score -152682.3 nChanged 6 ComputeScore: Raw -155820.531642 + Penalty 3137.036055 = -152683.495587 Iteration 40F: 3 clusters Score -152683.5 nChanged 5 ComputeScore: Raw -155822.331954 + Penalty 3137.036055 = -152685.295899 Iteration 41Q: 3 clusters Score -152685.3 nChanged 6 ComputeScore: Raw -155824.778763 + Penalty 3137.036055 = -152687.742709 Iteration 42Q: 3 clusters Score -152687.7 nChanged 9 ComputeScore: Raw -155828.364107 + Penalty 3137.036055 = -152691.328052 Iteration 43Q: 3 clusters Score -152691.3 nChanged 12 ComputeScore: Raw -155832.050024 + Penalty 3137.036055 = -152695.013970 Iteration 44Q: 3 clusters Score -152695 nChanged 8 ComputeScore: Raw -155834.596995 + Penalty 3137.036055 = -152697.560940 Iteration 45Q: 3 clusters Score -152697.6 nChanged 8 ComputeScore: Raw -155837.152535 + Penalty 3137.036055 = -152700.116481 Iteration 46Q: 3 clusters Score -152700.1 nChanged 7 ComputeScore: Raw -155839.098553 + Penalty 3137.036055 = -152702.062499 Iteration 47Q: 3 clusters Score -152702.1 nChanged 2 ComputeScore: Raw -155839.786954 + Penalty 3137.036055 = -152702.750899 Iteration 48Q: 3 clusters Score -152702.8 nChanged 3 ComputeScore: Raw -155840.943876 + Penalty 3137.036055 = -152703.907821 Iteration 49Q: 3 clusters Score -152703.9 nChanged 4 ComputeScore: Raw -155842.298523 + Penalty 3137.036055 = -152705.262469 Iteration 50Q: 3 clusters Score -152705.3 nChanged 6 ComputeScore: Raw -155843.597875 + Penalty 3137.036055 = -152706.561820 Iteration 51Q: 3 clusters Score -152706.6 nChanged 3 ComputeScore: Raw -155844.215786 + Penalty 3137.036055 = -152707.179732 Iteration 52Q: 3 clusters Score -152707.2 nChanged 1 ComputeScore: Raw -155844.812417 + Penalty 3137.036055 = -152707.776363 Iteration 53Q: 3 clusters Score -152707.8 nChanged 3 ComputeScore: Raw -155846.016375 + Penalty 3137.036055 = -152708.980321 Iteration 54Q: 3 clusters Score -152709 nChanged 7 ComputeScore: Raw -155848.059297 + Penalty 3137.036055 = -152711.023243 Iteration 55Q: 3 clusters Score -152711 nChanged 5 ComputeScore: Raw -155849.669257 + Penalty 3137.036055 = -152712.633202 Iteration 56Q: 3 clusters Score -152712.6 nChanged 5 ComputeScore: Raw -155850.867349 + Penalty 3137.036055 = -152713.831295 Iteration 57Q: 3 clusters Score -152713.8 nChanged 5 ComputeScore: Raw -155852.167948 + Penalty 3137.036055 = -152715.131894 Iteration 58Q: 3 clusters Score -152715.1 nChanged 4 ComputeScore: Raw -155854.305714 + Penalty 3137.036055 = -152717.269660 Iteration 59Q: 3 clusters Score -152717.3 nChanged 5 ComputeScore: Raw -155855.918543 + Penalty 3137.036055 = -152718.882488 Iteration 60F: 3 clusters Score -152718.9 nChanged 4 ComputeScore: Raw -155857.188319 + Penalty 3137.036055 = -152720.152264 Iteration 61Q: 3 clusters Score -152720.2 nChanged 3 ComputeScore: Raw -155858.387732 + Penalty 3137.036055 = -152721.351677 Iteration 62Q: 3 clusters Score -152721.4 nChanged 4 ComputeScore: Raw -155860.490064 + Penalty 3137.036055 = -152723.454009 Iteration 63Q: 3 clusters Score -152723.5 nChanged 7 ComputeScore: Raw -155863.941484 + Penalty 3137.036055 = -152726.905429 Iteration 64Q: 3 clusters Score -152726.9 nChanged 11 ComputeScore: Raw -155868.760216 + Penalty 3137.036055 = -152731.724162 Iteration 65Q: 3 clusters Score -152731.7 nChanged 11 ComputeScore: Raw -155871.840569 + Penalty 3137.036055 = -152734.804514 Iteration 66Q: 3 clusters Score -152734.8 nChanged 7 ComputeScore: Raw -155873.635493 + Penalty 3137.036055 = -152736.599438 Iteration 67Q: 3 clusters Score -152736.6 nChanged 7 ComputeScore: Raw -155875.195101 + Penalty 3137.036055 = -152738.159046 Iteration 68Q: 3 clusters Score -152738.2 nChanged 2 ComputeScore: Raw -155875.671084 + Penalty 3137.036055 = -152738.635029 Iteration 69Q: 3 clusters Score -152738.6 nChanged 1 ComputeScore: Raw -155876.235484 + Penalty 3137.036055 = -152739.199430 Iteration 70Q: 3 clusters Score -152739.2 nChanged 5 ComputeScore: Raw -155877.903615 + Penalty 3137.036055 = -152740.867560 Iteration 71Q: 3 clusters Score -152740.9 nChanged 7 ComputeScore: Raw -155880.145623 + Penalty 3137.036055 = -152743.109569 Iteration 72Q: 3 clusters Score -152743.1 nChanged 8 ComputeScore: Raw -155882.140153 + Penalty 3137.036055 = -152745.104099 Iteration 73Q: 3 clusters Score -152745.1 nChanged 6 ComputeScore: Raw -155883.885214 + Penalty 3137.036055 = -152746.849159 Iteration 74Q: 3 clusters Score -152746.8 nChanged 2 ComputeScore: Raw -155884.362286 + Penalty 3137.036055 = -152747.326231 Iteration 75Q: 3 clusters Score -152747.3 nChanged 0 ComputeScore: Raw -155884.362286 + Penalty 3137.036055 = -152747.326231 Iteration 76F: 3 clusters Score -152747.3 nChanged 0 Trying to split cluster 8 (4584 points) Assigned 2 initial classes randomly. ComputeScore: Raw -172199.198479 + Penalty 1593.331852 = -170605.866627 Iteration 0F: 2 clusters Score -170605.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -169953.091878 + Penalty 3186.663704 = -166766.428174 Iteration 0F: 3 clusters Score -166766.4 nChanged 1815 ComputeScore: Raw -170947.927068 + Penalty 3186.663704 = -167761.263364 Iteration 1F: 3 clusters Score -167761.3 nChanged 333 ComputeScore: Raw -171134.557631 + Penalty 3186.663704 = -167947.893927 Iteration 2F: 3 clusters Score -167947.9 nChanged 232 ComputeScore: Raw -171266.821333 + Penalty 3186.663704 = -168080.157629 Iteration 3F: 3 clusters Score -168080.2 nChanged 187 ComputeScore: Raw -171371.566849 + Penalty 3186.663704 = -168184.903145 Iteration 4Q: 3 clusters Score -168184.9 nChanged 174 ComputeScore: Raw -171476.182899 + Penalty 3186.663704 = -168289.519195 Iteration 5Q: 3 clusters Score -168289.5 nChanged 155 ComputeScore: Raw -171560.103855 + Penalty 3186.663704 = -168373.440151 Iteration 6Q: 3 clusters Score -168373.4 nChanged 147 ComputeScore: Raw -171638.835530 + Penalty 3186.663704 = -168452.171826 Iteration 7Q: 3 clusters Score -168452.2 nChanged 128 ComputeScore: Raw -171716.497388 + Penalty 3186.663704 = -168529.833684 Iteration 8Q: 3 clusters Score -168529.8 nChanged 117 ComputeScore: Raw -171800.894948 + Penalty 3186.663704 = -168614.231244 Iteration 9Q: 3 clusters Score -168614.2 nChanged 126 ComputeScore: Raw -171887.536627 + Penalty 3186.663704 = -168700.872923 Iteration 10Q: 3 clusters Score -168700.9 nChanged 127 ComputeScore: Raw -171989.953042 + Penalty 3186.663704 = -168803.289339 Iteration 11Q: 3 clusters Score -168803.3 nChanged 116 ComputeScore: Raw -172080.396640 + Penalty 3186.663704 = -168893.732937 Iteration 12Q: 3 clusters Score -168893.7 nChanged 113 ComputeScore: Raw -172147.076627 + Penalty 3186.663704 = -168960.412923 Iteration 13Q: 3 clusters Score -168960.4 nChanged 83 ComputeScore: Raw -172197.484070 + Penalty 3186.663704 = -169010.820366 Iteration 14Q: 3 clusters Score -169010.8 nChanged 57 ComputeScore: Raw -172228.439535 + Penalty 3186.663704 = -169041.775831 Iteration 15Q: 3 clusters Score -169041.8 nChanged 55 ComputeScore: Raw -172256.789819 + Penalty 3186.663704 = -169070.126115 Iteration 16Q: 3 clusters Score -169070.1 nChanged 46 ComputeScore: Raw -172278.927767 + Penalty 3186.663704 = -169092.264063 Iteration 17Q: 3 clusters Score -169092.3 nChanged 42 ComputeScore: Raw -172303.351861 + Penalty 3186.663704 = -169116.688157 Iteration 18Q: 3 clusters Score -169116.7 nChanged 43 ComputeScore: Raw -172323.087759 + Penalty 3186.663704 = -169136.424056 Iteration 19Q: 3 clusters Score -169136.4 nChanged 33 ComputeScore: Raw -172334.616877 + Penalty 3186.663704 = -169147.953173 Iteration 20F: 3 clusters Score -169148 nChanged 24 ComputeScore: Raw -172342.830540 + Penalty 3186.663704 = -169156.166837 Iteration 21Q: 3 clusters Score -169156.2 nChanged 23 ComputeScore: Raw -172351.242893 + Penalty 3186.663704 = -169164.579189 Iteration 22Q: 3 clusters Score -169164.6 nChanged 19 ComputeScore: Raw -172361.915105 + Penalty 3186.663704 = -169175.251401 Iteration 23Q: 3 clusters Score -169175.3 nChanged 23 ComputeScore: Raw -172370.663594 + Penalty 3186.663704 = -169183.999890 Iteration 24Q: 3 clusters Score -169184 nChanged 21 ComputeScore: Raw -172377.178551 + Penalty 3186.663704 = -169190.514847 Iteration 25Q: 3 clusters Score -169190.5 nChanged 12 ComputeScore: Raw -172380.953208 + Penalty 3186.663704 = -169194.289505 Iteration 26Q: 3 clusters Score -169194.3 nChanged 12 ComputeScore: Raw -172385.110221 + Penalty 3186.663704 = -169198.446517 Iteration 27Q: 3 clusters Score -169198.4 nChanged 10 ComputeScore: Raw -172388.155813 + Penalty 3186.663704 = -169201.492110 Iteration 28Q: 3 clusters Score -169201.5 nChanged 5 ComputeScore: Raw -172388.993754 + Penalty 3186.663704 = -169202.330051 Iteration 29Q: 3 clusters Score -169202.3 nChanged 3 ComputeScore: Raw -172390.985895 + Penalty 3186.663704 = -169204.322191 Iteration 30Q: 3 clusters Score -169204.3 nChanged 6 ComputeScore: Raw -172392.653809 + Penalty 3186.663704 = -169205.990105 Iteration 31Q: 3 clusters Score -169206 nChanged 4 ComputeScore: Raw -172393.510445 + Penalty 3186.663704 = -169206.846741 Iteration 32Q: 3 clusters Score -169206.8 nChanged 4 ComputeScore: Raw -172394.078619 + Penalty 3186.663704 = -169207.414916 Iteration 33Q: 3 clusters Score -169207.4 nChanged 0 ComputeScore: Raw -172394.078619 + Penalty 3186.663704 = -169207.414916 Iteration 34F: 3 clusters Score -169207.4 nChanged 0 Trying to split cluster 9 (4919 points) Assigned 2 initial classes randomly. ComputeScore: Raw -246230.170153 + Penalty 1606.662641 = -244623.507512 Iteration 0F: 2 clusters Score -244623.5 nChanged 0 Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -246308.863816 + Penalty 3213.325283 = -243095.538533 Iteration 0F: 3 clusters Score -243095.5 nChanged 2235 ComputeScore: Raw -232698.273703 + Penalty 1606.662641 = -231091.611061 Iteration 1F: 2 clusters Score -231091.6 nChanged 4457 ComputeScore: Raw -246230.170153 + Penalty 1606.662641 = -244623.507512 Iteration 2F: 2 clusters Score -244623.5 nChanged 0 Trying to split cluster 10 (3954 points) Assigned 2 initial classes randomly. ComputeScore: Raw -151955.508834 + Penalty 1565.389288 = -150390.119547 Iteration 0F: 2 clusters Score -150390.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -150054.202714 + Penalty 3130.778575 = -146923.424139 Iteration 0F: 3 clusters Score -146923.4 nChanged 1531 ComputeScore: Raw -150969.401113 + Penalty 3130.778575 = -147838.622538 Iteration 1F: 3 clusters Score -147838.6 nChanged 269 ComputeScore: Raw -151106.892292 + Penalty 3130.778575 = -147976.113717 Iteration 2F: 3 clusters Score -147976.1 nChanged 174 ComputeScore: Raw -151199.386031 + Penalty 3130.778575 = -148068.607456 Iteration 3Q: 3 clusters Score -148068.6 nChanged 125 ComputeScore: Raw -151260.921696 + Penalty 3130.778575 = -148130.143120 Iteration 4Q: 3 clusters Score -148130.1 nChanged 98 ComputeScore: Raw -151314.088822 + Penalty 3130.778575 = -148183.310247 Iteration 5Q: 3 clusters Score -148183.3 nChanged 90 ComputeScore: Raw -151358.841718 + Penalty 3130.778575 = -148228.063142 Iteration 6Q: 3 clusters Score -148228.1 nChanged 86 ComputeScore: Raw -151412.615214 + Penalty 3130.778575 = -148281.836639 Iteration 7Q: 3 clusters Score -148281.8 nChanged 90 ComputeScore: Raw -151463.860150 + Penalty 3130.778575 = -148333.081574 Iteration 8Q: 3 clusters Score -148333.1 nChanged 85 ComputeScore: Raw -151509.920328 + Penalty 3130.778575 = -148379.141753 Iteration 9Q: 3 clusters Score -148379.1 nChanged 96 ComputeScore: Raw -151574.124684 + Penalty 3130.778575 = -148443.346109 Iteration 10Q: 3 clusters Score -148443.3 nChanged 101 ComputeScore: Raw -151642.673786 + Penalty 3130.778575 = -148511.895210 Iteration 11Q: 3 clusters Score -148511.9 nChanged 92 ComputeScore: Raw -151704.794242 + Penalty 3130.778575 = -148574.015666 Iteration 12Q: 3 clusters Score -148574 nChanged 86 ComputeScore: Raw -151757.377206 + Penalty 3130.778575 = -148626.598631 Iteration 13Q: 3 clusters Score -148626.6 nChanged 66 ComputeScore: Raw -151795.578146 + Penalty 3130.778575 = -148664.799571 Iteration 14Q: 3 clusters Score -148664.8 nChanged 68 ComputeScore: Raw -151844.747336 + Penalty 3130.778575 = -148713.968761 Iteration 15Q: 3 clusters Score -148714 nChanged 69 ComputeScore: Raw -151889.877543 + Penalty 3130.778575 = -148759.098968 Iteration 16Q: 3 clusters Score -148759.1 nChanged 62 ComputeScore: Raw -151927.758737 + Penalty 3130.778575 = -148796.980162 Iteration 17Q: 3 clusters Score -148797 nChanged 55 ComputeScore: Raw -151962.871575 + Penalty 3130.778575 = -148832.093000 Iteration 18Q: 3 clusters Score -148832.1 nChanged 49 ComputeScore: Raw -151997.725180 + Penalty 3130.778575 = -148866.946605 Iteration 19Q: 3 clusters Score -148866.9 nChanged 46 ComputeScore: Raw -152024.124085 + Penalty 3130.778575 = -148893.345510 Iteration 20F: 3 clusters Score -148893.3 nChanged 30 ComputeScore: Raw -152041.122963 + Penalty 3130.778575 = -148910.344387 Iteration 21Q: 3 clusters Score -148910.3 nChanged 39 ComputeScore: Raw -152063.594951 + Penalty 3130.778575 = -148932.816375 Iteration 22Q: 3 clusters Score -148932.8 nChanged 34 ComputeScore: Raw -152080.493447 + Penalty 3130.778575 = -148949.714871 Iteration 23Q: 3 clusters Score -148949.7 nChanged 28 ComputeScore: Raw -152097.020305 + Penalty 3130.778575 = -148966.241730 Iteration 24Q: 3 clusters Score -148966.2 nChanged 28 ComputeScore: Raw -152113.257664 + Penalty 3130.778575 = -148982.479088 Iteration 25Q: 3 clusters Score -148982.5 nChanged 26 ComputeScore: Raw -152126.383793 + Penalty 3130.778575 = -148995.605218 Iteration 26Q: 3 clusters Score -148995.6 nChanged 23 ComputeScore: Raw -152135.955379 + Penalty 3130.778575 = -149005.176803 Iteration 27Q: 3 clusters Score -149005.2 nChanged 26 ComputeScore: Raw -152149.833464 + Penalty 3130.778575 = -149019.054888 Iteration 28Q: 3 clusters Score -149019.1 nChanged 24 ComputeScore: Raw -152160.312210 + Penalty 3130.778575 = -149029.533635 Iteration 29Q: 3 clusters Score -149029.5 nChanged 15 ComputeScore: Raw -152165.750019 + Penalty 3130.778575 = -149034.971443 Iteration 30Q: 3 clusters Score -149035 nChanged 10 ComputeScore: Raw -152168.928365 + Penalty 3130.778575 = -149038.149790 Iteration 31Q: 3 clusters Score -149038.1 nChanged 3 ComputeScore: Raw -152170.666506 + Penalty 3130.778575 = -149039.887931 Iteration 32Q: 3 clusters Score -149039.9 nChanged 7 ComputeScore: Raw -152172.893433 + Penalty 3130.778575 = -149042.114858 Iteration 33Q: 3 clusters Score -149042.1 nChanged 7 ComputeScore: Raw -152175.240600 + Penalty 3130.778575 = -149044.462025 Iteration 34Q: 3 clusters Score -149044.5 nChanged 11 ComputeScore: Raw -152180.270825 + Penalty 3130.778575 = -149049.492249 Iteration 35Q: 3 clusters Score -149049.5 nChanged 10 ComputeScore: Raw -152184.922228 + Penalty 3130.778575 = -149054.143652 Iteration 36Q: 3 clusters Score -149054.1 nChanged 17 ComputeScore: Raw -152192.258873 + Penalty 3130.778575 = -149061.480297 Iteration 37Q: 3 clusters Score -149061.5 nChanged 13 ComputeScore: Raw -152198.831930 + Penalty 3130.778575 = -149068.053355 Iteration 38Q: 3 clusters Score -149068.1 nChanged 13 ComputeScore: Raw -152203.302293 + Penalty 3130.778575 = -149072.523718 Iteration 39Q: 3 clusters Score -149072.5 nChanged 10 ComputeScore: Raw -152207.601571 + Penalty 3130.778575 = -149076.822995 Iteration 40F: 3 clusters Score -149076.8 nChanged 7 ComputeScore: Raw -152211.266656 + Penalty 3130.778575 = -149080.488080 Iteration 41Q: 3 clusters Score -149080.5 nChanged 14 ComputeScore: Raw -152215.352958 + Penalty 3130.778575 = -149084.574382 Iteration 42Q: 3 clusters Score -149084.6 nChanged 6 ComputeScore: Raw -152217.485361 + Penalty 3130.778575 = -149086.706786 Iteration 43Q: 3 clusters Score -149086.7 nChanged 7 ComputeScore: Raw -152219.604700 + Penalty 3130.778575 = -149088.826125 Iteration 44Q: 3 clusters Score -149088.8 nChanged 6 ComputeScore: Raw -152222.258758 + Penalty 3130.778575 = -149091.480182 Iteration 45Q: 3 clusters Score -149091.5 nChanged 2 ComputeScore: Raw -152223.393853 + Penalty 3130.778575 = -149092.615277 Iteration 46Q: 3 clusters Score -149092.6 nChanged 2 ComputeScore: Raw -152224.443643 + Penalty 3130.778575 = -149093.665067 Iteration 47Q: 3 clusters Score -149093.7 nChanged 6 ComputeScore: Raw -152227.988796 + Penalty 3130.778575 = -149097.210220 Iteration 48Q: 3 clusters Score -149097.2 nChanged 6 ComputeScore: Raw -152229.787347 + Penalty 3130.778575 = -149099.008771 Iteration 49Q: 3 clusters Score -149099 nChanged 8 ComputeScore: Raw -152232.219724 + Penalty 3130.778575 = -149101.441149 Iteration 50Q: 3 clusters Score -149101.4 nChanged 7 ComputeScore: Raw -152234.314548 + Penalty 3130.778575 = -149103.535973 Iteration 51Q: 3 clusters Score -149103.5 nChanged 4 ComputeScore: Raw -152235.347634 + Penalty 3130.778575 = -149104.569058 Iteration 52Q: 3 clusters Score -149104.6 nChanged 2 ComputeScore: Raw -152236.173495 + Penalty 3130.778575 = -149105.394919 Iteration 53Q: 3 clusters Score -149105.4 nChanged 1 ComputeScore: Raw -152236.705396 + Penalty 3130.778575 = -149105.926820 Iteration 54Q: 3 clusters Score -149105.9 nChanged 2 ComputeScore: Raw -152238.484832 + Penalty 3130.778575 = -149107.706257 Iteration 55Q: 3 clusters Score -149107.7 nChanged 5 ComputeScore: Raw -152240.693568 + Penalty 3130.778575 = -149109.914992 Iteration 56Q: 3 clusters Score -149109.9 nChanged 4 ComputeScore: Raw -152241.603662 + Penalty 3130.778575 = -149110.825087 Iteration 57Q: 3 clusters Score -149110.8 nChanged 4 ComputeScore: Raw -152243.761849 + Penalty 3130.778575 = -149112.983274 Iteration 58Q: 3 clusters Score -149113 nChanged 2 ComputeScore: Raw -152244.412889 + Penalty 3130.778575 = -149113.634313 Iteration 59Q: 3 clusters Score -149113.6 nChanged 1 ComputeScore: Raw -152244.682789 + Penalty 3130.778575 = -149113.904213 Iteration 60F: 3 clusters Score -149113.9 nChanged 2 ComputeScore: Raw -152244.991767 + Penalty 3130.778575 = -149114.213192 Iteration 61Q: 3 clusters Score -149114.2 nChanged 0 ComputeScore: Raw -152244.991767 + Penalty 3130.778575 = -149114.213192 Iteration 62F: 3 clusters Score -149114.2 nChanged 0 Trying to split cluster 11 (6582 points) Assigned 2 initial classes randomly. ComputeScore: Raw -245148.293335 + Penalty 1661.705753 = -243486.587582 Iteration 0F: 2 clusters Score -243486.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -241750.832502 + Penalty 3323.411505 = -238427.420997 Iteration 0F: 3 clusters Score -238427.4 nChanged 2688 ComputeScore: Raw -243120.318046 + Penalty 3323.411505 = -239796.906541 Iteration 1F: 3 clusters Score -239796.9 nChanged 440 ComputeScore: Raw -243364.822558 + Penalty 3323.411505 = -240041.411053 Iteration 2F: 3 clusters Score -240041.4 nChanged 377 ComputeScore: Raw -243585.631348 + Penalty 3323.411505 = -240262.219843 Iteration 3F: 3 clusters Score -240262.2 nChanged 375 ComputeScore: Raw -243849.880951 + Penalty 3323.411505 = -240526.469446 Iteration 4F: 3 clusters Score -240526.5 nChanged 378 ComputeScore: Raw -244222.493585 + Penalty 3323.411505 = -240899.082080 Iteration 5F: 3 clusters Score -240899.1 nChanged 450 ComputeScore: Raw -244884.925309 + Penalty 3323.411505 = -241561.513804 Iteration 6F: 3 clusters Score -241561.5 nChanged 467 ComputeScore: Raw -245655.233453 + Penalty 3323.411505 = -242331.821948 Iteration 7F: 3 clusters Score -242331.8 nChanged 448 ComputeScore: Raw -246299.718553 + Penalty 3323.411505 = -242976.307048 Iteration 8F: 3 clusters Score -242976.3 nChanged 334 ComputeScore: Raw -246803.650311 + Penalty 3323.411505 = -243480.238805 Iteration 9F: 3 clusters Score -243480.2 nChanged 288 ComputeScore: Raw -247470.240251 + Penalty 3323.411505 = -244146.828746 Iteration 10Q: 3 clusters Score -244146.8 nChanged 259 ComputeScore: Raw -248843.409613 + Penalty 3323.411505 = -245519.998108 Iteration 11Q: 3 clusters Score -245520 nChanged 131 ComputeScore: Raw -254096.328377 + Penalty 3323.411505 = -250772.916872 Iteration 12Q: 3 clusters Score -250772.9 nChanged 398 Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -253869.347535 + Penalty 3323.411505 = -250545.936030 Iteration 13F: 3 clusters Score -250545.9 nChanged 98 ComputeScore: Raw -223570.644475 + Penalty 1661.705753 = -221908.938723 Iteration 14F: 2 clusters Score -221908.9 nChanged 2676 ComputeScore: Raw -245148.293335 + Penalty 1661.705753 = -243486.587582 Iteration 15F: 2 clusters Score -243486.6 nChanged 0 Trying to split cluster 12 (759 points) Assigned 2 initial classes randomly. ComputeScore: Raw -50168.845610 + Penalty 1253.448336 = -48915.397274 Iteration 0F: 2 clusters Score -48915.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -50082.117926 + Penalty 2506.896672 = -47575.221255 Iteration 0F: 3 clusters Score -47575.22 nChanged 209 ComputeScore: Raw -50271.732252 + Penalty 2506.896672 = -47764.835580 Iteration 1F: 3 clusters Score -47764.84 nChanged 44 ComputeScore: Raw -50325.545126 + Penalty 2506.896672 = -47818.648454 Iteration 2F: 3 clusters Score -47818.65 nChanged 14 ComputeScore: Raw -50340.426634 + Penalty 2506.896672 = -47833.529962 Iteration 3Q: 3 clusters Score -47833.53 nChanged 8 ComputeScore: Raw -50348.011766 + Penalty 2506.896672 = -47841.115094 Iteration 4Q: 3 clusters Score -47841.12 nChanged 4 ComputeScore: Raw -50351.622569 + Penalty 2506.896672 = -47844.725897 Iteration 5Q: 3 clusters Score -47844.73 nChanged 3 ComputeScore: Raw -50353.657453 + Penalty 2506.896672 = -47846.760781 Iteration 6Q: 3 clusters Score -47846.76 nChanged 3 ComputeScore: Raw -50358.890962 + Penalty 2506.896672 = -47851.994290 Iteration 7Q: 3 clusters Score -47851.99 nChanged 1 ComputeScore: Raw -50359.949753 + Penalty 2506.896672 = -47853.053081 Iteration 8Q: 3 clusters Score -47853.05 nChanged 0 ComputeScore: Raw -50359.949753 + Penalty 2506.896672 = -47853.053081 Iteration 9F: 3 clusters Score -47853.05 nChanged 0 Trying to split cluster 13 (3881 points) Assigned 2 initial classes randomly. ComputeScore: Raw -144421.320422 + Penalty 1561.867297 = -142859.453126 Iteration 0F: 2 clusters Score -142859.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -142583.074684 + Penalty 3123.734594 = -139459.340090 Iteration 0F: 3 clusters Score -139459.3 nChanged 1492 ComputeScore: Raw -143429.944079 + Penalty 3123.734594 = -140306.209486 Iteration 1F: 3 clusters Score -140306.2 nChanged 321 ComputeScore: Raw -143651.906775 + Penalty 3123.734594 = -140528.172181 Iteration 2F: 3 clusters Score -140528.2 nChanged 238 ComputeScore: Raw -143813.326356 + Penalty 3123.734594 = -140689.591763 Iteration 3F: 3 clusters Score -140689.6 nChanged 197 ComputeScore: Raw -143945.858893 + Penalty 3123.734594 = -140822.124299 Iteration 4F: 3 clusters Score -140822.1 nChanged 180 ComputeScore: Raw -144059.701579 + Penalty 3123.734594 = -140935.966985 Iteration 5Q: 3 clusters Score -140936 nChanged 154 ComputeScore: Raw -144152.475045 + Penalty 3123.734594 = -141028.740451 Iteration 6Q: 3 clusters Score -141028.7 nChanged 126 ComputeScore: Raw -144230.089801 + Penalty 3123.734594 = -141106.355207 Iteration 7Q: 3 clusters Score -141106.4 nChanged 114 ComputeScore: Raw -144298.869333 + Penalty 3123.734594 = -141175.134739 Iteration 8Q: 3 clusters Score -141175.1 nChanged 106 ComputeScore: Raw -144361.453057 + Penalty 3123.734594 = -141237.718463 Iteration 9Q: 3 clusters Score -141237.7 nChanged 113 ComputeScore: Raw -144436.053010 + Penalty 3123.734594 = -141312.318417 Iteration 10Q: 3 clusters Score -141312.3 nChanged 93 ComputeScore: Raw -144488.365801 + Penalty 3123.734594 = -141364.631207 Iteration 11Q: 3 clusters Score -141364.6 nChanged 67 ComputeScore: Raw -144524.594284 + Penalty 3123.734594 = -141400.859690 Iteration 12Q: 3 clusters Score -141400.9 nChanged 63 ComputeScore: Raw -144561.373226 + Penalty 3123.734594 = -141437.638632 Iteration 13Q: 3 clusters Score -141437.6 nChanged 62 ComputeScore: Raw -144593.531463 + Penalty 3123.734594 = -141469.796869 Iteration 14Q: 3 clusters Score -141469.8 nChanged 61 ComputeScore: Raw -144625.392128 + Penalty 3123.734594 = -141501.657535 Iteration 15Q: 3 clusters Score -141501.7 nChanged 44 ComputeScore: Raw -144649.004202 + Penalty 3123.734594 = -141525.269609 Iteration 16Q: 3 clusters Score -141525.3 nChanged 42 ComputeScore: Raw -144674.422418 + Penalty 3123.734594 = -141550.687824 Iteration 17Q: 3 clusters Score -141550.7 nChanged 42 ComputeScore: Raw -144698.653037 + Penalty 3123.734594 = -141574.918443 Iteration 18Q: 3 clusters Score -141574.9 nChanged 33 ComputeScore: Raw -144715.088695 + Penalty 3123.734594 = -141591.354101 Iteration 19Q: 3 clusters Score -141591.4 nChanged 30 ComputeScore: Raw -144729.272538 + Penalty 3123.734594 = -141605.537944 Iteration 20F: 3 clusters Score -141605.5 nChanged 17 ComputeScore: Raw -144740.878356 + Penalty 3123.734594 = -141617.143762 Iteration 21Q: 3 clusters Score -141617.1 nChanged 18 ComputeScore: Raw -144751.117446 + Penalty 3123.734594 = -141627.382853 Iteration 22Q: 3 clusters Score -141627.4 nChanged 13 ComputeScore: Raw -144756.501879 + Penalty 3123.734594 = -141632.767286 Iteration 23Q: 3 clusters Score -141632.8 nChanged 8 ComputeScore: Raw -144761.674643 + Penalty 3123.734594 = -141637.940049 Iteration 24Q: 3 clusters Score -141637.9 nChanged 10 ComputeScore: Raw -144767.228340 + Penalty 3123.734594 = -141643.493746 Iteration 25Q: 3 clusters Score -141643.5 nChanged 11 ComputeScore: Raw -144771.982996 + Penalty 3123.734594 = -141648.248402 Iteration 26Q: 3 clusters Score -141648.2 nChanged 7 ComputeScore: Raw -144775.273604 + Penalty 3123.734594 = -141651.539010 Iteration 27Q: 3 clusters Score -141651.5 nChanged 4 ComputeScore: Raw -144777.968945 + Penalty 3123.734594 = -141654.234351 Iteration 28Q: 3 clusters Score -141654.2 nChanged 7 ComputeScore: Raw -144781.021628 + Penalty 3123.734594 = -141657.287035 Iteration 29Q: 3 clusters Score -141657.3 nChanged 3 ComputeScore: Raw -144782.179074 + Penalty 3123.734594 = -141658.444481 Iteration 30Q: 3 clusters Score -141658.4 nChanged 2 ComputeScore: Raw -144783.177868 + Penalty 3123.734594 = -141659.443274 Iteration 31Q: 3 clusters Score -141659.4 nChanged 1 ComputeScore: Raw -144783.639803 + Penalty 3123.734594 = -141659.905209 Iteration 32Q: 3 clusters Score -141659.9 nChanged 0 ComputeScore: Raw -144783.639803 + Penalty 3123.734594 = -141659.905209 Iteration 33F: 3 clusters Score -141659.9 nChanged 0 Trying to split cluster 14 (2066 points) Assigned 2 initial classes randomly. ComputeScore: Raw -80684.519232 + Penalty 1442.706864 = -79241.812368 Iteration 0F: 2 clusters Score -79241.81 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -79833.778374 + Penalty 2885.413728 = -76948.364646 Iteration 0F: 3 clusters Score -76948.36 nChanged 714 ComputeScore: Raw -80292.863878 + Penalty 2885.413728 = -77407.450151 Iteration 1F: 3 clusters Score -77407.45 nChanged 174 ComputeScore: Raw -80413.647228 + Penalty 2885.413728 = -77528.233500 Iteration 2F: 3 clusters Score -77528.23 nChanged 93 ComputeScore: Raw -80470.476025 + Penalty 2885.413728 = -77585.062298 Iteration 3Q: 3 clusters Score -77585.06 nChanged 68 ComputeScore: Raw -80522.333348 + Penalty 2885.413728 = -77636.919620 Iteration 4Q: 3 clusters Score -77636.92 nChanged 48 ComputeScore: Raw -80565.279520 + Penalty 2885.413728 = -77679.865793 Iteration 5Q: 3 clusters Score -77679.87 nChanged 37 ComputeScore: Raw -80585.781750 + Penalty 2885.413728 = -77700.368023 Iteration 6Q: 3 clusters Score -77700.37 nChanged 19 ComputeScore: Raw -80596.812046 + Penalty 2885.413728 = -77711.398319 Iteration 7Q: 3 clusters Score -77711.4 nChanged 15 ComputeScore: Raw -80605.928839 + Penalty 2885.413728 = -77720.515111 Iteration 8Q: 3 clusters Score -77720.52 nChanged 20 ComputeScore: Raw -80617.330064 + Penalty 2885.413728 = -77731.916336 Iteration 9Q: 3 clusters Score -77731.92 nChanged 14 ComputeScore: Raw -80624.552628 + Penalty 2885.413728 = -77739.138901 Iteration 10Q: 3 clusters Score -77739.14 nChanged 14 ComputeScore: Raw -80631.432596 + Penalty 2885.413728 = -77746.018868 Iteration 11Q: 3 clusters Score -77746.02 nChanged 14 ComputeScore: Raw -80639.284256 + Penalty 2885.413728 = -77753.870529 Iteration 12Q: 3 clusters Score -77753.87 nChanged 12 ComputeScore: Raw -80647.223782 + Penalty 2885.413728 = -77761.810054 Iteration 13Q: 3 clusters Score -77761.81 nChanged 8 ComputeScore: Raw -80653.161194 + Penalty 2885.413728 = -77767.747466 Iteration 14Q: 3 clusters Score -77767.75 nChanged 9 ComputeScore: Raw -80656.979054 + Penalty 2885.413728 = -77771.565327 Iteration 15Q: 3 clusters Score -77771.57 nChanged 5 ComputeScore: Raw -80659.611781 + Penalty 2885.413728 = -77774.198053 Iteration 16Q: 3 clusters Score -77774.2 nChanged 7 ComputeScore: Raw -80663.429932 + Penalty 2885.413728 = -77778.016204 Iteration 17Q: 3 clusters Score -77778.02 nChanged 11 ComputeScore: Raw -80669.549658 + Penalty 2885.413728 = -77784.135930 Iteration 18Q: 3 clusters Score -77784.14 nChanged 10 ComputeScore: Raw -80673.334700 + Penalty 2885.413728 = -77787.920973 Iteration 19Q: 3 clusters Score -77787.92 nChanged 4 ComputeScore: Raw -80675.086903 + Penalty 2885.413728 = -77789.673175 Iteration 20F: 3 clusters Score -77789.67 nChanged 4 ComputeScore: Raw -80676.179283 + Penalty 2885.413728 = -77790.765556 Iteration 21Q: 3 clusters Score -77790.77 nChanged 1 ComputeScore: Raw -80676.635400 + Penalty 2885.413728 = -77791.221673 Iteration 22Q: 3 clusters Score -77791.22 nChanged 3 ComputeScore: Raw -80678.006987 + Penalty 2885.413728 = -77792.593260 Iteration 23Q: 3 clusters Score -77792.59 nChanged 4 ComputeScore: Raw -80679.198327 + Penalty 2885.413728 = -77793.784599 Iteration 24Q: 3 clusters Score -77793.78 nChanged 2 ComputeScore: Raw -80679.973947 + Penalty 2885.413728 = -77794.560219 Iteration 25Q: 3 clusters Score -77794.56 nChanged 1 ComputeScore: Raw -80680.370860 + Penalty 2885.413728 = -77794.957133 Iteration 26Q: 3 clusters Score -77794.96 nChanged 0 ComputeScore: Raw -80680.370860 + Penalty 2885.413728 = -77794.957133 Iteration 27F: 3 clusters Score -77794.96 nChanged 0 Trying to split cluster 15 (6052 points) Assigned 2 initial classes randomly. ComputeScore: Raw -230834.132162 + Penalty 1645.839230 = -229188.292932 Iteration 0F: 2 clusters Score -229188.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -227659.440314 + Penalty 3291.678460 = -224367.761853 Iteration 0F: 3 clusters Score -224367.8 nChanged 2414 ComputeScore: Raw -228962.279019 + Penalty 3291.678460 = -225670.600559 Iteration 1F: 3 clusters Score -225670.6 nChanged 430 ComputeScore: Raw -229221.365707 + Penalty 3291.678460 = -225929.687247 Iteration 2F: 3 clusters Score -225929.7 nChanged 345 ComputeScore: Raw -229422.048785 + Penalty 3291.678460 = -226130.370325 Iteration 3F: 3 clusters Score -226130.4 nChanged 308 ComputeScore: Raw -229594.517510 + Penalty 3291.678460 = -226302.839050 Iteration 4F: 3 clusters Score -226302.8 nChanged 235 ComputeScore: Raw -229717.895591 + Penalty 3291.678460 = -226426.217131 Iteration 5Q: 3 clusters Score -226426.2 nChanged 229 ComputeScore: Raw -229839.318283 + Penalty 3291.678460 = -226547.639823 Iteration 6Q: 3 clusters Score -226547.6 nChanged 205 ComputeScore: Raw -229962.712226 + Penalty 3291.678460 = -226671.033765 Iteration 7Q: 3 clusters Score -226671 nChanged 213 ComputeScore: Raw -230104.324786 + Penalty 3291.678460 = -226812.646326 Iteration 8Q: 3 clusters Score -226812.6 nChanged 212 ComputeScore: Raw -230230.695936 + Penalty 3291.678460 = -226939.017476 Iteration 9Q: 3 clusters Score -226939 nChanged 228 ComputeScore: Raw -230377.426389 + Penalty 3291.678460 = -227085.747929 Iteration 10Q: 3 clusters Score -227085.7 nChanged 198 ComputeScore: Raw -230523.491497 + Penalty 3291.678460 = -227231.813037 Iteration 11Q: 3 clusters Score -227231.8 nChanged 193 ComputeScore: Raw -230663.108698 + Penalty 3291.678460 = -227371.430238 Iteration 12Q: 3 clusters Score -227371.4 nChanged 187 ComputeScore: Raw -230798.418709 + Penalty 3291.678460 = -227506.740249 Iteration 13Q: 3 clusters Score -227506.7 nChanged 168 ComputeScore: Raw -230917.699537 + Penalty 3291.678460 = -227626.021077 Iteration 14Q: 3 clusters Score -227626 nChanged 138 ComputeScore: Raw -231005.960776 + Penalty 3291.678460 = -227714.282316 Iteration 15Q: 3 clusters Score -227714.3 nChanged 114 ComputeScore: Raw -231064.768440 + Penalty 3291.678460 = -227773.089980 Iteration 16Q: 3 clusters Score -227773.1 nChanged 78 ComputeScore: Raw -231102.397635 + Penalty 3291.678460 = -227810.719174 Iteration 17Q: 3 clusters Score -227810.7 nChanged 66 ComputeScore: Raw -231141.986558 + Penalty 3291.678460 = -227850.308097 Iteration 18Q: 3 clusters Score -227850.3 nChanged 66 ComputeScore: Raw -231173.344988 + Penalty 3291.678460 = -227881.666528 Iteration 19Q: 3 clusters Score -227881.7 nChanged 50 ComputeScore: Raw -231191.352112 + Penalty 3291.678460 = -227899.673652 Iteration 20F: 3 clusters Score -227899.7 nChanged 34 ComputeScore: Raw -231203.050586 + Penalty 3291.678460 = -227911.372125 Iteration 21Q: 3 clusters Score -227911.4 nChanged 26 ComputeScore: Raw -231210.273385 + Penalty 3291.678460 = -227918.594924 Iteration 22Q: 3 clusters Score -227918.6 nChanged 21 ComputeScore: Raw -231216.143636 + Penalty 3291.678460 = -227924.465176 Iteration 23Q: 3 clusters Score -227924.5 nChanged 14 ComputeScore: Raw -231219.816566 + Penalty 3291.678460 = -227928.138106 Iteration 24Q: 3 clusters Score -227928.1 nChanged 10 ComputeScore: Raw -231222.283004 + Penalty 3291.678460 = -227930.604544 Iteration 25Q: 3 clusters Score -227930.6 nChanged 10 ComputeScore: Raw -231224.530385 + Penalty 3291.678460 = -227932.851925 Iteration 26Q: 3 clusters Score -227932.9 nChanged 6 ComputeScore: Raw -231226.181877 + Penalty 3291.678460 = -227934.503417 Iteration 27Q: 3 clusters Score -227934.5 nChanged 3 ComputeScore: Raw -231227.073233 + Penalty 3291.678460 = -227935.394773 Iteration 28Q: 3 clusters Score -227935.4 nChanged 3 ComputeScore: Raw -231227.371044 + Penalty 3291.678460 = -227935.692584 Iteration 29Q: 3 clusters Score -227935.7 nChanged 0 ComputeScore: Raw -231227.371044 + Penalty 3291.678460 = -227935.692584 Iteration 30F: 3 clusters Score -227935.7 nChanged 0 Trying to split cluster 16 (3222 points) Assigned 2 initial classes randomly. ComputeScore: Raw -122166.592604 + Penalty 1526.696180 = -120639.896425 Iteration 0F: 2 clusters Score -120639.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -120697.152612 + Penalty 3053.392359 = -117643.760253 Iteration 0F: 3 clusters Score -117643.8 nChanged 1212 ComputeScore: Raw -121497.000712 + Penalty 3053.392359 = -118443.608353 Iteration 1F: 3 clusters Score -118443.6 nChanged 249 ComputeScore: Raw -121641.761945 + Penalty 3053.392359 = -118588.369586 Iteration 2F: 3 clusters Score -118588.4 nChanged 131 ComputeScore: Raw -121727.399360 + Penalty 3053.392359 = -118674.007001 Iteration 3Q: 3 clusters Score -118674 nChanged 107 ComputeScore: Raw -121795.040493 + Penalty 3053.392359 = -118741.648134 Iteration 4Q: 3 clusters Score -118741.6 nChanged 89 ComputeScore: Raw -121849.052057 + Penalty 3053.392359 = -118795.659698 Iteration 5Q: 3 clusters Score -118795.7 nChanged 76 ComputeScore: Raw -121894.375608 + Penalty 3053.392359 = -118840.983249 Iteration 6Q: 3 clusters Score -118841 nChanged 60 ComputeScore: Raw -121929.792298 + Penalty 3053.392359 = -118876.399939 Iteration 7Q: 3 clusters Score -118876.4 nChanged 57 ComputeScore: Raw -121955.491735 + Penalty 3053.392359 = -118902.099376 Iteration 8Q: 3 clusters Score -118902.1 nChanged 46 ComputeScore: Raw -121980.822091 + Penalty 3053.392359 = -118927.429732 Iteration 9Q: 3 clusters Score -118927.4 nChanged 49 ComputeScore: Raw -122002.619154 + Penalty 3053.392359 = -118949.226795 Iteration 10Q: 3 clusters Score -118949.2 nChanged 29 ComputeScore: Raw -122017.489499 + Penalty 3053.392359 = -118964.097140 Iteration 11Q: 3 clusters Score -118964.1 nChanged 31 ComputeScore: Raw -122031.554841 + Penalty 3053.392359 = -118978.162481 Iteration 12Q: 3 clusters Score -118978.2 nChanged 33 ComputeScore: Raw -122048.857059 + Penalty 3053.392359 = -118995.464700 Iteration 13Q: 3 clusters Score -118995.5 nChanged 30 ComputeScore: Raw -122063.270999 + Penalty 3053.392359 = -119009.878640 Iteration 14Q: 3 clusters Score -119009.9 nChanged 26 ComputeScore: Raw -122079.648034 + Penalty 3053.392359 = -119026.255675 Iteration 15Q: 3 clusters Score -119026.3 nChanged 36 ComputeScore: Raw -122094.125641 + Penalty 3053.392359 = -119040.733282 Iteration 16Q: 3 clusters Score -119040.7 nChanged 21 ComputeScore: Raw -122102.428851 + Penalty 3053.392359 = -119049.036492 Iteration 17Q: 3 clusters Score -119049 nChanged 18 ComputeScore: Raw -122110.337455 + Penalty 3053.392359 = -119056.945096 Iteration 18Q: 3 clusters Score -119056.9 nChanged 21 ComputeScore: Raw -122120.104632 + Penalty 3053.392359 = -119066.712273 Iteration 19Q: 3 clusters Score -119066.7 nChanged 20 ComputeScore: Raw -122130.564276 + Penalty 3053.392359 = -119077.171917 Iteration 20F: 3 clusters Score -119077.2 nChanged 21 ComputeScore: Raw -122139.325224 + Penalty 3053.392359 = -119085.932865 Iteration 21Q: 3 clusters Score -119085.9 nChanged 19 ComputeScore: Raw -122146.368583 + Penalty 3053.392359 = -119092.976224 Iteration 22Q: 3 clusters Score -119093 nChanged 17 ComputeScore: Raw -122152.699406 + Penalty 3053.392359 = -119099.307047 Iteration 23Q: 3 clusters Score -119099.3 nChanged 14 ComputeScore: Raw -122159.367350 + Penalty 3053.392359 = -119105.974991 Iteration 24Q: 3 clusters Score -119106 nChanged 17 ComputeScore: Raw -122165.966140 + Penalty 3053.392359 = -119112.573781 Iteration 25Q: 3 clusters Score -119112.6 nChanged 13 ComputeScore: Raw -122172.634242 + Penalty 3053.392359 = -119119.241883 Iteration 26Q: 3 clusters Score -119119.2 nChanged 7 ComputeScore: Raw -122176.741311 + Penalty 3053.392359 = -119123.348951 Iteration 27Q: 3 clusters Score -119123.3 nChanged 14 ComputeScore: Raw -122182.798938 + Penalty 3053.392359 = -119129.406579 Iteration 28Q: 3 clusters Score -119129.4 nChanged 13 ComputeScore: Raw -122189.783423 + Penalty 3053.392359 = -119136.391064 Iteration 29Q: 3 clusters Score -119136.4 nChanged 25 ComputeScore: Raw -122201.582511 + Penalty 3053.392359 = -119148.190152 Iteration 30Q: 3 clusters Score -119148.2 nChanged 20 ComputeScore: Raw -122210.090124 + Penalty 3053.392359 = -119156.697765 Iteration 31Q: 3 clusters Score -119156.7 nChanged 27 ComputeScore: Raw -122221.089576 + Penalty 3053.392359 = -119167.697216 Iteration 32Q: 3 clusters Score -119167.7 nChanged 22 ComputeScore: Raw -122234.778915 + Penalty 3053.392359 = -119181.386555 Iteration 33Q: 3 clusters Score -119181.4 nChanged 27 ComputeScore: Raw -122250.408761 + Penalty 3053.392359 = -119197.016402 Iteration 34Q: 3 clusters Score -119197 nChanged 36 ComputeScore: Raw -122267.261784 + Penalty 3053.392359 = -119213.869425 Iteration 35Q: 3 clusters Score -119213.9 nChanged 29 ComputeScore: Raw -122278.431989 + Penalty 3053.392359 = -119225.039630 Iteration 36Q: 3 clusters Score -119225 nChanged 10 ComputeScore: Raw -122282.225833 + Penalty 3053.392359 = -119228.833474 Iteration 37Q: 3 clusters Score -119228.8 nChanged 10 ComputeScore: Raw -122286.180701 + Penalty 3053.392359 = -119232.788342 Iteration 38Q: 3 clusters Score -119232.8 nChanged 7 ComputeScore: Raw -122288.163441 + Penalty 3053.392359 = -119234.771082 Iteration 39Q: 3 clusters Score -119234.8 nChanged 6 ComputeScore: Raw -122290.073795 + Penalty 3053.392359 = -119236.681436 Iteration 40F: 3 clusters Score -119236.7 nChanged 6 ComputeScore: Raw -122292.242259 + Penalty 3053.392359 = -119238.849900 Iteration 41Q: 3 clusters Score -119238.8 nChanged 11 ComputeScore: Raw -122295.476618 + Penalty 3053.392359 = -119242.084259 Iteration 42Q: 3 clusters Score -119242.1 nChanged 10 ComputeScore: Raw -122298.743517 + Penalty 3053.392359 = -119245.351158 Iteration 43Q: 3 clusters Score -119245.4 nChanged 7 ComputeScore: Raw -122300.600482 + Penalty 3053.392359 = -119247.208123 Iteration 44Q: 3 clusters Score -119247.2 nChanged 7 ComputeScore: Raw -122303.284809 + Penalty 3053.392359 = -119249.892450 Iteration 45Q: 3 clusters Score -119249.9 nChanged 5 ComputeScore: Raw -122304.515984 + Penalty 3053.392359 = -119251.123625 Iteration 46Q: 3 clusters Score -119251.1 nChanged 5 ComputeScore: Raw -122305.671483 + Penalty 3053.392359 = -119252.279124 Iteration 47Q: 3 clusters Score -119252.3 nChanged 3 ComputeScore: Raw -122306.197622 + Penalty 3053.392359 = -119252.805262 Iteration 48Q: 3 clusters Score -119252.8 nChanged 1 ComputeScore: Raw -122306.404394 + Penalty 3053.392359 = -119253.012035 Iteration 49Q: 3 clusters Score -119253 nChanged 0 ComputeScore: Raw -122306.404394 + Penalty 3053.392359 = -119253.012035 Iteration 50F: 3 clusters Score -119253 nChanged 0 Trying to split cluster 17 (5563 points) Assigned 2 initial classes randomly. ComputeScore: Raw -211355.067977 + Penalty 1629.915741 = -209725.152236 Iteration 0F: 2 clusters Score -209725.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -208524.659116 + Penalty 3259.831482 = -205264.827634 Iteration 0F: 3 clusters Score -205264.8 nChanged 2180 ComputeScore: Raw -209819.573872 + Penalty 3259.831482 = -206559.742389 Iteration 1F: 3 clusters Score -206559.7 nChanged 459 ComputeScore: Raw -210150.718010 + Penalty 3259.831482 = -206890.886528 Iteration 2F: 3 clusters Score -206890.9 nChanged 372 ComputeScore: Raw -210432.891131 + Penalty 3259.831482 = -207173.059649 Iteration 3F: 3 clusters Score -207173.1 nChanged 326 ComputeScore: Raw -210656.431927 + Penalty 3259.831482 = -207396.600445 Iteration 4F: 3 clusters Score -207396.6 nChanged 299 ComputeScore: Raw -210868.889932 + Penalty 3259.831482 = -207609.058449 Iteration 5F: 3 clusters Score -207609.1 nChanged 237 ComputeScore: Raw -211039.789215 + Penalty 3259.831482 = -207779.957733 Iteration 6Q: 3 clusters Score -207780 nChanged 201 ComputeScore: Raw -211179.808055 + Penalty 3259.831482 = -207919.976573 Iteration 7Q: 3 clusters Score -207920 nChanged 153 ComputeScore: Raw -211282.781757 + Penalty 3259.831482 = -208022.950275 Iteration 8Q: 3 clusters Score -208023 nChanged 149 ComputeScore: Raw -211406.749366 + Penalty 3259.831482 = -208146.917884 Iteration 9Q: 3 clusters Score -208146.9 nChanged 128 ComputeScore: Raw -211515.316144 + Penalty 3259.831482 = -208255.484662 Iteration 10Q: 3 clusters Score -208255.5 nChanged 112 ComputeScore: Raw -211609.621373 + Penalty 3259.831482 = -208349.789890 Iteration 11Q: 3 clusters Score -208349.8 nChanged 87 ComputeScore: Raw -211677.653455 + Penalty 3259.831482 = -208417.821972 Iteration 12Q: 3 clusters Score -208417.8 nChanged 76 ComputeScore: Raw -211731.652877 + Penalty 3259.831482 = -208471.821395 Iteration 13Q: 3 clusters Score -208471.8 nChanged 66 ComputeScore: Raw -211772.028541 + Penalty 3259.831482 = -208512.197059 Iteration 14Q: 3 clusters Score -208512.2 nChanged 51 ComputeScore: Raw -211798.315750 + Penalty 3259.831482 = -208538.484268 Iteration 15Q: 3 clusters Score -208538.5 nChanged 31 ComputeScore: Raw -211810.053138 + Penalty 3259.831482 = -208550.221656 Iteration 16Q: 3 clusters Score -208550.2 nChanged 18 ComputeScore: Raw -211818.379063 + Penalty 3259.831482 = -208558.547580 Iteration 17Q: 3 clusters Score -208558.5 nChanged 14 ComputeScore: Raw -211824.678871 + Penalty 3259.831482 = -208564.847389 Iteration 18Q: 3 clusters Score -208564.8 nChanged 10 ComputeScore: Raw -211826.564745 + Penalty 3259.831482 = -208566.733262 Iteration 19Q: 3 clusters Score -208566.7 nChanged 6 ComputeScore: Raw -211827.846081 + Penalty 3259.831482 = -208568.014599 Iteration 20F: 3 clusters Score -208568 nChanged 3 ComputeScore: Raw -211828.629281 + Penalty 3259.831482 = -208568.797799 Iteration 21Q: 3 clusters Score -208568.8 nChanged 6 ComputeScore: Raw -211829.865397 + Penalty 3259.831482 = -208570.033914 Iteration 22Q: 3 clusters Score -208570 nChanged 4 ComputeScore: Raw -211831.021822 + Penalty 3259.831482 = -208571.190340 Iteration 23Q: 3 clusters Score -208571.2 nChanged 2 ComputeScore: Raw -211832.031727 + Penalty 3259.831482 = -208572.200244 Iteration 24Q: 3 clusters Score -208572.2 nChanged 7 ComputeScore: Raw -211834.612507 + Penalty 3259.831482 = -208574.781024 Iteration 25Q: 3 clusters Score -208574.8 nChanged 5 ComputeScore: Raw -211835.772366 + Penalty 3259.831482 = -208575.940884 Iteration 26Q: 3 clusters Score -208575.9 nChanged 2 ComputeScore: Raw -211836.192562 + Penalty 3259.831482 = -208576.361080 Iteration 27Q: 3 clusters Score -208576.4 nChanged 2 ComputeScore: Raw -211836.933709 + Penalty 3259.831482 = -208577.102227 Iteration 28Q: 3 clusters Score -208577.1 nChanged 4 ComputeScore: Raw -211838.093317 + Penalty 3259.831482 = -208578.261835 Iteration 29Q: 3 clusters Score -208578.3 nChanged 3 ComputeScore: Raw -211838.833930 + Penalty 3259.831482 = -208579.002448 Iteration 30Q: 3 clusters Score -208579 nChanged 2 ComputeScore: Raw -211839.231921 + Penalty 3259.831482 = -208579.400439 Iteration 31Q: 3 clusters Score -208579.4 nChanged 2 ComputeScore: Raw -211839.832258 + Penalty 3259.831482 = -208580.000776 Iteration 32Q: 3 clusters Score -208580 nChanged 2 ComputeScore: Raw -211840.836764 + Penalty 3259.831482 = -208581.005282 Iteration 33Q: 3 clusters Score -208581 nChanged 5 ComputeScore: Raw -211841.940668 + Penalty 3259.831482 = -208582.109186 Iteration 34Q: 3 clusters Score -208582.1 nChanged 3 ComputeScore: Raw -211842.526844 + Penalty 3259.831482 = -208582.695362 Iteration 35Q: 3 clusters Score -208582.7 nChanged 5 ComputeScore: Raw -211843.693112 + Penalty 3259.831482 = -208583.861630 Iteration 36Q: 3 clusters Score -208583.9 nChanged 1 ComputeScore: Raw -211843.836919 + Penalty 3259.831482 = -208584.005437 Iteration 37Q: 3 clusters Score -208584 nChanged 0 ComputeScore: Raw -211843.836919 + Penalty 3259.831482 = -208584.005437 Iteration 38F: 3 clusters Score -208584 nChanged 0 Trying to split cluster 18 (4262 points) Assigned 2 initial classes randomly. ComputeScore: Raw -157026.421954 + Penalty 1579.566331 = -155446.855624 Iteration 0F: 2 clusters Score -155446.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -154933.715676 + Penalty 3159.132661 = -151774.583015 Iteration 0F: 3 clusters Score -151774.6 nChanged 1672 ComputeScore: Raw -155887.357974 + Penalty 3159.132661 = -152728.225313 Iteration 1F: 3 clusters Score -152728.2 nChanged 314 ComputeScore: Raw -156060.499841 + Penalty 3159.132661 = -152901.367180 Iteration 2F: 3 clusters Score -152901.4 nChanged 239 ComputeScore: Raw -156200.607396 + Penalty 3159.132661 = -153041.474735 Iteration 3F: 3 clusters Score -153041.5 nChanged 171 ComputeScore: Raw -156297.603539 + Penalty 3159.132661 = -153138.470878 Iteration 4Q: 3 clusters Score -153138.5 nChanged 144 ComputeScore: Raw -156387.100874 + Penalty 3159.132661 = -153227.968213 Iteration 5Q: 3 clusters Score -153228 nChanged 142 ComputeScore: Raw -156461.506318 + Penalty 3159.132661 = -153302.373657 Iteration 6Q: 3 clusters Score -153302.4 nChanged 127 ComputeScore: Raw -156535.929028 + Penalty 3159.132661 = -153376.796366 Iteration 7Q: 3 clusters Score -153376.8 nChanged 113 ComputeScore: Raw -156592.956279 + Penalty 3159.132661 = -153433.823618 Iteration 8Q: 3 clusters Score -153433.8 nChanged 78 ComputeScore: Raw -156632.908147 + Penalty 3159.132661 = -153473.775486 Iteration 9Q: 3 clusters Score -153473.8 nChanged 93 ComputeScore: Raw -156680.618579 + Penalty 3159.132661 = -153521.485918 Iteration 10Q: 3 clusters Score -153521.5 nChanged 95 ComputeScore: Raw -156728.228241 + Penalty 3159.132661 = -153569.095580 Iteration 11Q: 3 clusters Score -153569.1 nChanged 80 ComputeScore: Raw -156767.210772 + Penalty 3159.132661 = -153608.078111 Iteration 12Q: 3 clusters Score -153608.1 nChanged 65 ComputeScore: Raw -156793.777530 + Penalty 3159.132661 = -153634.644869 Iteration 13Q: 3 clusters Score -153634.6 nChanged 63 ComputeScore: Raw -156820.872748 + Penalty 3159.132661 = -153661.740086 Iteration 14Q: 3 clusters Score -153661.7 nChanged 66 ComputeScore: Raw -156848.374163 + Penalty 3159.132661 = -153689.241501 Iteration 15Q: 3 clusters Score -153689.2 nChanged 62 ComputeScore: Raw -156870.780098 + Penalty 3159.132661 = -153711.647437 Iteration 16Q: 3 clusters Score -153711.6 nChanged 42 ComputeScore: Raw -156886.108049 + Penalty 3159.132661 = -153726.975387 Iteration 17Q: 3 clusters Score -153727 nChanged 48 ComputeScore: Raw -156902.068798 + Penalty 3159.132661 = -153742.936137 Iteration 18Q: 3 clusters Score -153742.9 nChanged 43 ComputeScore: Raw -156915.533911 + Penalty 3159.132661 = -153756.401250 Iteration 19Q: 3 clusters Score -153756.4 nChanged 38 ComputeScore: Raw -156931.962496 + Penalty 3159.132661 = -153772.829834 Iteration 20F: 3 clusters Score -153772.8 nChanged 49 ComputeScore: Raw -156955.648628 + Penalty 3159.132661 = -153796.515967 Iteration 21Q: 3 clusters Score -153796.5 nChanged 32 ComputeScore: Raw -156969.549867 + Penalty 3159.132661 = -153810.417206 Iteration 22Q: 3 clusters Score -153810.4 nChanged 27 ComputeScore: Raw -156982.418929 + Penalty 3159.132661 = -153823.286268 Iteration 23Q: 3 clusters Score -153823.3 nChanged 26 ComputeScore: Raw -156989.938823 + Penalty 3159.132661 = -153830.806162 Iteration 24Q: 3 clusters Score -153830.8 nChanged 21 ComputeScore: Raw -156996.618444 + Penalty 3159.132661 = -153837.485782 Iteration 25Q: 3 clusters Score -153837.5 nChanged 22 ComputeScore: Raw -157004.514454 + Penalty 3159.132661 = -153845.381793 Iteration 26Q: 3 clusters Score -153845.4 nChanged 28 ComputeScore: Raw -157014.970794 + Penalty 3159.132661 = -153855.838132 Iteration 27Q: 3 clusters Score -153855.8 nChanged 24 ComputeScore: Raw -157026.959683 + Penalty 3159.132661 = -153867.827022 Iteration 28Q: 3 clusters Score -153867.8 nChanged 26 ComputeScore: Raw -157038.298794 + Penalty 3159.132661 = -153879.166133 Iteration 29Q: 3 clusters Score -153879.2 nChanged 24 ComputeScore: Raw -157045.602594 + Penalty 3159.132661 = -153886.469933 Iteration 30Q: 3 clusters Score -153886.5 nChanged 20 ComputeScore: Raw -157053.458479 + Penalty 3159.132661 = -153894.325818 Iteration 31Q: 3 clusters Score -153894.3 nChanged 18 ComputeScore: Raw -157060.813200 + Penalty 3159.132661 = -153901.680539 Iteration 32Q: 3 clusters Score -153901.7 nChanged 21 ComputeScore: Raw -157069.039299 + Penalty 3159.132661 = -153909.906638 Iteration 33Q: 3 clusters Score -153909.9 nChanged 22 ComputeScore: Raw -157076.278287 + Penalty 3159.132661 = -153917.145626 Iteration 34Q: 3 clusters Score -153917.1 nChanged 27 ComputeScore: Raw -157087.438170 + Penalty 3159.132661 = -153928.305509 Iteration 35Q: 3 clusters Score -153928.3 nChanged 24 ComputeScore: Raw -157097.299768 + Penalty 3159.132661 = -153938.167107 Iteration 36Q: 3 clusters Score -153938.2 nChanged 23 ComputeScore: Raw -157106.386980 + Penalty 3159.132661 = -153947.254319 Iteration 37Q: 3 clusters Score -153947.3 nChanged 22 ComputeScore: Raw -157119.140324 + Penalty 3159.132661 = -153960.007663 Iteration 38Q: 3 clusters Score -153960 nChanged 24 ComputeScore: Raw -157131.985446 + Penalty 3159.132661 = -153972.852785 Iteration 39Q: 3 clusters Score -153972.9 nChanged 21 ComputeScore: Raw -157141.993672 + Penalty 3159.132661 = -153982.861011 Iteration 40F: 3 clusters Score -153982.9 nChanged 21 ComputeScore: Raw -157149.229298 + Penalty 3159.132661 = -153990.096637 Iteration 41Q: 3 clusters Score -153990.1 nChanged 21 ComputeScore: Raw -157158.129971 + Penalty 3159.132661 = -153998.997310 Iteration 42Q: 3 clusters Score -153999 nChanged 15 ComputeScore: Raw -157162.897528 + Penalty 3159.132661 = -154003.764867 Iteration 43Q: 3 clusters Score -154003.8 nChanged 12 ComputeScore: Raw -157168.101825 + Penalty 3159.132661 = -154008.969164 Iteration 44Q: 3 clusters Score -154009 nChanged 14 ComputeScore: Raw -157175.619569 + Penalty 3159.132661 = -154016.486907 Iteration 45Q: 3 clusters Score -154016.5 nChanged 14 ComputeScore: Raw -157181.013463 + Penalty 3159.132661 = -154021.880802 Iteration 46Q: 3 clusters Score -154021.9 nChanged 10 ComputeScore: Raw -157185.873412 + Penalty 3159.132661 = -154026.740750 Iteration 47Q: 3 clusters Score -154026.7 nChanged 9 ComputeScore: Raw -157190.705189 + Penalty 3159.132661 = -154031.572528 Iteration 48Q: 3 clusters Score -154031.6 nChanged 8 ComputeScore: Raw -157193.627971 + Penalty 3159.132661 = -154034.495310 Iteration 49Q: 3 clusters Score -154034.5 nChanged 9 ComputeScore: Raw -157196.230017 + Penalty 3159.132661 = -154037.097356 Iteration 50Q: 3 clusters Score -154037.1 nChanged 10 ComputeScore: Raw -157200.572247 + Penalty 3159.132661 = -154041.439585 Iteration 51Q: 3 clusters Score -154041.4 nChanged 11 ComputeScore: Raw -157206.108932 + Penalty 3159.132661 = -154046.976271 Iteration 52Q: 3 clusters Score -154047 nChanged 12 ComputeScore: Raw -157209.524130 + Penalty 3159.132661 = -154050.391469 Iteration 53Q: 3 clusters Score -154050.4 nChanged 6 ComputeScore: Raw -157211.170362 + Penalty 3159.132661 = -154052.037701 Iteration 54Q: 3 clusters Score -154052 nChanged 6 ComputeScore: Raw -157214.118113 + Penalty 3159.132661 = -154054.985451 Iteration 55Q: 3 clusters Score -154055 nChanged 6 ComputeScore: Raw -157216.269513 + Penalty 3159.132661 = -154057.136851 Iteration 56Q: 3 clusters Score -154057.1 nChanged 6 ComputeScore: Raw -157218.613488 + Penalty 3159.132661 = -154059.480826 Iteration 57Q: 3 clusters Score -154059.5 nChanged 5 ComputeScore: Raw -157220.816814 + Penalty 3159.132661 = -154061.684153 Iteration 58Q: 3 clusters Score -154061.7 nChanged 6 ComputeScore: Raw -157222.460444 + Penalty 3159.132661 = -154063.327783 Iteration 59Q: 3 clusters Score -154063.3 nChanged 3 ComputeScore: Raw -157223.343418 + Penalty 3159.132661 = -154064.210757 Iteration 60F: 3 clusters Score -154064.2 nChanged 2 ComputeScore: Raw -157223.691199 + Penalty 3159.132661 = -154064.558538 Iteration 61Q: 3 clusters Score -154064.6 nChanged 1 ComputeScore: Raw -157223.926600 + Penalty 3159.132661 = -154064.793939 Iteration 62Q: 3 clusters Score -154064.8 nChanged 1 ComputeScore: Raw -157224.290844 + Penalty 3159.132661 = -154065.158182 Iteration 63Q: 3 clusters Score -154065.2 nChanged 1 ComputeScore: Raw -157225.028539 + Penalty 3159.132661 = -154065.895877 Iteration 64Q: 3 clusters Score -154065.9 nChanged 1 ComputeScore: Raw -157225.162914 + Penalty 3159.132661 = -154066.030253 Iteration 65Q: 3 clusters Score -154066 nChanged 1 ComputeScore: Raw -157225.255677 + Penalty 3159.132661 = -154066.123016 Iteration 66Q: 3 clusters Score -154066.1 nChanged 2 ComputeScore: Raw -157226.646690 + Penalty 3159.132661 = -154067.514029 Iteration 67Q: 3 clusters Score -154067.5 nChanged 5 ComputeScore: Raw -157227.777035 + Penalty 3159.132661 = -154068.644374 Iteration 68Q: 3 clusters Score -154068.6 nChanged 3 ComputeScore: Raw -157229.001066 + Penalty 3159.132661 = -154069.868405 Iteration 69Q: 3 clusters Score -154069.9 nChanged 2 ComputeScore: Raw -157229.378239 + Penalty 3159.132661 = -154070.245578 Iteration 70Q: 3 clusters Score -154070.2 nChanged 1 ComputeScore: Raw -157229.699116 + Penalty 3159.132661 = -154070.566455 Iteration 71Q: 3 clusters Score -154070.6 nChanged 1 ComputeScore: Raw -157230.383079 + Penalty 3159.132661 = -154071.250417 Iteration 72Q: 3 clusters Score -154071.3 nChanged 1 ComputeScore: Raw -157230.597999 + Penalty 3159.132661 = -154071.465337 Iteration 73Q: 3 clusters Score -154071.5 nChanged 1 ComputeScore: Raw -157230.855689 + Penalty 3159.132661 = -154071.723028 Iteration 74Q: 3 clusters Score -154071.7 nChanged 1 ComputeScore: Raw -157230.941202 + Penalty 3159.132661 = -154071.808541 Iteration 75Q: 3 clusters Score -154071.8 nChanged 0 ComputeScore: Raw -157230.941202 + Penalty 3159.132661 = -154071.808541 Iteration 76F: 3 clusters Score -154071.8 nChanged 0 Trying to split cluster 19 (4976 points) Assigned 2 initial classes randomly. ComputeScore: Raw -187911.668180 + Penalty 1608.840129 = -186302.828051 Iteration 0F: 2 clusters Score -186302.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -185445.388566 + Penalty 3217.680258 = -182227.708308 Iteration 0F: 3 clusters Score -182227.7 nChanged 1954 ComputeScore: Raw -186612.192068 + Penalty 3217.680258 = -183394.511810 Iteration 1F: 3 clusters Score -183394.5 nChanged 405 ComputeScore: Raw -186879.320833 + Penalty 3217.680258 = -183661.640575 Iteration 2F: 3 clusters Score -183661.6 nChanged 285 ComputeScore: Raw -187093.926580 + Penalty 3217.680258 = -183876.246322 Iteration 3F: 3 clusters Score -183876.2 nChanged 253 ComputeScore: Raw -187297.164669 + Penalty 3217.680258 = -184079.484411 Iteration 4F: 3 clusters Score -184079.5 nChanged 233 ComputeScore: Raw -187511.989946 + Penalty 3217.680258 = -184294.309689 Iteration 5Q: 3 clusters Score -184294.3 nChanged 238 ComputeScore: Raw -187758.812227 + Penalty 3217.680258 = -184541.131969 Iteration 6Q: 3 clusters Score -184541.1 nChanged 231 ComputeScore: Raw -188008.085685 + Penalty 3217.680258 = -184790.405427 Iteration 7Q: 3 clusters Score -184790.4 nChanged 238 ComputeScore: Raw -188238.944998 + Penalty 3217.680258 = -185021.264741 Iteration 8Q: 3 clusters Score -185021.3 nChanged 203 ComputeScore: Raw -188445.060375 + Penalty 3217.680258 = -185227.380118 Iteration 9Q: 3 clusters Score -185227.4 nChanged 192 ComputeScore: Raw -188661.567709 + Penalty 3217.680258 = -185443.887452 Iteration 10Q: 3 clusters Score -185443.9 nChanged 194 ComputeScore: Raw -188853.723968 + Penalty 3217.680258 = -185636.043711 Iteration 11Q: 3 clusters Score -185636 nChanged 139 ComputeScore: Raw -188969.374400 + Penalty 3217.680258 = -185751.694142 Iteration 12Q: 3 clusters Score -185751.7 nChanged 106 ComputeScore: Raw -189042.129967 + Penalty 3217.680258 = -185824.449709 Iteration 13Q: 3 clusters Score -185824.4 nChanged 71 ComputeScore: Raw -189086.887779 + Penalty 3217.680258 = -185869.207521 Iteration 14Q: 3 clusters Score -185869.2 nChanged 57 ComputeScore: Raw -189119.629198 + Penalty 3217.680258 = -185901.948941 Iteration 15Q: 3 clusters Score -185901.9 nChanged 39 ComputeScore: Raw -189136.549479 + Penalty 3217.680258 = -185918.869221 Iteration 16Q: 3 clusters Score -185918.9 nChanged 26 ComputeScore: Raw -189147.551512 + Penalty 3217.680258 = -185929.871254 Iteration 17Q: 3 clusters Score -185929.9 nChanged 28 ComputeScore: Raw -189160.197872 + Penalty 3217.680258 = -185942.517614 Iteration 18Q: 3 clusters Score -185942.5 nChanged 20 ComputeScore: Raw -189167.741350 + Penalty 3217.680258 = -185950.061093 Iteration 19Q: 3 clusters Score -185950.1 nChanged 13 ComputeScore: Raw -189172.635250 + Penalty 3217.680258 = -185954.954992 Iteration 20F: 3 clusters Score -185955 nChanged 13 ComputeScore: Raw -189180.299230 + Penalty 3217.680258 = -185962.618972 Iteration 21Q: 3 clusters Score -185962.6 nChanged 11 ComputeScore: Raw -189184.076552 + Penalty 3217.680258 = -185966.396294 Iteration 22Q: 3 clusters Score -185966.4 nChanged 6 ComputeScore: Raw -189185.821088 + Penalty 3217.680258 = -185968.140830 Iteration 23Q: 3 clusters Score -185968.1 nChanged 3 ComputeScore: Raw -189186.414192 + Penalty 3217.680258 = -185968.733935 Iteration 24Q: 3 clusters Score -185968.7 nChanged 0 ComputeScore: Raw -189186.414192 + Penalty 3217.680258 = -185968.733935 Iteration 25F: 3 clusters Score -185968.7 nChanged 0 Trying to split cluster 20 (4398 points) Assigned 2 initial classes randomly. ComputeScore: Raw -168858.428410 + Penalty 1585.503077 = -167272.925333 Iteration 0F: 2 clusters Score -167272.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -166671.201202 + Penalty 3171.006155 = -163500.195048 Iteration 0F: 3 clusters Score -163500.2 nChanged 1779 ComputeScore: Raw -167689.399863 + Penalty 3171.006155 = -164518.393708 Iteration 1F: 3 clusters Score -164518.4 nChanged 292 ComputeScore: Raw -167871.363224 + Penalty 3171.006155 = -164700.357070 Iteration 2F: 3 clusters Score -164700.4 nChanged 225 ComputeScore: Raw -167978.248550 + Penalty 3171.006155 = -164807.242395 Iteration 3F: 3 clusters Score -164807.2 nChanged 143 ComputeScore: Raw -168035.682904 + Penalty 3171.006155 = -164864.676749 Iteration 4Q: 3 clusters Score -164864.7 nChanged 113 ComputeScore: Raw -168086.898080 + Penalty 3171.006155 = -164915.891925 Iteration 5Q: 3 clusters Score -164915.9 nChanged 112 ComputeScore: Raw -168131.286487 + Penalty 3171.006155 = -164960.280333 Iteration 6Q: 3 clusters Score -164960.3 nChanged 88 ComputeScore: Raw -168165.336242 + Penalty 3171.006155 = -164994.330087 Iteration 7Q: 3 clusters Score -164994.3 nChanged 73 ComputeScore: Raw -168198.457511 + Penalty 3171.006155 = -165027.451357 Iteration 8Q: 3 clusters Score -165027.5 nChanged 85 ComputeScore: Raw -168231.057391 + Penalty 3171.006155 = -165060.051236 Iteration 9Q: 3 clusters Score -165060.1 nChanged 77 ComputeScore: Raw -168265.147955 + Penalty 3171.006155 = -165094.141801 Iteration 10Q: 3 clusters Score -165094.1 nChanged 87 ComputeScore: Raw -168301.352207 + Penalty 3171.006155 = -165130.346053 Iteration 11Q: 3 clusters Score -165130.3 nChanged 77 ComputeScore: Raw -168341.533364 + Penalty 3171.006155 = -165170.527209 Iteration 12Q: 3 clusters Score -165170.5 nChanged 79 ComputeScore: Raw -168382.313629 + Penalty 3171.006155 = -165211.307474 Iteration 13Q: 3 clusters Score -165211.3 nChanged 96 ComputeScore: Raw -168440.020840 + Penalty 3171.006155 = -165269.014686 Iteration 14Q: 3 clusters Score -165269 nChanged 94 ComputeScore: Raw -168493.004083 + Penalty 3171.006155 = -165321.997929 Iteration 15Q: 3 clusters Score -165322 nChanged 88 ComputeScore: Raw -168546.324101 + Penalty 3171.006155 = -165375.317947 Iteration 16Q: 3 clusters Score -165375.3 nChanged 100 ComputeScore: Raw -168601.399861 + Penalty 3171.006155 = -165430.393706 Iteration 17Q: 3 clusters Score -165430.4 nChanged 81 ComputeScore: Raw -168645.449997 + Penalty 3171.006155 = -165474.443842 Iteration 18Q: 3 clusters Score -165474.4 nChanged 73 ComputeScore: Raw -168689.336283 + Penalty 3171.006155 = -165518.330129 Iteration 19Q: 3 clusters Score -165518.3 nChanged 67 ComputeScore: Raw -168725.544959 + Penalty 3171.006155 = -165554.538805 Iteration 20F: 3 clusters Score -165554.5 nChanged 56 ComputeScore: Raw -168761.708771 + Penalty 3171.006155 = -165590.702616 Iteration 21Q: 3 clusters Score -165590.7 nChanged 63 ComputeScore: Raw -168817.114307 + Penalty 3171.006155 = -165646.108153 Iteration 22Q: 3 clusters Score -165646.1 nChanged 67 ComputeScore: Raw -168869.400796 + Penalty 3171.006155 = -165698.394641 Iteration 23Q: 3 clusters Score -165698.4 nChanged 72 ComputeScore: Raw -168924.456745 + Penalty 3171.006155 = -165753.450590 Iteration 24Q: 3 clusters Score -165753.5 nChanged 67 ComputeScore: Raw -168979.082612 + Penalty 3171.006155 = -165808.076458 Iteration 25Q: 3 clusters Score -165808.1 nChanged 65 ComputeScore: Raw -169032.272379 + Penalty 3171.006155 = -165861.266225 Iteration 26Q: 3 clusters Score -165861.3 nChanged 65 ComputeScore: Raw -169088.148568 + Penalty 3171.006155 = -165917.142413 Iteration 27Q: 3 clusters Score -165917.1 nChanged 56 ComputeScore: Raw -169130.257061 + Penalty 3171.006155 = -165959.250907 Iteration 28Q: 3 clusters Score -165959.3 nChanged 44 ComputeScore: Raw -169166.545249 + Penalty 3171.006155 = -165995.539094 Iteration 29Q: 3 clusters Score -165995.5 nChanged 45 ComputeScore: Raw -169206.713060 + Penalty 3171.006155 = -166035.706906 Iteration 30Q: 3 clusters Score -166035.7 nChanged 58 ComputeScore: Raw -169260.926952 + Penalty 3171.006155 = -166089.920798 Iteration 31Q: 3 clusters Score -166089.9 nChanged 60 ComputeScore: Raw -169315.045466 + Penalty 3171.006155 = -166144.039311 Iteration 32Q: 3 clusters Score -166144 nChanged 45 ComputeScore: Raw -169350.902871 + Penalty 3171.006155 = -166179.896716 Iteration 33Q: 3 clusters Score -166179.9 nChanged 52 ComputeScore: Raw -169391.901245 + Penalty 3171.006155 = -166220.895090 Iteration 34Q: 3 clusters Score -166220.9 nChanged 57 ComputeScore: Raw -169435.729249 + Penalty 3171.006155 = -166264.723094 Iteration 35Q: 3 clusters Score -166264.7 nChanged 37 ComputeScore: Raw -169457.362646 + Penalty 3171.006155 = -166286.356491 Iteration 36Q: 3 clusters Score -166286.4 nChanged 34 ComputeScore: Raw -169479.761035 + Penalty 3171.006155 = -166308.754881 Iteration 37Q: 3 clusters Score -166308.8 nChanged 38 ComputeScore: Raw -169510.877035 + Penalty 3171.006155 = -166339.870880 Iteration 38Q: 3 clusters Score -166339.9 nChanged 46 ComputeScore: Raw -169553.938007 + Penalty 3171.006155 = -166382.931852 Iteration 39Q: 3 clusters Score -166382.9 nChanged 41 ComputeScore: Raw -169603.212124 + Penalty 3171.006155 = -166432.205969 Iteration 40F: 3 clusters Score -166432.2 nChanged 42 ComputeScore: Raw -169647.100472 + Penalty 3171.006155 = -166476.094317 Iteration 41Q: 3 clusters Score -166476.1 nChanged 31 ComputeScore: Raw -169672.981787 + Penalty 3171.006155 = -166501.975632 Iteration 42Q: 3 clusters Score -166502 nChanged 21 ComputeScore: Raw -169687.640618 + Penalty 3171.006155 = -166516.634464 Iteration 43Q: 3 clusters Score -166516.6 nChanged 15 ComputeScore: Raw -169695.706704 + Penalty 3171.006155 = -166524.700550 Iteration 44Q: 3 clusters Score -166524.7 nChanged 4 ComputeScore: Raw -169696.998290 + Penalty 3171.006155 = -166525.992135 Iteration 45Q: 3 clusters Score -166526 nChanged 1 ComputeScore: Raw -169697.151929 + Penalty 3171.006155 = -166526.145774 Iteration 46Q: 3 clusters Score -166526.1 nChanged 0 ComputeScore: Raw -169697.151929 + Penalty 3171.006155 = -166526.145774 Iteration 47F: 3 clusters Score -166526.1 nChanged 0 Trying to split cluster 21 (3270 points) Assigned 2 initial classes randomly. ComputeScore: Raw -126673.283222 + Penalty 1529.491055 = -125143.792167 Iteration 0F: 2 clusters Score -125143.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -125115.452827 + Penalty 3058.982110 = -122056.470717 Iteration 0F: 3 clusters Score -122056.5 nChanged 1229 ComputeScore: Raw -125831.384110 + Penalty 3058.982110 = -122772.402001 Iteration 1F: 3 clusters Score -122772.4 nChanged 263 ComputeScore: Raw -126000.708844 + Penalty 3058.982110 = -122941.726735 Iteration 2F: 3 clusters Score -122941.7 nChanged 171 ComputeScore: Raw -126110.246867 + Penalty 3058.982110 = -123051.264757 Iteration 3F: 3 clusters Score -123051.3 nChanged 121 ComputeScore: Raw -126177.877084 + Penalty 3058.982110 = -123118.894974 Iteration 4Q: 3 clusters Score -123118.9 nChanged 83 ComputeScore: Raw -126221.993440 + Penalty 3058.982110 = -123163.011330 Iteration 5Q: 3 clusters Score -123163 nChanged 72 ComputeScore: Raw -126260.319579 + Penalty 3058.982110 = -123201.337469 Iteration 6Q: 3 clusters Score -123201.3 nChanged 61 ComputeScore: Raw -126288.315216 + Penalty 3058.982110 = -123229.333107 Iteration 7Q: 3 clusters Score -123229.3 nChanged 53 ComputeScore: Raw -126311.784840 + Penalty 3058.982110 = -123252.802730 Iteration 8Q: 3 clusters Score -123252.8 nChanged 45 ComputeScore: Raw -126328.247097 + Penalty 3058.982110 = -123269.264987 Iteration 9Q: 3 clusters Score -123269.3 nChanged 29 ComputeScore: Raw -126343.102273 + Penalty 3058.982110 = -123284.120163 Iteration 10Q: 3 clusters Score -123284.1 nChanged 30 ComputeScore: Raw -126355.010422 + Penalty 3058.982110 = -123296.028312 Iteration 11Q: 3 clusters Score -123296 nChanged 27 ComputeScore: Raw -126365.372820 + Penalty 3058.982110 = -123306.390710 Iteration 12Q: 3 clusters Score -123306.4 nChanged 29 ComputeScore: Raw -126375.986639 + Penalty 3058.982110 = -123317.004529 Iteration 13Q: 3 clusters Score -123317 nChanged 36 ComputeScore: Raw -126386.719801 + Penalty 3058.982110 = -123327.737691 Iteration 14Q: 3 clusters Score -123327.7 nChanged 21 ComputeScore: Raw -126394.004968 + Penalty 3058.982110 = -123335.022858 Iteration 15Q: 3 clusters Score -123335 nChanged 18 ComputeScore: Raw -126399.567427 + Penalty 3058.982110 = -123340.585318 Iteration 16Q: 3 clusters Score -123340.6 nChanged 13 ComputeScore: Raw -126405.166487 + Penalty 3058.982110 = -123346.184377 Iteration 17Q: 3 clusters Score -123346.2 nChanged 16 ComputeScore: Raw -126411.296414 + Penalty 3058.982110 = -123352.314304 Iteration 18Q: 3 clusters Score -123352.3 nChanged 15 ComputeScore: Raw -126417.065392 + Penalty 3058.982110 = -123358.083282 Iteration 19Q: 3 clusters Score -123358.1 nChanged 14 ComputeScore: Raw -126421.990985 + Penalty 3058.982110 = -123363.008875 Iteration 20F: 3 clusters Score -123363 nChanged 9 ComputeScore: Raw -126424.379487 + Penalty 3058.982110 = -123365.397378 Iteration 21Q: 3 clusters Score -123365.4 nChanged 8 ComputeScore: Raw -126427.214864 + Penalty 3058.982110 = -123368.232755 Iteration 22Q: 3 clusters Score -123368.2 nChanged 10 ComputeScore: Raw -126430.003086 + Penalty 3058.982110 = -123371.020976 Iteration 23Q: 3 clusters Score -123371 nChanged 11 ComputeScore: Raw -126433.446829 + Penalty 3058.982110 = -123374.464720 Iteration 24Q: 3 clusters Score -123374.5 nChanged 12 ComputeScore: Raw -126436.437090 + Penalty 3058.982110 = -123377.454980 Iteration 25Q: 3 clusters Score -123377.5 nChanged 8 ComputeScore: Raw -126438.378413 + Penalty 3058.982110 = -123379.396303 Iteration 26Q: 3 clusters Score -123379.4 nChanged 8 ComputeScore: Raw -126441.988849 + Penalty 3058.982110 = -123383.006740 Iteration 27Q: 3 clusters Score -123383 nChanged 8 ComputeScore: Raw -126445.388094 + Penalty 3058.982110 = -123386.405984 Iteration 28Q: 3 clusters Score -123386.4 nChanged 10 ComputeScore: Raw -126449.401692 + Penalty 3058.982110 = -123390.419582 Iteration 29Q: 3 clusters Score -123390.4 nChanged 14 ComputeScore: Raw -126454.434144 + Penalty 3058.982110 = -123395.452035 Iteration 30Q: 3 clusters Score -123395.5 nChanged 13 ComputeScore: Raw -126457.632924 + Penalty 3058.982110 = -123398.650814 Iteration 31Q: 3 clusters Score -123398.7 nChanged 6 ComputeScore: Raw -126459.710177 + Penalty 3058.982110 = -123400.728067 Iteration 32Q: 3 clusters Score -123400.7 nChanged 8 ComputeScore: Raw -126463.096811 + Penalty 3058.982110 = -123404.114701 Iteration 33Q: 3 clusters Score -123404.1 nChanged 7 ComputeScore: Raw -126466.616830 + Penalty 3058.982110 = -123407.634720 Iteration 34Q: 3 clusters Score -123407.6 nChanged 13 ComputeScore: Raw -126471.345937 + Penalty 3058.982110 = -123412.363828 Iteration 35Q: 3 clusters Score -123412.4 nChanged 17 ComputeScore: Raw -126478.009500 + Penalty 3058.982110 = -123419.027390 Iteration 36Q: 3 clusters Score -123419 nChanged 15 ComputeScore: Raw -126481.529429 + Penalty 3058.982110 = -123422.547319 Iteration 37Q: 3 clusters Score -123422.5 nChanged 14 ComputeScore: Raw -126485.992985 + Penalty 3058.982110 = -123427.010875 Iteration 38Q: 3 clusters Score -123427 nChanged 7 ComputeScore: Raw -126488.819131 + Penalty 3058.982110 = -123429.837021 Iteration 39Q: 3 clusters Score -123429.8 nChanged 9 ComputeScore: Raw -126491.043958 + Penalty 3058.982110 = -123432.061849 Iteration 40F: 3 clusters Score -123432.1 nChanged 9 ComputeScore: Raw -126493.283749 + Penalty 3058.982110 = -123434.301639 Iteration 41Q: 3 clusters Score -123434.3 nChanged 8 ComputeScore: Raw -126495.342527 + Penalty 3058.982110 = -123436.360417 Iteration 42Q: 3 clusters Score -123436.4 nChanged 10 ComputeScore: Raw -126498.408424 + Penalty 3058.982110 = -123439.426314 Iteration 43Q: 3 clusters Score -123439.4 nChanged 15 ComputeScore: Raw -126502.667819 + Penalty 3058.982110 = -123443.685709 Iteration 44Q: 3 clusters Score -123443.7 nChanged 14 ComputeScore: Raw -126508.924556 + Penalty 3058.982110 = -123449.942446 Iteration 45Q: 3 clusters Score -123449.9 nChanged 20 ComputeScore: Raw -126518.458284 + Penalty 3058.982110 = -123459.476175 Iteration 46Q: 3 clusters Score -123459.5 nChanged 24 ComputeScore: Raw -126531.807575 + Penalty 3058.982110 = -123472.825465 Iteration 47Q: 3 clusters Score -123472.8 nChanged 29 ComputeScore: Raw -126542.630536 + Penalty 3058.982110 = -123483.648427 Iteration 48Q: 3 clusters Score -123483.6 nChanged 20 ComputeScore: Raw -126552.484400 + Penalty 3058.982110 = -123493.502290 Iteration 49Q: 3 clusters Score -123493.5 nChanged 22 ComputeScore: Raw -126560.498245 + Penalty 3058.982110 = -123501.516135 Iteration 50Q: 3 clusters Score -123501.5 nChanged 18 ComputeScore: Raw -126568.138057 + Penalty 3058.982110 = -123509.155948 Iteration 51Q: 3 clusters Score -123509.2 nChanged 20 ComputeScore: Raw -126576.750559 + Penalty 3058.982110 = -123517.768450 Iteration 52Q: 3 clusters Score -123517.8 nChanged 17 ComputeScore: Raw -126582.460508 + Penalty 3058.982110 = -123523.478398 Iteration 53Q: 3 clusters Score -123523.5 nChanged 11 ComputeScore: Raw -126586.134069 + Penalty 3058.982110 = -123527.151959 Iteration 54Q: 3 clusters Score -123527.2 nChanged 9 ComputeScore: Raw -126588.862760 + Penalty 3058.982110 = -123529.880651 Iteration 55Q: 3 clusters Score -123529.9 nChanged 11 ComputeScore: Raw -126593.830380 + Penalty 3058.982110 = -123534.848270 Iteration 56Q: 3 clusters Score -123534.8 nChanged 12 ComputeScore: Raw -126598.320800 + Penalty 3058.982110 = -123539.338690 Iteration 57Q: 3 clusters Score -123539.3 nChanged 10 ComputeScore: Raw -126601.627619 + Penalty 3058.982110 = -123542.645510 Iteration 58Q: 3 clusters Score -123542.6 nChanged 11 ComputeScore: Raw -126606.165661 + Penalty 3058.982110 = -123547.183552 Iteration 59Q: 3 clusters Score -123547.2 nChanged 7 ComputeScore: Raw -126609.175803 + Penalty 3058.982110 = -123550.193693 Iteration 60F: 3 clusters Score -123550.2 nChanged 9 ComputeScore: Raw -126612.764689 + Penalty 3058.982110 = -123553.782579 Iteration 61Q: 3 clusters Score -123553.8 nChanged 9 ComputeScore: Raw -126616.341654 + Penalty 3058.982110 = -123557.359544 Iteration 62Q: 3 clusters Score -123557.4 nChanged 8 ComputeScore: Raw -126619.345383 + Penalty 3058.982110 = -123560.363274 Iteration 63Q: 3 clusters Score -123560.4 nChanged 6 ComputeScore: Raw -126620.638747 + Penalty 3058.982110 = -123561.656637 Iteration 64Q: 3 clusters Score -123561.7 nChanged 2 ComputeScore: Raw -126621.054047 + Penalty 3058.982110 = -123562.071938 Iteration 65Q: 3 clusters Score -123562.1 nChanged 2 ComputeScore: Raw -126621.367506 + Penalty 3058.982110 = -123562.385396 Iteration 66Q: 3 clusters Score -123562.4 nChanged 3 ComputeScore: Raw -126622.118014 + Penalty 3058.982110 = -123563.135904 Iteration 67Q: 3 clusters Score -123563.1 nChanged 2 ComputeScore: Raw -126622.692288 + Penalty 3058.982110 = -123563.710178 Iteration 68Q: 3 clusters Score -123563.7 nChanged 0 ComputeScore: Raw -126622.692288 + Penalty 3058.982110 = -123563.710178 Iteration 69F: 3 clusters Score -123563.7 nChanged 0 Trying to split cluster 22 (4270 points) Assigned 2 initial classes randomly. ComputeScore: Raw -164276.721618 + Penalty 1579.920761 = -162696.800857 Iteration 0F: 2 clusters Score -162696.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -162175.748950 + Penalty 3159.841522 = -159015.907428 Iteration 0F: 3 clusters Score -159015.9 nChanged 1697 ComputeScore: Raw -163109.604493 + Penalty 3159.841522 = -159949.762971 Iteration 1F: 3 clusters Score -159949.8 nChanged 276 ComputeScore: Raw -163243.274792 + Penalty 3159.841522 = -160083.433270 Iteration 2F: 3 clusters Score -160083.4 nChanged 199 ComputeScore: Raw -163351.734886 + Penalty 3159.841522 = -160191.893364 Iteration 3Q: 3 clusters Score -160191.9 nChanged 170 ComputeScore: Raw -163464.279286 + Penalty 3159.841522 = -160304.437763 Iteration 4Q: 3 clusters Score -160304.4 nChanged 167 ComputeScore: Raw -163568.059250 + Penalty 3159.841522 = -160408.217728 Iteration 5Q: 3 clusters Score -160408.2 nChanged 155 ComputeScore: Raw -163658.072333 + Penalty 3159.841522 = -160498.230811 Iteration 6Q: 3 clusters Score -160498.2 nChanged 158 ComputeScore: Raw -163775.081567 + Penalty 3159.841522 = -160615.240044 Iteration 7Q: 3 clusters Score -160615.2 nChanged 166 ComputeScore: Raw -163894.969141 + Penalty 3159.841522 = -160735.127618 Iteration 8Q: 3 clusters Score -160735.1 nChanged 148 ComputeScore: Raw -163996.258882 + Penalty 3159.841522 = -160836.417359 Iteration 9Q: 3 clusters Score -160836.4 nChanged 130 ComputeScore: Raw -164073.271243 + Penalty 3159.841522 = -160913.429721 Iteration 10Q: 3 clusters Score -160913.4 nChanged 115 ComputeScore: Raw -164145.216297 + Penalty 3159.841522 = -160985.374775 Iteration 11Q: 3 clusters Score -160985.4 nChanged 122 ComputeScore: Raw -164221.689648 + Penalty 3159.841522 = -161061.848125 Iteration 12Q: 3 clusters Score -161061.8 nChanged 113 ComputeScore: Raw -164289.826871 + Penalty 3159.841522 = -161129.985349 Iteration 13Q: 3 clusters Score -161130 nChanged 106 ComputeScore: Raw -164350.400885 + Penalty 3159.841522 = -161190.559363 Iteration 14Q: 3 clusters Score -161190.6 nChanged 87 ComputeScore: Raw -164399.065691 + Penalty 3159.841522 = -161239.224169 Iteration 15Q: 3 clusters Score -161239.2 nChanged 67 ComputeScore: Raw -164431.733762 + Penalty 3159.841522 = -161271.892240 Iteration 16Q: 3 clusters Score -161271.9 nChanged 58 ComputeScore: Raw -164457.957502 + Penalty 3159.841522 = -161298.115979 Iteration 17Q: 3 clusters Score -161298.1 nChanged 42 ComputeScore: Raw -164478.629008 + Penalty 3159.841522 = -161318.787486 Iteration 18Q: 3 clusters Score -161318.8 nChanged 42 ComputeScore: Raw -164500.274599 + Penalty 3159.841522 = -161340.433076 Iteration 19Q: 3 clusters Score -161340.4 nChanged 50 ComputeScore: Raw -164520.268072 + Penalty 3159.841522 = -161360.426550 Iteration 20F: 3 clusters Score -161360.4 nChanged 39 ComputeScore: Raw -164534.844707 + Penalty 3159.841522 = -161375.003184 Iteration 21Q: 3 clusters Score -161375 nChanged 18 ComputeScore: Raw -164541.608480 + Penalty 3159.841522 = -161381.766958 Iteration 22Q: 3 clusters Score -161381.8 nChanged 13 ComputeScore: Raw -164544.898771 + Penalty 3159.841522 = -161385.057249 Iteration 23Q: 3 clusters Score -161385.1 nChanged 8 ComputeScore: Raw -164549.445022 + Penalty 3159.841522 = -161389.603500 Iteration 24Q: 3 clusters Score -161389.6 nChanged 9 ComputeScore: Raw -164552.238993 + Penalty 3159.841522 = -161392.397471 Iteration 25Q: 3 clusters Score -161392.4 nChanged 10 ComputeScore: Raw -164554.205836 + Penalty 3159.841522 = -161394.364314 Iteration 26Q: 3 clusters Score -161394.4 nChanged 8 ComputeScore: Raw -164559.170660 + Penalty 3159.841522 = -161399.329138 Iteration 27Q: 3 clusters Score -161399.3 nChanged 13 ComputeScore: Raw -164563.850774 + Penalty 3159.841522 = -161404.009252 Iteration 28Q: 3 clusters Score -161404 nChanged 14 ComputeScore: Raw -164568.367455 + Penalty 3159.841522 = -161408.525933 Iteration 29Q: 3 clusters Score -161408.5 nChanged 11 ComputeScore: Raw -164570.957802 + Penalty 3159.841522 = -161411.116280 Iteration 30Q: 3 clusters Score -161411.1 nChanged 6 ComputeScore: Raw -164572.576994 + Penalty 3159.841522 = -161412.735472 Iteration 31Q: 3 clusters Score -161412.7 nChanged 7 ComputeScore: Raw -164574.798007 + Penalty 3159.841522 = -161414.956485 Iteration 32Q: 3 clusters Score -161415 nChanged 6 ComputeScore: Raw -164577.197901 + Penalty 3159.841522 = -161417.356379 Iteration 33Q: 3 clusters Score -161417.4 nChanged 7 ComputeScore: Raw -164579.864941 + Penalty 3159.841522 = -161420.023419 Iteration 34Q: 3 clusters Score -161420 nChanged 7 ComputeScore: Raw -164582.316883 + Penalty 3159.841522 = -161422.475361 Iteration 35Q: 3 clusters Score -161422.5 nChanged 5 ComputeScore: Raw -164583.657233 + Penalty 3159.841522 = -161423.815710 Iteration 36Q: 3 clusters Score -161423.8 nChanged 4 ComputeScore: Raw -164584.817055 + Penalty 3159.841522 = -161424.975533 Iteration 37Q: 3 clusters Score -161425 nChanged 3 ComputeScore: Raw -164585.565480 + Penalty 3159.841522 = -161425.723958 Iteration 38Q: 3 clusters Score -161425.7 nChanged 3 ComputeScore: Raw -164586.316026 + Penalty 3159.841522 = -161426.474504 Iteration 39Q: 3 clusters Score -161426.5 nChanged 4 ComputeScore: Raw -164587.184472 + Penalty 3159.841522 = -161427.342950 Iteration 40F: 3 clusters Score -161427.3 nChanged 4 ComputeScore: Raw -164587.981643 + Penalty 3159.841522 = -161428.140121 Iteration 41Q: 3 clusters Score -161428.1 nChanged 4 ComputeScore: Raw -164589.478022 + Penalty 3159.841522 = -161429.636500 Iteration 42Q: 3 clusters Score -161429.6 nChanged 5 ComputeScore: Raw -164590.547486 + Penalty 3159.841522 = -161430.705964 Iteration 43Q: 3 clusters Score -161430.7 nChanged 2 ComputeScore: Raw -164590.846424 + Penalty 3159.841522 = -161431.004902 Iteration 44Q: 3 clusters Score -161431 nChanged 0 ComputeScore: Raw -164590.846424 + Penalty 3159.841522 = -161431.004902 Iteration 45F: 3 clusters Score -161431 nChanged 0 Trying to split cluster 23 (3660 points) Assigned 2 initial classes randomly. ComputeScore: Raw -139652.544270 + Penalty 1550.786283 = -138101.757987 Iteration 0F: 2 clusters Score -138101.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -137902.525734 + Penalty 3101.572565 = -134800.953169 Iteration 0F: 3 clusters Score -134801 nChanged 1374 ComputeScore: Raw -138707.293694 + Penalty 3101.572565 = -135605.721129 Iteration 1F: 3 clusters Score -135605.7 nChanged 268 ComputeScore: Raw -138856.944624 + Penalty 3101.572565 = -135755.372058 Iteration 2F: 3 clusters Score -135755.4 nChanged 162 ComputeScore: Raw -138935.556682 + Penalty 3101.572565 = -135833.984117 Iteration 3Q: 3 clusters Score -135834 nChanged 122 ComputeScore: Raw -139001.623440 + Penalty 3101.572565 = -135900.050874 Iteration 4Q: 3 clusters Score -135900.1 nChanged 109 ComputeScore: Raw -139072.368454 + Penalty 3101.572565 = -135970.795889 Iteration 5Q: 3 clusters Score -135970.8 nChanged 106 ComputeScore: Raw -139140.991820 + Penalty 3101.572565 = -136039.419255 Iteration 6Q: 3 clusters Score -136039.4 nChanged 96 ComputeScore: Raw -139200.409390 + Penalty 3101.572565 = -136098.836825 Iteration 7Q: 3 clusters Score -136098.8 nChanged 91 ComputeScore: Raw -139260.374034 + Penalty 3101.572565 = -136158.801469 Iteration 8Q: 3 clusters Score -136158.8 nChanged 87 ComputeScore: Raw -139333.661654 + Penalty 3101.572565 = -136232.089089 Iteration 9Q: 3 clusters Score -136232.1 nChanged 89 ComputeScore: Raw -139416.468390 + Penalty 3101.572565 = -136314.895825 Iteration 10Q: 3 clusters Score -136314.9 nChanged 93 ComputeScore: Raw -139477.068616 + Penalty 3101.572565 = -136375.496051 Iteration 11Q: 3 clusters Score -136375.5 nChanged 80 ComputeScore: Raw -139528.680856 + Penalty 3101.572565 = -136427.108291 Iteration 12Q: 3 clusters Score -136427.1 nChanged 73 ComputeScore: Raw -139570.364221 + Penalty 3101.572565 = -136468.791656 Iteration 13Q: 3 clusters Score -136468.8 nChanged 70 ComputeScore: Raw -139611.531081 + Penalty 3101.572565 = -136509.958515 Iteration 14Q: 3 clusters Score -136510 nChanged 65 ComputeScore: Raw -139649.907461 + Penalty 3101.572565 = -136548.334896 Iteration 15Q: 3 clusters Score -136548.3 nChanged 69 ComputeScore: Raw -139688.329152 + Penalty 3101.572565 = -136586.756587 Iteration 16Q: 3 clusters Score -136586.8 nChanged 64 ComputeScore: Raw -139727.154562 + Penalty 3101.572565 = -136625.581997 Iteration 17Q: 3 clusters Score -136625.6 nChanged 59 ComputeScore: Raw -139764.763053 + Penalty 3101.572565 = -136663.190487 Iteration 18Q: 3 clusters Score -136663.2 nChanged 50 ComputeScore: Raw -139792.539643 + Penalty 3101.572565 = -136690.967078 Iteration 19Q: 3 clusters Score -136691 nChanged 50 ComputeScore: Raw -139817.638595 + Penalty 3101.572565 = -136716.066029 Iteration 20F: 3 clusters Score -136716.1 nChanged 45 ComputeScore: Raw -139836.551624 + Penalty 3101.572565 = -136734.979059 Iteration 21Q: 3 clusters Score -136735 nChanged 31 ComputeScore: Raw -139848.680582 + Penalty 3101.572565 = -136747.108017 Iteration 22Q: 3 clusters Score -136747.1 nChanged 17 ComputeScore: Raw -139857.170307 + Penalty 3101.572565 = -136755.597742 Iteration 23Q: 3 clusters Score -136755.6 nChanged 21 ComputeScore: Raw -139866.509773 + Penalty 3101.572565 = -136764.937208 Iteration 24Q: 3 clusters Score -136764.9 nChanged 25 ComputeScore: Raw -139877.808262 + Penalty 3101.572565 = -136776.235696 Iteration 25Q: 3 clusters Score -136776.2 nChanged 29 ComputeScore: Raw -139894.838565 + Penalty 3101.572565 = -136793.266000 Iteration 26Q: 3 clusters Score -136793.3 nChanged 39 ComputeScore: Raw -139918.403217 + Penalty 3101.572565 = -136816.830652 Iteration 27Q: 3 clusters Score -136816.8 nChanged 40 ComputeScore: Raw -139934.393494 + Penalty 3101.572565 = -136832.820928 Iteration 28Q: 3 clusters Score -136832.8 nChanged 29 ComputeScore: Raw -139950.596831 + Penalty 3101.572565 = -136849.024266 Iteration 29Q: 3 clusters Score -136849 nChanged 44 ComputeScore: Raw -139970.335332 + Penalty 3101.572565 = -136868.762767 Iteration 30Q: 3 clusters Score -136868.8 nChanged 32 ComputeScore: Raw -139985.793605 + Penalty 3101.572565 = -136884.221040 Iteration 31Q: 3 clusters Score -136884.2 nChanged 22 ComputeScore: Raw -139994.193256 + Penalty 3101.572565 = -136892.620691 Iteration 32Q: 3 clusters Score -136892.6 nChanged 16 ComputeScore: Raw -139999.913746 + Penalty 3101.572565 = -136898.341181 Iteration 33Q: 3 clusters Score -136898.3 nChanged 14 ComputeScore: Raw -140004.343726 + Penalty 3101.572565 = -136902.771161 Iteration 34Q: 3 clusters Score -136902.8 nChanged 16 ComputeScore: Raw -140013.223124 + Penalty 3101.572565 = -136911.650559 Iteration 35Q: 3 clusters Score -136911.7 nChanged 21 ComputeScore: Raw -140023.410399 + Penalty 3101.572565 = -136921.837834 Iteration 36Q: 3 clusters Score -136921.8 nChanged 23 ComputeScore: Raw -140031.825537 + Penalty 3101.572565 = -136930.252972 Iteration 37Q: 3 clusters Score -136930.3 nChanged 22 ComputeScore: Raw -140041.303633 + Penalty 3101.572565 = -136939.731068 Iteration 38Q: 3 clusters Score -136939.7 nChanged 26 ComputeScore: Raw -140052.829283 + Penalty 3101.572565 = -136951.256718 Iteration 39Q: 3 clusters Score -136951.3 nChanged 22 ComputeScore: Raw -140062.039737 + Penalty 3101.572565 = -136960.467171 Iteration 40F: 3 clusters Score -136960.5 nChanged 19 ComputeScore: Raw -140074.369602 + Penalty 3101.572565 = -136972.797037 Iteration 41Q: 3 clusters Score -136972.8 nChanged 23 ComputeScore: Raw -140086.928859 + Penalty 3101.572565 = -136985.356294 Iteration 42Q: 3 clusters Score -136985.4 nChanged 19 ComputeScore: Raw -140095.782560 + Penalty 3101.572565 = -136994.209995 Iteration 43Q: 3 clusters Score -136994.2 nChanged 13 ComputeScore: Raw -140100.611344 + Penalty 3101.572565 = -136999.038778 Iteration 44Q: 3 clusters Score -136999 nChanged 17 ComputeScore: Raw -140108.173109 + Penalty 3101.572565 = -137006.600544 Iteration 45Q: 3 clusters Score -137006.6 nChanged 15 ComputeScore: Raw -140113.036311 + Penalty 3101.572565 = -137011.463746 Iteration 46Q: 3 clusters Score -137011.5 nChanged 9 ComputeScore: Raw -140114.680028 + Penalty 3101.572565 = -137013.107463 Iteration 47Q: 3 clusters Score -137013.1 nChanged 5 ComputeScore: Raw -140116.592746 + Penalty 3101.572565 = -137015.020181 Iteration 48Q: 3 clusters Score -137015 nChanged 6 ComputeScore: Raw -140118.363979 + Penalty 3101.572565 = -137016.791414 Iteration 49Q: 3 clusters Score -137016.8 nChanged 4 ComputeScore: Raw -140119.283353 + Penalty 3101.572565 = -137017.710788 Iteration 50Q: 3 clusters Score -137017.7 nChanged 3 ComputeScore: Raw -140120.003078 + Penalty 3101.572565 = -137018.430513 Iteration 51Q: 3 clusters Score -137018.4 nChanged 2 ComputeScore: Raw -140121.217547 + Penalty 3101.572565 = -137019.644982 Iteration 52Q: 3 clusters Score -137019.6 nChanged 1 ComputeScore: Raw -140121.301540 + Penalty 3101.572565 = -137019.728975 Iteration 53Q: 3 clusters Score -137019.7 nChanged 0 ComputeScore: Raw -140121.301540 + Penalty 3101.572565 = -137019.728975 Iteration 54F: 3 clusters Score -137019.7 nChanged 0 Trying to split cluster 24 (5838 points) Assigned 2 initial classes randomly. ComputeScore: Raw -223573.741180 + Penalty 1639.035131 = -221934.706049 Iteration 0F: 2 clusters Score -221934.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -220449.034632 + Penalty 3278.070262 = -217170.964369 Iteration 0F: 3 clusters Score -217171 nChanged 2395 ComputeScore: Raw -221864.118729 + Penalty 3278.070262 = -218586.048467 Iteration 1F: 3 clusters Score -218586 nChanged 494 ComputeScore: Raw -222206.180611 + Penalty 3278.070262 = -218928.110349 Iteration 2F: 3 clusters Score -218928.1 nChanged 396 ComputeScore: Raw -222508.091230 + Penalty 3278.070262 = -219230.020968 Iteration 3F: 3 clusters Score -219230 nChanged 351 ComputeScore: Raw -222834.280016 + Penalty 3278.070262 = -219556.209754 Iteration 4F: 3 clusters Score -219556.2 nChanged 388 ComputeScore: Raw -223235.519383 + Penalty 3278.070262 = -219957.449121 Iteration 5F: 3 clusters Score -219957.4 nChanged 429 ComputeScore: Raw -224153.344822 + Penalty 3278.070262 = -220875.274560 Iteration 6F: 3 clusters Score -220875.3 nChanged 533 ComputeScore: Raw -227865.246694 + Penalty 3278.070262 = -224587.176432 Iteration 7F: 3 clusters Score -224587.2 nChanged 542 Unmasked E-step: Deleting class 2: covariance matrix is singular ComputeScore: Raw -228014.948704 + Penalty 3278.070262 = -224736.878441 Iteration 8F: 3 clusters Score -224736.9 nChanged 156 ComputeScore: Raw -202035.528253 + Penalty 1639.035131 = -200396.493122 Iteration 9Q: 2 clusters Score -200396.5 nChanged 4067 ComputeScore: Raw -223573.741180 + Penalty 1639.035131 = -221934.706049 Iteration 10F: 2 clusters Score -221934.7 nChanged 0 Trying to split cluster 25 (4929 points) Assigned 2 initial classes randomly. ComputeScore: Raw -180319.701362 + Penalty 1607.046476 = -178712.654886 Iteration 0F: 2 clusters Score -178712.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -177824.504926 + Penalty 3214.092952 = -174610.411974 Iteration 0F: 3 clusters Score -174610.4 nChanged 1948 ComputeScore: Raw -178952.842382 + Penalty 3214.092952 = -175738.749431 Iteration 1F: 3 clusters Score -175738.7 nChanged 358 ComputeScore: Raw -179170.233898 + Penalty 3214.092952 = -175956.140947 Iteration 2F: 3 clusters Score -175956.1 nChanged 279 ComputeScore: Raw -179337.350330 + Penalty 3214.092952 = -176123.257378 Iteration 3F: 3 clusters Score -176123.3 nChanged 207 ComputeScore: Raw -179456.457371 + Penalty 3214.092952 = -176242.364419 Iteration 4Q: 3 clusters Score -176242.4 nChanged 184 ComputeScore: Raw -179562.348122 + Penalty 3214.092952 = -176348.255170 Iteration 5Q: 3 clusters Score -176348.3 nChanged 176 ComputeScore: Raw -179662.240233 + Penalty 3214.092952 = -176448.147282 Iteration 6Q: 3 clusters Score -176448.1 nChanged 163 ComputeScore: Raw -179752.959148 + Penalty 3214.092952 = -176538.866196 Iteration 7Q: 3 clusters Score -176538.9 nChanged 139 ComputeScore: Raw -179821.562408 + Penalty 3214.092952 = -176607.469457 Iteration 8Q: 3 clusters Score -176607.5 nChanged 128 ComputeScore: Raw -179874.687381 + Penalty 3214.092952 = -176660.594429 Iteration 9Q: 3 clusters Score -176660.6 nChanged 95 ComputeScore: Raw -179926.093056 + Penalty 3214.092952 = -176712.000104 Iteration 10Q: 3 clusters Score -176712 nChanged 122 ComputeScore: Raw -179987.196835 + Penalty 3214.092952 = -176773.103883 Iteration 11Q: 3 clusters Score -176773.1 nChanged 114 ComputeScore: Raw -180036.969264 + Penalty 3214.092952 = -176822.876312 Iteration 12Q: 3 clusters Score -176822.9 nChanged 82 ComputeScore: Raw -180080.102492 + Penalty 3214.092952 = -176866.009540 Iteration 13Q: 3 clusters Score -176866 nChanged 75 ComputeScore: Raw -180118.099952 + Penalty 3214.092952 = -176904.007001 Iteration 14Q: 3 clusters Score -176904 nChanged 84 ComputeScore: Raw -180156.901150 + Penalty 3214.092952 = -176942.808199 Iteration 15Q: 3 clusters Score -176942.8 nChanged 84 ComputeScore: Raw -180186.091208 + Penalty 3214.092952 = -176971.998257 Iteration 16Q: 3 clusters Score -176972 nChanged 67 ComputeScore: Raw -180212.455423 + Penalty 3214.092952 = -176998.362471 Iteration 17Q: 3 clusters Score -176998.4 nChanged 71 ComputeScore: Raw -180243.686143 + Penalty 3214.092952 = -177029.593192 Iteration 18Q: 3 clusters Score -177029.6 nChanged 73 ComputeScore: Raw -180279.859691 + Penalty 3214.092952 = -177065.766739 Iteration 19Q: 3 clusters Score -177065.8 nChanged 71 ComputeScore: Raw -180308.569402 + Penalty 3214.092952 = -177094.476450 Iteration 20F: 3 clusters Score -177094.5 nChanged 72 ComputeScore: Raw -180339.648978 + Penalty 3214.092952 = -177125.556026 Iteration 21Q: 3 clusters Score -177125.6 nChanged 55 ComputeScore: Raw -180367.361635 + Penalty 3214.092952 = -177153.268683 Iteration 22Q: 3 clusters Score -177153.3 nChanged 53 ComputeScore: Raw -180391.518557 + Penalty 3214.092952 = -177177.425605 Iteration 23Q: 3 clusters Score -177177.4 nChanged 61 ComputeScore: Raw -180416.556244 + Penalty 3214.092952 = -177202.463292 Iteration 24Q: 3 clusters Score -177202.5 nChanged 58 ComputeScore: Raw -180445.873886 + Penalty 3214.092952 = -177231.780935 Iteration 25Q: 3 clusters Score -177231.8 nChanged 60 ComputeScore: Raw -180465.713193 + Penalty 3214.092952 = -177251.620241 Iteration 26Q: 3 clusters Score -177251.6 nChanged 46 ComputeScore: Raw -180484.879434 + Penalty 3214.092952 = -177270.786482 Iteration 27Q: 3 clusters Score -177270.8 nChanged 50 ComputeScore: Raw -180511.405797 + Penalty 3214.092952 = -177297.312845 Iteration 28Q: 3 clusters Score -177297.3 nChanged 64 ComputeScore: Raw -180545.001558 + Penalty 3214.092952 = -177330.908606 Iteration 29Q: 3 clusters Score -177330.9 nChanged 61 ComputeScore: Raw -180579.517360 + Penalty 3214.092952 = -177365.424409 Iteration 30Q: 3 clusters Score -177365.4 nChanged 63 ComputeScore: Raw -180604.797333 + Penalty 3214.092952 = -177390.704382 Iteration 31Q: 3 clusters Score -177390.7 nChanged 46 ComputeScore: Raw -180621.136065 + Penalty 3214.092952 = -177407.043114 Iteration 32Q: 3 clusters Score -177407 nChanged 40 ComputeScore: Raw -180639.697606 + Penalty 3214.092952 = -177425.604654 Iteration 33Q: 3 clusters Score -177425.6 nChanged 44 ComputeScore: Raw -180656.810860 + Penalty 3214.092952 = -177442.717908 Iteration 34Q: 3 clusters Score -177442.7 nChanged 42 ComputeScore: Raw -180674.485253 + Penalty 3214.092952 = -177460.392301 Iteration 35Q: 3 clusters Score -177460.4 nChanged 46 ComputeScore: Raw -180691.415620 + Penalty 3214.092952 = -177477.322668 Iteration 36Q: 3 clusters Score -177477.3 nChanged 40 ComputeScore: Raw -180703.746325 + Penalty 3214.092952 = -177489.653373 Iteration 37Q: 3 clusters Score -177489.7 nChanged 27 ComputeScore: Raw -180712.833494 + Penalty 3214.092952 = -177498.740543 Iteration 38Q: 3 clusters Score -177498.7 nChanged 36 ComputeScore: Raw -180728.183161 + Penalty 3214.092952 = -177514.090209 Iteration 39Q: 3 clusters Score -177514.1 nChanged 36 ComputeScore: Raw -180742.107783 + Penalty 3214.092952 = -177528.014831 Iteration 40F: 3 clusters Score -177528 nChanged 33 ComputeScore: Raw -180755.850058 + Penalty 3214.092952 = -177541.757107 Iteration 41Q: 3 clusters Score -177541.8 nChanged 35 ComputeScore: Raw -180766.761195 + Penalty 3214.092952 = -177552.668243 Iteration 42Q: 3 clusters Score -177552.7 nChanged 28 ComputeScore: Raw -180776.398696 + Penalty 3214.092952 = -177562.305744 Iteration 43Q: 3 clusters Score -177562.3 nChanged 38 ComputeScore: Raw -180793.147147 + Penalty 3214.092952 = -177579.054195 Iteration 44Q: 3 clusters Score -177579.1 nChanged 39 ComputeScore: Raw -180808.809057 + Penalty 3214.092952 = -177594.716105 Iteration 45Q: 3 clusters Score -177594.7 nChanged 37 ComputeScore: Raw -180824.153245 + Penalty 3214.092952 = -177610.060293 Iteration 46Q: 3 clusters Score -177610.1 nChanged 41 ComputeScore: Raw -180846.701830 + Penalty 3214.092952 = -177632.608878 Iteration 47Q: 3 clusters Score -177632.6 nChanged 43 ComputeScore: Raw -180869.306267 + Penalty 3214.092952 = -177655.213315 Iteration 48Q: 3 clusters Score -177655.2 nChanged 44 ComputeScore: Raw -180889.114301 + Penalty 3214.092952 = -177675.021350 Iteration 49Q: 3 clusters Score -177675 nChanged 49 ComputeScore: Raw -180911.641663 + Penalty 3214.092952 = -177697.548711 Iteration 50Q: 3 clusters Score -177697.5 nChanged 43 ComputeScore: Raw -180931.988101 + Penalty 3214.092952 = -177717.895150 Iteration 51Q: 3 clusters Score -177717.9 nChanged 43 ComputeScore: Raw -180951.611527 + Penalty 3214.092952 = -177737.518576 Iteration 52Q: 3 clusters Score -177737.5 nChanged 44 ComputeScore: Raw -180969.553947 + Penalty 3214.092952 = -177755.460996 Iteration 53Q: 3 clusters Score -177755.5 nChanged 40 ComputeScore: Raw -180989.428293 + Penalty 3214.092952 = -177775.335342 Iteration 54Q: 3 clusters Score -177775.3 nChanged 40 ComputeScore: Raw -181009.807539 + Penalty 3214.092952 = -177795.714587 Iteration 55Q: 3 clusters Score -177795.7 nChanged 41 ComputeScore: Raw -181029.897943 + Penalty 3214.092952 = -177815.804991 Iteration 56Q: 3 clusters Score -177815.8 nChanged 38 ComputeScore: Raw -181045.210092 + Penalty 3214.092952 = -177831.117140 Iteration 57Q: 3 clusters Score -177831.1 nChanged 35 ComputeScore: Raw -181061.790270 + Penalty 3214.092952 = -177847.697319 Iteration 58Q: 3 clusters Score -177847.7 nChanged 38 ComputeScore: Raw -181085.281743 + Penalty 3214.092952 = -177871.188791 Iteration 59Q: 3 clusters Score -177871.2 nChanged 47 ComputeScore: Raw -181114.163396 + Penalty 3214.092952 = -177900.070444 Iteration 60F: 3 clusters Score -177900.1 nChanged 36 ComputeScore: Raw -181128.239187 + Penalty 3214.092952 = -177914.146235 Iteration 61Q: 3 clusters Score -177914.1 nChanged 22 ComputeScore: Raw -181138.148830 + Penalty 3214.092952 = -177924.055878 Iteration 62Q: 3 clusters Score -177924.1 nChanged 22 ComputeScore: Raw -181145.841907 + Penalty 3214.092952 = -177931.748955 Iteration 63Q: 3 clusters Score -177931.7 nChanged 13 ComputeScore: Raw -181151.688792 + Penalty 3214.092952 = -177937.595840 Iteration 64Q: 3 clusters Score -177937.6 nChanged 11 ComputeScore: Raw -181156.042525 + Penalty 3214.092952 = -177941.949574 Iteration 65Q: 3 clusters Score -177941.9 nChanged 9 ComputeScore: Raw -181158.778862 + Penalty 3214.092952 = -177944.685910 Iteration 66Q: 3 clusters Score -177944.7 nChanged 5 ComputeScore: Raw -181160.686676 + Penalty 3214.092952 = -177946.593724 Iteration 67Q: 3 clusters Score -177946.6 nChanged 4 ComputeScore: Raw -181162.691217 + Penalty 3214.092952 = -177948.598265 Iteration 68Q: 3 clusters Score -177948.6 nChanged 6 ComputeScore: Raw -181164.692791 + Penalty 3214.092952 = -177950.599839 Iteration 69Q: 3 clusters Score -177950.6 nChanged 9 ComputeScore: Raw -181167.541470 + Penalty 3214.092952 = -177953.448519 Iteration 70Q: 3 clusters Score -177953.4 nChanged 9 ComputeScore: Raw -181170.871002 + Penalty 3214.092952 = -177956.778050 Iteration 71Q: 3 clusters Score -177956.8 nChanged 7 ComputeScore: Raw -181172.975327 + Penalty 3214.092952 = -177958.882375 Iteration 72Q: 3 clusters Score -177958.9 nChanged 5 ComputeScore: Raw -181174.231864 + Penalty 3214.092952 = -177960.138913 Iteration 73Q: 3 clusters Score -177960.1 nChanged 4 ComputeScore: Raw -181175.638240 + Penalty 3214.092952 = -177961.545288 Iteration 74Q: 3 clusters Score -177961.5 nChanged 6 ComputeScore: Raw -181177.462774 + Penalty 3214.092952 = -177963.369822 Iteration 75Q: 3 clusters Score -177963.4 nChanged 4 ComputeScore: Raw -181178.175515 + Penalty 3214.092952 = -177964.082563 Iteration 76Q: 3 clusters Score -177964.1 nChanged 1 ComputeScore: Raw -181178.288554 + Penalty 3214.092952 = -177964.195602 Iteration 77Q: 3 clusters Score -177964.2 nChanged 3 ComputeScore: Raw -181178.775288 + Penalty 3214.092952 = -177964.682336 Iteration 78Q: 3 clusters Score -177964.7 nChanged 3 ComputeScore: Raw -181180.351818 + Penalty 3214.092952 = -177966.258866 Iteration 79Q: 3 clusters Score -177966.3 nChanged 4 ComputeScore: Raw -181181.244730 + Penalty 3214.092952 = -177967.151779 Iteration 80F: 3 clusters Score -177967.2 nChanged 2 ComputeScore: Raw -181181.767316 + Penalty 3214.092952 = -177967.674364 Iteration 81Q: 3 clusters Score -177967.7 nChanged 0 ComputeScore: Raw -181181.767316 + Penalty 3214.092952 = -177967.674364 Iteration 82F: 3 clusters Score -177967.7 nChanged 0 Trying to split cluster 26 (4063 points) Assigned 2 initial classes randomly. ComputeScore: Raw -154661.731646 + Penalty 1570.528933 = -153091.202712 Iteration 0F: 2 clusters Score -153091.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -152706.997709 + Penalty 3141.057867 = -149565.939842 Iteration 0F: 3 clusters Score -149565.9 nChanged 1558 ComputeScore: Raw -153585.512387 + Penalty 3141.057867 = -150444.454520 Iteration 1F: 3 clusters Score -150444.5 nChanged 288 ComputeScore: Raw -153770.145201 + Penalty 3141.057867 = -150629.087334 Iteration 2F: 3 clusters Score -150629.1 nChanged 221 ComputeScore: Raw -153909.250823 + Penalty 3141.057867 = -150768.192956 Iteration 3F: 3 clusters Score -150768.2 nChanged 188 ComputeScore: Raw -154020.266695 + Penalty 3141.057867 = -150879.208829 Iteration 4Q: 3 clusters Score -150879.2 nChanged 146 ComputeScore: Raw -154113.878644 + Penalty 3141.057867 = -150972.820777 Iteration 5Q: 3 clusters Score -150972.8 nChanged 145 ComputeScore: Raw -154221.907246 + Penalty 3141.057867 = -151080.849380 Iteration 6Q: 3 clusters Score -151080.8 nChanged 134 ComputeScore: Raw -154325.384071 + Penalty 3141.057867 = -151184.326205 Iteration 7Q: 3 clusters Score -151184.3 nChanged 133 ComputeScore: Raw -154404.769931 + Penalty 3141.057867 = -151263.712065 Iteration 8Q: 3 clusters Score -151263.7 nChanged 117 ComputeScore: Raw -154469.356551 + Penalty 3141.057867 = -151328.298685 Iteration 9Q: 3 clusters Score -151328.3 nChanged 109 ComputeScore: Raw -154523.524993 + Penalty 3141.057867 = -151382.467127 Iteration 10Q: 3 clusters Score -151382.5 nChanged 86 ComputeScore: Raw -154563.946600 + Penalty 3141.057867 = -151422.888734 Iteration 11Q: 3 clusters Score -151422.9 nChanged 62 ComputeScore: Raw -154589.494512 + Penalty 3141.057867 = -151448.436645 Iteration 12Q: 3 clusters Score -151448.4 nChanged 45 ComputeScore: Raw -154605.703762 + Penalty 3141.057867 = -151464.645895 Iteration 13Q: 3 clusters Score -151464.6 nChanged 31 ComputeScore: Raw -154616.171654 + Penalty 3141.057867 = -151475.113787 Iteration 14Q: 3 clusters Score -151475.1 nChanged 29 ComputeScore: Raw -154630.743319 + Penalty 3141.057867 = -151489.685452 Iteration 15Q: 3 clusters Score -151489.7 nChanged 27 ComputeScore: Raw -154640.090519 + Penalty 3141.057867 = -151499.032652 Iteration 16Q: 3 clusters Score -151499 nChanged 23 ComputeScore: Raw -154647.167465 + Penalty 3141.057867 = -151506.109598 Iteration 17Q: 3 clusters Score -151506.1 nChanged 18 ComputeScore: Raw -154651.686591 + Penalty 3141.057867 = -151510.628725 Iteration 18Q: 3 clusters Score -151510.6 nChanged 14 ComputeScore: Raw -154656.388584 + Penalty 3141.057867 = -151515.330717 Iteration 19Q: 3 clusters Score -151515.3 nChanged 13 ComputeScore: Raw -154659.893270 + Penalty 3141.057867 = -151518.835403 Iteration 20F: 3 clusters Score -151518.8 nChanged 9 ComputeScore: Raw -154662.928144 + Penalty 3141.057867 = -151521.870277 Iteration 21Q: 3 clusters Score -151521.9 nChanged 10 ComputeScore: Raw -154666.180783 + Penalty 3141.057867 = -151525.122916 Iteration 22Q: 3 clusters Score -151525.1 nChanged 13 ComputeScore: Raw -154670.334703 + Penalty 3141.057867 = -151529.276836 Iteration 23Q: 3 clusters Score -151529.3 nChanged 17 ComputeScore: Raw -154675.925246 + Penalty 3141.057867 = -151534.867379 Iteration 24Q: 3 clusters Score -151534.9 nChanged 21 ComputeScore: Raw -154682.936581 + Penalty 3141.057867 = -151541.878714 Iteration 25Q: 3 clusters Score -151541.9 nChanged 17 ComputeScore: Raw -154687.409983 + Penalty 3141.057867 = -151546.352116 Iteration 26Q: 3 clusters Score -151546.4 nChanged 21 ComputeScore: Raw -154695.254855 + Penalty 3141.057867 = -151554.196988 Iteration 27Q: 3 clusters Score -151554.2 nChanged 15 ComputeScore: Raw -154701.213574 + Penalty 3141.057867 = -151560.155708 Iteration 28Q: 3 clusters Score -151560.2 nChanged 14 ComputeScore: Raw -154705.638130 + Penalty 3141.057867 = -151564.580264 Iteration 29Q: 3 clusters Score -151564.6 nChanged 7 ComputeScore: Raw -154708.238432 + Penalty 3141.057867 = -151567.180566 Iteration 30Q: 3 clusters Score -151567.2 nChanged 11 ComputeScore: Raw -154711.790846 + Penalty 3141.057867 = -151570.732979 Iteration 31Q: 3 clusters Score -151570.7 nChanged 12 ComputeScore: Raw -154713.703636 + Penalty 3141.057867 = -151572.645769 Iteration 32Q: 3 clusters Score -151572.6 nChanged 4 ComputeScore: Raw -154716.072222 + Penalty 3141.057867 = -151575.014355 Iteration 33Q: 3 clusters Score -151575 nChanged 8 ComputeScore: Raw -154718.309868 + Penalty 3141.057867 = -151577.252001 Iteration 34Q: 3 clusters Score -151577.3 nChanged 5 ComputeScore: Raw -154719.580168 + Penalty 3141.057867 = -151578.522301 Iteration 35Q: 3 clusters Score -151578.5 nChanged 5 ComputeScore: Raw -154721.507195 + Penalty 3141.057867 = -151580.449328 Iteration 36Q: 3 clusters Score -151580.4 nChanged 4 ComputeScore: Raw -154723.428466 + Penalty 3141.057867 = -151582.370599 Iteration 37Q: 3 clusters Score -151582.4 nChanged 3 ComputeScore: Raw -154723.967685 + Penalty 3141.057867 = -151582.909819 Iteration 38Q: 3 clusters Score -151582.9 nChanged 0 ComputeScore: Raw -154723.967685 + Penalty 3141.057867 = -151582.909819 Iteration 39F: 3 clusters Score -151582.9 nChanged 0 Trying to split cluster 27 (2862 points) Assigned 2 initial classes randomly. ComputeScore: Raw -108076.918212 + Penalty 1504.303156 = -106572.615055 Iteration 0F: 2 clusters Score -106572.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -106830.544131 + Penalty 3008.606313 = -103821.937818 Iteration 0F: 3 clusters Score -103821.9 nChanged 1043 ComputeScore: Raw -107422.961361 + Penalty 3008.606313 = -104414.355048 Iteration 1F: 3 clusters Score -104414.4 nChanged 188 ComputeScore: Raw -107536.965404 + Penalty 3008.606313 = -104528.359092 Iteration 2F: 3 clusters Score -104528.4 nChanged 119 ComputeScore: Raw -107604.114739 + Penalty 3008.606313 = -104595.508426 Iteration 3Q: 3 clusters Score -104595.5 nChanged 90 ComputeScore: Raw -107653.878210 + Penalty 3008.606313 = -104645.271897 Iteration 4Q: 3 clusters Score -104645.3 nChanged 75 ComputeScore: Raw -107700.387777 + Penalty 3008.606313 = -104691.781465 Iteration 5Q: 3 clusters Score -104691.8 nChanged 58 ComputeScore: Raw -107726.543389 + Penalty 3008.606313 = -104717.937076 Iteration 6Q: 3 clusters Score -104717.9 nChanged 42 ComputeScore: Raw -107744.982246 + Penalty 3008.606313 = -104736.375933 Iteration 7Q: 3 clusters Score -104736.4 nChanged 33 ComputeScore: Raw -107761.200891 + Penalty 3008.606313 = -104752.594578 Iteration 8Q: 3 clusters Score -104752.6 nChanged 50 ComputeScore: Raw -107787.177079 + Penalty 3008.606313 = -104778.570766 Iteration 9Q: 3 clusters Score -104778.6 nChanged 42 ComputeScore: Raw -107809.153461 + Penalty 3008.606313 = -104800.547148 Iteration 10Q: 3 clusters Score -104800.5 nChanged 28 ComputeScore: Raw -107822.470209 + Penalty 3008.606313 = -104813.863896 Iteration 11Q: 3 clusters Score -104813.9 nChanged 21 ComputeScore: Raw -107829.046015 + Penalty 3008.606313 = -104820.439702 Iteration 12Q: 3 clusters Score -104820.4 nChanged 14 ComputeScore: Raw -107832.669085 + Penalty 3008.606313 = -104824.062772 Iteration 13Q: 3 clusters Score -104824.1 nChanged 13 ComputeScore: Raw -107837.050288 + Penalty 3008.606313 = -104828.443975 Iteration 14Q: 3 clusters Score -104828.4 nChanged 16 ComputeScore: Raw -107842.064689 + Penalty 3008.606313 = -104833.458377 Iteration 15Q: 3 clusters Score -104833.5 nChanged 11 ComputeScore: Raw -107844.836210 + Penalty 3008.606313 = -104836.229897 Iteration 16Q: 3 clusters Score -104836.2 nChanged 7 ComputeScore: Raw -107848.023751 + Penalty 3008.606313 = -104839.417438 Iteration 17Q: 3 clusters Score -104839.4 nChanged 9 ComputeScore: Raw -107851.865645 + Penalty 3008.606313 = -104843.259332 Iteration 18Q: 3 clusters Score -104843.3 nChanged 9 ComputeScore: Raw -107854.035423 + Penalty 3008.606313 = -104845.429110 Iteration 19Q: 3 clusters Score -104845.4 nChanged 3 ComputeScore: Raw -107854.858376 + Penalty 3008.606313 = -104846.252063 Iteration 20F: 3 clusters Score -104846.3 nChanged 2 ComputeScore: Raw -107855.357510 + Penalty 3008.606313 = -104846.751197 Iteration 21Q: 3 clusters Score -104846.8 nChanged 2 ComputeScore: Raw -107855.986996 + Penalty 3008.606313 = -104847.380683 Iteration 22Q: 3 clusters Score -104847.4 nChanged 2 ComputeScore: Raw -107856.673156 + Penalty 3008.606313 = -104848.066843 Iteration 23Q: 3 clusters Score -104848.1 nChanged 1 ComputeScore: Raw -107856.783370 + Penalty 3008.606313 = -104848.177057 Iteration 24Q: 3 clusters Score -104848.2 nChanged 1 ComputeScore: Raw -107857.116779 + Penalty 3008.606313 = -104848.510466 Iteration 25Q: 3 clusters Score -104848.5 nChanged 0 ComputeScore: Raw -107857.116779 + Penalty 3008.606313 = -104848.510466 Iteration 26F: 3 clusters Score -104848.5 nChanged 0 Trying to split cluster 28 (5247 points) Assigned 2 initial classes randomly. ComputeScore: Raw -200165.473974 + Penalty 1618.862823 = -198546.611151 Iteration 0F: 2 clusters Score -198546.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -197445.233598 + Penalty 3237.725647 = -194207.507951 Iteration 0F: 3 clusters Score -194207.5 nChanged 2100 ComputeScore: Raw -198654.204406 + Penalty 3237.725647 = -195416.478759 Iteration 1F: 3 clusters Score -195416.5 nChanged 427 ComputeScore: Raw -198936.698483 + Penalty 3237.725647 = -195698.972836 Iteration 2F: 3 clusters Score -195699 nChanged 319 ComputeScore: Raw -199133.071713 + Penalty 3237.725647 = -195895.346067 Iteration 3F: 3 clusters Score -195895.3 nChanged 269 ComputeScore: Raw -199292.089380 + Penalty 3237.725647 = -196054.363734 Iteration 4F: 3 clusters Score -196054.4 nChanged 207 ComputeScore: Raw -199416.451070 + Penalty 3237.725647 = -196178.725424 Iteration 5Q: 3 clusters Score -196178.7 nChanged 199 ComputeScore: Raw -199535.924804 + Penalty 3237.725647 = -196298.199158 Iteration 6Q: 3 clusters Score -196298.2 nChanged 190 ComputeScore: Raw -199659.305081 + Penalty 3237.725647 = -196421.579435 Iteration 7Q: 3 clusters Score -196421.6 nChanged 183 ComputeScore: Raw -199774.144455 + Penalty 3237.725647 = -196536.418809 Iteration 8Q: 3 clusters Score -196536.4 nChanged 153 ComputeScore: Raw -199872.787128 + Penalty 3237.725647 = -196635.061481 Iteration 9Q: 3 clusters Score -196635.1 nChanged 148 ComputeScore: Raw -199951.886122 + Penalty 3237.725647 = -196714.160476 Iteration 10Q: 3 clusters Score -196714.2 nChanged 123 ComputeScore: Raw -200013.466153 + Penalty 3237.725647 = -196775.740506 Iteration 11Q: 3 clusters Score -196775.7 nChanged 99 ComputeScore: Raw -200063.704200 + Penalty 3237.725647 = -196825.978554 Iteration 12Q: 3 clusters Score -196826 nChanged 77 ComputeScore: Raw -200094.120146 + Penalty 3237.725647 = -196856.394499 Iteration 13Q: 3 clusters Score -196856.4 nChanged 75 ComputeScore: Raw -200123.494991 + Penalty 3237.725647 = -196885.769344 Iteration 14Q: 3 clusters Score -196885.8 nChanged 56 ComputeScore: Raw -200146.695269 + Penalty 3237.725647 = -196908.969623 Iteration 15Q: 3 clusters Score -196909 nChanged 52 ComputeScore: Raw -200164.053179 + Penalty 3237.725647 = -196926.327532 Iteration 16Q: 3 clusters Score -196926.3 nChanged 41 ComputeScore: Raw -200176.820244 + Penalty 3237.725647 = -196939.094597 Iteration 17Q: 3 clusters Score -196939.1 nChanged 38 ComputeScore: Raw -200193.285588 + Penalty 3237.725647 = -196955.559941 Iteration 18Q: 3 clusters Score -196955.6 nChanged 47 ComputeScore: Raw -200213.747722 + Penalty 3237.725647 = -196976.022075 Iteration 19Q: 3 clusters Score -196976 nChanged 39 ComputeScore: Raw -200228.243970 + Penalty 3237.725647 = -196990.518323 Iteration 20F: 3 clusters Score -196990.5 nChanged 44 ComputeScore: Raw -200247.245691 + Penalty 3237.725647 = -197009.520044 Iteration 21Q: 3 clusters Score -197009.5 nChanged 52 ComputeScore: Raw -200270.727679 + Penalty 3237.725647 = -197033.002033 Iteration 22Q: 3 clusters Score -197033 nChanged 45 ComputeScore: Raw -200290.910964 + Penalty 3237.725647 = -197053.185317 Iteration 23Q: 3 clusters Score -197053.2 nChanged 44 ComputeScore: Raw -200307.580086 + Penalty 3237.725647 = -197069.854439 Iteration 24Q: 3 clusters Score -197069.9 nChanged 54 ComputeScore: Raw -200332.756236 + Penalty 3237.725647 = -197095.030589 Iteration 25Q: 3 clusters Score -197095 nChanged 50 ComputeScore: Raw -200360.029828 + Penalty 3237.725647 = -197122.304181 Iteration 26Q: 3 clusters Score -197122.3 nChanged 54 ComputeScore: Raw -200395.267635 + Penalty 3237.725647 = -197157.541988 Iteration 27Q: 3 clusters Score -197157.5 nChanged 53 ComputeScore: Raw -200428.219833 + Penalty 3237.725647 = -197190.494186 Iteration 28Q: 3 clusters Score -197190.5 nChanged 46 ComputeScore: Raw -200455.148980 + Penalty 3237.725647 = -197217.423334 Iteration 29Q: 3 clusters Score -197217.4 nChanged 46 ComputeScore: Raw -200482.382577 + Penalty 3237.725647 = -197244.656930 Iteration 30Q: 3 clusters Score -197244.7 nChanged 47 ComputeScore: Raw -200502.649261 + Penalty 3237.725647 = -197264.923614 Iteration 31Q: 3 clusters Score -197264.9 nChanged 26 ComputeScore: Raw -200515.459924 + Penalty 3237.725647 = -197277.734277 Iteration 32Q: 3 clusters Score -197277.7 nChanged 24 ComputeScore: Raw -200523.319017 + Penalty 3237.725647 = -197285.593370 Iteration 33Q: 3 clusters Score -197285.6 nChanged 18 ComputeScore: Raw -200530.018104 + Penalty 3237.725647 = -197292.292457 Iteration 34Q: 3 clusters Score -197292.3 nChanged 15 ComputeScore: Raw -200535.368063 + Penalty 3237.725647 = -197297.642417 Iteration 35Q: 3 clusters Score -197297.6 nChanged 6 ComputeScore: Raw -200537.264479 + Penalty 3237.725647 = -197299.538833 Iteration 36Q: 3 clusters Score -197299.5 nChanged 6 ComputeScore: Raw -200539.363147 + Penalty 3237.725647 = -197301.637500 Iteration 37Q: 3 clusters Score -197301.6 nChanged 4 ComputeScore: Raw -200540.451671 + Penalty 3237.725647 = -197302.726024 Iteration 38Q: 3 clusters Score -197302.7 nChanged 2 ComputeScore: Raw -200540.880627 + Penalty 3237.725647 = -197303.154981 Iteration 39Q: 3 clusters Score -197303.2 nChanged 0 ComputeScore: Raw -200540.880627 + Penalty 3237.725647 = -197303.154981 Iteration 40F: 3 clusters Score -197303.2 nChanged 0 Trying to split cluster 29 (3055 points) Assigned 2 initial classes randomly. ComputeScore: Raw -118200.512864 + Penalty 1516.637091 = -116683.875774 Iteration 0F: 2 clusters Score -116683.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -116796.664160 + Penalty 3033.274181 = -113763.389979 Iteration 0F: 3 clusters Score -113763.4 nChanged 1136 ComputeScore: Raw -117475.599269 + Penalty 3033.274181 = -114442.325087 Iteration 1F: 3 clusters Score -114442.3 nChanged 235 ComputeScore: Raw -117625.648877 + Penalty 3033.274181 = -114592.374695 Iteration 2F: 3 clusters Score -114592.4 nChanged 125 ComputeScore: Raw -117697.428109 + Penalty 3033.274181 = -114664.153927 Iteration 3Q: 3 clusters Score -114664.2 nChanged 86 ComputeScore: Raw -117737.350495 + Penalty 3033.274181 = -114704.076313 Iteration 4Q: 3 clusters Score -114704.1 nChanged 66 ComputeScore: Raw -117770.973350 + Penalty 3033.274181 = -114737.699168 Iteration 5Q: 3 clusters Score -114737.7 nChanged 60 ComputeScore: Raw -117805.684215 + Penalty 3033.274181 = -114772.410034 Iteration 6Q: 3 clusters Score -114772.4 nChanged 56 ComputeScore: Raw -117831.958144 + Penalty 3033.274181 = -114798.683963 Iteration 7Q: 3 clusters Score -114798.7 nChanged 52 ComputeScore: Raw -117859.132842 + Penalty 3033.274181 = -114825.858661 Iteration 8Q: 3 clusters Score -114825.9 nChanged 50 ComputeScore: Raw -117886.792200 + Penalty 3033.274181 = -114853.518019 Iteration 9Q: 3 clusters Score -114853.5 nChanged 51 ComputeScore: Raw -117913.873269 + Penalty 3033.274181 = -114880.599087 Iteration 10Q: 3 clusters Score -114880.6 nChanged 48 ComputeScore: Raw -117937.719029 + Penalty 3033.274181 = -114904.444848 Iteration 11Q: 3 clusters Score -114904.4 nChanged 42 ComputeScore: Raw -117960.745828 + Penalty 3033.274181 = -114927.471646 Iteration 12Q: 3 clusters Score -114927.5 nChanged 46 ComputeScore: Raw -117988.899181 + Penalty 3033.274181 = -114955.624999 Iteration 13Q: 3 clusters Score -114955.6 nChanged 48 ComputeScore: Raw -118017.840846 + Penalty 3033.274181 = -114984.566665 Iteration 14Q: 3 clusters Score -114984.6 nChanged 46 ComputeScore: Raw -118040.554300 + Penalty 3033.274181 = -115007.280118 Iteration 15Q: 3 clusters Score -115007.3 nChanged 30 ComputeScore: Raw -118054.074953 + Penalty 3033.274181 = -115020.800772 Iteration 16Q: 3 clusters Score -115020.8 nChanged 31 ComputeScore: Raw -118067.867844 + Penalty 3033.274181 = -115034.593663 Iteration 17Q: 3 clusters Score -115034.6 nChanged 28 ComputeScore: Raw -118080.063730 + Penalty 3033.274181 = -115046.789548 Iteration 18Q: 3 clusters Score -115046.8 nChanged 20 ComputeScore: Raw -118093.147301 + Penalty 3033.274181 = -115059.873119 Iteration 19Q: 3 clusters Score -115059.9 nChanged 27 ComputeScore: Raw -118105.487618 + Penalty 3033.274181 = -115072.213436 Iteration 20F: 3 clusters Score -115072.2 nChanged 28 ComputeScore: Raw -118118.067217 + Penalty 3033.274181 = -115084.793036 Iteration 21Q: 3 clusters Score -115084.8 nChanged 31 ComputeScore: Raw -118134.701446 + Penalty 3033.274181 = -115101.427265 Iteration 22Q: 3 clusters Score -115101.4 nChanged 35 ComputeScore: Raw -118154.651377 + Penalty 3033.274181 = -115121.377196 Iteration 23Q: 3 clusters Score -115121.4 nChanged 38 ComputeScore: Raw -118178.818098 + Penalty 3033.274181 = -115145.543916 Iteration 24Q: 3 clusters Score -115145.5 nChanged 42 ComputeScore: Raw -118201.079893 + Penalty 3033.274181 = -115167.805712 Iteration 25Q: 3 clusters Score -115167.8 nChanged 28 ComputeScore: Raw -118214.309107 + Penalty 3033.274181 = -115181.034926 Iteration 26Q: 3 clusters Score -115181 nChanged 25 ComputeScore: Raw -118227.556231 + Penalty 3033.274181 = -115194.282049 Iteration 27Q: 3 clusters Score -115194.3 nChanged 29 ComputeScore: Raw -118242.367117 + Penalty 3033.274181 = -115209.092936 Iteration 28Q: 3 clusters Score -115209.1 nChanged 24 ComputeScore: Raw -118257.448350 + Penalty 3033.274181 = -115224.174168 Iteration 29Q: 3 clusters Score -115224.2 nChanged 26 ComputeScore: Raw -118271.195770 + Penalty 3033.274181 = -115237.921588 Iteration 30Q: 3 clusters Score -115237.9 nChanged 20 ComputeScore: Raw -118284.983060 + Penalty 3033.274181 = -115251.708879 Iteration 31Q: 3 clusters Score -115251.7 nChanged 22 ComputeScore: Raw -118296.252217 + Penalty 3033.274181 = -115262.978035 Iteration 32Q: 3 clusters Score -115263 nChanged 24 ComputeScore: Raw -118309.479815 + Penalty 3033.274181 = -115276.205633 Iteration 33Q: 3 clusters Score -115276.2 nChanged 22 ComputeScore: Raw -118321.246790 + Penalty 3033.274181 = -115287.972608 Iteration 34Q: 3 clusters Score -115288 nChanged 21 ComputeScore: Raw -118332.563678 + Penalty 3033.274181 = -115299.289497 Iteration 35Q: 3 clusters Score -115299.3 nChanged 22 ComputeScore: Raw -118344.393367 + Penalty 3033.274181 = -115311.119186 Iteration 36Q: 3 clusters Score -115311.1 nChanged 17 ComputeScore: Raw -118354.456779 + Penalty 3033.274181 = -115321.182598 Iteration 37Q: 3 clusters Score -115321.2 nChanged 18 ComputeScore: Raw -118362.326255 + Penalty 3033.274181 = -115329.052074 Iteration 38Q: 3 clusters Score -115329.1 nChanged 14 ComputeScore: Raw -118370.975467 + Penalty 3033.274181 = -115337.701285 Iteration 39Q: 3 clusters Score -115337.7 nChanged 14 ComputeScore: Raw -118380.771052 + Penalty 3033.274181 = -115347.496870 Iteration 40F: 3 clusters Score -115347.5 nChanged 16 ComputeScore: Raw -118389.859506 + Penalty 3033.274181 = -115356.585325 Iteration 41Q: 3 clusters Score -115356.6 nChanged 14 ComputeScore: Raw -118398.790812 + Penalty 3033.274181 = -115365.516630 Iteration 42Q: 3 clusters Score -115365.5 nChanged 11 ComputeScore: Raw -118406.370547 + Penalty 3033.274181 = -115373.096365 Iteration 43Q: 3 clusters Score -115373.1 nChanged 13 ComputeScore: Raw -118414.971391 + Penalty 3033.274181 = -115381.697209 Iteration 44Q: 3 clusters Score -115381.7 nChanged 6 ComputeScore: Raw -118418.000693 + Penalty 3033.274181 = -115384.726511 Iteration 45Q: 3 clusters Score -115384.7 nChanged 7 ComputeScore: Raw -118422.249708 + Penalty 3033.274181 = -115388.975526 Iteration 46Q: 3 clusters Score -115389 nChanged 8 ComputeScore: Raw -118426.867571 + Penalty 3033.274181 = -115393.593390 Iteration 47Q: 3 clusters Score -115393.6 nChanged 7 ComputeScore: Raw -118430.232205 + Penalty 3033.274181 = -115396.958023 Iteration 48Q: 3 clusters Score -115397 nChanged 8 ComputeScore: Raw -118436.633160 + Penalty 3033.274181 = -115403.358978 Iteration 49Q: 3 clusters Score -115403.4 nChanged 5 ComputeScore: Raw -118438.554845 + Penalty 3033.274181 = -115405.280663 Iteration 50Q: 3 clusters Score -115405.3 nChanged 4 ComputeScore: Raw -118440.912776 + Penalty 3033.274181 = -115407.638594 Iteration 51Q: 3 clusters Score -115407.6 nChanged 1 ComputeScore: Raw -118442.750963 + Penalty 3033.274181 = -115409.476782 Iteration 52Q: 3 clusters Score -115409.5 nChanged 1 ComputeScore: Raw -118443.483402 + Penalty 3033.274181 = -115410.209220 Iteration 53Q: 3 clusters Score -115410.2 nChanged 3 ComputeScore: Raw -118445.671480 + Penalty 3033.274181 = -115412.397298 Iteration 54Q: 3 clusters Score -115412.4 nChanged 2 ComputeScore: Raw -118447.307725 + Penalty 3033.274181 = -115414.033543 Iteration 55Q: 3 clusters Score -115414 nChanged 3 ComputeScore: Raw -118448.497220 + Penalty 3033.274181 = -115415.223038 Iteration 56Q: 3 clusters Score -115415.2 nChanged 3 ComputeScore: Raw -118449.051556 + Penalty 3033.274181 = -115415.777374 Iteration 57Q: 3 clusters Score -115415.8 nChanged 0 ComputeScore: Raw -118449.051556 + Penalty 3033.274181 = -115415.777374 Iteration 58F: 3 clusters Score -115415.8 nChanged 0 Trying to split cluster 30 (4219 points) Assigned 2 initial classes randomly. ComputeScore: Raw -158722.594725 + Penalty 1577.649795 = -157144.944930 Iteration 0F: 2 clusters Score -157144.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -156661.152664 + Penalty 3155.299590 = -153505.853075 Iteration 0F: 3 clusters Score -153505.9 nChanged 1628 ComputeScore: Raw -157634.743290 + Penalty 3155.299590 = -154479.443700 Iteration 1F: 3 clusters Score -154479.4 nChanged 308 ComputeScore: Raw -157816.852301 + Penalty 3155.299590 = -154661.552711 Iteration 2F: 3 clusters Score -154661.6 nChanged 238 ComputeScore: Raw -157975.402103 + Penalty 3155.299590 = -154820.102514 Iteration 3F: 3 clusters Score -154820.1 nChanged 190 ComputeScore: Raw -158084.479062 + Penalty 3155.299590 = -154929.179472 Iteration 4Q: 3 clusters Score -154929.2 nChanged 150 ComputeScore: Raw -158173.005098 + Penalty 3155.299590 = -155017.705508 Iteration 5Q: 3 clusters Score -155017.7 nChanged 146 ComputeScore: Raw -158259.046830 + Penalty 3155.299590 = -155103.747240 Iteration 6Q: 3 clusters Score -155103.7 nChanged 141 ComputeScore: Raw -158345.438191 + Penalty 3155.299590 = -155190.138601 Iteration 7Q: 3 clusters Score -155190.1 nChanged 125 ComputeScore: Raw -158420.661681 + Penalty 3155.299590 = -155265.362091 Iteration 8Q: 3 clusters Score -155265.4 nChanged 120 ComputeScore: Raw -158498.005189 + Penalty 3155.299590 = -155342.705599 Iteration 9Q: 3 clusters Score -155342.7 nChanged 114 ComputeScore: Raw -158572.181306 + Penalty 3155.299590 = -155416.881716 Iteration 10Q: 3 clusters Score -155416.9 nChanged 96 ComputeScore: Raw -158624.649912 + Penalty 3155.299590 = -155469.350322 Iteration 11Q: 3 clusters Score -155469.4 nChanged 81 ComputeScore: Raw -158667.468931 + Penalty 3155.299590 = -155512.169341 Iteration 12Q: 3 clusters Score -155512.2 nChanged 72 ComputeScore: Raw -158702.194078 + Penalty 3155.299590 = -155546.894489 Iteration 13Q: 3 clusters Score -155546.9 nChanged 59 ComputeScore: Raw -158738.789501 + Penalty 3155.299590 = -155583.489912 Iteration 14Q: 3 clusters Score -155583.5 nChanged 50 ComputeScore: Raw -158759.401732 + Penalty 3155.299590 = -155604.102142 Iteration 15Q: 3 clusters Score -155604.1 nChanged 36 ComputeScore: Raw -158775.739904 + Penalty 3155.299590 = -155620.440314 Iteration 16Q: 3 clusters Score -155620.4 nChanged 25 ComputeScore: Raw -158786.576675 + Penalty 3155.299590 = -155631.277085 Iteration 17Q: 3 clusters Score -155631.3 nChanged 26 ComputeScore: Raw -158803.361443 + Penalty 3155.299590 = -155648.061853 Iteration 18Q: 3 clusters Score -155648.1 nChanged 31 ComputeScore: Raw -158821.595731 + Penalty 3155.299590 = -155666.296141 Iteration 19Q: 3 clusters Score -155666.3 nChanged 23 ComputeScore: Raw -158837.006803 + Penalty 3155.299590 = -155681.707213 Iteration 20F: 3 clusters Score -155681.7 nChanged 30 ComputeScore: Raw -158854.754371 + Penalty 3155.299590 = -155699.454781 Iteration 21Q: 3 clusters Score -155699.5 nChanged 22 ComputeScore: Raw -158868.478465 + Penalty 3155.299590 = -155713.178876 Iteration 22Q: 3 clusters Score -155713.2 nChanged 23 ComputeScore: Raw -158879.260316 + Penalty 3155.299590 = -155723.960726 Iteration 23Q: 3 clusters Score -155724 nChanged 13 ComputeScore: Raw -158884.406269 + Penalty 3155.299590 = -155729.106679 Iteration 24Q: 3 clusters Score -155729.1 nChanged 14 ComputeScore: Raw -158890.275297 + Penalty 3155.299590 = -155734.975707 Iteration 25Q: 3 clusters Score -155735 nChanged 9 ComputeScore: Raw -158896.517103 + Penalty 3155.299590 = -155741.217513 Iteration 26Q: 3 clusters Score -155741.2 nChanged 12 ComputeScore: Raw -158901.808865 + Penalty 3155.299590 = -155746.509275 Iteration 27Q: 3 clusters Score -155746.5 nChanged 13 ComputeScore: Raw -158906.952688 + Penalty 3155.299590 = -155751.653098 Iteration 28Q: 3 clusters Score -155751.7 nChanged 8 ComputeScore: Raw -158911.807199 + Penalty 3155.299590 = -155756.507610 Iteration 29Q: 3 clusters Score -155756.5 nChanged 9 ComputeScore: Raw -158917.091560 + Penalty 3155.299590 = -155761.791970 Iteration 30Q: 3 clusters Score -155761.8 nChanged 12 ComputeScore: Raw -158921.293940 + Penalty 3155.299590 = -155765.994350 Iteration 31Q: 3 clusters Score -155766 nChanged 13 ComputeScore: Raw -158927.984827 + Penalty 3155.299590 = -155772.685238 Iteration 32Q: 3 clusters Score -155772.7 nChanged 13 ComputeScore: Raw -158934.966701 + Penalty 3155.299590 = -155779.667111 Iteration 33Q: 3 clusters Score -155779.7 nChanged 12 ComputeScore: Raw -158939.940684 + Penalty 3155.299590 = -155784.641094 Iteration 34Q: 3 clusters Score -155784.6 nChanged 8 ComputeScore: Raw -158943.520421 + Penalty 3155.299590 = -155788.220831 Iteration 35Q: 3 clusters Score -155788.2 nChanged 3 ComputeScore: Raw -158944.704454 + Penalty 3155.299590 = -155789.404864 Iteration 36Q: 3 clusters Score -155789.4 nChanged 1 ComputeScore: Raw -158945.778191 + Penalty 3155.299590 = -155790.478601 Iteration 37Q: 3 clusters Score -155790.5 nChanged 4 ComputeScore: Raw -158948.021409 + Penalty 3155.299590 = -155792.721819 Iteration 38Q: 3 clusters Score -155792.7 nChanged 3 ComputeScore: Raw -158948.821991 + Penalty 3155.299590 = -155793.522401 Iteration 39Q: 3 clusters Score -155793.5 nChanged 3 ComputeScore: Raw -158949.713459 + Penalty 3155.299590 = -155794.413869 Iteration 40F: 3 clusters Score -155794.4 nChanged 1 ComputeScore: Raw -158949.989051 + Penalty 3155.299590 = -155794.689461 Iteration 41Q: 3 clusters Score -155794.7 nChanged 2 ComputeScore: Raw -158950.549940 + Penalty 3155.299590 = -155795.250351 Iteration 42Q: 3 clusters Score -155795.3 nChanged 1 ComputeScore: Raw -158950.690727 + Penalty 3155.299590 = -155795.391137 Iteration 43Q: 3 clusters Score -155795.4 nChanged 2 ComputeScore: Raw -158951.456246 + Penalty 3155.299590 = -155796.156656 Iteration 44Q: 3 clusters Score -155796.2 nChanged 1 ComputeScore: Raw -158951.638522 + Penalty 3155.299590 = -155796.338932 Iteration 45Q: 3 clusters Score -155796.3 nChanged 0 ComputeScore: Raw -158951.638522 + Penalty 3155.299590 = -155796.338932 Iteration 46F: 3 clusters Score -155796.3 nChanged 0 Trying to split cluster 31 (4238 points) Assigned 2 initial classes randomly. ComputeScore: Raw -159666.156098 + Penalty 1578.499034 = -158087.657064 Iteration 0F: 2 clusters Score -158087.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -157578.350241 + Penalty 3156.998067 = -154421.352174 Iteration 0F: 3 clusters Score -154421.4 nChanged 1637 ComputeScore: Raw -158472.235812 + Penalty 3156.998067 = -155315.237745 Iteration 1F: 3 clusters Score -155315.2 nChanged 304 ComputeScore: Raw -158662.091796 + Penalty 3156.998067 = -155505.093729 Iteration 2F: 3 clusters Score -155505.1 nChanged 212 ComputeScore: Raw -158783.923080 + Penalty 3156.998067 = -155626.925013 Iteration 3F: 3 clusters Score -155626.9 nChanged 163 ComputeScore: Raw -158884.164176 + Penalty 3156.998067 = -155727.166109 Iteration 4Q: 3 clusters Score -155727.2 nChanged 164 ComputeScore: Raw -158993.030109 + Penalty 3156.998067 = -155836.032041 Iteration 5Q: 3 clusters Score -155836 nChanged 155 ComputeScore: Raw -159087.573320 + Penalty 3156.998067 = -155930.575253 Iteration 6Q: 3 clusters Score -155930.6 nChanged 151 ComputeScore: Raw -159184.056795 + Penalty 3156.998067 = -156027.058728 Iteration 7Q: 3 clusters Score -156027.1 nChanged 129 ComputeScore: Raw -159278.960476 + Penalty 3156.998067 = -156121.962408 Iteration 8Q: 3 clusters Score -156122 nChanged 142 ComputeScore: Raw -159382.083611 + Penalty 3156.998067 = -156225.085543 Iteration 9Q: 3 clusters Score -156225.1 nChanged 122 ComputeScore: Raw -159481.183871 + Penalty 3156.998067 = -156324.185804 Iteration 10Q: 3 clusters Score -156324.2 nChanged 125 ComputeScore: Raw -159572.301627 + Penalty 3156.998067 = -156415.303560 Iteration 11Q: 3 clusters Score -156415.3 nChanged 82 ComputeScore: Raw -159641.610531 + Penalty 3156.998067 = -156484.612463 Iteration 12Q: 3 clusters Score -156484.6 nChanged 78 ComputeScore: Raw -159695.956460 + Penalty 3156.998067 = -156538.958392 Iteration 13Q: 3 clusters Score -156539 nChanged 62 ComputeScore: Raw -159741.285319 + Penalty 3156.998067 = -156584.287252 Iteration 14Q: 3 clusters Score -156584.3 nChanged 58 ComputeScore: Raw -159784.125235 + Penalty 3156.998067 = -156627.127167 Iteration 15Q: 3 clusters Score -156627.1 nChanged 47 ComputeScore: Raw -159820.449783 + Penalty 3156.998067 = -156663.451716 Iteration 16Q: 3 clusters Score -156663.5 nChanged 43 ComputeScore: Raw -159856.548492 + Penalty 3156.998067 = -156699.550425 Iteration 17Q: 3 clusters Score -156699.6 nChanged 30 ComputeScore: Raw -159881.998619 + Penalty 3156.998067 = -156725.000551 Iteration 18Q: 3 clusters Score -156725 nChanged 30 ComputeScore: Raw -159905.038817 + Penalty 3156.998067 = -156748.040749 Iteration 19Q: 3 clusters Score -156748 nChanged 20 ComputeScore: Raw -159920.117067 + Penalty 3156.998067 = -156763.119000 Iteration 20F: 3 clusters Score -156763.1 nChanged 18 ComputeScore: Raw -159932.108637 + Penalty 3156.998067 = -156775.110569 Iteration 21Q: 3 clusters Score -156775.1 nChanged 13 ComputeScore: Raw -159941.482964 + Penalty 3156.998067 = -156784.484897 Iteration 22Q: 3 clusters Score -156784.5 nChanged 15 ComputeScore: Raw -159955.288486 + Penalty 3156.998067 = -156798.290419 Iteration 23Q: 3 clusters Score -156798.3 nChanged 18 ComputeScore: Raw -159970.933410 + Penalty 3156.998067 = -156813.935343 Iteration 24Q: 3 clusters Score -156813.9 nChanged 11 ComputeScore: Raw -159980.993416 + Penalty 3156.998067 = -156823.995349 Iteration 25Q: 3 clusters Score -156824 nChanged 13 ComputeScore: Raw -159990.920504 + Penalty 3156.998067 = -156833.922437 Iteration 26Q: 3 clusters Score -156833.9 nChanged 4 ComputeScore: Raw -159994.756342 + Penalty 3156.998067 = -156837.758275 Iteration 27Q: 3 clusters Score -156837.8 nChanged 5 ComputeScore: Raw -159999.368211 + Penalty 3156.998067 = -156842.370144 Iteration 28Q: 3 clusters Score -156842.4 nChanged 4 ComputeScore: Raw -160004.946211 + Penalty 3156.998067 = -156847.948144 Iteration 29Q: 3 clusters Score -156847.9 nChanged 2 ComputeScore: Raw -160005.992436 + Penalty 3156.998067 = -156848.994369 Iteration 30Q: 3 clusters Score -156849 nChanged 1 ComputeScore: Raw -160006.421768 + Penalty 3156.998067 = -156849.423700 Iteration 31Q: 3 clusters Score -156849.4 nChanged 2 ComputeScore: Raw -160007.123450 + Penalty 3156.998067 = -156850.125382 Iteration 32Q: 3 clusters Score -156850.1 nChanged 1 ComputeScore: Raw -160007.513506 + Penalty 3156.998067 = -156850.515438 Iteration 33Q: 3 clusters Score -156850.5 nChanged 0 ComputeScore: Raw -160007.513506 + Penalty 3156.998067 = -156850.515438 Iteration 34F: 3 clusters Score -156850.5 nChanged 0 Trying to split cluster 32 (3826 points) Assigned 2 initial classes randomly. ComputeScore: Raw -141350.072207 + Penalty 1559.169703 = -139790.902504 Iteration 0F: 2 clusters Score -139790.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -139532.475870 + Penalty 3118.339407 = -136414.136463 Iteration 0F: 3 clusters Score -136414.1 nChanged 1484 ComputeScore: Raw -140364.219060 + Penalty 3118.339407 = -137245.879653 Iteration 1F: 3 clusters Score -137245.9 nChanged 282 ComputeScore: Raw -140541.577697 + Penalty 3118.339407 = -137423.238291 Iteration 2F: 3 clusters Score -137423.2 nChanged 198 ComputeScore: Raw -140676.503138 + Penalty 3118.339407 = -137558.163731 Iteration 3F: 3 clusters Score -137558.2 nChanged 152 ComputeScore: Raw -140753.121024 + Penalty 3118.339407 = -137634.781618 Iteration 4Q: 3 clusters Score -137634.8 nChanged 121 ComputeScore: Raw -140813.986943 + Penalty 3118.339407 = -137695.647536 Iteration 5Q: 3 clusters Score -137695.6 nChanged 96 ComputeScore: Raw -140860.068542 + Penalty 3118.339407 = -137741.729135 Iteration 6Q: 3 clusters Score -137741.7 nChanged 84 ComputeScore: Raw -140908.203030 + Penalty 3118.339407 = -137789.863623 Iteration 7Q: 3 clusters Score -137789.9 nChanged 83 ComputeScore: Raw -140953.230044 + Penalty 3118.339407 = -137834.890637 Iteration 8Q: 3 clusters Score -137834.9 nChanged 78 ComputeScore: Raw -140993.040981 + Penalty 3118.339407 = -137874.701575 Iteration 9Q: 3 clusters Score -137874.7 nChanged 79 ComputeScore: Raw -141033.874457 + Penalty 3118.339407 = -137915.535051 Iteration 10Q: 3 clusters Score -137915.5 nChanged 73 ComputeScore: Raw -141069.415005 + Penalty 3118.339407 = -137951.075598 Iteration 11Q: 3 clusters Score -137951.1 nChanged 84 ComputeScore: Raw -141107.825858 + Penalty 3118.339407 = -137989.486451 Iteration 12Q: 3 clusters Score -137989.5 nChanged 68 ComputeScore: Raw -141147.786866 + Penalty 3118.339407 = -138029.447459 Iteration 13Q: 3 clusters Score -138029.4 nChanged 87 ComputeScore: Raw -141205.232900 + Penalty 3118.339407 = -138086.893493 Iteration 14Q: 3 clusters Score -138086.9 nChanged 95 ComputeScore: Raw -141267.551266 + Penalty 3118.339407 = -138149.211859 Iteration 15Q: 3 clusters Score -138149.2 nChanged 86 ComputeScore: Raw -141330.784056 + Penalty 3118.339407 = -138212.444649 Iteration 16Q: 3 clusters Score -138212.4 nChanged 101 ComputeScore: Raw -141416.085775 + Penalty 3118.339407 = -138297.746368 Iteration 17Q: 3 clusters Score -138297.7 nChanged 82 ComputeScore: Raw -141493.427196 + Penalty 3118.339407 = -138375.087789 Iteration 18Q: 3 clusters Score -138375.1 nChanged 74 ComputeScore: Raw -141554.140063 + Penalty 3118.339407 = -138435.800657 Iteration 19Q: 3 clusters Score -138435.8 nChanged 51 ComputeScore: Raw -141591.105294 + Penalty 3118.339407 = -138472.765887 Iteration 20F: 3 clusters Score -138472.8 nChanged 41 ComputeScore: Raw -141620.338159 + Penalty 3118.339407 = -138501.998753 Iteration 21Q: 3 clusters Score -138502 nChanged 30 ComputeScore: Raw -141642.567479 + Penalty 3118.339407 = -138524.228072 Iteration 22Q: 3 clusters Score -138524.2 nChanged 20 ComputeScore: Raw -141657.025453 + Penalty 3118.339407 = -138538.686046 Iteration 23Q: 3 clusters Score -138538.7 nChanged 14 ComputeScore: Raw -141666.559504 + Penalty 3118.339407 = -138548.220097 Iteration 24Q: 3 clusters Score -138548.2 nChanged 19 ComputeScore: Raw -141681.906125 + Penalty 3118.339407 = -138563.566718 Iteration 25Q: 3 clusters Score -138563.6 nChanged 14 ComputeScore: Raw -141690.676276 + Penalty 3118.339407 = -138572.336870 Iteration 26Q: 3 clusters Score -138572.3 nChanged 11 ComputeScore: Raw -141700.362004 + Penalty 3118.339407 = -138582.022597 Iteration 27Q: 3 clusters Score -138582 nChanged 11 ComputeScore: Raw -141709.371165 + Penalty 3118.339407 = -138591.031758 Iteration 28Q: 3 clusters Score -138591 nChanged 11 ComputeScore: Raw -141718.676650 + Penalty 3118.339407 = -138600.337243 Iteration 29Q: 3 clusters Score -138600.3 nChanged 11 ComputeScore: Raw -141725.319148 + Penalty 3118.339407 = -138606.979741 Iteration 30Q: 3 clusters Score -138607 nChanged 8 ComputeScore: Raw -141731.430501 + Penalty 3118.339407 = -138613.091095 Iteration 31Q: 3 clusters Score -138613.1 nChanged 3 ComputeScore: Raw -141734.002806 + Penalty 3118.339407 = -138615.663400 Iteration 32Q: 3 clusters Score -138615.7 nChanged 1 ComputeScore: Raw -141734.854122 + Penalty 3118.339407 = -138616.514715 Iteration 33Q: 3 clusters Score -138616.5 nChanged 1 ComputeScore: Raw -141735.209120 + Penalty 3118.339407 = -138616.869713 Iteration 34Q: 3 clusters Score -138616.9 nChanged 0 ComputeScore: Raw -141735.209120 + Penalty 3118.339407 = -138616.869713 Iteration 35F: 3 clusters Score -138616.9 nChanged 0 Trying to split cluster 33 (1442 points) Assigned 2 initial classes randomly. ComputeScore: Raw -99215.621259 + Penalty 1374.745614 = -97840.875645 Iteration 0F: 2 clusters Score -97840.88 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -101819.769021 + Penalty 2749.491228 = -99070.277793 Iteration 0F: 3 clusters Score -99070.28 nChanged 548 ComputeScore: Raw -101555.359545 + Penalty 2749.491228 = -98805.868317 Iteration 1F: 3 clusters Score -98805.87 nChanged 628 ComputeScore: Raw -100116.981514 + Penalty 2749.491228 = -97367.490286 Iteration 2F: 3 clusters Score -97367.49 nChanged 96 ComputeScore: Raw -100273.425979 + Penalty 2749.491228 = -97523.934751 Iteration 3F: 3 clusters Score -97523.93 nChanged 49 ComputeScore: Raw -100388.916002 + Penalty 2749.491228 = -97639.424774 Iteration 4Q: 3 clusters Score -97639.42 nChanged 23 ComputeScore: Raw -100451.600860 + Penalty 2749.491228 = -97702.109632 Iteration 5Q: 3 clusters Score -97702.11 nChanged 13 ComputeScore: Raw -100481.333299 + Penalty 2749.491228 = -97731.842071 Iteration 6Q: 3 clusters Score -97731.84 nChanged 17 ComputeScore: Raw -100624.660474 + Penalty 2749.491228 = -97875.169246 Iteration 7Q: 3 clusters Score -97875.17 nChanged 15 ComputeScore: Raw -100773.458156 + Penalty 2749.491228 = -98023.966927 Iteration 8Q: 3 clusters Score -98023.97 nChanged 25 ComputeScore: Raw -101162.113756 + Penalty 2749.491228 = -98412.622528 Iteration 9Q: 3 clusters Score -98412.62 nChanged 67 ComputeScore: Raw -102988.131053 + Penalty 2749.491228 = -100238.639825 Iteration 10Q: 3 clusters Score -100238.6 nChanged 299 ComputeScore: Raw -100262.021618 + Penalty 2749.491228 = -97512.530390 Iteration 11F: 3 clusters Score -97512.53 nChanged 66 ComputeScore: Raw -100329.254959 + Penalty 2749.491228 = -97579.763731 Iteration 12F: 3 clusters Score -97579.76 nChanged 24 ComputeScore: Raw -100323.301969 + Penalty 2749.491228 = -97573.810740 Iteration 13Q: 3 clusters Score -97573.81 nChanged 9 ComputeScore: Raw -100349.183140 + Penalty 2749.491228 = -97599.691912 Iteration 14F: 3 clusters Score -97599.69 nChanged 8 ComputeScore: Raw -100357.784643 + Penalty 2749.491228 = -97608.293414 Iteration 15Q: 3 clusters Score -97608.29 nChanged 8 ComputeScore: Raw -100363.952875 + Penalty 2749.491228 = -97614.461647 Iteration 16Q: 3 clusters Score -97614.46 nChanged 8 ComputeScore: Raw -100368.932690 + Penalty 2749.491228 = -97619.441462 Iteration 17Q: 3 clusters Score -97619.44 nChanged 8 ComputeScore: Raw -100361.679578 + Penalty 2749.491228 = -97612.188350 Iteration 18Q: 3 clusters Score -97612.19 nChanged 4 ComputeScore: Raw -100363.777031 + Penalty 2749.491228 = -97614.285803 Iteration 19F: 3 clusters Score -97614.29 nChanged 5 ComputeScore: Raw -100372.959117 + Penalty 2749.491228 = -97623.467889 Iteration 20F: 3 clusters Score -97623.47 nChanged 2 ComputeScore: Raw -100377.718726 + Penalty 2749.491228 = -97628.227497 Iteration 21Q: 3 clusters Score -97628.23 nChanged 2 ComputeScore: Raw -100379.839369 + Penalty 2749.491228 = -97630.348141 Iteration 22Q: 3 clusters Score -97630.35 nChanged 1 ComputeScore: Raw -100370.864103 + Penalty 2749.491228 = -97621.372875 Iteration 23Q: 3 clusters Score -97621.37 nChanged 2 ComputeScore: Raw -100382.808968 + Penalty 2749.491228 = -97633.317739 Iteration 24F: 3 clusters Score -97633.32 nChanged 3 ComputeScore: Raw -100365.778980 + Penalty 2749.491228 = -97616.287752 Iteration 25Q: 3 clusters Score -97616.29 nChanged 5 ComputeScore: Raw -100384.020309 + Penalty 2749.491228 = -97634.529081 Iteration 26F: 3 clusters Score -97634.53 nChanged 4 ComputeScore: Raw -100386.355665 + Penalty 2749.491228 = -97636.864437 Iteration 27Q: 3 clusters Score -97636.86 nChanged 5 ComputeScore: Raw -100372.554694 + Penalty 2749.491228 = -97623.063466 Iteration 28Q: 3 clusters Score -97623.06 nChanged 2 ComputeScore: Raw -100390.155442 + Penalty 2749.491228 = -97640.664214 Iteration 29F: 3 clusters Score -97640.66 nChanged 1 ComputeScore: Raw -100383.535093 + Penalty 2749.491228 = -97634.043865 Iteration 30Q: 3 clusters Score -97634.04 nChanged 0 ComputeScore: Raw -100383.535093 + Penalty 2749.491228 = -97634.043865 Iteration 31F: 3 clusters Score -97634.04 nChanged 0 Trying to split cluster 34 (3291 points) Assigned 2 initial classes randomly. ComputeScore: Raw -126713.760615 + Penalty 1530.700936 = -125183.059679 Iteration 0F: 2 clusters Score -125183.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -125157.408936 + Penalty 3061.401871 = -122096.007064 Iteration 0F: 3 clusters Score -122096 nChanged 1237 ComputeScore: Raw -125842.426337 + Penalty 3061.401871 = -122781.024466 Iteration 1F: 3 clusters Score -122781 nChanged 243 ComputeScore: Raw -125989.595147 + Penalty 3061.401871 = -122928.193276 Iteration 2F: 3 clusters Score -122928.2 nChanged 157 ComputeScore: Raw -126077.997489 + Penalty 3061.401871 = -123016.595618 Iteration 3Q: 3 clusters Score -123016.6 nChanged 106 ComputeScore: Raw -126133.890951 + Penalty 3061.401871 = -123072.489080 Iteration 4Q: 3 clusters Score -123072.5 nChanged 90 ComputeScore: Raw -126188.222710 + Penalty 3061.401871 = -123126.820839 Iteration 5Q: 3 clusters Score -123126.8 nChanged 81 ComputeScore: Raw -126232.067309 + Penalty 3061.401871 = -123170.665437 Iteration 6Q: 3 clusters Score -123170.7 nChanged 70 ComputeScore: Raw -126273.066293 + Penalty 3061.401871 = -123211.664421 Iteration 7Q: 3 clusters Score -123211.7 nChanged 73 ComputeScore: Raw -126317.766922 + Penalty 3061.401871 = -123256.365051 Iteration 8Q: 3 clusters Score -123256.4 nChanged 88 ComputeScore: Raw -126395.075080 + Penalty 3061.401871 = -123333.673209 Iteration 9Q: 3 clusters Score -123333.7 nChanged 102 ComputeScore: Raw -126474.224895 + Penalty 3061.401871 = -123412.823023 Iteration 10Q: 3 clusters Score -123412.8 nChanged 104 ComputeScore: Raw -126542.998865 + Penalty 3061.401871 = -123481.596994 Iteration 11Q: 3 clusters Score -123481.6 nChanged 95 ComputeScore: Raw -126606.158446 + Penalty 3061.401871 = -123544.756575 Iteration 12Q: 3 clusters Score -123544.8 nChanged 84 ComputeScore: Raw -126669.645877 + Penalty 3061.401871 = -123608.244005 Iteration 13Q: 3 clusters Score -123608.2 nChanged 84 ComputeScore: Raw -126729.478601 + Penalty 3061.401871 = -123668.076730 Iteration 14Q: 3 clusters Score -123668.1 nChanged 85 ComputeScore: Raw -126782.588818 + Penalty 3061.401871 = -123721.186947 Iteration 15Q: 3 clusters Score -123721.2 nChanged 66 ComputeScore: Raw -126831.992307 + Penalty 3061.401871 = -123770.590436 Iteration 16Q: 3 clusters Score -123770.6 nChanged 60 ComputeScore: Raw -126874.416819 + Penalty 3061.401871 = -123813.014948 Iteration 17Q: 3 clusters Score -123813 nChanged 51 ComputeScore: Raw -126907.752742 + Penalty 3061.401871 = -123846.350871 Iteration 18Q: 3 clusters Score -123846.4 nChanged 51 ComputeScore: Raw -126941.621498 + Penalty 3061.401871 = -123880.219627 Iteration 19Q: 3 clusters Score -123880.2 nChanged 57 ComputeScore: Raw -126971.570338 + Penalty 3061.401871 = -123910.168467 Iteration 20F: 3 clusters Score -123910.2 nChanged 30 ComputeScore: Raw -126985.901614 + Penalty 3061.401871 = -123924.499742 Iteration 21Q: 3 clusters Score -123924.5 nChanged 24 ComputeScore: Raw -126997.551371 + Penalty 3061.401871 = -123936.149500 Iteration 22Q: 3 clusters Score -123936.1 nChanged 20 ComputeScore: Raw -127009.390405 + Penalty 3061.401871 = -123947.988534 Iteration 23Q: 3 clusters Score -123948 nChanged 19 ComputeScore: Raw -127020.575681 + Penalty 3061.401871 = -123959.173810 Iteration 24Q: 3 clusters Score -123959.2 nChanged 22 ComputeScore: Raw -127030.909163 + Penalty 3061.401871 = -123969.507292 Iteration 25Q: 3 clusters Score -123969.5 nChanged 12 ComputeScore: Raw -127034.972849 + Penalty 3061.401871 = -123973.570978 Iteration 26Q: 3 clusters Score -123973.6 nChanged 7 ComputeScore: Raw -127037.553336 + Penalty 3061.401871 = -123976.151465 Iteration 27Q: 3 clusters Score -123976.2 nChanged 6 ComputeScore: Raw -127040.923527 + Penalty 3061.401871 = -123979.521656 Iteration 28Q: 3 clusters Score -123979.5 nChanged 8 ComputeScore: Raw -127042.929951 + Penalty 3061.401871 = -123981.528080 Iteration 29Q: 3 clusters Score -123981.5 nChanged 6 ComputeScore: Raw -127044.496825 + Penalty 3061.401871 = -123983.094954 Iteration 30Q: 3 clusters Score -123983.1 nChanged 4 ComputeScore: Raw -127046.106503 + Penalty 3061.401871 = -123984.704632 Iteration 31Q: 3 clusters Score -123984.7 nChanged 7 ComputeScore: Raw -127048.192397 + Penalty 3061.401871 = -123986.790526 Iteration 32Q: 3 clusters Score -123986.8 nChanged 3 ComputeScore: Raw -127048.917521 + Penalty 3061.401871 = -123987.515649 Iteration 33Q: 3 clusters Score -123987.5 nChanged 0 ComputeScore: Raw -127048.917521 + Penalty 3061.401871 = -123987.515649 Iteration 34F: 3 clusters Score -123987.5 nChanged 0 Trying to split cluster 35 (2690 points) Assigned 2 initial classes randomly. ComputeScore: Raw -104327.819433 + Penalty 1492.589033 = -102835.230399 Iteration 0F: 2 clusters Score -102835.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -103161.359244 + Penalty 2985.178067 = -100176.181177 Iteration 0F: 3 clusters Score -100176.2 nChanged 980 ComputeScore: Raw -103744.805907 + Penalty 2985.178067 = -100759.627840 Iteration 1F: 3 clusters Score -100759.6 nChanged 202 ComputeScore: Raw -103900.934811 + Penalty 2985.178067 = -100915.756744 Iteration 2F: 3 clusters Score -100915.8 nChanged 149 ComputeScore: Raw -104023.470365 + Penalty 2985.178067 = -101038.292298 Iteration 3F: 3 clusters Score -101038.3 nChanged 111 ComputeScore: Raw -104117.047357 + Penalty 2985.178067 = -101131.869290 Iteration 4Q: 3 clusters Score -101131.9 nChanged 96 ComputeScore: Raw -104221.892842 + Penalty 2985.178067 = -101236.714775 Iteration 5Q: 3 clusters Score -101236.7 nChanged 90 ComputeScore: Raw -104316.044933 + Penalty 2985.178067 = -101330.866867 Iteration 6Q: 3 clusters Score -101330.9 nChanged 78 ComputeScore: Raw -104387.911640 + Penalty 2985.178067 = -101402.733574 Iteration 7Q: 3 clusters Score -101402.7 nChanged 56 ComputeScore: Raw -104427.321592 + Penalty 2985.178067 = -101442.143525 Iteration 8Q: 3 clusters Score -101442.1 nChanged 48 ComputeScore: Raw -104455.999622 + Penalty 2985.178067 = -101470.821556 Iteration 9Q: 3 clusters Score -101470.8 nChanged 49 ComputeScore: Raw -104480.715304 + Penalty 2985.178067 = -101495.537238 Iteration 10Q: 3 clusters Score -101495.5 nChanged 35 ComputeScore: Raw -104496.835162 + Penalty 2985.178067 = -101511.657096 Iteration 11Q: 3 clusters Score -101511.7 nChanged 31 ComputeScore: Raw -104508.378868 + Penalty 2985.178067 = -101523.200802 Iteration 12Q: 3 clusters Score -101523.2 nChanged 25 ComputeScore: Raw -104521.468618 + Penalty 2985.178067 = -101536.290551 Iteration 13Q: 3 clusters Score -101536.3 nChanged 25 ComputeScore: Raw -104537.615513 + Penalty 2985.178067 = -101552.437447 Iteration 14Q: 3 clusters Score -101552.4 nChanged 29 ComputeScore: Raw -104556.517986 + Penalty 2985.178067 = -101571.339919 Iteration 15Q: 3 clusters Score -101571.3 nChanged 28 ComputeScore: Raw -104570.399775 + Penalty 2985.178067 = -101585.221708 Iteration 16Q: 3 clusters Score -101585.2 nChanged 25 ComputeScore: Raw -104583.486876 + Penalty 2985.178067 = -101598.308809 Iteration 17Q: 3 clusters Score -101598.3 nChanged 28 ComputeScore: Raw -104599.432585 + Penalty 2985.178067 = -101614.254519 Iteration 18Q: 3 clusters Score -101614.3 nChanged 29 ComputeScore: Raw -104618.985184 + Penalty 2985.178067 = -101633.807117 Iteration 19Q: 3 clusters Score -101633.8 nChanged 37 ComputeScore: Raw -104642.980962 + Penalty 2985.178067 = -101657.802896 Iteration 20F: 3 clusters Score -101657.8 nChanged 33 ComputeScore: Raw -104661.163507 + Penalty 2985.178067 = -101675.985441 Iteration 21Q: 3 clusters Score -101676 nChanged 35 ComputeScore: Raw -104681.543033 + Penalty 2985.178067 = -101696.364966 Iteration 22Q: 3 clusters Score -101696.4 nChanged 26 ComputeScore: Raw -104694.748567 + Penalty 2985.178067 = -101709.570500 Iteration 23Q: 3 clusters Score -101709.6 nChanged 20 ComputeScore: Raw -104704.293372 + Penalty 2985.178067 = -101719.115306 Iteration 24Q: 3 clusters Score -101719.1 nChanged 17 ComputeScore: Raw -104710.979804 + Penalty 2985.178067 = -101725.801737 Iteration 25Q: 3 clusters Score -101725.8 nChanged 14 ComputeScore: Raw -104718.485640 + Penalty 2985.178067 = -101733.307573 Iteration 26Q: 3 clusters Score -101733.3 nChanged 17 ComputeScore: Raw -104726.421839 + Penalty 2985.178067 = -101741.243772 Iteration 27Q: 3 clusters Score -101741.2 nChanged 10 ComputeScore: Raw -104731.576094 + Penalty 2985.178067 = -101746.398027 Iteration 28Q: 3 clusters Score -101746.4 nChanged 6 ComputeScore: Raw -104734.207129 + Penalty 2985.178067 = -101749.029062 Iteration 29Q: 3 clusters Score -101749 nChanged 8 ComputeScore: Raw -104737.010359 + Penalty 2985.178067 = -101751.832293 Iteration 30Q: 3 clusters Score -101751.8 nChanged 3 ComputeScore: Raw -104737.836708 + Penalty 2985.178067 = -101752.658642 Iteration 31Q: 3 clusters Score -101752.7 nChanged 2 ComputeScore: Raw -104738.403142 + Penalty 2985.178067 = -101753.225075 Iteration 32Q: 3 clusters Score -101753.2 nChanged 1 ComputeScore: Raw -104738.846325 + Penalty 2985.178067 = -101753.668258 Iteration 33Q: 3 clusters Score -101753.7 nChanged 1 ComputeScore: Raw -104739.087485 + Penalty 2985.178067 = -101753.909419 Iteration 34Q: 3 clusters Score -101753.9 nChanged 0 ComputeScore: Raw -104739.087485 + Penalty 2985.178067 = -101753.909419 Iteration 35F: 3 clusters Score -101753.9 nChanged 0 Trying to split cluster 36 (5509 points) Assigned 2 initial classes randomly. ComputeScore: Raw -210718.157642 + Penalty 1628.072157 = -209090.085484 Iteration 0F: 2 clusters Score -209090.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -207850.399101 + Penalty 3256.144314 = -204594.254787 Iteration 0F: 3 clusters Score -204594.3 nChanged 2304 ComputeScore: Raw -209099.885434 + Penalty 3256.144314 = -205843.741119 Iteration 1F: 3 clusters Score -205843.7 nChanged 392 ComputeScore: Raw -209318.301471 + Penalty 3256.144314 = -206062.157157 Iteration 2F: 3 clusters Score -206062.2 nChanged 289 ComputeScore: Raw -209478.631076 + Penalty 3256.144314 = -206222.486762 Iteration 3F: 3 clusters Score -206222.5 nChanged 245 ComputeScore: Raw -209603.953701 + Penalty 3256.144314 = -206347.809386 Iteration 4Q: 3 clusters Score -206347.8 nChanged 213 ComputeScore: Raw -209707.692169 + Penalty 3256.144314 = -206451.547854 Iteration 5Q: 3 clusters Score -206451.5 nChanged 194 ComputeScore: Raw -209801.801502 + Penalty 3256.144314 = -206545.657187 Iteration 6Q: 3 clusters Score -206545.7 nChanged 174 ComputeScore: Raw -209896.147364 + Penalty 3256.144314 = -206640.003050 Iteration 7Q: 3 clusters Score -206640 nChanged 163 ComputeScore: Raw -209990.193112 + Penalty 3256.144314 = -206734.048798 Iteration 8Q: 3 clusters Score -206734 nChanged 156 ComputeScore: Raw -210094.032406 + Penalty 3256.144314 = -206837.888091 Iteration 9Q: 3 clusters Score -206837.9 nChanged 164 ComputeScore: Raw -210197.809981 + Penalty 3256.144314 = -206941.665667 Iteration 10Q: 3 clusters Score -206941.7 nChanged 132 ComputeScore: Raw -210263.593333 + Penalty 3256.144314 = -207007.449019 Iteration 11Q: 3 clusters Score -207007.4 nChanged 103 ComputeScore: Raw -210321.330726 + Penalty 3256.144314 = -207065.186411 Iteration 12Q: 3 clusters Score -207065.2 nChanged 91 ComputeScore: Raw -210375.377927 + Penalty 3256.144314 = -207119.233613 Iteration 13Q: 3 clusters Score -207119.2 nChanged 88 ComputeScore: Raw -210422.458594 + Penalty 3256.144314 = -207166.314280 Iteration 14Q: 3 clusters Score -207166.3 nChanged 74 ComputeScore: Raw -210463.260569 + Penalty 3256.144314 = -207207.116254 Iteration 15Q: 3 clusters Score -207207.1 nChanged 71 ComputeScore: Raw -210505.306791 + Penalty 3256.144314 = -207249.162477 Iteration 16Q: 3 clusters Score -207249.2 nChanged 86 ComputeScore: Raw -210563.542016 + Penalty 3256.144314 = -207307.397701 Iteration 17Q: 3 clusters Score -207307.4 nChanged 79 ComputeScore: Raw -210619.079261 + Penalty 3256.144314 = -207362.934947 Iteration 18Q: 3 clusters Score -207362.9 nChanged 77 ComputeScore: Raw -210675.635881 + Penalty 3256.144314 = -207419.491567 Iteration 19Q: 3 clusters Score -207419.5 nChanged 69 ComputeScore: Raw -210728.415244 + Penalty 3256.144314 = -207472.270930 Iteration 20F: 3 clusters Score -207472.3 nChanged 56 ComputeScore: Raw -210793.316590 + Penalty 3256.144314 = -207537.172276 Iteration 21Q: 3 clusters Score -207537.2 nChanged 63 ComputeScore: Raw -210977.505421 + Penalty 3256.144314 = -207721.361107 Iteration 22Q: 3 clusters Score -207721.4 nChanged 65 ComputeScore: Raw -212062.730467 + Penalty 3256.144314 = -208806.586153 Iteration 23Q: 3 clusters Score -208806.6 nChanged 276 Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -211833.837773 + Penalty 3256.144314 = -208577.693458 Iteration 24F: 3 clusters Score -208577.7 nChanged 53 ComputeScore: Raw -209267.361537 + Penalty 1628.072157 = -207639.289380 Iteration 25F: 2 clusters Score -207639.3 nChanged 917 ComputeScore: Raw -210718.157642 + Penalty 1628.072157 = -209090.085484 Iteration 26F: 2 clusters Score -209090.1 nChanged 0 Trying to split cluster 37 (5695 points) Assigned 2 initial classes randomly. ComputeScore: Raw -218172.326654 + Penalty 1634.347993 = -216537.978662 Iteration 0F: 2 clusters Score -216538 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -215220.424556 + Penalty 3268.695985 = -211951.728571 Iteration 0F: 3 clusters Score -211951.7 nChanged 2345 ComputeScore: Raw -216558.986293 + Penalty 3268.695985 = -213290.290308 Iteration 1F: 3 clusters Score -213290.3 nChanged 414 ComputeScore: Raw -216771.694933 + Penalty 3268.695985 = -213502.998948 Iteration 2F: 3 clusters Score -213503 nChanged 295 ComputeScore: Raw -216905.555822 + Penalty 3268.695985 = -213636.859837 Iteration 3F: 3 clusters Score -213636.9 nChanged 195 ComputeScore: Raw -217004.566681 + Penalty 3268.695985 = -213735.870696 Iteration 4Q: 3 clusters Score -213735.9 nChanged 200 ComputeScore: Raw -217121.167940 + Penalty 3268.695985 = -213852.471954 Iteration 5Q: 3 clusters Score -213852.5 nChanged 187 ComputeScore: Raw -217241.637721 + Penalty 3268.695985 = -213972.941736 Iteration 6Q: 3 clusters Score -213972.9 nChanged 184 ComputeScore: Raw -217368.895792 + Penalty 3268.695985 = -214100.199807 Iteration 7Q: 3 clusters Score -214100.2 nChanged 221 ComputeScore: Raw -217514.628133 + Penalty 3268.695985 = -214245.932148 Iteration 8Q: 3 clusters Score -214245.9 nChanged 221 ComputeScore: Raw -217636.853152 + Penalty 3268.695985 = -214368.157166 Iteration 9Q: 3 clusters Score -214368.2 nChanged 197 ComputeScore: Raw -217736.373213 + Penalty 3268.695985 = -214467.677228 Iteration 10Q: 3 clusters Score -214467.7 nChanged 173 ComputeScore: Raw -217817.071087 + Penalty 3268.695985 = -214548.375102 Iteration 11Q: 3 clusters Score -214548.4 nChanged 149 ComputeScore: Raw -217884.691139 + Penalty 3268.695985 = -214615.995154 Iteration 12Q: 3 clusters Score -214616 nChanged 125 ComputeScore: Raw -217941.243994 + Penalty 3268.695985 = -214672.548008 Iteration 13Q: 3 clusters Score -214672.5 nChanged 127 ComputeScore: Raw -217993.744954 + Penalty 3268.695985 = -214725.048968 Iteration 14Q: 3 clusters Score -214725 nChanged 102 ComputeScore: Raw -218038.227594 + Penalty 3268.695985 = -214769.531609 Iteration 15Q: 3 clusters Score -214769.5 nChanged 88 ComputeScore: Raw -218078.904418 + Penalty 3268.695985 = -214810.208433 Iteration 16Q: 3 clusters Score -214810.2 nChanged 90 ComputeScore: Raw -218120.222313 + Penalty 3268.695985 = -214851.526328 Iteration 17Q: 3 clusters Score -214851.5 nChanged 89 ComputeScore: Raw -218159.911606 + Penalty 3268.695985 = -214891.215620 Iteration 18Q: 3 clusters Score -214891.2 nChanged 76 ComputeScore: Raw -218192.189041 + Penalty 3268.695985 = -214923.493056 Iteration 19Q: 3 clusters Score -214923.5 nChanged 78 ComputeScore: Raw -218224.291492 + Penalty 3268.695985 = -214955.595507 Iteration 20F: 3 clusters Score -214955.6 nChanged 52 ComputeScore: Raw -218245.071605 + Penalty 3268.695985 = -214976.375620 Iteration 21Q: 3 clusters Score -214976.4 nChanged 46 ComputeScore: Raw -218263.224917 + Penalty 3268.695985 = -214994.528932 Iteration 22Q: 3 clusters Score -214994.5 nChanged 36 ComputeScore: Raw -218276.749356 + Penalty 3268.695985 = -215008.053371 Iteration 23Q: 3 clusters Score -215008.1 nChanged 37 ComputeScore: Raw -218289.864249 + Penalty 3268.695985 = -215021.168264 Iteration 24Q: 3 clusters Score -215021.2 nChanged 39 ComputeScore: Raw -218302.791081 + Penalty 3268.695985 = -215034.095096 Iteration 25Q: 3 clusters Score -215034.1 nChanged 33 ComputeScore: Raw -218312.085024 + Penalty 3268.695985 = -215043.389038 Iteration 26Q: 3 clusters Score -215043.4 nChanged 34 ComputeScore: Raw -218322.526242 + Penalty 3268.695985 = -215053.830257 Iteration 27Q: 3 clusters Score -215053.8 nChanged 23 ComputeScore: Raw -218332.411891 + Penalty 3268.695985 = -215063.715906 Iteration 28Q: 3 clusters Score -215063.7 nChanged 31 ComputeScore: Raw -218343.490075 + Penalty 3268.695985 = -215074.794090 Iteration 29Q: 3 clusters Score -215074.8 nChanged 30 ComputeScore: Raw -218351.382256 + Penalty 3268.695985 = -215082.686271 Iteration 30Q: 3 clusters Score -215082.7 nChanged 23 ComputeScore: Raw -218361.414039 + Penalty 3268.695985 = -215092.718054 Iteration 31Q: 3 clusters Score -215092.7 nChanged 25 ComputeScore: Raw -218370.692345 + Penalty 3268.695985 = -215101.996360 Iteration 32Q: 3 clusters Score -215102 nChanged 27 ComputeScore: Raw -218378.726010 + Penalty 3268.695985 = -215110.030025 Iteration 33Q: 3 clusters Score -215110 nChanged 20 ComputeScore: Raw -218385.784143 + Penalty 3268.695985 = -215117.088158 Iteration 34Q: 3 clusters Score -215117.1 nChanged 21 ComputeScore: Raw -218395.474076 + Penalty 3268.695985 = -215126.778091 Iteration 35Q: 3 clusters Score -215126.8 nChanged 22 ComputeScore: Raw -218402.860522 + Penalty 3268.695985 = -215134.164536 Iteration 36Q: 3 clusters Score -215134.2 nChanged 25 ComputeScore: Raw -218412.671530 + Penalty 3268.695985 = -215143.975545 Iteration 37Q: 3 clusters Score -215144 nChanged 21 ComputeScore: Raw -218419.113693 + Penalty 3268.695985 = -215150.417708 Iteration 38Q: 3 clusters Score -215150.4 nChanged 14 ComputeScore: Raw -218422.360377 + Penalty 3268.695985 = -215153.664392 Iteration 39Q: 3 clusters Score -215153.7 nChanged 6 ComputeScore: Raw -218423.782933 + Penalty 3268.695985 = -215155.086948 Iteration 40F: 3 clusters Score -215155.1 nChanged 5 ComputeScore: Raw -218424.864893 + Penalty 3268.695985 = -215156.168908 Iteration 41Q: 3 clusters Score -215156.2 nChanged 4 ComputeScore: Raw -218425.665930 + Penalty 3268.695985 = -215156.969945 Iteration 42Q: 3 clusters Score -215157 nChanged 0 ComputeScore: Raw -218425.665930 + Penalty 3268.695985 = -215156.969945 Iteration 43F: 3 clusters Score -215157 nChanged 0 20->38 Clusters: Score -5292625.915334, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... --- Clustering full data set of 152414 points --- Assigned 21 initial classes randomly. ConsiderDeletion: Deleting Class 20. Lose 449.092810 but Gain 2255.593243 ComputeScore: Raw -4110261.539008 + Penalty 42856.271611 = -4067405.267397Iteration 0F: 20 clusters Score -4067405 nChanged 141284 ConsiderDeletion: ComputeScore: Raw -4350374.634802 + Penalty 42856.271611 = -4307518.363190Iteration 1F: 20 clusters Score -4307518 nChanged 28760 ConsiderDeletion: ComputeScore: Raw -4373759.788067 + Penalty 42856.271611 = -4330903.516456Iteration 2F: 20 clusters Score -4330904 nChanged 26374 ConsiderDeletion: ComputeScore: Raw -4394721.565988 + Penalty 42856.271611 = -4351865.294377Iteration 3F: 20 clusters Score -4351865 nChanged 24087 ConsiderDeletion: ComputeScore: Raw -4413562.077036 + Penalty 42856.271611 = -4370705.805425Iteration 4F: 20 clusters Score -4370706 nChanged 22239 ConsiderDeletion: ComputeScore: Raw -4432012.179314 + Penalty 42856.271611 = -4389155.907703Iteration 5F: 20 clusters Score -4389156 nChanged 21556 ConsiderDeletion: ComputeScore: Raw -4452943.567343 + Penalty 42856.271611 = -4410087.295731Iteration 6F: 20 clusters Score -4410087 nChanged 22222 ConsiderDeletion: ComputeScore: Raw -4479433.296262 + Penalty 42856.271611 = -4436577.024650Iteration 7F: 20 clusters Score -4436577 nChanged 23598 ConsiderDeletion: Deleting Class 11. Lose 2058.250560 but Gain 2255.593243 ComputeScore: Raw -4508061.830724 + Penalty 40600.678369 = -4467461.152355Iteration 8F: 19 clusters Score -4467461 nChanged 24911 ConsiderDeletion: Deleting Class 4. Lose 1676.654774 but Gain 2255.593243 ComputeScore: Raw -4539875.983971 + Penalty 38345.085126 = -4501530.898845Iteration 9F: 18 clusters Score -4501531 nChanged 23198 ConsiderDeletion: Deleting Class 16. Lose 1207.737368 but Gain 2255.593243 ComputeScore: Raw -4571397.117423 + Penalty 36089.491883 = -4535307.625540Iteration 10F: 17 clusters Score -4535308 nChanged 20754 ConsiderDeletion: Deleting Class 15. Lose 1150.527916 but Gain 2255.593243 ComputeScore: Raw -4608057.165681 + Penalty 33833.898641 = -4574223.267040Iteration 11F: 16 clusters Score -4574223 nChanged 20484 ConsiderDeletion: Deleting Class 10. Lose 978.110851 but Gain 2255.593243 ComputeScore: Raw -4651677.275109 + Penalty 31578.305398 = -4620098.969711Iteration 12F: 15 clusters Score -4620099 nChanged 19745 ConsiderDeletion: Deleting Class 12. Lose 1017.641297 but Gain 2255.593243 ComputeScore: Raw -4692409.360349 + Penalty 29322.712155 = -4663086.648194Iteration 13F: 14 clusters Score -4663087 nChanged 16173 ConsiderDeletion: Deleting Class 8. Lose 1073.277377 but Gain 2255.593243 ComputeScore: Raw -4731928.806524 + Penalty 27067.118913 = -4704861.687611Iteration 14F: 13 clusters Score -4704862 nChanged 13649 ConsiderDeletion: Deleting Class 19. Lose 1354.684893 but Gain 2255.593243 ComputeScore: Raw -4763048.558688 + Penalty 24811.525670 = -4738237.033018Iteration 15F: 12 clusters Score -4738237 nChanged 12341 ConsiderDeletion: Deleting Class 5. Lose 1999.835692 but Gain 2255.593243 ComputeScore: Raw -4789911.984564 + Penalty 22555.932427 = -4767356.052137Iteration 16F: 11 clusters Score -4767356 nChanged 11737 ConsiderDeletion: Deleting Class 9. Lose 1644.655804 but Gain 2255.593243 ComputeScore: Raw -4810059.634708 + Penalty 20300.339184 = -4789759.295524Iteration 17F: 10 clusters Score -4789759 nChanged 6517 ConsiderDeletion: ComputeScore: Raw -4819714.244880 + Penalty 20300.339184 = -4799413.905695Iteration 18Q: 10 clusters Score -4799414 nChanged 3421 ConsiderDeletion: ComputeScore: Raw -4825479.118011 + Penalty 20300.339184 = -4805178.778826Iteration 19Q: 10 clusters Score -4805179 nChanged 2833 ConsiderDeletion: ComputeScore: Raw -4831657.625279 + Penalty 20300.339184 = -4811357.286095Iteration 20F: 10 clusters Score -4811357 nChanged 2841 ConsiderDeletion: ComputeScore: Raw -4840491.034385 + Penalty 20300.339184 = -4820190.695201Iteration 21Q: 10 clusters Score -4820191 nChanged 3686 ConsiderDeletion: ComputeScore: Raw -4851812.914034 + Penalty 20300.339184 = -4831512.574849Iteration 22Q: 10 clusters Score -4831513 nChanged 3703 ConsiderDeletion: ComputeScore: Raw -4860000.082366 + Penalty 20300.339184 = -4839699.743181Iteration 23Q: 10 clusters Score -4839700 nChanged 2401 ConsiderDeletion: ComputeScore: Raw -4862753.495728 + Penalty 20300.339184 = -4842453.156544Iteration 24Q: 10 clusters Score -4842453 nChanged 1767 ConsiderDeletion: ComputeScore: Raw -4864706.553399 + Penalty 20300.339184 = -4844406.214215Iteration 25Q: 10 clusters Score -4844406 nChanged 1817 ConsiderDeletion: ComputeScore: Raw -4866488.040732 + Penalty 20300.339184 = -4846187.701548Iteration 26Q: 10 clusters Score -4846188 nChanged 1312 ConsiderDeletion: ComputeScore: Raw -4867626.636564 + Penalty 20300.339184 = -4847326.297379Iteration 27Q: 10 clusters Score -4847326 nChanged 1075 ConsiderDeletion: ComputeScore: Raw -4868453.280918 + Penalty 20300.339184 = -4848152.941734Iteration 28Q: 10 clusters Score -4848153 nChanged 845 ConsiderDeletion: ComputeScore: Raw -4869001.703778 + Penalty 20300.339184 = -4848701.364594Iteration 29Q: 10 clusters Score -4848701 nChanged 718 ConsiderDeletion: ComputeScore: Raw -4869471.136778 + Penalty 20300.339184 = -4849170.797594Iteration 30Q: 10 clusters Score -4849171 nChanged 698 ConsiderDeletion: ComputeScore: Raw -4869915.470966 + Penalty 20300.339184 = -4849615.131781Iteration 31Q: 10 clusters Score -4849615 nChanged 729 ConsiderDeletion: ComputeScore: Raw -4870433.272022 + Penalty 20300.339184 = -4850132.932838Iteration 32Q: 10 clusters Score -4850133 nChanged 768 ConsiderDeletion: ComputeScore: Raw -4870991.036834 + Penalty 20300.339184 = -4850690.697649Iteration 33Q: 10 clusters Score -4850691 nChanged 730 ConsiderDeletion: ComputeScore: Raw -4871518.596605 + Penalty 20300.339184 = -4851218.257421Iteration 34Q: 10 clusters Score -4851218 nChanged 631 ConsiderDeletion: ComputeScore: Raw -4872001.328973 + Penalty 20300.339184 = -4851700.989789Iteration 35Q: 10 clusters Score -4851701 nChanged 543 ConsiderDeletion: ComputeScore: Raw -4872439.317028 + Penalty 20300.339184 = -4852138.977844Iteration 36Q: 10 clusters Score -4852139 nChanged 498 ConsiderDeletion: ComputeScore: Raw -4872916.758731 + Penalty 20300.339184 = -4852616.419546Iteration 37Q: 10 clusters Score -4852616 nChanged 505 ConsiderDeletion: ComputeScore: Raw -4873446.331192 + Penalty 20300.339184 = -4853145.992008Iteration 38Q: 10 clusters Score -4853146 nChanged 480 ComputeScore: Raw -4873446.331192 + Penalty 20300.339184 = -4853145.992008Trying to split cluster 1 (16337 points) Assigned 2 initial classes randomly. ComputeScore: Raw -560572.714536 + Penalty 1833.524485 = -558739.190051 Iteration 0F: 2 clusters Score -558739.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -551116.491552 + Penalty 3667.048971 = -547449.442582 Iteration 0F: 3 clusters Score -547449.4 nChanged 7178 ComputeScore: Raw -555036.274473 + Penalty 3667.048971 = -551369.225502 Iteration 1F: 3 clusters Score -551369.2 nChanged 1083 ComputeScore: Raw -555713.256064 + Penalty 3667.048971 = -552046.207093 Iteration 2F: 3 clusters Score -552046.2 nChanged 1166 ComputeScore: Raw -556583.375978 + Penalty 3667.048971 = -552916.327007 Iteration 3F: 3 clusters Score -552916.3 nChanged 1195 ComputeScore: Raw -557639.876071 + Penalty 3667.048971 = -553972.827101 Iteration 4F: 3 clusters Score -553972.8 nChanged 1243 ComputeScore: Raw -559054.912248 + Penalty 3667.048971 = -555387.863277 Iteration 5F: 3 clusters Score -555387.9 nChanged 1268 ComputeScore: Raw -560870.982528 + Penalty 3667.048971 = -557203.933558 Iteration 6F: 3 clusters Score -557203.9 nChanged 1329 ComputeScore: Raw -563548.277149 + Penalty 3667.048971 = -559881.228179 Iteration 7F: 3 clusters Score -559881.2 nChanged 1386 ComputeScore: Raw -567078.101946 + Penalty 3667.048971 = -563411.052975 Iteration 8F: 3 clusters Score -563411.1 nChanged 1314 ComputeScore: Raw -571545.672062 + Penalty 3667.048971 = -567878.623092 Iteration 9F: 3 clusters Score -567878.6 nChanged 1112 ComputeScore: Raw -576434.251218 + Penalty 3667.048971 = -572767.202248 Iteration 10F: 3 clusters Score -572767.2 nChanged 1112 ComputeScore: Raw -580194.199490 + Penalty 3667.048971 = -576527.150519 Iteration 11F: 3 clusters Score -576527.2 nChanged 650 ComputeScore: Raw -581521.542760 + Penalty 3667.048971 = -577854.493789 Iteration 12Q: 3 clusters Score -577854.5 nChanged 182 ComputeScore: Raw -581622.972760 + Penalty 3667.048971 = -577955.923789 Iteration 13Q: 3 clusters Score -577955.9 nChanged 48 ComputeScore: Raw -581630.639372 + Penalty 3667.048971 = -577963.590402 Iteration 14Q: 3 clusters Score -577963.6 nChanged 11 ComputeScore: Raw -581632.310850 + Penalty 3667.048971 = -577965.261880 Iteration 15Q: 3 clusters Score -577965.3 nChanged 7 ComputeScore: Raw -581633.154014 + Penalty 3667.048971 = -577966.105044 Iteration 16Q: 3 clusters Score -577966.1 nChanged 7 ComputeScore: Raw -581633.786343 + Penalty 3667.048971 = -577966.737372 Iteration 17Q: 3 clusters Score -577966.7 nChanged 6 ComputeScore: Raw -581634.181370 + Penalty 3667.048971 = -577967.132400 Iteration 18Q: 3 clusters Score -577967.1 nChanged 1 ComputeScore: Raw -581634.256643 + Penalty 3667.048971 = -577967.207672 Iteration 19Q: 3 clusters Score -577967.2 nChanged 1 ComputeScore: Raw -581634.285453 + Penalty 3667.048971 = -577967.236483 Iteration 20F: 3 clusters Score -577967.2 nChanged 0 ComputeScore: Raw -4894794.682901 + Penalty 22555.932427 = -4872238.750474Splitting cluster 1 changes total score from -4853145.992008 to -4872238.750474 So it's getting split into cluster 4. Trying to split cluster 2 (2367 points) Assigned 2 initial classes randomly. ComputeScore: Raw -82239.020402 + Penalty 1468.412557 = -80770.607845 Iteration 0F: 2 clusters Score -80770.61 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -81289.706915 + Penalty 2936.825114 = -78352.881801 Iteration 0F: 3 clusters Score -78352.88 nChanged 859 ComputeScore: Raw -82154.312087 + Penalty 2936.825114 = -79217.486973 Iteration 1F: 3 clusters Score -79217.49 nChanged 259 ComputeScore: Raw -82632.769174 + Penalty 2936.825114 = -79695.944060 Iteration 2F: 3 clusters Score -79695.94 nChanged 241 ComputeScore: Raw -83096.882263 + Penalty 2936.825114 = -80160.057149 Iteration 3F: 3 clusters Score -80160.06 nChanged 205 ComputeScore: Raw -83487.985243 + Penalty 2936.825114 = -80551.160129 Iteration 4F: 3 clusters Score -80551.16 nChanged 170 ComputeScore: Raw -83819.061792 + Penalty 2936.825114 = -80882.236678 Iteration 5F: 3 clusters Score -80882.24 nChanged 116 ComputeScore: Raw -84055.323354 + Penalty 2936.825114 = -81118.498240 Iteration 6Q: 3 clusters Score -81118.5 nChanged 84 ComputeScore: Raw -84226.427020 + Penalty 2936.825114 = -81289.601906 Iteration 7Q: 3 clusters Score -81289.6 nChanged 50 ComputeScore: Raw -84353.507252 + Penalty 2936.825114 = -81416.682137 Iteration 8Q: 3 clusters Score -81416.68 nChanged 52 ComputeScore: Raw -84556.857393 + Penalty 2936.825114 = -81620.032279 Iteration 9Q: 3 clusters Score -81620.03 nChanged 48 ComputeScore: Raw -84848.467257 + Penalty 2936.825114 = -81911.642142 Iteration 10Q: 3 clusters Score -81911.64 nChanged 43 ComputeScore: Raw -84937.784508 + Penalty 2936.825114 = -82000.959393 Iteration 11Q: 3 clusters Score -82000.96 nChanged 25 ComputeScore: Raw -84977.898113 + Penalty 2936.825114 = -82041.072999 Iteration 12Q: 3 clusters Score -82041.07 nChanged 15 ComputeScore: Raw -84999.127298 + Penalty 2936.825114 = -82062.302183 Iteration 13Q: 3 clusters Score -82062.3 nChanged 15 ComputeScore: Raw -85015.723441 + Penalty 2936.825114 = -82078.898327 Iteration 14Q: 3 clusters Score -82078.9 nChanged 9 ComputeScore: Raw -85023.683197 + Penalty 2936.825114 = -82086.858083 Iteration 15Q: 3 clusters Score -82086.86 nChanged 7 ComputeScore: Raw -85028.715614 + Penalty 2936.825114 = -82091.890500 Iteration 16Q: 3 clusters Score -82091.89 nChanged 4 ComputeScore: Raw -85031.104961 + Penalty 2936.825114 = -82094.279847 Iteration 17Q: 3 clusters Score -82094.28 nChanged 1 ComputeScore: Raw -85032.442403 + Penalty 2936.825114 = -82095.617288 Iteration 18Q: 3 clusters Score -82095.62 nChanged 0 ComputeScore: Raw -85032.442403 + Penalty 2936.825114 = -82095.617288 Iteration 19F: 3 clusters Score -82095.62 nChanged 0 ComputeScore: Raw -4897588.104902 + Penalty 24811.525670 = -4872776.579232Splitting cluster 2 changes total score from -4853145.992008 to -4872776.579232 So it's getting split into cluster 5. Trying to split cluster 3 (22668 points) Assigned 2 initial classes randomly. ComputeScore: Raw -770843.700978 + Penalty 1895.426099 = -768948.274879 Iteration 0F: 2 clusters Score -768948.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -757299.552381 + Penalty 3790.852198 = -753508.700183 Iteration 0F: 3 clusters Score -753508.7 nChanged 10195 ComputeScore: Raw -763373.293581 + Penalty 3790.852198 = -759582.441384 Iteration 1F: 3 clusters Score -759582.4 nChanged 1473 ComputeScore: Raw -764618.628945 + Penalty 3790.852198 = -760827.776748 Iteration 2F: 3 clusters Score -760827.8 nChanged 1887 ComputeScore: Raw -767299.270228 + Penalty 3790.852198 = -763508.418030 Iteration 3F: 3 clusters Score -763508.4 nChanged 2327 ComputeScore: Raw -772118.899967 + Penalty 3790.852198 = -768328.047769 Iteration 4F: 3 clusters Score -768328 nChanged 2398 ComputeScore: Raw -779302.403953 + Penalty 3790.852198 = -775511.551756 Iteration 5F: 3 clusters Score -775511.6 nChanged 2127 ComputeScore: Raw -788189.352638 + Penalty 3790.852198 = -784398.500441 Iteration 6F: 3 clusters Score -784398.5 nChanged 2066 ComputeScore: Raw -797905.790026 + Penalty 3790.852198 = -794114.937829 Iteration 7F: 3 clusters Score -794114.9 nChanged 1144 ComputeScore: Raw -801193.789712 + Penalty 3790.852198 = -797402.937514 Iteration 8F: 3 clusters Score -797402.9 nChanged 312 ComputeScore: Raw -801404.152750 + Penalty 3790.852198 = -797613.300552 Iteration 9Q: 3 clusters Score -797613.3 nChanged 97 ComputeScore: Raw -801436.741709 + Penalty 3790.852198 = -797645.889511 Iteration 10Q: 3 clusters Score -797645.9 nChanged 42 ComputeScore: Raw -801454.517708 + Penalty 3790.852198 = -797663.665511 Iteration 11Q: 3 clusters Score -797663.7 nChanged 23 ComputeScore: Raw -801459.582652 + Penalty 3790.852198 = -797668.730455 Iteration 12Q: 3 clusters Score -797668.7 nChanged 7 ComputeScore: Raw -801460.088712 + Penalty 3790.852198 = -797669.236514 Iteration 13Q: 3 clusters Score -797669.2 nChanged 1 ComputeScore: Raw -801460.137330 + Penalty 3790.852198 = -797669.285133 Iteration 14Q: 3 clusters Score -797669.3 nChanged 0 ComputeScore: Raw -801460.137330 + Penalty 3790.852198 = -797669.285133 Iteration 15F: 3 clusters Score -797669.3 nChanged 0 ComputeScore: Raw -4928204.541254 + Penalty 27067.118913 = -4901137.422341Splitting cluster 3 changes total score from -4853145.992008 to -4901137.422341 So it's getting split into cluster 8. Trying to split cluster 6 (20891 points) Assigned 2 initial classes randomly. ComputeScore: Raw -694601.111241 + Penalty 1879.996934 = -692721.114307 Iteration 0F: 2 clusters Score -692721.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -682236.366947 + Penalty 3759.993867 = -678476.373080 Iteration 0F: 3 clusters Score -678476.4 nChanged 9365 ComputeScore: Raw -688362.233584 + Penalty 3759.993867 = -684602.239717 Iteration 1F: 3 clusters Score -684602.2 nChanged 1819 ComputeScore: Raw -691174.580773 + Penalty 3759.993867 = -687414.586906 Iteration 2F: 3 clusters Score -687414.6 nChanged 2542 ComputeScore: Raw -696596.702553 + Penalty 3759.993867 = -692836.708686 Iteration 3F: 3 clusters Score -692836.7 nChanged 2824 ComputeScore: Raw -704145.319588 + Penalty 3759.993867 = -700385.325721 Iteration 4F: 3 clusters Score -700385.3 nChanged 1970 ComputeScore: Raw -712997.032023 + Penalty 3759.993867 = -709237.038155 Iteration 5F: 3 clusters Score -709237 nChanged 1480 ComputeScore: Raw -719181.876715 + Penalty 3759.993867 = -715421.882848 Iteration 6F: 3 clusters Score -715421.9 nChanged 852 ComputeScore: Raw -720412.455488 + Penalty 3759.993867 = -716652.461621 Iteration 7Q: 3 clusters Score -716652.5 nChanged 194 ComputeScore: Raw -720494.710069 + Penalty 3759.993867 = -716734.716201 Iteration 8Q: 3 clusters Score -716734.7 nChanged 68 ComputeScore: Raw -720506.557271 + Penalty 3759.993867 = -716746.563404 Iteration 9Q: 3 clusters Score -716746.6 nChanged 31 ComputeScore: Raw -720510.961026 + Penalty 3759.993867 = -716750.967159 Iteration 10Q: 3 clusters Score -716751 nChanged 21 ComputeScore: Raw -720514.723649 + Penalty 3759.993867 = -716754.729782 Iteration 11Q: 3 clusters Score -716754.7 nChanged 27 ComputeScore: Raw -720520.021332 + Penalty 3759.993867 = -716760.027464 Iteration 12Q: 3 clusters Score -716760 nChanged 38 ComputeScore: Raw -720533.302209 + Penalty 3759.993867 = -716773.308342 Iteration 13Q: 3 clusters Score -716773.3 nChanged 59 ComputeScore: Raw -720557.992535 + Penalty 3759.993867 = -716797.998667 Iteration 14Q: 3 clusters Score -716798 nChanged 84 ComputeScore: Raw -720592.552856 + Penalty 3759.993867 = -716832.558989 Iteration 15Q: 3 clusters Score -716832.6 nChanged 70 ComputeScore: Raw -720618.914431 + Penalty 3759.993867 = -716858.920564 Iteration 16Q: 3 clusters Score -716858.9 nChanged 54 ComputeScore: Raw -720633.079766 + Penalty 3759.993867 = -716873.085899 Iteration 17Q: 3 clusters Score -716873.1 nChanged 36 ComputeScore: Raw -720642.264712 + Penalty 3759.993867 = -716882.270845 Iteration 18Q: 3 clusters Score -716882.3 nChanged 41 ComputeScore: Raw -720656.500656 + Penalty 3759.993867 = -716896.506788 Iteration 19Q: 3 clusters Score -716896.5 nChanged 61 ComputeScore: Raw -720687.084407 + Penalty 3759.993867 = -716927.090539 Iteration 20F: 3 clusters Score -716927.1 nChanged 104 ComputeScore: Raw -720758.614365 + Penalty 3759.993867 = -716998.620498 Iteration 21Q: 3 clusters Score -716998.6 nChanged 119 ComputeScore: Raw -720820.063669 + Penalty 3759.993867 = -717060.069802 Iteration 22Q: 3 clusters Score -717060.1 nChanged 61 ComputeScore: Raw -720839.606765 + Penalty 3759.993867 = -717079.612897 Iteration 23Q: 3 clusters Score -717079.6 nChanged 50 ComputeScore: Raw -720861.942256 + Penalty 3759.993867 = -717101.948389 Iteration 24Q: 3 clusters Score -717101.9 nChanged 80 ComputeScore: Raw -720900.678695 + Penalty 3759.993867 = -717140.684828 Iteration 25Q: 3 clusters Score -717140.7 nChanged 87 ComputeScore: Raw -720941.092072 + Penalty 3759.993867 = -717181.098204 Iteration 26Q: 3 clusters Score -717181.1 nChanged 64 ComputeScore: Raw -720958.853311 + Penalty 3759.993867 = -717198.859443 Iteration 27Q: 3 clusters Score -717198.9 nChanged 31 ComputeScore: Raw -720962.869217 + Penalty 3759.993867 = -717202.875350 Iteration 28Q: 3 clusters Score -717202.9 nChanged 13 ComputeScore: Raw -720963.890200 + Penalty 3759.993867 = -717203.896332 Iteration 29Q: 3 clusters Score -717203.9 nChanged 3 ComputeScore: Raw -720964.106108 + Penalty 3759.993867 = -717204.112241 Iteration 30Q: 3 clusters Score -717204.1 nChanged 2 ComputeScore: Raw -720964.223177 + Penalty 3759.993867 = -717204.229310 Iteration 31Q: 3 clusters Score -717204.2 nChanged 0 ComputeScore: Raw -720964.223177 + Penalty 3759.993867 = -717204.229310 Iteration 32F: 3 clusters Score -717204.2 nChanged 0 ComputeScore: Raw -4954567.653190 + Penalty 29322.712155 = -4925244.941035Splitting cluster 6 changes total score from -4853145.992008 to -4925244.941035 So it's getting split into cluster 9. Trying to split cluster 7 (12618 points) Assigned 2 initial classes randomly. ComputeScore: Raw -439350.813733 + Penalty 1784.704253 = -437566.109480 Iteration 0F: 2 clusters Score -437566.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -432108.477763 + Penalty 3569.408506 = -428539.069257 Iteration 0F: 3 clusters Score -428539.1 nChanged 5454 ComputeScore: Raw -435199.694111 + Penalty 3569.408506 = -431630.285605 Iteration 1F: 3 clusters Score -431630.3 nChanged 841 ComputeScore: Raw -435742.606966 + Penalty 3569.408506 = -432173.198460 Iteration 2F: 3 clusters Score -432173.2 nChanged 820 ComputeScore: Raw -436399.033429 + Penalty 3569.408506 = -432829.624923 Iteration 3F: 3 clusters Score -432829.6 nChanged 908 ComputeScore: Raw -437390.121522 + Penalty 3569.408506 = -433820.713016 Iteration 4F: 3 clusters Score -433820.7 nChanged 1043 ComputeScore: Raw -439277.642903 + Penalty 3569.408506 = -435708.234397 Iteration 5F: 3 clusters Score -435708.2 nChanged 1209 ComputeScore: Raw -442984.194390 + Penalty 3569.408506 = -439414.785884 Iteration 6F: 3 clusters Score -439414.8 nChanged 1117 ComputeScore: Raw -446937.051183 + Penalty 3569.408506 = -443367.642677 Iteration 7F: 3 clusters Score -443367.6 nChanged 974 ComputeScore: Raw -450666.003211 + Penalty 3569.408506 = -447096.594705 Iteration 8F: 3 clusters Score -447096.6 nChanged 819 ComputeScore: Raw -453511.050549 + Penalty 3569.408506 = -449941.642043 Iteration 9F: 3 clusters Score -449941.6 nChanged 529 ComputeScore: Raw -454487.935106 + Penalty 3569.408506 = -450918.526600 Iteration 10Q: 3 clusters Score -450918.5 nChanged 212 ComputeScore: Raw -454671.486650 + Penalty 3569.408506 = -451102.078144 Iteration 11Q: 3 clusters Score -451102.1 nChanged 132 ComputeScore: Raw -454801.745090 + Penalty 3569.408506 = -451232.336584 Iteration 12Q: 3 clusters Score -451232.3 nChanged 88 ComputeScore: Raw -454862.269670 + Penalty 3569.408506 = -451292.861164 Iteration 13Q: 3 clusters Score -451292.9 nChanged 58 ComputeScore: Raw -454897.736691 + Penalty 3569.408506 = -451328.328185 Iteration 14Q: 3 clusters Score -451328.3 nChanged 79 ComputeScore: Raw -454962.397393 + Penalty 3569.408506 = -451392.988888 Iteration 15Q: 3 clusters Score -451393 nChanged 74 ComputeScore: Raw -455007.377429 + Penalty 3569.408506 = -451437.968923 Iteration 16Q: 3 clusters Score -451438 nChanged 26 ComputeScore: Raw -455014.361802 + Penalty 3569.408506 = -451444.953297 Iteration 17Q: 3 clusters Score -451445 nChanged 16 ComputeScore: Raw -455017.325448 + Penalty 3569.408506 = -451447.916942 Iteration 18Q: 3 clusters Score -451447.9 nChanged 10 ComputeScore: Raw -455019.612892 + Penalty 3569.408506 = -451450.204386 Iteration 19Q: 3 clusters Score -451450.2 nChanged 8 ComputeScore: Raw -455021.091290 + Penalty 3569.408506 = -451451.682784 Iteration 20F: 3 clusters Score -451451.7 nChanged 7 ComputeScore: Raw -455022.274613 + Penalty 3569.408506 = -451452.866107 Iteration 21Q: 3 clusters Score -451452.9 nChanged 4 ComputeScore: Raw -455022.838562 + Penalty 3569.408506 = -451453.430057 Iteration 22Q: 3 clusters Score -451453.4 nChanged 8 ComputeScore: Raw -455024.151165 + Penalty 3569.408506 = -451454.742659 Iteration 23Q: 3 clusters Score -451454.7 nChanged 10 ComputeScore: Raw -455025.828108 + Penalty 3569.408506 = -451456.419602 Iteration 24Q: 3 clusters Score -451456.4 nChanged 13 ComputeScore: Raw -455028.092197 + Penalty 3569.408506 = -451458.683691 Iteration 25Q: 3 clusters Score -451458.7 nChanged 9 ComputeScore: Raw -455029.732243 + Penalty 3569.408506 = -451460.323737 Iteration 26Q: 3 clusters Score -451460.3 nChanged 11 ComputeScore: Raw -455032.063995 + Penalty 3569.408506 = -451462.655489 Iteration 27Q: 3 clusters Score -451462.7 nChanged 14 ComputeScore: Raw -455035.075900 + Penalty 3569.408506 = -451465.667394 Iteration 28Q: 3 clusters Score -451465.7 nChanged 18 ComputeScore: Raw -455040.721187 + Penalty 3569.408506 = -451471.312681 Iteration 29Q: 3 clusters Score -451471.3 nChanged 24 ComputeScore: Raw -455047.131879 + Penalty 3569.408506 = -451477.723373 Iteration 30Q: 3 clusters Score -451477.7 nChanged 22 ComputeScore: Raw -455053.123436 + Penalty 3569.408506 = -451483.714930 Iteration 31Q: 3 clusters Score -451483.7 nChanged 16 ComputeScore: Raw -455056.874512 + Penalty 3569.408506 = -451487.466006 Iteration 32Q: 3 clusters Score -451487.5 nChanged 10 ComputeScore: Raw -455058.870112 + Penalty 3569.408506 = -451489.461607 Iteration 33Q: 3 clusters Score -451489.5 nChanged 6 ComputeScore: Raw -455059.705873 + Penalty 3569.408506 = -451490.297367 Iteration 34Q: 3 clusters Score -451490.3 nChanged 7 ComputeScore: Raw -455061.297294 + Penalty 3569.408506 = -451491.888789 Iteration 35Q: 3 clusters Score -451491.9 nChanged 5 ComputeScore: Raw -455062.070358 + Penalty 3569.408506 = -451492.661852 Iteration 36Q: 3 clusters Score -451492.7 nChanged 0 ComputeScore: Raw -455062.070358 + Penalty 3569.408506 = -451492.661852 Iteration 37F: 3 clusters Score -451492.7 nChanged 0 ComputeScore: Raw -4970278.909815 + Penalty 31578.305398 = -4938700.604417Splitting cluster 7 changes total score from -4853145.992008 to -4938700.604417 So it's getting split into cluster 10. Trying to split cluster 13 (3332 points) Assigned 2 initial classes randomly. ComputeScore: Raw -122571.048745 + Penalty 1533.040993 = -121038.007752 Iteration 0F: 2 clusters Score -121038 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -121025.447681 + Penalty 3066.081985 = -117959.365696 Iteration 0F: 3 clusters Score -117959.4 nChanged 1246 ComputeScore: Raw -122168.469618 + Penalty 3066.081985 = -119102.387632 Iteration 1F: 3 clusters Score -119102.4 nChanged 363 ComputeScore: Raw -122936.859240 + Penalty 3066.081985 = -119870.777254 Iteration 2F: 3 clusters Score -119870.8 nChanged 321 ComputeScore: Raw -123706.054192 + Penalty 3066.081985 = -120639.972206 Iteration 3F: 3 clusters Score -120640 nChanged 311 ComputeScore: Raw -124404.481125 + Penalty 3066.081985 = -121338.399140 Iteration 4F: 3 clusters Score -121338.4 nChanged 312 ComputeScore: Raw -125157.805414 + Penalty 3066.081985 = -122091.723429 Iteration 5F: 3 clusters Score -122091.7 nChanged 285 ComputeScore: Raw -126265.976867 + Penalty 3066.081985 = -123199.894882 Iteration 6F: 3 clusters Score -123199.9 nChanged 164 ComputeScore: Raw -127170.592257 + Penalty 3066.081985 = -124104.510272 Iteration 7Q: 3 clusters Score -124104.5 nChanged 85 ComputeScore: Raw -127290.893033 + Penalty 3066.081985 = -124224.811048 Iteration 8Q: 3 clusters Score -124224.8 nChanged 33 ComputeScore: Raw -127341.128960 + Penalty 3066.081985 = -124275.046975 Iteration 9Q: 3 clusters Score -124275 nChanged 28 ComputeScore: Raw -127401.243098 + Penalty 3066.081985 = -124335.161113 Iteration 10Q: 3 clusters Score -124335.2 nChanged 22 ComputeScore: Raw -127437.418244 + Penalty 3066.081985 = -124371.336258 Iteration 11Q: 3 clusters Score -124371.3 nChanged 11 ComputeScore: Raw -127445.414357 + Penalty 3066.081985 = -124379.332372 Iteration 12Q: 3 clusters Score -124379.3 nChanged 4 ComputeScore: Raw -127446.602703 + Penalty 3066.081985 = -124380.520718 Iteration 13Q: 3 clusters Score -124380.5 nChanged 1 ComputeScore: Raw -127446.690365 + Penalty 3066.081985 = -124380.608379 Iteration 14Q: 3 clusters Score -124380.6 nChanged 0 ComputeScore: Raw -127446.690365 + Penalty 3066.081985 = -124380.608379 Iteration 15F: 3 clusters Score -124380.6 nChanged 0 ComputeScore: Raw -4975154.551435 + Penalty 33833.898641 = -4941320.652794Splitting cluster 13 changes total score from -4853145.992008 to -4941320.652794 So it's getting split into cluster 11. Trying to split cluster 14 (19528 points) Assigned 2 initial classes randomly. ComputeScore: Raw -678597.298900 + Penalty 1867.245272 = -676730.053628 Iteration 0F: 2 clusters Score -676730.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -667030.896160 + Penalty 3734.490543 = -663296.405616 Iteration 0F: 3 clusters Score -663296.4 nChanged 8708 ComputeScore: Raw -672210.787751 + Penalty 3734.490543 = -668476.297208 Iteration 1F: 3 clusters Score -668476.3 nChanged 1588 ComputeScore: Raw -674248.838034 + Penalty 3734.490543 = -670514.347490 Iteration 2F: 3 clusters Score -670514.3 nChanged 2049 ComputeScore: Raw -678829.295946 + Penalty 3734.490543 = -675094.805402 Iteration 3F: 3 clusters Score -675094.8 nChanged 2527 ComputeScore: Raw -685601.105503 + Penalty 3734.490543 = -681866.614960 Iteration 4F: 3 clusters Score -681866.6 nChanged 1974 ComputeScore: Raw -692694.341350 + Penalty 3734.490543 = -688959.850806 Iteration 5F: 3 clusters Score -688959.9 nChanged 1550 ComputeScore: Raw -699699.300149 + Penalty 3734.490543 = -695964.809606 Iteration 6F: 3 clusters Score -695964.8 nChanged 1025 ComputeScore: Raw -702190.141078 + Penalty 3734.490543 = -698455.650535 Iteration 7F: 3 clusters Score -698455.7 nChanged 347 ComputeScore: Raw -702514.372346 + Penalty 3734.490543 = -698779.881803 Iteration 8Q: 3 clusters Score -698779.9 nChanged 184 ComputeScore: Raw -702763.846380 + Penalty 3734.490543 = -699029.355837 Iteration 9Q: 3 clusters Score -699029.4 nChanged 185 ComputeScore: Raw -702975.936555 + Penalty 3734.490543 = -699241.446012 Iteration 10Q: 3 clusters Score -699241.4 nChanged 176 ComputeScore: Raw -703094.671473 + Penalty 3734.490543 = -699360.180930 Iteration 11Q: 3 clusters Score -699360.2 nChanged 143 ComputeScore: Raw -703156.081613 + Penalty 3734.490543 = -699421.591069 Iteration 12Q: 3 clusters Score -699421.6 nChanged 78 ComputeScore: Raw -703176.110715 + Penalty 3734.490543 = -699441.620171 Iteration 13Q: 3 clusters Score -699441.6 nChanged 35 ComputeScore: Raw -703182.515377 + Penalty 3734.490543 = -699448.024834 Iteration 14Q: 3 clusters Score -699448 nChanged 23 ComputeScore: Raw -703185.918192 + Penalty 3734.490543 = -699451.427648 Iteration 15Q: 3 clusters Score -699451.4 nChanged 19 ComputeScore: Raw -703188.435027 + Penalty 3734.490543 = -699453.944483 Iteration 16Q: 3 clusters Score -699453.9 nChanged 20 ComputeScore: Raw -703191.019795 + Penalty 3734.490543 = -699456.529252 Iteration 17Q: 3 clusters Score -699456.5 nChanged 18 ComputeScore: Raw -703193.694751 + Penalty 3734.490543 = -699459.204208 Iteration 18Q: 3 clusters Score -699459.2 nChanged 25 ComputeScore: Raw -703198.009687 + Penalty 3734.490543 = -699463.519144 Iteration 19Q: 3 clusters Score -699463.5 nChanged 20 ComputeScore: Raw -703200.878862 + Penalty 3734.490543 = -699466.388319 Iteration 20F: 3 clusters Score -699466.4 nChanged 18 ComputeScore: Raw -703203.022154 + Penalty 3734.490543 = -699468.531611 Iteration 21Q: 3 clusters Score -699468.5 nChanged 10 ComputeScore: Raw -703203.964448 + Penalty 3734.490543 = -699469.473904 Iteration 22Q: 3 clusters Score -699469.5 nChanged 7 ComputeScore: Raw -703204.818807 + Penalty 3734.490543 = -699470.328264 Iteration 23Q: 3 clusters Score -699470.3 nChanged 9 ComputeScore: Raw -703206.006342 + Penalty 3734.490543 = -699471.515798 Iteration 24Q: 3 clusters Score -699471.5 nChanged 10 ComputeScore: Raw -703207.219332 + Penalty 3734.490543 = -699472.728789 Iteration 25Q: 3 clusters Score -699472.7 nChanged 8 ComputeScore: Raw -703208.150170 + Penalty 3734.490543 = -699473.659627 Iteration 26Q: 3 clusters Score -699473.7 nChanged 5 ComputeScore: Raw -703208.705663 + Penalty 3734.490543 = -699474.215119 Iteration 27Q: 3 clusters Score -699474.2 nChanged 3 ComputeScore: Raw -703208.990189 + Penalty 3734.490543 = -699474.499645 Iteration 28Q: 3 clusters Score -699474.5 nChanged 0 ComputeScore: Raw -703208.990189 + Penalty 3734.490543 = -699474.499645 Iteration 29F: 3 clusters Score -699474.5 nChanged 0 ComputeScore: Raw -4999766.242724 + Penalty 36089.491883 = -4963676.750840Splitting cluster 14 changes total score from -4853145.992008 to -4963676.750840 So it's getting split into cluster 12. Trying to split cluster 17 (31256 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1036851.202164 + Penalty 1956.143694 = -1034895.058470 Iteration 0F: 2 clusters Score -1034895 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1017808.502322 + Penalty 3912.287389 = -1013896.214933 Iteration 0F: 3 clusters Score -1013896 nChanged 14322 ComputeScore: Raw -1026691.034415 + Penalty 3912.287389 = -1022778.747026 Iteration 1F: 3 clusters Score -1022779 nChanged 2472 ComputeScore: Raw -1029563.822391 + Penalty 3912.287389 = -1025651.535003 Iteration 2F: 3 clusters Score -1025652 nChanged 3093 ComputeScore: Raw -1036023.029216 + Penalty 3912.287389 = -1032110.741828 Iteration 3F: 3 clusters Score -1032111 nChanged 3514 ComputeScore: Raw -1046471.379351 + Penalty 3912.287389 = -1042559.091962 Iteration 4F: 3 clusters Score -1042559 nChanged 3514 ComputeScore: Raw -1057389.159872 + Penalty 3912.287389 = -1053476.872484 Iteration 5F: 3 clusters Score -1053477 nChanged 3192 ComputeScore: Raw -1069172.755956 + Penalty 3912.287389 = -1065260.468567 Iteration 6F: 3 clusters Score -1065260 nChanged 2237 ComputeScore: Raw -1077851.966816 + Penalty 3912.287389 = -1073939.679427 Iteration 7F: 3 clusters Score -1073940 nChanged 939 ComputeScore: Raw -1079724.953562 + Penalty 3912.287389 = -1075812.666173 Iteration 8Q: 3 clusters Score -1075813 nChanged 291 ComputeScore: Raw -1079929.815630 + Penalty 3912.287389 = -1076017.528242 Iteration 9Q: 3 clusters Score -1076018 nChanged 81 ComputeScore: Raw -1079946.918625 + Penalty 3912.287389 = -1076034.631236 Iteration 10Q: 3 clusters Score -1076035 nChanged 18 ComputeScore: Raw -1079948.470565 + Penalty 3912.287389 = -1076036.183176 Iteration 11Q: 3 clusters Score -1076036 nChanged 3 ComputeScore: Raw -1079948.697962 + Penalty 3912.287389 = -1076036.410573 Iteration 12Q: 3 clusters Score -1076036 nChanged 0 ComputeScore: Raw -1079948.697962 + Penalty 3912.287389 = -1076036.410573 Iteration 13F: 3 clusters Score -1076036 nChanged 0 ComputeScore: Raw -5042863.738521 + Penalty 38345.085126 = -5004518.653395Splitting cluster 17 changes total score from -4853145.992008 to -5004518.653395 So it's getting split into cluster 15. Trying to split cluster 18 (23416 points) Assigned 2 initial classes randomly. ComputeScore: Raw -796849.736672 + Penalty 1901.562043 = -794948.174629 Iteration 0F: 2 clusters Score -794948.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -782889.488078 + Penalty 3803.124085 = -779086.363993 Iteration 0F: 3 clusters Score -779086.4 nChanged 10651 ComputeScore: Raw -789516.196362 + Penalty 3803.124085 = -785713.072277 Iteration 1F: 3 clusters Score -785713.1 nChanged 1829 ComputeScore: Raw -791582.756878 + Penalty 3803.124085 = -787779.632792 Iteration 2F: 3 clusters Score -787779.6 nChanged 2210 ComputeScore: Raw -795531.117512 + Penalty 3803.124085 = -791727.993426 Iteration 3F: 3 clusters Score -791728 nChanged 2492 ComputeScore: Raw -801633.778516 + Penalty 3803.124085 = -797830.654431 Iteration 4F: 3 clusters Score -797830.7 nChanged 2424 ComputeScore: Raw -809271.974317 + Penalty 3803.124085 = -805468.850231 Iteration 5F: 3 clusters Score -805468.9 nChanged 2413 ComputeScore: Raw -818778.690151 + Penalty 3803.124085 = -814975.566065 Iteration 6F: 3 clusters Score -814975.6 nChanged 1867 ComputeScore: Raw -825508.561141 + Penalty 3803.124085 = -821705.437056 Iteration 7F: 3 clusters Score -821705.4 nChanged 885 ComputeScore: Raw -826854.693708 + Penalty 3803.124085 = -823051.569623 Iteration 8Q: 3 clusters Score -823051.6 nChanged 268 ComputeScore: Raw -826986.010351 + Penalty 3803.124085 = -823182.886266 Iteration 9Q: 3 clusters Score -823182.9 nChanged 83 ComputeScore: Raw -827000.085717 + Penalty 3803.124085 = -823196.961632 Iteration 10Q: 3 clusters Score -823197 nChanged 25 ComputeScore: Raw -827002.687341 + Penalty 3803.124085 = -823199.563256 Iteration 11Q: 3 clusters Score -823199.6 nChanged 18 ComputeScore: Raw -827004.263325 + Penalty 3803.124085 = -823201.139240 Iteration 12Q: 3 clusters Score -823201.1 nChanged 9 ComputeScore: Raw -827004.995603 + Penalty 3803.124085 = -823201.871518 Iteration 13Q: 3 clusters Score -823201.9 nChanged 6 ComputeScore: Raw -827005.316819 + Penalty 3803.124085 = -823202.192734 Iteration 14Q: 3 clusters Score -823202.2 nChanged 7 ComputeScore: Raw -827006.025257 + Penalty 3803.124085 = -823202.901172 Iteration 15Q: 3 clusters Score -823202.9 nChanged 9 ComputeScore: Raw -827006.745020 + Penalty 3803.124085 = -823203.620935 Iteration 16Q: 3 clusters Score -823203.6 nChanged 9 ComputeScore: Raw -827007.297083 + Penalty 3803.124085 = -823204.172998 Iteration 17Q: 3 clusters Score -823204.2 nChanged 5 ComputeScore: Raw -827007.604385 + Penalty 3803.124085 = -823204.480300 Iteration 18Q: 3 clusters Score -823204.5 nChanged 3 ComputeScore: Raw -827007.852934 + Penalty 3803.124085 = -823204.728849 Iteration 19Q: 3 clusters Score -823204.7 nChanged 3 ComputeScore: Raw -827008.103580 + Penalty 3803.124085 = -823204.979495 Iteration 20F: 3 clusters Score -823205 nChanged 3 ComputeScore: Raw -827008.242519 + Penalty 3803.124085 = -823205.118434 Iteration 21Q: 3 clusters Score -823205.1 nChanged 2 ComputeScore: Raw -827008.361645 + Penalty 3803.124085 = -823205.237560 Iteration 22Q: 3 clusters Score -823205.2 nChanged 3 ComputeScore: Raw -827008.549482 + Penalty 3803.124085 = -823205.425397 Iteration 23Q: 3 clusters Score -823205.4 nChanged 5 ComputeScore: Raw -827008.871275 + Penalty 3803.124085 = -823205.747190 Iteration 24Q: 3 clusters Score -823205.7 nChanged 8 ComputeScore: Raw -827009.697894 + Penalty 3803.124085 = -823206.573809 Iteration 25Q: 3 clusters Score -823206.6 nChanged 10 ComputeScore: Raw -827010.531928 + Penalty 3803.124085 = -823207.407843 Iteration 26Q: 3 clusters Score -823207.4 nChanged 4 ComputeScore: Raw -827010.892750 + Penalty 3803.124085 = -823207.768665 Iteration 27Q: 3 clusters Score -823207.8 nChanged 3 ComputeScore: Raw -827011.012592 + Penalty 3803.124085 = -823207.888506 Iteration 28Q: 3 clusters Score -823207.9 nChanged 1 ComputeScore: Raw -827011.085626 + Penalty 3803.124085 = -823207.961541 Iteration 29Q: 3 clusters Score -823208 nChanged 2 ComputeScore: Raw -827011.187327 + Penalty 3803.124085 = -823208.063242 Iteration 30Q: 3 clusters Score -823208.1 nChanged 1 ComputeScore: Raw -827011.343113 + Penalty 3803.124085 = -823208.219028 Iteration 31Q: 3 clusters Score -823208.2 nChanged 0 ComputeScore: Raw -827011.343113 + Penalty 3803.124085 = -823208.219028 Iteration 32F: 3 clusters Score -823208.2 nChanged 0 ComputeScore: Raw -5073025.344962 + Penalty 40600.678369 = -5032424.666593Splitting cluster 18 changes total score from -4853145.992008 to -5032424.666593 So it's getting split into cluster 16. ConsiderDeletion: ComputeScore: Raw -5074475.992345 + Penalty 40600.678369 = -5033875.313976Iteration 39Q: 19 clusters Score -5033875 nChanged 1482 ConsiderDeletion: ComputeScore: Raw -5079378.126420 + Penalty 40600.678369 = -5038777.448051Iteration 40F: 19 clusters Score -5038777 nChanged 2758 ConsiderDeletion: ComputeScore: Raw -5086929.557804 + Penalty 40600.678369 = -5046328.879435Iteration 41Q: 19 clusters Score -5046329 nChanged 2408 ConsiderDeletion: ComputeScore: Raw -5092383.920177 + Penalty 40600.678369 = -5051783.241808Iteration 42Q: 19 clusters Score -5051783 nChanged 1787 ConsiderDeletion: ComputeScore: Raw -5095315.595667 + Penalty 40600.678369 = -5054714.917298Iteration 43Q: 19 clusters Score -5054715 nChanged 1659 ConsiderDeletion: ComputeScore: Raw -5097415.885735 + Penalty 40600.678369 = -5056815.207366Iteration 44Q: 19 clusters Score -5056815 nChanged 1049 ConsiderDeletion: ComputeScore: Raw -5098495.122902 + Penalty 40600.678369 = -5057894.444534Iteration 45Q: 19 clusters Score -5057894 nChanged 896 ConsiderDeletion: ComputeScore: Raw -5099328.326141 + Penalty 40600.678369 = -5058727.647772Iteration 46Q: 19 clusters Score -5058728 nChanged 858 ConsiderDeletion: ComputeScore: Raw -5100167.451056 + Penalty 40600.678369 = -5059566.772687Iteration 47Q: 19 clusters Score -5059567 nChanged 734 ConsiderDeletion: ComputeScore: Raw -5100902.049205 + Penalty 40600.678369 = -5060301.370836Iteration 48Q: 19 clusters Score -5060301 nChanged 562 ConsiderDeletion: ComputeScore: Raw -5101368.073022 + Penalty 40600.678369 = -5060767.394653Iteration 49Q: 19 clusters Score -5060767 nChanged 481 ConsiderDeletion: ComputeScore: Raw -5101738.660429 + Penalty 40600.678369 = -5061137.982061Iteration 50Q: 19 clusters Score -5061138 nChanged 504 ConsiderDeletion: ComputeScore: Raw -5102171.072802 + Penalty 40600.678369 = -5061570.394433Iteration 51Q: 19 clusters Score -5061570 nChanged 457 ConsiderDeletion: ComputeScore: Raw -5102536.173981 + Penalty 40600.678369 = -5061935.495612Iteration 52Q: 19 clusters Score -5061935 nChanged 418 ConsiderDeletion: ComputeScore: Raw -5102966.670536 + Penalty 40600.678369 = -5062365.992167Iteration 53Q: 19 clusters Score -5062366 nChanged 497 ConsiderDeletion: ComputeScore: Raw -5103636.329023 + Penalty 40600.678369 = -5063035.650654Iteration 54Q: 19 clusters Score -5063036 nChanged 373 ConsiderDeletion: ComputeScore: Raw -5104150.697525 + Penalty 40600.678369 = -5063550.019156Iteration 55Q: 19 clusters Score -5063550 nChanged 356 ConsiderDeletion: ComputeScore: Raw -5104519.450880 + Penalty 40600.678369 = -5063918.772511Iteration 56Q: 19 clusters Score -5063919 nChanged 324 ConsiderDeletion: ComputeScore: Raw -5104722.437387 + Penalty 40600.678369 = -5064121.759019Iteration 57Q: 19 clusters Score -5064122 nChanged 284 ConsiderDeletion: ComputeScore: Raw -5104835.255585 + Penalty 40600.678369 = -5064234.577217Iteration 58Q: 19 clusters Score -5064235 nChanged 177 ConsiderDeletion: ComputeScore: Raw -5104899.462553 + Penalty 40600.678369 = -5064298.784184Iteration 59Q: 19 clusters Score -5064299 nChanged 106 ConsiderDeletion: ComputeScore: Raw -5105792.005496 + Penalty 40600.678369 = -5065191.327128Iteration 60F: 19 clusters Score -5065191 nChanged 550 ConsiderDeletion: ComputeScore: Raw -5106264.407368 + Penalty 40600.678369 = -5065663.729000Iteration 61Q: 19 clusters Score -5065664 nChanged 369 ConsiderDeletion: ComputeScore: Raw -5106592.718116 + Penalty 40600.678369 = -5065992.039748Iteration 62Q: 19 clusters Score -5065992 nChanged 378 ConsiderDeletion: ComputeScore: Raw -5106835.241533 + Penalty 40600.678369 = -5066234.563164Iteration 63Q: 19 clusters Score -5066235 nChanged 379 ConsiderDeletion: ComputeScore: Raw -5107005.930247 + Penalty 40600.678369 = -5066405.251878Iteration 64Q: 19 clusters Score -5066405 nChanged 305 ConsiderDeletion: ComputeScore: Raw -5107181.729241 + Penalty 40600.678369 = -5066581.050872Iteration 65Q: 19 clusters Score -5066581 nChanged 342 ConsiderDeletion: ComputeScore: Raw -5107598.451163 + Penalty 40600.678369 = -5066997.772795Iteration 66Q: 19 clusters Score -5066998 nChanged 538 ConsiderDeletion: ComputeScore: Raw -5108353.043357 + Penalty 40600.678369 = -5067752.364988Iteration 67Q: 19 clusters Score -5067752 nChanged 540 ConsiderDeletion: ComputeScore: Raw -5108761.029499 + Penalty 40600.678369 = -5068160.351131Iteration 68Q: 19 clusters Score -5068160 nChanged 440 ConsiderDeletion: ComputeScore: Raw -5109106.729442 + Penalty 40600.678369 = -5068506.051073Iteration 69Q: 19 clusters Score -5068506 nChanged 516 ConsiderDeletion: ComputeScore: Raw -5109578.896517 + Penalty 40600.678369 = -5068978.218148Iteration 70Q: 19 clusters Score -5068978 nChanged 573 ConsiderDeletion: ComputeScore: Raw -5110137.528182 + Penalty 40600.678369 = -5069536.849814Iteration 71Q: 19 clusters Score -5069537 nChanged 603 ConsiderDeletion: ComputeScore: Raw -5110662.125896 + Penalty 40600.678369 = -5070061.447527Iteration 72Q: 19 clusters Score -5070061 nChanged 506 ConsiderDeletion: ComputeScore: Raw -5111119.799332 + Penalty 40600.678369 = -5070519.120964Iteration 73Q: 19 clusters Score -5070519 nChanged 410 ConsiderDeletion: ComputeScore: Raw -5111505.562465 + Penalty 40600.678369 = -5070904.884096Iteration 74Q: 19 clusters Score -5070905 nChanged 327 ConsiderDeletion: ComputeScore: Raw -5111829.167435 + Penalty 40600.678369 = -5071228.489066Iteration 75Q: 19 clusters Score -5071228 nChanged 292 ConsiderDeletion: ComputeScore: Raw -5112147.800176 + Penalty 40600.678369 = -5071547.121808Iteration 76Q: 19 clusters Score -5071547 nChanged 298 ConsiderDeletion: ComputeScore: Raw -5112436.629420 + Penalty 40600.678369 = -5071835.951051Iteration 77Q: 19 clusters Score -5071836 nChanged 303 ConsiderDeletion: ComputeScore: Raw -5112708.809265 + Penalty 40600.678369 = -5072108.130896Iteration 78Q: 19 clusters Score -5072108 nChanged 288 ComputeScore: Raw -5112708.809265 + Penalty 40600.678369 = -5072108.130896Trying to split cluster 1 (8737 points) Assigned 2 initial classes randomly. ComputeScore: Raw -316652.187007 + Penalty 1715.235888 = -314936.951119 Iteration 0F: 2 clusters Score -314937 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -311868.350892 + Penalty 3430.471777 = -308437.879115 Iteration 0F: 3 clusters Score -308437.9 nChanged 3694 ComputeScore: Raw -313990.733508 + Penalty 3430.471777 = -310560.261731 Iteration 1F: 3 clusters Score -310560.3 nChanged 619 ComputeScore: Raw -314351.459410 + Penalty 3430.471777 = -310920.987633 Iteration 2F: 3 clusters Score -310921 nChanged 535 ComputeScore: Raw -314764.276364 + Penalty 3430.471777 = -311333.804587 Iteration 3F: 3 clusters Score -311333.8 nChanged 566 ComputeScore: Raw -315330.408938 + Penalty 3430.471777 = -311899.937161 Iteration 4F: 3 clusters Score -311899.9 nChanged 630 ComputeScore: Raw -316146.044530 + Penalty 3430.471777 = -312715.572753 Iteration 5F: 3 clusters Score -312715.6 nChanged 698 ComputeScore: Raw -317456.932116 + Penalty 3430.471777 = -314026.460339 Iteration 6F: 3 clusters Score -314026.5 nChanged 704 ComputeScore: Raw -318887.606274 + Penalty 3430.471777 = -315457.134497 Iteration 7F: 3 clusters Score -315457.1 nChanged 617 ComputeScore: Raw -320002.813170 + Penalty 3430.471777 = -316572.341394 Iteration 8F: 3 clusters Score -316572.3 nChanged 460 ComputeScore: Raw -320655.527284 + Penalty 3430.471777 = -317225.055507 Iteration 9F: 3 clusters Score -317225.1 nChanged 369 ComputeScore: Raw -321142.611253 + Penalty 3430.471777 = -317712.139476 Iteration 10Q: 3 clusters Score -317712.1 nChanged 334 ComputeScore: Raw -321926.033993 + Penalty 3430.471777 = -318495.562216 Iteration 11Q: 3 clusters Score -318495.6 nChanged 307 ComputeScore: Raw -325081.077882 + Penalty 3430.471777 = -321650.606105 Iteration 12Q: 3 clusters Score -321650.6 nChanged 265 Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -324953.268744 + Penalty 3430.471777 = -321522.796968 Iteration 13Q: 3 clusters Score -321522.8 nChanged 52 ComputeScore: Raw -286561.436872 + Penalty 1715.235888 = -284846.200984 Iteration 14F: 2 clusters Score -284846.2 nChanged 3281 ComputeScore: Raw -316652.187007 + Penalty 1715.235888 = -314936.951119 Iteration 15F: 2 clusters Score -314937 nChanged 0 Trying to split cluster 2 (857 points) Assigned 2 initial classes randomly. ComputeScore: Raw -31651.531812 + Penalty 1276.399767 = -30375.132045 Iteration 0F: 2 clusters Score -30375.13 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -31421.816722 + Penalty 2552.799533 = -28869.017189 Iteration 0F: 3 clusters Score -28869.02 nChanged 213 ComputeScore: Raw -31626.787516 + Penalty 2552.799533 = -29073.987982 Iteration 1F: 3 clusters Score -29073.99 nChanged 59 ComputeScore: Raw -31700.038162 + Penalty 2552.799533 = -29147.238629 Iteration 2F: 3 clusters Score -29147.24 nChanged 25 ComputeScore: Raw -31739.309035 + Penalty 2552.799533 = -29186.509502 Iteration 3Q: 3 clusters Score -29186.51 nChanged 26 ComputeScore: Raw -31772.931024 + Penalty 2552.799533 = -29220.131491 Iteration 4Q: 3 clusters Score -29220.13 nChanged 15 ComputeScore: Raw -31790.085118 + Penalty 2552.799533 = -29237.285585 Iteration 5Q: 3 clusters Score -29237.29 nChanged 9 ComputeScore: Raw -31797.564946 + Penalty 2552.799533 = -29244.765413 Iteration 6Q: 3 clusters Score -29244.77 nChanged 2 ComputeScore: Raw -31799.114428 + Penalty 2552.799533 = -29246.314895 Iteration 7Q: 3 clusters Score -29246.31 nChanged 2 ComputeScore: Raw -31800.071136 + Penalty 2552.799533 = -29247.271603 Iteration 8Q: 3 clusters Score -29247.27 nChanged 0 ComputeScore: Raw -31800.071136 + Penalty 2552.799533 = -29247.271603 Iteration 9F: 3 clusters Score -29247.27 nChanged 0 Trying to split cluster 3 (12527 points) Assigned 2 initial classes randomly. ComputeScore: Raw -446205.609522 + Penalty 1783.336261 = -444422.273261 Iteration 0F: 2 clusters Score -444422.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -439071.897245 + Penalty 3566.672522 = -435505.224722 Iteration 0F: 3 clusters Score -435505.2 nChanged 5387 ComputeScore: Raw -442182.283270 + Penalty 3566.672522 = -438615.610748 Iteration 1F: 3 clusters Score -438615.6 nChanged 926 ComputeScore: Raw -442958.396283 + Penalty 3566.672522 = -439391.723760 Iteration 2F: 3 clusters Score -439391.7 nChanged 947 ComputeScore: Raw -444386.091166 + Penalty 3566.672522 = -440819.418644 Iteration 3F: 3 clusters Score -440819.4 nChanged 1140 ComputeScore: Raw -447316.286873 + Penalty 3566.672522 = -443749.614350 Iteration 4F: 3 clusters Score -443749.6 nChanged 1299 ComputeScore: Raw -451522.927479 + Penalty 3566.672522 = -447956.254956 Iteration 5F: 3 clusters Score -447956.3 nChanged 1303 ComputeScore: Raw -456063.785217 + Penalty 3566.672522 = -452497.112695 Iteration 6F: 3 clusters Score -452497.1 nChanged 1076 ComputeScore: Raw -459979.337750 + Penalty 3566.672522 = -456412.665228 Iteration 7F: 3 clusters Score -456412.7 nChanged 621 ComputeScore: Raw -461271.768624 + Penalty 3566.672522 = -457705.096101 Iteration 8Q: 3 clusters Score -457705.1 nChanged 233 ComputeScore: Raw -461407.011288 + Penalty 3566.672522 = -457840.338765 Iteration 9Q: 3 clusters Score -457840.3 nChanged 98 ComputeScore: Raw -461434.749768 + Penalty 3566.672522 = -457868.077245 Iteration 10Q: 3 clusters Score -457868.1 nChanged 49 ComputeScore: Raw -461442.705391 + Penalty 3566.672522 = -457876.032869 Iteration 11Q: 3 clusters Score -457876 nChanged 18 ComputeScore: Raw -461444.928736 + Penalty 3566.672522 = -457878.256213 Iteration 12Q: 3 clusters Score -457878.3 nChanged 11 ComputeScore: Raw -461446.081696 + Penalty 3566.672522 = -457879.409173 Iteration 13Q: 3 clusters Score -457879.4 nChanged 4 ComputeScore: Raw -461446.612419 + Penalty 3566.672522 = -457879.939896 Iteration 14Q: 3 clusters Score -457879.9 nChanged 4 ComputeScore: Raw -461447.006435 + Penalty 3566.672522 = -457880.333913 Iteration 15Q: 3 clusters Score -457880.3 nChanged 2 ComputeScore: Raw -461447.192206 + Penalty 3566.672522 = -457880.519683 Iteration 16Q: 3 clusters Score -457880.5 nChanged 2 ComputeScore: Raw -461447.302973 + Penalty 3566.672522 = -457880.630450 Iteration 17Q: 3 clusters Score -457880.6 nChanged 2 ComputeScore: Raw -461447.577435 + Penalty 3566.672522 = -457880.904912 Iteration 18Q: 3 clusters Score -457880.9 nChanged 1 ComputeScore: Raw -461447.660625 + Penalty 3566.672522 = -457880.988103 Iteration 19Q: 3 clusters Score -457881 nChanged 1 ComputeScore: Raw -461447.745835 + Penalty 3566.672522 = -457881.073312 Iteration 20F: 3 clusters Score -457881.1 nChanged 2 ComputeScore: Raw -461448.023999 + Penalty 3566.672522 = -457881.351476 Iteration 21Q: 3 clusters Score -457881.4 nChanged 1 ComputeScore: Raw -461448.163705 + Penalty 3566.672522 = -457881.491183 Iteration 22Q: 3 clusters Score -457881.5 nChanged 2 ComputeScore: Raw -461448.343689 + Penalty 3566.672522 = -457881.671166 Iteration 23Q: 3 clusters Score -457881.7 nChanged 0 ComputeScore: Raw -461448.343689 + Penalty 3566.672522 = -457881.671166 Iteration 24F: 3 clusters Score -457881.7 nChanged 0 ComputeScore: Raw -5128023.540555 + Penalty 42856.271611 = -5085167.268943Splitting cluster 3 changes total score from -5072108.130896 to -5085167.268943 So it's getting split into cluster 19. Trying to split cluster 4 (7355 points) Assigned 2 initial classes randomly. ComputeScore: Raw -268496.238483 + Penalty 1682.692635 = -266813.545848 Iteration 0F: 2 clusters Score -266813.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -264543.449796 + Penalty 3365.385269 = -261178.064527 Iteration 0F: 3 clusters Score -261178.1 nChanged 3053 ComputeScore: Raw -266258.551560 + Penalty 3365.385269 = -262893.166291 Iteration 1F: 3 clusters Score -262893.2 nChanged 558 ComputeScore: Raw -266629.724399 + Penalty 3365.385269 = -263264.339130 Iteration 2F: 3 clusters Score -263264.3 nChanged 493 ComputeScore: Raw -267003.492074 + Penalty 3365.385269 = -263638.106804 Iteration 3F: 3 clusters Score -263638.1 nChanged 509 ComputeScore: Raw -267483.506216 + Penalty 3365.385269 = -264118.120946 Iteration 4F: 3 clusters Score -264118.1 nChanged 512 ComputeScore: Raw -268050.776819 + Penalty 3365.385269 = -264685.391549 Iteration 5F: 3 clusters Score -264685.4 nChanged 530 ComputeScore: Raw -268880.814988 + Penalty 3365.385269 = -265515.429718 Iteration 6F: 3 clusters Score -265515.4 nChanged 547 ComputeScore: Raw -269979.749016 + Penalty 3365.385269 = -266614.363747 Iteration 7F: 3 clusters Score -266614.4 nChanged 491 ComputeScore: Raw -270978.263246 + Penalty 3365.385269 = -267612.877977 Iteration 8F: 3 clusters Score -267612.9 nChanged 352 ComputeScore: Raw -271557.395221 + Penalty 3365.385269 = -268192.009952 Iteration 9Q: 3 clusters Score -268192 nChanged 212 ComputeScore: Raw -271802.650379 + Penalty 3365.385269 = -268437.265110 Iteration 10Q: 3 clusters Score -268437.3 nChanged 148 ComputeScore: Raw -271941.077902 + Penalty 3365.385269 = -268575.692632 Iteration 11Q: 3 clusters Score -268575.7 nChanged 115 ComputeScore: Raw -272025.010490 + Penalty 3365.385269 = -268659.625220 Iteration 12Q: 3 clusters Score -268659.6 nChanged 83 ComputeScore: Raw -272070.680880 + Penalty 3365.385269 = -268705.295611 Iteration 13Q: 3 clusters Score -268705.3 nChanged 57 ComputeScore: Raw -272095.937961 + Penalty 3365.385269 = -268730.552692 Iteration 14Q: 3 clusters Score -268730.6 nChanged 37 ComputeScore: Raw -272113.952026 + Penalty 3365.385269 = -268748.566756 Iteration 15Q: 3 clusters Score -268748.6 nChanged 48 ComputeScore: Raw -272141.407142 + Penalty 3365.385269 = -268776.021873 Iteration 16Q: 3 clusters Score -268776 nChanged 52 ComputeScore: Raw -272168.545578 + Penalty 3365.385269 = -268803.160309 Iteration 17Q: 3 clusters Score -268803.2 nChanged 40 ComputeScore: Raw -272188.636365 + Penalty 3365.385269 = -268823.251096 Iteration 18Q: 3 clusters Score -268823.3 nChanged 25 ComputeScore: Raw -272199.636751 + Penalty 3365.385269 = -268834.251482 Iteration 19Q: 3 clusters Score -268834.3 nChanged 14 ComputeScore: Raw -272205.184375 + Penalty 3365.385269 = -268839.799106 Iteration 20F: 3 clusters Score -268839.8 nChanged 2 ComputeScore: Raw -272205.759254 + Penalty 3365.385269 = -268840.373985 Iteration 21Q: 3 clusters Score -268840.4 nChanged 3 ComputeScore: Raw -272206.278797 + Penalty 3365.385269 = -268840.893528 Iteration 22Q: 3 clusters Score -268840.9 nChanged 1 ComputeScore: Raw -272206.544995 + Penalty 3365.385269 = -268841.159726 Iteration 23Q: 3 clusters Score -268841.2 nChanged 0 ComputeScore: Raw -272206.544995 + Penalty 3365.385269 = -268841.159726 Iteration 24F: 3 clusters Score -268841.2 nChanged 0 ComputeScore: Raw -5131733.847067 + Penalty 45111.864854 = -5086621.982213Splitting cluster 4 changes total score from -5072108.130896 to -5086621.982213 So it's getting split into cluster 20. Trying to split cluster 5 (7527 points) Assigned 2 initial classes randomly. ComputeScore: Raw -268602.927061 + Penalty 1687.061597 = -266915.865464 Iteration 0F: 2 clusters Score -266915.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -264493.297258 + Penalty 3374.123194 = -261119.174064 Iteration 0F: 3 clusters Score -261119.2 nChanged 3164 ComputeScore: Raw -266464.651050 + Penalty 3374.123194 = -263090.527856 Iteration 1F: 3 clusters Score -263090.5 nChanged 627 ComputeScore: Raw -266903.595217 + Penalty 3374.123194 = -263529.472023 Iteration 2F: 3 clusters Score -263529.5 nChanged 524 ComputeScore: Raw -267328.808541 + Penalty 3374.123194 = -263954.685348 Iteration 3F: 3 clusters Score -263954.7 nChanged 521 ComputeScore: Raw -267784.910512 + Penalty 3374.123194 = -264410.787319 Iteration 4F: 3 clusters Score -264410.8 nChanged 532 ComputeScore: Raw -268210.607783 + Penalty 3374.123194 = -264836.484590 Iteration 5F: 3 clusters Score -264836.5 nChanged 447 ComputeScore: Raw -268540.761851 + Penalty 3374.123194 = -265166.638657 Iteration 6F: 3 clusters Score -265166.6 nChanged 335 ComputeScore: Raw -268774.043685 + Penalty 3374.123194 = -265399.920492 Iteration 7Q: 3 clusters Score -265399.9 nChanged 273 ComputeScore: Raw -268943.991061 + Penalty 3374.123194 = -265569.867868 Iteration 8Q: 3 clusters Score -265569.9 nChanged 197 ComputeScore: Raw -269052.621001 + Penalty 3374.123194 = -265678.497807 Iteration 9Q: 3 clusters Score -265678.5 nChanged 168 ComputeScore: Raw -269144.240874 + Penalty 3374.123194 = -265770.117680 Iteration 10Q: 3 clusters Score -265770.1 nChanged 114 ComputeScore: Raw -269195.698577 + Penalty 3374.123194 = -265821.575383 Iteration 11Q: 3 clusters Score -265821.6 nChanged 76 ComputeScore: Raw -269232.436126 + Penalty 3374.123194 = -265858.312932 Iteration 12Q: 3 clusters Score -265858.3 nChanged 66 ComputeScore: Raw -269264.599560 + Penalty 3374.123194 = -265890.476366 Iteration 13Q: 3 clusters Score -265890.5 nChanged 66 ComputeScore: Raw -269289.097065 + Penalty 3374.123194 = -265914.973871 Iteration 14Q: 3 clusters Score -265915 nChanged 36 ComputeScore: Raw -269302.657300 + Penalty 3374.123194 = -265928.534106 Iteration 15Q: 3 clusters Score -265928.5 nChanged 25 ComputeScore: Raw -269310.843508 + Penalty 3374.123194 = -265936.720314 Iteration 16Q: 3 clusters Score -265936.7 nChanged 23 ComputeScore: Raw -269319.484122 + Penalty 3374.123194 = -265945.360928 Iteration 17Q: 3 clusters Score -265945.4 nChanged 12 ComputeScore: Raw -269323.795678 + Penalty 3374.123194 = -265949.672484 Iteration 18Q: 3 clusters Score -265949.7 nChanged 15 ComputeScore: Raw -269329.384421 + Penalty 3374.123194 = -265955.261227 Iteration 19Q: 3 clusters Score -265955.3 nChanged 15 ComputeScore: Raw -269333.809660 + Penalty 3374.123194 = -265959.686466 Iteration 20F: 3 clusters Score -265959.7 nChanged 9 ComputeScore: Raw -269336.077036 + Penalty 3374.123194 = -265961.953842 Iteration 21Q: 3 clusters Score -265962 nChanged 8 ComputeScore: Raw -269339.492965 + Penalty 3374.123194 = -265965.369771 Iteration 22Q: 3 clusters Score -265965.4 nChanged 10 ComputeScore: Raw -269344.127584 + Penalty 3374.123194 = -265970.004390 Iteration 23Q: 3 clusters Score -265970 nChanged 11 ComputeScore: Raw -269347.905531 + Penalty 3374.123194 = -265973.782337 Iteration 24Q: 3 clusters Score -265973.8 nChanged 12 ComputeScore: Raw -269352.139433 + Penalty 3374.123194 = -265978.016239 Iteration 25Q: 3 clusters Score -265978 nChanged 11 ComputeScore: Raw -269355.026673 + Penalty 3374.123194 = -265980.903480 Iteration 26Q: 3 clusters Score -265980.9 nChanged 6 ComputeScore: Raw -269356.509202 + Penalty 3374.123194 = -265982.386008 Iteration 27Q: 3 clusters Score -265982.4 nChanged 2 ComputeScore: Raw -269357.737615 + Penalty 3374.123194 = -265983.614421 Iteration 28Q: 3 clusters Score -265983.6 nChanged 7 ComputeScore: Raw -269360.748195 + Penalty 3374.123194 = -265986.625002 Iteration 29Q: 3 clusters Score -265986.6 nChanged 5 ComputeScore: Raw -269362.149169 + Penalty 3374.123194 = -265988.025975 Iteration 30Q: 3 clusters Score -265988 nChanged 3 ComputeScore: Raw -269362.824739 + Penalty 3374.123194 = -265988.701545 Iteration 31Q: 3 clusters Score -265988.7 nChanged 1 ComputeScore: Raw -269362.908279 + Penalty 3374.123194 = -265988.785086 Iteration 32Q: 3 clusters Score -265988.8 nChanged 0 ComputeScore: Raw -269362.908279 + Penalty 3374.123194 = -265988.785086 Iteration 33F: 3 clusters Score -265988.8 nChanged 0 Trying to split cluster 6 (8556 points) Assigned 2 initial classes randomly. ComputeScore: Raw -306503.190249 + Penalty 1711.279345 = -304791.910903 Iteration 0F: 2 clusters Score -304791.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -301809.634857 + Penalty 3422.558691 = -298387.076167 Iteration 0F: 3 clusters Score -298387.1 nChanged 3619 ComputeScore: Raw -303781.311302 + Penalty 3422.558691 = -300358.752612 Iteration 1F: 3 clusters Score -300358.8 nChanged 608 ComputeScore: Raw -304111.432876 + Penalty 3422.558691 = -300688.874185 Iteration 2F: 3 clusters Score -300688.9 nChanged 487 ComputeScore: Raw -304413.935622 + Penalty 3422.558691 = -300991.376932 Iteration 3F: 3 clusters Score -300991.4 nChanged 487 ComputeScore: Raw -304797.324049 + Penalty 3422.558691 = -301374.765359 Iteration 4F: 3 clusters Score -301374.8 nChanged 536 ComputeScore: Raw -305376.305837 + Penalty 3422.558691 = -301953.747147 Iteration 5F: 3 clusters Score -301953.7 nChanged 616 ComputeScore: Raw -306291.378225 + Penalty 3422.558691 = -302868.819535 Iteration 6F: 3 clusters Score -302868.8 nChanged 704 ComputeScore: Raw -307705.608690 + Penalty 3422.558691 = -304283.049999 Iteration 7F: 3 clusters Score -304283 nChanged 726 ComputeScore: Raw -309374.777582 + Penalty 3422.558691 = -305952.218891 Iteration 8F: 3 clusters Score -305952.2 nChanged 540 ComputeScore: Raw -310371.624894 + Penalty 3422.558691 = -306949.066204 Iteration 9F: 3 clusters Score -306949.1 nChanged 340 ComputeScore: Raw -310770.103762 + Penalty 3422.558691 = -307347.545071 Iteration 10Q: 3 clusters Score -307347.5 nChanged 227 ComputeScore: Raw -310936.709137 + Penalty 3422.558691 = -307514.150446 Iteration 11Q: 3 clusters Score -307514.2 nChanged 167 ComputeScore: Raw -311025.390559 + Penalty 3422.558691 = -307602.831869 Iteration 12Q: 3 clusters Score -307602.8 nChanged 116 ComputeScore: Raw -311079.563547 + Penalty 3422.558691 = -307657.004857 Iteration 13Q: 3 clusters Score -307657 nChanged 82 ComputeScore: Raw -311103.657888 + Penalty 3422.558691 = -307681.099197 Iteration 14Q: 3 clusters Score -307681.1 nChanged 57 ComputeScore: Raw -311119.950558 + Penalty 3422.558691 = -307697.391867 Iteration 15Q: 3 clusters Score -307697.4 nChanged 41 ComputeScore: Raw -311129.159658 + Penalty 3422.558691 = -307706.600968 Iteration 16Q: 3 clusters Score -307706.6 nChanged 30 ComputeScore: Raw -311135.851572 + Penalty 3422.558691 = -307713.292881 Iteration 17Q: 3 clusters Score -307713.3 nChanged 28 ComputeScore: Raw -311140.795818 + Penalty 3422.558691 = -307718.237128 Iteration 18Q: 3 clusters Score -307718.2 nChanged 22 ComputeScore: Raw -311144.824482 + Penalty 3422.558691 = -307722.265791 Iteration 19Q: 3 clusters Score -307722.3 nChanged 18 ComputeScore: Raw -311148.256223 + Penalty 3422.558691 = -307725.697532 Iteration 20F: 3 clusters Score -307725.7 nChanged 12 ComputeScore: Raw -311150.092955 + Penalty 3422.558691 = -307727.534265 Iteration 21Q: 3 clusters Score -307727.5 nChanged 13 ComputeScore: Raw -311152.137276 + Penalty 3422.558691 = -307729.578586 Iteration 22Q: 3 clusters Score -307729.6 nChanged 10 ComputeScore: Raw -311153.896996 + Penalty 3422.558691 = -307731.338305 Iteration 23Q: 3 clusters Score -307731.3 nChanged 7 ComputeScore: Raw -311155.218377 + Penalty 3422.558691 = -307732.659686 Iteration 24Q: 3 clusters Score -307732.7 nChanged 8 ComputeScore: Raw -311156.903717 + Penalty 3422.558691 = -307734.345027 Iteration 25Q: 3 clusters Score -307734.3 nChanged 11 ComputeScore: Raw -311159.538968 + Penalty 3422.558691 = -307736.980277 Iteration 26Q: 3 clusters Score -307737 nChanged 13 ComputeScore: Raw -311162.066316 + Penalty 3422.558691 = -307739.507626 Iteration 27Q: 3 clusters Score -307739.5 nChanged 12 ComputeScore: Raw -311163.386186 + Penalty 3422.558691 = -307740.827495 Iteration 28Q: 3 clusters Score -307740.8 nChanged 7 ComputeScore: Raw -311164.357171 + Penalty 3422.558691 = -307741.798480 Iteration 29Q: 3 clusters Score -307741.8 nChanged 11 ComputeScore: Raw -311165.912660 + Penalty 3422.558691 = -307743.353969 Iteration 30Q: 3 clusters Score -307743.4 nChanged 14 ComputeScore: Raw -311168.943513 + Penalty 3422.558691 = -307746.384823 Iteration 31Q: 3 clusters Score -307746.4 nChanged 13 ComputeScore: Raw -311172.063929 + Penalty 3422.558691 = -307749.505238 Iteration 32Q: 3 clusters Score -307749.5 nChanged 13 ComputeScore: Raw -311174.175787 + Penalty 3422.558691 = -307751.617096 Iteration 33Q: 3 clusters Score -307751.6 nChanged 7 ComputeScore: Raw -311175.175925 + Penalty 3422.558691 = -307752.617235 Iteration 34Q: 3 clusters Score -307752.6 nChanged 6 ComputeScore: Raw -311175.810413 + Penalty 3422.558691 = -307753.251723 Iteration 35Q: 3 clusters Score -307753.3 nChanged 5 ComputeScore: Raw -311176.168525 + Penalty 3422.558691 = -307753.609834 Iteration 36Q: 3 clusters Score -307753.6 nChanged 1 ComputeScore: Raw -311176.419978 + Penalty 3422.558691 = -307753.861288 Iteration 37Q: 3 clusters Score -307753.9 nChanged 1 ComputeScore: Raw -311176.477006 + Penalty 3422.558691 = -307753.918315 Iteration 38Q: 3 clusters Score -307753.9 nChanged 0 ComputeScore: Raw -311176.477006 + Penalty 3422.558691 = -307753.918315 Iteration 39F: 3 clusters Score -307753.9 nChanged 0 ComputeScore: Raw -5136407.133824 + Penalty 47367.458097 = -5089039.675727Splitting cluster 6 changes total score from -5072108.130896 to -5089039.675727 So it's getting split into cluster 21. Trying to split cluster 7 (7134 points) Assigned 2 initial classes randomly. ComputeScore: Raw -260139.528943 + Penalty 1676.926572 = -258462.602371 Iteration 0F: 2 clusters Score -258462.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -256326.811327 + Penalty 3353.853144 = -252972.958183 Iteration 0F: 3 clusters Score -252973 nChanged 2981 ComputeScore: Raw -258115.963323 + Penalty 3353.853144 = -254762.110179 Iteration 1F: 3 clusters Score -254762.1 nChanged 622 ComputeScore: Raw -258679.698648 + Penalty 3353.853144 = -255325.845504 Iteration 2F: 3 clusters Score -255325.8 nChanged 574 ComputeScore: Raw -259452.128718 + Penalty 3353.853144 = -256098.275574 Iteration 3F: 3 clusters Score -256098.3 nChanged 613 ComputeScore: Raw -260626.539647 + Penalty 3353.853144 = -257272.686502 Iteration 4F: 3 clusters Score -257272.7 nChanged 611 ComputeScore: Raw -261918.471001 + Penalty 3353.853144 = -258564.617856 Iteration 5F: 3 clusters Score -258564.6 nChanged 595 ComputeScore: Raw -263005.744224 + Penalty 3353.853144 = -259651.891080 Iteration 6F: 3 clusters Score -259651.9 nChanged 469 ComputeScore: Raw -263797.795409 + Penalty 3353.853144 = -260443.942264 Iteration 7F: 3 clusters Score -260443.9 nChanged 376 ComputeScore: Raw -264229.258579 + Penalty 3353.853144 = -260875.405434 Iteration 8F: 3 clusters Score -260875.4 nChanged 211 ComputeScore: Raw -264414.133743 + Penalty 3353.853144 = -261060.280599 Iteration 9Q: 3 clusters Score -261060.3 nChanged 119 ComputeScore: Raw -264475.534668 + Penalty 3353.853144 = -261121.681524 Iteration 10Q: 3 clusters Score -261121.7 nChanged 69 ComputeScore: Raw -264498.937475 + Penalty 3353.853144 = -261145.084331 Iteration 11Q: 3 clusters Score -261145.1 nChanged 22 ComputeScore: Raw -264503.211384 + Penalty 3353.853144 = -261149.358239 Iteration 12Q: 3 clusters Score -261149.4 nChanged 12 ComputeScore: Raw -264504.949100 + Penalty 3353.853144 = -261151.095956 Iteration 13Q: 3 clusters Score -261151.1 nChanged 6 ComputeScore: Raw -264505.524713 + Penalty 3353.853144 = -261151.671569 Iteration 14Q: 3 clusters Score -261151.7 nChanged 3 ComputeScore: Raw -264505.967648 + Penalty 3353.853144 = -261152.114504 Iteration 15Q: 3 clusters Score -261152.1 nChanged 3 ComputeScore: Raw -264506.351261 + Penalty 3353.853144 = -261152.498116 Iteration 16Q: 3 clusters Score -261152.5 nChanged 5 ComputeScore: Raw -264506.855749 + Penalty 3353.853144 = -261153.002604 Iteration 17Q: 3 clusters Score -261153 nChanged 2 ComputeScore: Raw -264507.143285 + Penalty 3353.853144 = -261153.290141 Iteration 18Q: 3 clusters Score -261153.3 nChanged 0 ComputeScore: Raw -264507.143285 + Penalty 3353.853144 = -261153.290141 Iteration 19F: 3 clusters Score -261153.3 nChanged 0 ComputeScore: Raw -5140774.748166 + Penalty 49623.051340 = -5091151.696826Splitting cluster 7 changes total score from -5072108.130896 to -5091151.696826 So it's getting split into cluster 22. Trying to split cluster 8 (8497 points) Assigned 2 initial classes randomly. ComputeScore: Raw -315659.044303 + Penalty 1709.971535 = -313949.072768 Iteration 0F: 2 clusters Score -313949.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -311077.508599 + Penalty 3419.943070 = -307657.565529 Iteration 0F: 3 clusters Score -307657.6 nChanged 3524 ComputeScore: Raw -312931.297841 + Penalty 3419.943070 = -309511.354771 Iteration 1F: 3 clusters Score -309511.4 nChanged 562 ComputeScore: Raw -313273.153808 + Penalty 3419.943070 = -309853.210738 Iteration 2F: 3 clusters Score -309853.2 nChanged 528 ComputeScore: Raw -313687.404604 + Penalty 3419.943070 = -310267.461534 Iteration 3F: 3 clusters Score -310267.5 nChanged 594 ComputeScore: Raw -314408.746718 + Penalty 3419.943070 = -310988.803648 Iteration 4F: 3 clusters Score -310988.8 nChanged 685 ComputeScore: Raw -315717.023923 + Penalty 3419.943070 = -312297.080853 Iteration 5F: 3 clusters Score -312297.1 nChanged 770 ComputeScore: Raw -317805.697662 + Penalty 3419.943070 = -314385.754592 Iteration 6F: 3 clusters Score -314385.8 nChanged 790 ComputeScore: Raw -320075.251299 + Penalty 3419.943070 = -316655.308229 Iteration 7F: 3 clusters Score -316655.3 nChanged 672 ComputeScore: Raw -321714.795534 + Penalty 3419.943070 = -318294.852464 Iteration 8F: 3 clusters Score -318294.9 nChanged 465 ComputeScore: Raw -322516.661112 + Penalty 3419.943070 = -319096.718042 Iteration 9F: 3 clusters Score -319096.7 nChanged 260 ComputeScore: Raw -322747.366940 + Penalty 3419.943070 = -319327.423870 Iteration 10Q: 3 clusters Score -319327.4 nChanged 113 ComputeScore: Raw -322803.840636 + Penalty 3419.943070 = -319383.897566 Iteration 11Q: 3 clusters Score -319383.9 nChanged 59 ComputeScore: Raw -322826.117684 + Penalty 3419.943070 = -319406.174615 Iteration 12Q: 3 clusters Score -319406.2 nChanged 42 ComputeScore: Raw -322836.456046 + Penalty 3419.943070 = -319416.512976 Iteration 13Q: 3 clusters Score -319416.5 nChanged 27 ComputeScore: Raw -322841.751301 + Penalty 3419.943070 = -319421.808231 Iteration 14Q: 3 clusters Score -319421.8 nChanged 18 ComputeScore: Raw -322845.512987 + Penalty 3419.943070 = -319425.569917 Iteration 15Q: 3 clusters Score -319425.6 nChanged 20 ComputeScore: Raw -322849.684754 + Penalty 3419.943070 = -319429.741684 Iteration 16Q: 3 clusters Score -319429.7 nChanged 11 ComputeScore: Raw -322851.403466 + Penalty 3419.943070 = -319431.460396 Iteration 17Q: 3 clusters Score -319431.5 nChanged 8 ComputeScore: Raw -322852.388150 + Penalty 3419.943070 = -319432.445080 Iteration 18Q: 3 clusters Score -319432.4 nChanged 4 ComputeScore: Raw -322852.746208 + Penalty 3419.943070 = -319432.803138 Iteration 19Q: 3 clusters Score -319432.8 nChanged 0 ComputeScore: Raw -322852.746208 + Penalty 3419.943070 = -319432.803138 Iteration 20F: 3 clusters Score -319432.8 nChanged 0 ComputeScore: Raw -5147968.450071 + Penalty 51878.644582 = -5096089.805489Splitting cluster 8 changes total score from -5072108.130896 to -5096089.805489 So it's getting split into cluster 23. Trying to split cluster 9 (9393 points) Assigned 2 initial classes randomly. ComputeScore: Raw -333548.102589 + Penalty 1728.919082 = -331819.183507 Iteration 0F: 2 clusters Score -331819.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -328291.329797 + Penalty 3457.838164 = -324833.491633 Iteration 0F: 3 clusters Score -324833.5 nChanged 4003 ComputeScore: Raw -330614.178915 + Penalty 3457.838164 = -327156.340751 Iteration 1F: 3 clusters Score -327156.3 nChanged 673 ComputeScore: Raw -330988.898923 + Penalty 3457.838164 = -327531.060759 Iteration 2F: 3 clusters Score -327531.1 nChanged 552 ComputeScore: Raw -331317.223971 + Penalty 3457.838164 = -327859.385807 Iteration 3F: 3 clusters Score -327859.4 nChanged 520 ComputeScore: Raw -331657.438168 + Penalty 3457.838164 = -328199.600004 Iteration 4F: 3 clusters Score -328199.6 nChanged 531 ComputeScore: Raw -332059.445614 + Penalty 3457.838164 = -328601.607451 Iteration 5F: 3 clusters Score -328601.6 nChanged 543 ComputeScore: Raw -332585.072735 + Penalty 3457.838164 = -329127.234571 Iteration 6F: 3 clusters Score -329127.2 nChanged 598 ComputeScore: Raw -333383.636193 + Penalty 3457.838164 = -329925.798029 Iteration 7F: 3 clusters Score -329925.8 nChanged 650 ComputeScore: Raw -334546.549135 + Penalty 3457.838164 = -331088.710971 Iteration 8F: 3 clusters Score -331088.7 nChanged 672 ComputeScore: Raw -336050.770197 + Penalty 3457.838164 = -332592.932033 Iteration 9F: 3 clusters Score -332592.9 nChanged 628 ComputeScore: Raw -337505.450373 + Penalty 3457.838164 = -334047.612209 Iteration 10F: 3 clusters Score -334047.6 nChanged 502 ComputeScore: Raw -338439.887266 + Penalty 3457.838164 = -334982.049102 Iteration 11F: 3 clusters Score -334982 nChanged 410 ComputeScore: Raw -338973.004692 + Penalty 3457.838164 = -335515.166529 Iteration 12Q: 3 clusters Score -335515.2 nChanged 263 ComputeScore: Raw -339188.918011 + Penalty 3457.838164 = -335731.079847 Iteration 13Q: 3 clusters Score -335731.1 nChanged 146 ComputeScore: Raw -339248.834811 + Penalty 3457.838164 = -335790.996648 Iteration 14Q: 3 clusters Score -335791 nChanged 64 ComputeScore: Raw -339266.645024 + Penalty 3457.838164 = -335808.806861 Iteration 15Q: 3 clusters Score -335808.8 nChanged 35 ComputeScore: Raw -339273.224710 + Penalty 3457.838164 = -335815.386546 Iteration 16Q: 3 clusters Score -335815.4 nChanged 30 ComputeScore: Raw -339279.140738 + Penalty 3457.838164 = -335821.302574 Iteration 17Q: 3 clusters Score -335821.3 nChanged 17 ComputeScore: Raw -339283.413655 + Penalty 3457.838164 = -335825.575492 Iteration 18Q: 3 clusters Score -335825.6 nChanged 18 ComputeScore: Raw -339288.324413 + Penalty 3457.838164 = -335830.486249 Iteration 19Q: 3 clusters Score -335830.5 nChanged 27 ComputeScore: Raw -339298.344235 + Penalty 3457.838164 = -335840.506071 Iteration 20F: 3 clusters Score -335840.5 nChanged 36 ComputeScore: Raw -339311.859318 + Penalty 3457.838164 = -335854.021154 Iteration 21Q: 3 clusters Score -335854 nChanged 28 ComputeScore: Raw -339322.298663 + Penalty 3457.838164 = -335864.460499 Iteration 22Q: 3 clusters Score -335864.5 nChanged 27 ComputeScore: Raw -339332.658180 + Penalty 3457.838164 = -335874.820016 Iteration 23Q: 3 clusters Score -335874.8 nChanged 20 ComputeScore: Raw -339338.390319 + Penalty 3457.838164 = -335880.552155 Iteration 24Q: 3 clusters Score -335880.6 nChanged 8 ComputeScore: Raw -339339.642136 + Penalty 3457.838164 = -335881.803973 Iteration 25Q: 3 clusters Score -335881.8 nChanged 4 ComputeScore: Raw -339340.509736 + Penalty 3457.838164 = -335882.671572 Iteration 26Q: 3 clusters Score -335882.7 nChanged 0 ComputeScore: Raw -339340.509736 + Penalty 3457.838164 = -335882.671572 Iteration 27F: 3 clusters Score -335882.7 nChanged 0 ComputeScore: Raw -5153760.857218 + Penalty 54134.237825 = -5099626.619393Splitting cluster 9 changes total score from -5072108.130896 to -5099626.619393 So it's getting split into cluster 24. Trying to split cluster 10 (6549 points) Assigned 2 initial classes randomly. ComputeScore: Raw -239840.320309 + Penalty 1660.755785 = -238179.564524 Iteration 0F: 2 clusters Score -238179.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -236418.768908 + Penalty 3321.511570 = -233097.257338 Iteration 0F: 3 clusters Score -233097.3 nChanged 2655 ComputeScore: Raw -237878.574389 + Penalty 3321.511570 = -234557.062819 Iteration 1F: 3 clusters Score -234557.1 nChanged 483 ComputeScore: Raw -238201.896224 + Penalty 3321.511570 = -234880.384654 Iteration 2F: 3 clusters Score -234880.4 nChanged 411 ComputeScore: Raw -238432.721211 + Penalty 3321.511570 = -235111.209641 Iteration 3F: 3 clusters Score -235111.2 nChanged 314 ComputeScore: Raw -238612.228044 + Penalty 3321.511570 = -235290.716475 Iteration 4Q: 3 clusters Score -235290.7 nChanged 293 ComputeScore: Raw -238795.435380 + Penalty 3321.511570 = -235473.923810 Iteration 5Q: 3 clusters Score -235473.9 nChanged 281 ComputeScore: Raw -239021.534533 + Penalty 3321.511570 = -235700.022963 Iteration 6Q: 3 clusters Score -235700 nChanged 330 ComputeScore: Raw -239367.062655 + Penalty 3321.511570 = -236045.551085 Iteration 7F: 3 clusters Score -236045.6 nChanged 376 ComputeScore: Raw -239812.599249 + Penalty 3321.511570 = -236491.087679 Iteration 8F: 3 clusters Score -236491.1 nChanged 377 ComputeScore: Raw -240393.248813 + Penalty 3321.511570 = -237071.737243 Iteration 9F: 3 clusters Score -237071.7 nChanged 406 ComputeScore: Raw -241074.525011 + Penalty 3321.511570 = -237753.013441 Iteration 10F: 3 clusters Score -237753 nChanged 379 ComputeScore: Raw -241754.266195 + Penalty 3321.511570 = -238432.754625 Iteration 11F: 3 clusters Score -238432.8 nChanged 368 ComputeScore: Raw -242396.834244 + Penalty 3321.511570 = -239075.322674 Iteration 12F: 3 clusters Score -239075.3 nChanged 325 ComputeScore: Raw -242904.005372 + Penalty 3321.511570 = -239582.493802 Iteration 13Q: 3 clusters Score -239582.5 nChanged 262 ComputeScore: Raw -243265.918357 + Penalty 3321.511570 = -239944.406787 Iteration 14Q: 3 clusters Score -239944.4 nChanged 205 ComputeScore: Raw -243462.298661 + Penalty 3321.511570 = -240140.787091 Iteration 15Q: 3 clusters Score -240140.8 nChanged 139 ComputeScore: Raw -243563.067104 + Penalty 3321.511570 = -240241.555534 Iteration 16Q: 3 clusters Score -240241.6 nChanged 89 ComputeScore: Raw -243606.320685 + Penalty 3321.511570 = -240284.809115 Iteration 17Q: 3 clusters Score -240284.8 nChanged 36 ComputeScore: Raw -243616.753316 + Penalty 3321.511570 = -240295.241746 Iteration 18Q: 3 clusters Score -240295.2 nChanged 21 ComputeScore: Raw -243622.578121 + Penalty 3321.511570 = -240301.066551 Iteration 19Q: 3 clusters Score -240301.1 nChanged 5 ComputeScore: Raw -243623.346554 + Penalty 3321.511570 = -240301.834984 Iteration 20F: 3 clusters Score -240301.8 nChanged 1 ComputeScore: Raw -243623.656191 + Penalty 3321.511570 = -240302.144621 Iteration 21Q: 3 clusters Score -240302.1 nChanged 2 ComputeScore: Raw -243623.853860 + Penalty 3321.511570 = -240302.342290 Iteration 22Q: 3 clusters Score -240302.3 nChanged 0 ComputeScore: Raw -243623.853860 + Penalty 3321.511570 = -240302.342290 Iteration 23F: 3 clusters Score -240302.3 nChanged 0 ComputeScore: Raw -5157544.390769 + Penalty 56389.831068 = -5101154.559701Splitting cluster 10 changes total score from -5072108.130896 to -5101154.559701 So it's getting split into cluster 25. Trying to split cluster 11 (3445 points) Assigned 2 initial classes randomly. ComputeScore: Raw -133447.491647 + Penalty 1539.344366 = -131908.147282 Iteration 0F: 2 clusters Score -131908.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -131797.078690 + Penalty 3078.688731 = -128718.389958 Iteration 0F: 3 clusters Score -128718.4 nChanged 1286 ComputeScore: Raw -132507.177260 + Penalty 3078.688731 = -129428.488528 Iteration 1F: 3 clusters Score -129428.5 nChanged 256 ComputeScore: Raw -132660.951962 + Penalty 3078.688731 = -129582.263231 Iteration 2F: 3 clusters Score -129582.3 nChanged 159 ComputeScore: Raw -132750.025249 + Penalty 3078.688731 = -129671.336518 Iteration 3Q: 3 clusters Score -129671.3 nChanged 135 ComputeScore: Raw -132827.235111 + Penalty 3078.688731 = -129748.546380 Iteration 4Q: 3 clusters Score -129748.5 nChanged 116 ComputeScore: Raw -132915.428953 + Penalty 3078.688731 = -129836.740221 Iteration 5Q: 3 clusters Score -129836.7 nChanged 107 ComputeScore: Raw -132995.593377 + Penalty 3078.688731 = -129916.904645 Iteration 6Q: 3 clusters Score -129916.9 nChanged 111 ComputeScore: Raw -133072.160567 + Penalty 3078.688731 = -129993.471836 Iteration 7Q: 3 clusters Score -129993.5 nChanged 110 ComputeScore: Raw -133151.288949 + Penalty 3078.688731 = -130072.600217 Iteration 8Q: 3 clusters Score -130072.6 nChanged 112 ComputeScore: Raw -133232.937753 + Penalty 3078.688731 = -130154.249022 Iteration 9Q: 3 clusters Score -130154.2 nChanged 114 ComputeScore: Raw -133325.806889 + Penalty 3078.688731 = -130247.118157 Iteration 10Q: 3 clusters Score -130247.1 nChanged 112 ComputeScore: Raw -133421.660795 + Penalty 3078.688731 = -130342.972064 Iteration 11Q: 3 clusters Score -130343 nChanged 126 ComputeScore: Raw -133527.406153 + Penalty 3078.688731 = -130448.717422 Iteration 12Q: 3 clusters Score -130448.7 nChanged 105 ComputeScore: Raw -133623.095574 + Penalty 3078.688731 = -130544.406843 Iteration 13Q: 3 clusters Score -130544.4 nChanged 92 ComputeScore: Raw -133696.636848 + Penalty 3078.688731 = -130617.948117 Iteration 14Q: 3 clusters Score -130617.9 nChanged 75 ComputeScore: Raw -133750.748850 + Penalty 3078.688731 = -130672.060118 Iteration 15Q: 3 clusters Score -130672.1 nChanged 59 ComputeScore: Raw -133802.262256 + Penalty 3078.688731 = -130723.573525 Iteration 16Q: 3 clusters Score -130723.6 nChanged 59 ComputeScore: Raw -133847.867263 + Penalty 3078.688731 = -130769.178531 Iteration 17Q: 3 clusters Score -130769.2 nChanged 56 ComputeScore: Raw -133895.919055 + Penalty 3078.688731 = -130817.230324 Iteration 18Q: 3 clusters Score -130817.2 nChanged 55 ComputeScore: Raw -133946.926668 + Penalty 3078.688731 = -130868.237937 Iteration 19Q: 3 clusters Score -130868.2 nChanged 48 ComputeScore: Raw -133977.467300 + Penalty 3078.688731 = -130898.778569 Iteration 20F: 3 clusters Score -130898.8 nChanged 30 ComputeScore: Raw -133996.386980 + Penalty 3078.688731 = -130917.698249 Iteration 21Q: 3 clusters Score -130917.7 nChanged 29 ComputeScore: Raw -134014.211672 + Penalty 3078.688731 = -130935.522941 Iteration 22Q: 3 clusters Score -130935.5 nChanged 19 ComputeScore: Raw -134023.702305 + Penalty 3078.688731 = -130945.013574 Iteration 23Q: 3 clusters Score -130945 nChanged 11 ComputeScore: Raw -134030.899474 + Penalty 3078.688731 = -130952.210742 Iteration 24Q: 3 clusters Score -130952.2 nChanged 18 ComputeScore: Raw -134040.895647 + Penalty 3078.688731 = -130962.206915 Iteration 25Q: 3 clusters Score -130962.2 nChanged 15 ComputeScore: Raw -134046.722377 + Penalty 3078.688731 = -130968.033645 Iteration 26Q: 3 clusters Score -130968 nChanged 5 ComputeScore: Raw -134049.339189 + Penalty 3078.688731 = -130970.650458 Iteration 27Q: 3 clusters Score -130970.7 nChanged 3 ComputeScore: Raw -134051.338391 + Penalty 3078.688731 = -130972.649659 Iteration 28Q: 3 clusters Score -130972.6 nChanged 4 ComputeScore: Raw -134053.126263 + Penalty 3078.688731 = -130974.437531 Iteration 29Q: 3 clusters Score -130974.4 nChanged 4 ComputeScore: Raw -134054.397199 + Penalty 3078.688731 = -130975.708468 Iteration 30Q: 3 clusters Score -130975.7 nChanged 1 ComputeScore: Raw -134054.536284 + Penalty 3078.688731 = -130975.847553 Iteration 31Q: 3 clusters Score -130975.8 nChanged 1 ComputeScore: Raw -134055.382066 + Penalty 3078.688731 = -130976.693335 Iteration 32Q: 3 clusters Score -130976.7 nChanged 0 ComputeScore: Raw -134055.382066 + Penalty 3078.688731 = -130976.693335 Iteration 33F: 3 clusters Score -130976.7 nChanged 0 Trying to split cluster 12 (9893 points) Assigned 2 initial classes randomly. ComputeScore: Raw -360935.772078 + Penalty 1738.721133 = -359197.050945 Iteration 0F: 2 clusters Score -359197.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -355434.283437 + Penalty 3477.442266 = -351956.841170 Iteration 0F: 3 clusters Score -351956.8 nChanged 4288 ComputeScore: Raw -357767.688296 + Penalty 3477.442266 = -354290.246030 Iteration 1F: 3 clusters Score -354290.2 nChanged 687 ComputeScore: Raw -358144.142705 + Penalty 3477.442266 = -354666.700439 Iteration 2F: 3 clusters Score -354666.7 nChanged 624 ComputeScore: Raw -358576.029575 + Penalty 3477.442266 = -355098.587309 Iteration 3F: 3 clusters Score -355098.6 nChanged 588 ComputeScore: Raw -359123.155472 + Penalty 3477.442266 = -355645.713206 Iteration 4F: 3 clusters Score -355645.7 nChanged 640 ComputeScore: Raw -359995.351704 + Penalty 3477.442266 = -356517.909438 Iteration 5F: 3 clusters Score -356517.9 nChanged 712 ComputeScore: Raw -361430.151284 + Penalty 3477.442266 = -357952.709017 Iteration 6F: 3 clusters Score -357952.7 nChanged 818 ComputeScore: Raw -363473.464299 + Penalty 3477.442266 = -359996.022033 Iteration 7F: 3 clusters Score -359996 nChanged 814 ComputeScore: Raw -365276.849426 + Penalty 3477.442266 = -361799.407160 Iteration 8F: 3 clusters Score -361799.4 nChanged 651 ComputeScore: Raw -366739.102267 + Penalty 3477.442266 = -363261.660001 Iteration 9F: 3 clusters Score -363261.7 nChanged 554 ComputeScore: Raw -367878.662083 + Penalty 3477.442266 = -364401.219817 Iteration 10F: 3 clusters Score -364401.2 nChanged 362 ComputeScore: Raw -368319.848784 + Penalty 3477.442266 = -364842.406517 Iteration 11Q: 3 clusters Score -364842.4 nChanged 214 ComputeScore: Raw -368461.395268 + Penalty 3477.442266 = -364983.953001 Iteration 12Q: 3 clusters Score -364984 nChanged 113 ComputeScore: Raw -368503.646258 + Penalty 3477.442266 = -365026.203992 Iteration 13Q: 3 clusters Score -365026.2 nChanged 55 ComputeScore: Raw -368515.820489 + Penalty 3477.442266 = -365038.378222 Iteration 14Q: 3 clusters Score -365038.4 nChanged 23 ComputeScore: Raw -368520.004798 + Penalty 3477.442266 = -365042.562532 Iteration 15Q: 3 clusters Score -365042.6 nChanged 17 ComputeScore: Raw -368522.507304 + Penalty 3477.442266 = -365045.065038 Iteration 16Q: 3 clusters Score -365045.1 nChanged 14 ComputeScore: Raw -368524.804217 + Penalty 3477.442266 = -365047.361950 Iteration 17Q: 3 clusters Score -365047.4 nChanged 13 ComputeScore: Raw -368527.166241 + Penalty 3477.442266 = -365049.723975 Iteration 18Q: 3 clusters Score -365049.7 nChanged 11 ComputeScore: Raw -368529.213024 + Penalty 3477.442266 = -365051.770758 Iteration 19Q: 3 clusters Score -365051.8 nChanged 17 ComputeScore: Raw -368531.625977 + Penalty 3477.442266 = -365054.183710 Iteration 20F: 3 clusters Score -365054.2 nChanged 10 ComputeScore: Raw -368533.106457 + Penalty 3477.442266 = -365055.664191 Iteration 21Q: 3 clusters Score -365055.7 nChanged 12 ComputeScore: Raw -368535.677073 + Penalty 3477.442266 = -365058.234807 Iteration 22Q: 3 clusters Score -365058.2 nChanged 19 ComputeScore: Raw -368541.189737 + Penalty 3477.442266 = -365063.747471 Iteration 23Q: 3 clusters Score -365063.7 nChanged 27 ComputeScore: Raw -368549.984183 + Penalty 3477.442266 = -365072.541917 Iteration 24Q: 3 clusters Score -365072.5 nChanged 46 ComputeScore: Raw -368567.701133 + Penalty 3477.442266 = -365090.258867 Iteration 25Q: 3 clusters Score -365090.3 nChanged 57 ComputeScore: Raw -368593.159880 + Penalty 3477.442266 = -365115.717614 Iteration 26Q: 3 clusters Score -365115.7 nChanged 57 ComputeScore: Raw -368618.794269 + Penalty 3477.442266 = -365141.352002 Iteration 27Q: 3 clusters Score -365141.4 nChanged 60 ComputeScore: Raw -368641.216777 + Penalty 3477.442266 = -365163.774510 Iteration 28Q: 3 clusters Score -365163.8 nChanged 63 ComputeScore: Raw -368662.061016 + Penalty 3477.442266 = -365184.618749 Iteration 29Q: 3 clusters Score -365184.6 nChanged 56 ComputeScore: Raw -368679.066917 + Penalty 3477.442266 = -365201.624650 Iteration 30Q: 3 clusters Score -365201.6 nChanged 49 ComputeScore: Raw -368692.001189 + Penalty 3477.442266 = -365214.558923 Iteration 31Q: 3 clusters Score -365214.6 nChanged 41 ComputeScore: Raw -368700.752968 + Penalty 3477.442266 = -365223.310701 Iteration 32Q: 3 clusters Score -365223.3 nChanged 29 ComputeScore: Raw -368707.191764 + Penalty 3477.442266 = -365229.749497 Iteration 33Q: 3 clusters Score -365229.7 nChanged 18 ComputeScore: Raw -368711.086556 + Penalty 3477.442266 = -365233.644290 Iteration 34Q: 3 clusters Score -365233.6 nChanged 17 ComputeScore: Raw -368714.297338 + Penalty 3477.442266 = -365236.855072 Iteration 35Q: 3 clusters Score -365236.9 nChanged 12 ComputeScore: Raw -368716.138985 + Penalty 3477.442266 = -365238.696718 Iteration 36Q: 3 clusters Score -365238.7 nChanged 6 ComputeScore: Raw -368717.392009 + Penalty 3477.442266 = -365239.949743 Iteration 37Q: 3 clusters Score -365239.9 nChanged 5 ComputeScore: Raw -368718.289476 + Penalty 3477.442266 = -365240.847209 Iteration 38Q: 3 clusters Score -365240.8 nChanged 2 ComputeScore: Raw -368718.454435 + Penalty 3477.442266 = -365241.012169 Iteration 39Q: 3 clusters Score -365241 nChanged 0 ComputeScore: Raw -368718.454435 + Penalty 3477.442266 = -365241.012169 Iteration 40F: 3 clusters Score -365241 nChanged 0 ComputeScore: Raw -5165327.073126 + Penalty 58645.424310 = -5106681.648815Splitting cluster 12 changes total score from -5072108.130896 to -5106681.648815 So it's getting split into cluster 26. Trying to split cluster 13 (6866 points) Assigned 2 initial classes randomly. ComputeScore: Raw -257719.461334 + Penalty 1669.689688 = -256049.771646 Iteration 0F: 2 clusters Score -256049.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -254109.074048 + Penalty 3339.379376 = -250769.694672 Iteration 0F: 3 clusters Score -250769.7 nChanged 2809 ComputeScore: Raw -255571.841741 + Penalty 3339.379376 = -252232.462365 Iteration 1F: 3 clusters Score -252232.5 nChanged 478 ComputeScore: Raw -255872.399962 + Penalty 3339.379376 = -252533.020586 Iteration 2F: 3 clusters Score -252533 nChanged 445 ComputeScore: Raw -256192.237124 + Penalty 3339.379376 = -252852.857748 Iteration 3F: 3 clusters Score -252852.9 nChanged 431 ComputeScore: Raw -256558.691686 + Penalty 3339.379376 = -253219.312310 Iteration 4F: 3 clusters Score -253219.3 nChanged 466 ComputeScore: Raw -257043.830859 + Penalty 3339.379376 = -253704.451482 Iteration 5F: 3 clusters Score -253704.5 nChanged 438 ComputeScore: Raw -257562.428089 + Penalty 3339.379376 = -254223.048713 Iteration 6F: 3 clusters Score -254223 nChanged 485 ComputeScore: Raw -258244.300901 + Penalty 3339.379376 = -254904.921525 Iteration 7F: 3 clusters Score -254904.9 nChanged 423 ComputeScore: Raw -258849.964897 + Penalty 3339.379376 = -255510.585521 Iteration 8F: 3 clusters Score -255510.6 nChanged 358 ComputeScore: Raw -259228.985907 + Penalty 3339.379376 = -255889.606531 Iteration 9F: 3 clusters Score -255889.6 nChanged 282 ComputeScore: Raw -259516.258110 + Penalty 3339.379376 = -256176.878734 Iteration 10Q: 3 clusters Score -256176.9 nChanged 239 ComputeScore: Raw -259834.511028 + Penalty 3339.379376 = -256495.131652 Iteration 11Q: 3 clusters Score -256495.1 nChanged 253 ComputeScore: Raw -260332.348218 + Penalty 3339.379376 = -256992.968842 Iteration 12Q: 3 clusters Score -256993 nChanged 269 ComputeScore: Raw -261203.019937 + Penalty 3339.379376 = -257863.640561 Iteration 13Q: 3 clusters Score -257863.6 nChanged 312 ComputeScore: Raw -263454.884805 + Penalty 3339.379376 = -260115.505429 Iteration 14Q: 3 clusters Score -260115.5 nChanged 319 Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -263445.802181 + Penalty 3339.379376 = -260106.422805 Iteration 15Q: 3 clusters Score -260106.4 nChanged 80 ComputeScore: Raw -231462.214097 + Penalty 1669.689688 = -229792.524409 Iteration 16F: 2 clusters Score -229792.5 nChanged 3343 ComputeScore: Raw -257719.461334 + Penalty 1669.689688 = -256049.771646 Iteration 17F: 2 clusters Score -256049.8 nChanged 0 Trying to split cluster 14 (10968 points) Assigned 2 initial classes randomly. ComputeScore: Raw -403837.015629 + Penalty 1758.217335 = -402078.798294 Iteration 0F: 2 clusters Score -402078.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -397636.706227 + Penalty 3516.434670 = -394120.271558 Iteration 0F: 3 clusters Score -394120.3 nChanged 4735 ComputeScore: Raw -400273.572629 + Penalty 3516.434670 = -396757.137959 Iteration 1F: 3 clusters Score -396757.1 nChanged 758 ComputeScore: Raw -400700.584498 + Penalty 3516.434670 = -397184.149829 Iteration 2F: 3 clusters Score -397184.1 nChanged 715 ComputeScore: Raw -401125.564842 + Penalty 3516.434670 = -397609.130172 Iteration 3F: 3 clusters Score -397609.1 nChanged 680 ComputeScore: Raw -401563.734833 + Penalty 3516.434670 = -398047.300163 Iteration 4F: 3 clusters Score -398047.3 nChanged 647 ComputeScore: Raw -401982.932669 + Penalty 3516.434670 = -398466.497999 Iteration 5F: 3 clusters Score -398466.5 nChanged 609 ComputeScore: Raw -402419.410009 + Penalty 3516.434670 = -398902.975339 Iteration 6F: 3 clusters Score -398903 nChanged 581 ComputeScore: Raw -402844.789156 + Penalty 3516.434670 = -399328.354486 Iteration 7F: 3 clusters Score -399328.4 nChanged 488 ComputeScore: Raw -403221.071754 + Penalty 3516.434670 = -399704.637084 Iteration 8Q: 3 clusters Score -399704.6 nChanged 429 ComputeScore: Raw -403550.057674 + Penalty 3516.434670 = -400033.623004 Iteration 9Q: 3 clusters Score -400033.6 nChanged 325 ComputeScore: Raw -403836.738082 + Penalty 3516.434670 = -400320.303413 Iteration 10Q: 3 clusters Score -400320.3 nChanged 273 ComputeScore: Raw -404150.312424 + Penalty 3516.434670 = -400633.877755 Iteration 11Q: 3 clusters Score -400633.9 nChanged 246 ComputeScore: Raw -404413.648227 + Penalty 3516.434670 = -400897.213557 Iteration 12Q: 3 clusters Score -400897.2 nChanged 283 ComputeScore: Raw -404702.011987 + Penalty 3516.434670 = -401185.577317 Iteration 13Q: 3 clusters Score -401185.6 nChanged 320 ComputeScore: Raw -405062.883623 + Penalty 3516.434670 = -401546.448953 Iteration 14Q: 3 clusters Score -401546.4 nChanged 398 ComputeScore: Raw -405753.039478 + Penalty 3516.434670 = -402236.604808 Iteration 15Q: 3 clusters Score -402236.6 nChanged 484 ComputeScore: Raw -406771.070903 + Penalty 3516.434670 = -403254.636233 Iteration 16Q: 3 clusters Score -403254.6 nChanged 549 ComputeScore: Raw -407959.562833 + Penalty 3516.434670 = -404443.128164 Iteration 17F: 3 clusters Score -404443.1 nChanged 542 ComputeScore: Raw -409018.004151 + Penalty 3516.434670 = -405501.569481 Iteration 18Q: 3 clusters Score -405501.6 nChanged 540 ComputeScore: Raw -410112.463889 + Penalty 3516.434670 = -406596.029220 Iteration 19Q: 3 clusters Score -406596 nChanged 373 ComputeScore: Raw -410834.814260 + Penalty 3516.434670 = -407318.379590 Iteration 20F: 3 clusters Score -407318.4 nChanged 66 ComputeScore: Raw -410874.562849 + Penalty 3516.434670 = -407358.128179 Iteration 21Q: 3 clusters Score -407358.1 nChanged 25 ComputeScore: Raw -410889.405721 + Penalty 3516.434670 = -407372.971052 Iteration 22Q: 3 clusters Score -407373 nChanged 18 ComputeScore: Raw -410897.119583 + Penalty 3516.434670 = -407380.684913 Iteration 23Q: 3 clusters Score -407380.7 nChanged 6 ComputeScore: Raw -410898.617924 + Penalty 3516.434670 = -407382.183255 Iteration 24Q: 3 clusters Score -407382.2 nChanged 2 ComputeScore: Raw -410899.213032 + Penalty 3516.434670 = -407382.778362 Iteration 25Q: 3 clusters Score -407382.8 nChanged 1 ComputeScore: Raw -410899.370499 + Penalty 3516.434670 = -407382.935830 Iteration 26Q: 3 clusters Score -407382.9 nChanged 0 ComputeScore: Raw -410899.370499 + Penalty 3516.434670 = -407382.935830 Iteration 27F: 3 clusters Score -407382.9 nChanged 0 ComputeScore: Raw -5172389.427997 + Penalty 60901.017553 = -5111488.410444Splitting cluster 14 changes total score from -5072108.130896 to -5111488.410444 So it's getting split into cluster 27. Trying to split cluster 15 (14043 points) Assigned 2 initial classes randomly. ComputeScore: Raw -505371.280349 + Penalty 1804.927193 = -503566.353155 Iteration 0F: 2 clusters Score -503566.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -497229.078643 + Penalty 3609.854387 = -493619.224256 Iteration 0F: 3 clusters Score -493619.2 nChanged 6203 ComputeScore: Raw -500638.011217 + Penalty 3609.854387 = -497028.156830 Iteration 1F: 3 clusters Score -497028.2 nChanged 924 ComputeScore: Raw -501304.698193 + Penalty 3609.854387 = -497694.843806 Iteration 2F: 3 clusters Score -497694.8 nChanged 1030 ComputeScore: Raw -502503.488729 + Penalty 3609.854387 = -498893.634342 Iteration 3F: 3 clusters Score -498893.6 nChanged 1260 ComputeScore: Raw -504941.919991 + Penalty 3609.854387 = -501332.065604 Iteration 4F: 3 clusters Score -501332.1 nChanged 1412 ComputeScore: Raw -508463.206291 + Penalty 3609.854387 = -504853.351904 Iteration 5F: 3 clusters Score -504853.4 nChanged 1346 ComputeScore: Raw -511924.625557 + Penalty 3609.854387 = -508314.771170 Iteration 6F: 3 clusters Score -508314.8 nChanged 1129 ComputeScore: Raw -514960.217421 + Penalty 3609.854387 = -511350.363034 Iteration 7F: 3 clusters Score -511350.4 nChanged 877 ComputeScore: Raw -517139.223068 + Penalty 3609.854387 = -513529.368681 Iteration 8F: 3 clusters Score -513529.4 nChanged 592 ComputeScore: Raw -517960.808094 + Penalty 3609.854387 = -514350.953708 Iteration 9Q: 3 clusters Score -514351 nChanged 306 ComputeScore: Raw -518143.388414 + Penalty 3609.854387 = -514533.534027 Iteration 10Q: 3 clusters Score -514533.5 nChanged 148 ComputeScore: Raw -518202.246578 + Penalty 3609.854387 = -514592.392191 Iteration 11Q: 3 clusters Score -514592.4 nChanged 85 ComputeScore: Raw -518230.840729 + Penalty 3609.854387 = -514620.986342 Iteration 12Q: 3 clusters Score -514621 nChanged 69 ComputeScore: Raw -518248.805698 + Penalty 3609.854387 = -514638.951311 Iteration 13Q: 3 clusters Score -514639 nChanged 47 ComputeScore: Raw -518257.100849 + Penalty 3609.854387 = -514647.246462 Iteration 14Q: 3 clusters Score -514647.2 nChanged 30 ComputeScore: Raw -518261.347090 + Penalty 3609.854387 = -514651.492703 Iteration 15Q: 3 clusters Score -514651.5 nChanged 20 ComputeScore: Raw -518264.779148 + Penalty 3609.854387 = -514654.924761 Iteration 16Q: 3 clusters Score -514654.9 nChanged 14 ComputeScore: Raw -518266.297561 + Penalty 3609.854387 = -514656.443174 Iteration 17Q: 3 clusters Score -514656.4 nChanged 7 ComputeScore: Raw -518267.132063 + Penalty 3609.854387 = -514657.277676 Iteration 18Q: 3 clusters Score -514657.3 nChanged 4 ComputeScore: Raw -518267.666993 + Penalty 3609.854387 = -514657.812607 Iteration 19Q: 3 clusters Score -514657.8 nChanged 2 ComputeScore: Raw -518267.775316 + Penalty 3609.854387 = -514657.920930 Iteration 20F: 3 clusters Score -514657.9 nChanged 1 ComputeScore: Raw -518267.823914 + Penalty 3609.854387 = -514657.969528 Iteration 21Q: 3 clusters Score -514658 nChanged 0 ComputeScore: Raw -518267.823914 + Penalty 3609.854387 = -514657.969528 Iteration 22F: 3 clusters Score -514658 nChanged 0 ComputeScore: Raw -5185285.971563 + Penalty 63156.610796 = -5122129.360767Splitting cluster 15 changes total score from -5072108.130896 to -5122129.360767 So it's getting split into cluster 28. Trying to split cluster 16 (10844 points) Assigned 2 initial classes randomly. ComputeScore: Raw -398678.074849 + Penalty 1756.068403 = -396922.006446 Iteration 0F: 2 clusters Score -396922 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -392622.259547 + Penalty 3512.136806 = -389110.122741 Iteration 0F: 3 clusters Score -389110.1 nChanged 4616 ComputeScore: Raw -395192.162747 + Penalty 3512.136806 = -391680.025941 Iteration 1F: 3 clusters Score -391680 nChanged 769 ComputeScore: Raw -395732.603891 + Penalty 3512.136806 = -392220.467086 Iteration 2F: 3 clusters Score -392220.5 nChanged 792 ComputeScore: Raw -396561.261117 + Penalty 3512.136806 = -393049.124311 Iteration 3F: 3 clusters Score -393049.1 nChanged 928 ComputeScore: Raw -398266.932406 + Penalty 3512.136806 = -394754.795601 Iteration 4F: 3 clusters Score -394754.8 nChanged 1021 ComputeScore: Raw -400910.307785 + Penalty 3512.136806 = -397398.170980 Iteration 5F: 3 clusters Score -397398.2 nChanged 1025 ComputeScore: Raw -403193.693348 + Penalty 3512.136806 = -399681.556542 Iteration 6F: 3 clusters Score -399681.6 nChanged 889 ComputeScore: Raw -404830.929730 + Penalty 3512.136806 = -401318.792924 Iteration 7F: 3 clusters Score -401318.8 nChanged 635 ComputeScore: Raw -405707.728540 + Penalty 3512.136806 = -402195.591734 Iteration 8F: 3 clusters Score -402195.6 nChanged 396 ComputeScore: Raw -405978.073861 + Penalty 3512.136806 = -402465.937055 Iteration 9Q: 3 clusters Score -402465.9 nChanged 194 ComputeScore: Raw -406066.200676 + Penalty 3512.136806 = -402554.063870 Iteration 10Q: 3 clusters Score -402554.1 nChanged 117 ComputeScore: Raw -406107.129936 + Penalty 3512.136806 = -402594.993130 Iteration 11Q: 3 clusters Score -402595 nChanged 63 ComputeScore: Raw -406121.285484 + Penalty 3512.136806 = -402609.148678 Iteration 12Q: 3 clusters Score -402609.1 nChanged 42 ComputeScore: Raw -406127.173891 + Penalty 3512.136806 = -402615.037086 Iteration 13Q: 3 clusters Score -402615 nChanged 19 ComputeScore: Raw -406130.158135 + Penalty 3512.136806 = -402618.021330 Iteration 14Q: 3 clusters Score -402618 nChanged 22 ComputeScore: Raw -406133.313883 + Penalty 3512.136806 = -402621.177077 Iteration 15Q: 3 clusters Score -402621.2 nChanged 19 ComputeScore: Raw -406136.120258 + Penalty 3512.136806 = -402623.983453 Iteration 16Q: 3 clusters Score -402624 nChanged 22 ComputeScore: Raw -406140.400206 + Penalty 3512.136806 = -402628.263401 Iteration 17Q: 3 clusters Score -402628.3 nChanged 13 ComputeScore: Raw -406142.645365 + Penalty 3512.136806 = -402630.508559 Iteration 18Q: 3 clusters Score -402630.5 nChanged 7 ComputeScore: Raw -406145.046492 + Penalty 3512.136806 = -402632.909686 Iteration 19Q: 3 clusters Score -402632.9 nChanged 13 ComputeScore: Raw -406148.254932 + Penalty 3512.136806 = -402636.118127 Iteration 20F: 3 clusters Score -402636.1 nChanged 13 ComputeScore: Raw -406150.323048 + Penalty 3512.136806 = -402638.186242 Iteration 21Q: 3 clusters Score -402638.2 nChanged 3 ComputeScore: Raw -406150.811449 + Penalty 3512.136806 = -402638.674643 Iteration 22Q: 3 clusters Score -402638.7 nChanged 6 ComputeScore: Raw -406151.508432 + Penalty 3512.136806 = -402639.371626 Iteration 23Q: 3 clusters Score -402639.4 nChanged 3 ComputeScore: Raw -406151.850671 + Penalty 3512.136806 = -402639.713865 Iteration 24Q: 3 clusters Score -402639.7 nChanged 1 ComputeScore: Raw -406151.895726 + Penalty 3512.136806 = -402639.758920 Iteration 25Q: 3 clusters Score -402639.8 nChanged 1 ComputeScore: Raw -406151.944426 + Penalty 3512.136806 = -402639.807621 Iteration 26Q: 3 clusters Score -402639.8 nChanged 2 ComputeScore: Raw -406152.035569 + Penalty 3512.136806 = -402639.898763 Iteration 27Q: 3 clusters Score -402639.9 nChanged 3 ComputeScore: Raw -406152.221200 + Penalty 3512.136806 = -402640.084395 Iteration 28Q: 3 clusters Score -402640.1 nChanged 3 ComputeScore: Raw -406152.484574 + Penalty 3512.136806 = -402640.347769 Iteration 29Q: 3 clusters Score -402640.3 nChanged 2 ComputeScore: Raw -406152.694469 + Penalty 3512.136806 = -402640.557663 Iteration 30Q: 3 clusters Score -402640.6 nChanged 1 ComputeScore: Raw -406152.715804 + Penalty 3512.136806 = -402640.578999 Iteration 31Q: 3 clusters Score -402640.6 nChanged 0 ComputeScore: Raw -406152.715804 + Penalty 3512.136806 = -402640.578999 Iteration 32F: 3 clusters Score -402640.6 nChanged 0 ComputeScore: Raw -5192760.612518 + Penalty 65412.204039 = -5127348.408480Splitting cluster 16 changes total score from -5072108.130896 to -5127348.408480 So it's getting split into cluster 29. Trying to split cluster 17 (9779 points) Assigned 2 initial classes randomly. ComputeScore: Raw -350223.067055 + Penalty 1736.530584 = -348486.536471 Iteration 0F: 2 clusters Score -348486.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -344788.863057 + Penalty 3473.061168 = -341315.801889 Iteration 0F: 3 clusters Score -341315.8 nChanged 4184 ComputeScore: Raw -347362.569128 + Penalty 3473.061168 = -343889.507960 Iteration 1F: 3 clusters Score -343889.5 nChanged 893 ComputeScore: Raw -348398.710031 + Penalty 3473.061168 = -344925.648863 Iteration 2F: 3 clusters Score -344925.6 nChanged 889 ComputeScore: Raw -349757.790065 + Penalty 3473.061168 = -346284.728897 Iteration 3F: 3 clusters Score -346284.7 nChanged 943 ComputeScore: Raw -350892.484692 + Penalty 3473.061168 = -347419.423524 Iteration 4F: 3 clusters Score -347419.4 nChanged 829 ComputeScore: Raw -351769.535811 + Penalty 3473.061168 = -348296.474643 Iteration 5F: 3 clusters Score -348296.5 nChanged 645 ComputeScore: Raw -352555.235516 + Penalty 3473.061168 = -349082.174348 Iteration 6F: 3 clusters Score -349082.2 nChanged 507 ComputeScore: Raw -353386.007269 + Penalty 3473.061168 = -349912.946100 Iteration 7F: 3 clusters Score -349912.9 nChanged 408 ComputeScore: Raw -354291.319858 + Penalty 3473.061168 = -350818.258690 Iteration 8Q: 3 clusters Score -350818.3 nChanged 409 ComputeScore: Raw -355383.278115 + Penalty 3473.061168 = -351910.216947 Iteration 9Q: 3 clusters Score -351910.2 nChanged 410 ComputeScore: Raw -356615.671350 + Penalty 3473.061168 = -353142.610182 Iteration 10Q: 3 clusters Score -353142.6 nChanged 387 ComputeScore: Raw -357609.034448 + Penalty 3473.061168 = -354135.973280 Iteration 11Q: 3 clusters Score -354136 nChanged 355 ComputeScore: Raw -358184.361588 + Penalty 3473.061168 = -354711.300420 Iteration 12Q: 3 clusters Score -354711.3 nChanged 251 ComputeScore: Raw -358427.250899 + Penalty 3473.061168 = -354954.189731 Iteration 13Q: 3 clusters Score -354954.2 nChanged 164 ComputeScore: Raw -358533.823863 + Penalty 3473.061168 = -355060.762695 Iteration 14Q: 3 clusters Score -355060.8 nChanged 122 ComputeScore: Raw -358601.746155 + Penalty 3473.061168 = -355128.684987 Iteration 15Q: 3 clusters Score -355128.7 nChanged 81 ComputeScore: Raw -358640.032688 + Penalty 3473.061168 = -355166.971520 Iteration 16Q: 3 clusters Score -355167 nChanged 50 ComputeScore: Raw -358664.229200 + Penalty 3473.061168 = -355191.168032 Iteration 17Q: 3 clusters Score -355191.2 nChanged 35 ComputeScore: Raw -358673.147693 + Penalty 3473.061168 = -355200.086525 Iteration 18Q: 3 clusters Score -355200.1 nChanged 30 ComputeScore: Raw -358680.131483 + Penalty 3473.061168 = -355207.070315 Iteration 19Q: 3 clusters Score -355207.1 nChanged 19 ComputeScore: Raw -358688.519145 + Penalty 3473.061168 = -355215.457977 Iteration 20F: 3 clusters Score -355215.5 nChanged 13 ComputeScore: Raw -358693.301968 + Penalty 3473.061168 = -355220.240799 Iteration 21Q: 3 clusters Score -355220.2 nChanged 10 ComputeScore: Raw -358695.436965 + Penalty 3473.061168 = -355222.375797 Iteration 22Q: 3 clusters Score -355222.4 nChanged 9 ComputeScore: Raw -358697.211589 + Penalty 3473.061168 = -355224.150421 Iteration 23Q: 3 clusters Score -355224.2 nChanged 5 ComputeScore: Raw -358698.087499 + Penalty 3473.061168 = -355225.026331 Iteration 24Q: 3 clusters Score -355225 nChanged 1 ComputeScore: Raw -358698.212121 + Penalty 3473.061168 = -355225.150952 Iteration 25Q: 3 clusters Score -355225.2 nChanged 0 ComputeScore: Raw -358698.212121 + Penalty 3473.061168 = -355225.150952 Iteration 26F: 3 clusters Score -355225.2 nChanged 0 ComputeScore: Raw -5201235.757584 + Penalty 67667.797281 = -5133567.960303Splitting cluster 17 changes total score from -5072108.130896 to -5133567.960303 So it's getting split into cluster 30. Trying to split cluster 18 (9444 points) Assigned 2 initial classes randomly. ComputeScore: Raw -344237.293864 + Penalty 1729.942496 = -342507.351368 Iteration 0F: 2 clusters Score -342507.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -338997.204336 + Penalty 3459.884992 = -335537.319345 Iteration 0F: 3 clusters Score -335537.3 nChanged 4043 ComputeScore: Raw -341336.333207 + Penalty 3459.884992 = -337876.448215 Iteration 1F: 3 clusters Score -337876.4 nChanged 778 ComputeScore: Raw -341924.089327 + Penalty 3459.884992 = -338464.204336 Iteration 2F: 3 clusters Score -338464.2 nChanged 760 ComputeScore: Raw -342482.388626 + Penalty 3459.884992 = -339022.503634 Iteration 3F: 3 clusters Score -339022.5 nChanged 681 ComputeScore: Raw -342937.801260 + Penalty 3459.884992 = -339477.916268 Iteration 4F: 3 clusters Score -339477.9 nChanged 553 ComputeScore: Raw -343294.826293 + Penalty 3459.884992 = -339834.941301 Iteration 5F: 3 clusters Score -339834.9 nChanged 475 ComputeScore: Raw -343608.476049 + Penalty 3459.884992 = -340148.591058 Iteration 6F: 3 clusters Score -340148.6 nChanged 410 ComputeScore: Raw -343864.920717 + Penalty 3459.884992 = -340405.035725 Iteration 7Q: 3 clusters Score -340405 nChanged 349 ComputeScore: Raw -344075.761324 + Penalty 3459.884992 = -340615.876332 Iteration 8Q: 3 clusters Score -340615.9 nChanged 283 ComputeScore: Raw -344235.944233 + Penalty 3459.884992 = -340776.059241 Iteration 9Q: 3 clusters Score -340776.1 nChanged 241 ComputeScore: Raw -344362.825144 + Penalty 3459.884992 = -340902.940152 Iteration 10Q: 3 clusters Score -340902.9 nChanged 202 ComputeScore: Raw -344463.850038 + Penalty 3459.884992 = -341003.965047 Iteration 11Q: 3 clusters Score -341004 nChanged 160 ComputeScore: Raw -344536.841679 + Penalty 3459.884992 = -341076.956687 Iteration 12Q: 3 clusters Score -341077 nChanged 117 ComputeScore: Raw -344588.105707 + Penalty 3459.884992 = -341128.220716 Iteration 13Q: 3 clusters Score -341128.2 nChanged 97 ComputeScore: Raw -344632.023212 + Penalty 3459.884992 = -341172.138221 Iteration 14Q: 3 clusters Score -341172.1 nChanged 88 ComputeScore: Raw -344667.735068 + Penalty 3459.884992 = -341207.850077 Iteration 15Q: 3 clusters Score -341207.9 nChanged 81 ComputeScore: Raw -344700.251539 + Penalty 3459.884992 = -341240.366548 Iteration 16Q: 3 clusters Score -341240.4 nChanged 65 ComputeScore: Raw -344725.349874 + Penalty 3459.884992 = -341265.464883 Iteration 17Q: 3 clusters Score -341265.5 nChanged 49 ComputeScore: Raw -344744.662750 + Penalty 3459.884992 = -341284.777759 Iteration 18Q: 3 clusters Score -341284.8 nChanged 48 ComputeScore: Raw -344766.589072 + Penalty 3459.884992 = -341306.704081 Iteration 19Q: 3 clusters Score -341306.7 nChanged 48 ComputeScore: Raw -344784.915943 + Penalty 3459.884992 = -341325.030951 Iteration 20F: 3 clusters Score -341325 nChanged 36 ComputeScore: Raw -344797.170788 + Penalty 3459.884992 = -341337.285796 Iteration 21Q: 3 clusters Score -341337.3 nChanged 29 ComputeScore: Raw -344806.561415 + Penalty 3459.884992 = -341346.676423 Iteration 22Q: 3 clusters Score -341346.7 nChanged 26 ComputeScore: Raw -344815.752127 + Penalty 3459.884992 = -341355.867135 Iteration 23Q: 3 clusters Score -341355.9 nChanged 23 ComputeScore: Raw -344825.319004 + Penalty 3459.884992 = -341365.434013 Iteration 24Q: 3 clusters Score -341365.4 nChanged 17 ComputeScore: Raw -344830.051152 + Penalty 3459.884992 = -341370.166161 Iteration 25Q: 3 clusters Score -341370.2 nChanged 15 ComputeScore: Raw -344835.073554 + Penalty 3459.884992 = -341375.188563 Iteration 26Q: 3 clusters Score -341375.2 nChanged 14 ComputeScore: Raw -344839.958771 + Penalty 3459.884992 = -341380.073780 Iteration 27Q: 3 clusters Score -341380.1 nChanged 9 ComputeScore: Raw -344843.294667 + Penalty 3459.884992 = -341383.409676 Iteration 28Q: 3 clusters Score -341383.4 nChanged 7 ComputeScore: Raw -344845.858821 + Penalty 3459.884992 = -341385.973829 Iteration 29Q: 3 clusters Score -341386 nChanged 11 ComputeScore: Raw -344848.978367 + Penalty 3459.884992 = -341389.093375 Iteration 30Q: 3 clusters Score -341389.1 nChanged 10 ComputeScore: Raw -344851.337153 + Penalty 3459.884992 = -341391.452162 Iteration 31Q: 3 clusters Score -341391.5 nChanged 7 ComputeScore: Raw -344853.818740 + Penalty 3459.884992 = -341393.933748 Iteration 32Q: 3 clusters Score -341393.9 nChanged 5 ComputeScore: Raw -344855.377494 + Penalty 3459.884992 = -341395.492502 Iteration 33Q: 3 clusters Score -341395.5 nChanged 7 ComputeScore: Raw -344858.346801 + Penalty 3459.884992 = -341398.461810 Iteration 34Q: 3 clusters Score -341398.5 nChanged 8 ComputeScore: Raw -344860.741771 + Penalty 3459.884992 = -341400.856780 Iteration 35Q: 3 clusters Score -341400.9 nChanged 10 ComputeScore: Raw -344863.394091 + Penalty 3459.884992 = -341403.509100 Iteration 36Q: 3 clusters Score -341403.5 nChanged 4 ComputeScore: Raw -344864.182479 + Penalty 3459.884992 = -341404.297487 Iteration 37Q: 3 clusters Score -341404.3 nChanged 1 ComputeScore: Raw -344864.355111 + Penalty 3459.884992 = -341404.470120 Iteration 38Q: 3 clusters Score -341404.5 nChanged 2 ComputeScore: Raw -344865.795222 + Penalty 3459.884992 = -341405.910230 Iteration 39Q: 3 clusters Score -341405.9 nChanged 2 ComputeScore: Raw -344866.562462 + Penalty 3459.884992 = -341406.677470 Iteration 40F: 3 clusters Score -341406.7 nChanged 3 ComputeScore: Raw -344867.607744 + Penalty 3459.884992 = -341407.722753 Iteration 41Q: 3 clusters Score -341407.7 nChanged 2 ComputeScore: Raw -344868.234823 + Penalty 3459.884992 = -341408.349832 Iteration 42Q: 3 clusters Score -341408.3 nChanged 2 ComputeScore: Raw -344868.827848 + Penalty 3459.884992 = -341408.942856 Iteration 43Q: 3 clusters Score -341408.9 nChanged 1 ComputeScore: Raw -344869.061407 + Penalty 3459.884992 = -341409.176416 Iteration 44Q: 3 clusters Score -341409.2 nChanged 2 ComputeScore: Raw -344869.920836 + Penalty 3459.884992 = -341410.035844 Iteration 45Q: 3 clusters Score -341410 nChanged 2 ComputeScore: Raw -344870.792729 + Penalty 3459.884992 = -341410.907738 Iteration 46Q: 3 clusters Score -341410.9 nChanged 2 ComputeScore: Raw -344872.506396 + Penalty 3459.884992 = -341412.621404 Iteration 47Q: 3 clusters Score -341412.6 nChanged 5 ComputeScore: Raw -344874.657164 + Penalty 3459.884992 = -341414.772173 Iteration 48Q: 3 clusters Score -341414.8 nChanged 4 ComputeScore: Raw -344876.205036 + Penalty 3459.884992 = -341416.320044 Iteration 49Q: 3 clusters Score -341416.3 nChanged 4 ComputeScore: Raw -344877.534999 + Penalty 3459.884992 = -341417.650008 Iteration 50Q: 3 clusters Score -341417.7 nChanged 4 ComputeScore: Raw -344879.174442 + Penalty 3459.884992 = -341419.289451 Iteration 51Q: 3 clusters Score -341419.3 nChanged 2 ComputeScore: Raw -344879.920727 + Penalty 3459.884992 = -341420.035735 Iteration 52Q: 3 clusters Score -341420 nChanged 2 ComputeScore: Raw -344880.625216 + Penalty 3459.884992 = -341420.740225 Iteration 53Q: 3 clusters Score -341420.7 nChanged 2 ComputeScore: Raw -344882.258639 + Penalty 3459.884992 = -341422.373648 Iteration 54Q: 3 clusters Score -341422.4 nChanged 2 ComputeScore: Raw -344883.348712 + Penalty 3459.884992 = -341423.463721 Iteration 55Q: 3 clusters Score -341423.5 nChanged 2 ComputeScore: Raw -344883.729289 + Penalty 3459.884992 = -341423.844298 Iteration 56Q: 3 clusters Score -341423.8 nChanged 1 ComputeScore: Raw -344884.008583 + Penalty 3459.884992 = -341424.123591 Iteration 57Q: 3 clusters Score -341424.1 nChanged 2 ComputeScore: Raw -344884.879807 + Penalty 3459.884992 = -341424.994815 Iteration 58Q: 3 clusters Score -341425 nChanged 2 ComputeScore: Raw -344885.681340 + Penalty 3459.884992 = -341425.796348 Iteration 59Q: 3 clusters Score -341425.8 nChanged 3 ComputeScore: Raw -344887.532054 + Penalty 3459.884992 = -341427.647062 Iteration 60F: 3 clusters Score -341427.6 nChanged 3 ComputeScore: Raw -344888.557702 + Penalty 3459.884992 = -341428.672711 Iteration 61Q: 3 clusters Score -341428.7 nChanged 2 ComputeScore: Raw -344889.028294 + Penalty 3459.884992 = -341429.143302 Iteration 62Q: 3 clusters Score -341429.1 nChanged 2 ComputeScore: Raw -344889.550428 + Penalty 3459.884992 = -341429.665437 Iteration 63Q: 3 clusters Score -341429.7 nChanged 1 ComputeScore: Raw -344889.778928 + Penalty 3459.884992 = -341429.893937 Iteration 64Q: 3 clusters Score -341429.9 nChanged 1 ComputeScore: Raw -344889.895007 + Penalty 3459.884992 = -341430.010015 Iteration 65Q: 3 clusters Score -341430 nChanged 1 ComputeScore: Raw -344890.630103 + Penalty 3459.884992 = -341430.745112 Iteration 66Q: 3 clusters Score -341430.7 nChanged 2 ComputeScore: Raw -344891.628650 + Penalty 3459.884992 = -341431.743659 Iteration 67Q: 3 clusters Score -341431.7 nChanged 5 ComputeScore: Raw -344893.957889 + Penalty 3459.884992 = -341434.072897 Iteration 68Q: 3 clusters Score -341434.1 nChanged 5 ComputeScore: Raw -344896.068146 + Penalty 3459.884992 = -341436.183154 Iteration 69Q: 3 clusters Score -341436.2 nChanged 7 ComputeScore: Raw -344898.777299 + Penalty 3459.884992 = -341438.892307 Iteration 70Q: 3 clusters Score -341438.9 nChanged 3 ComputeScore: Raw -344900.880748 + Penalty 3459.884992 = -341440.995757 Iteration 71Q: 3 clusters Score -341441 nChanged 4 ComputeScore: Raw -344903.335224 + Penalty 3459.884992 = -341443.450232 Iteration 72Q: 3 clusters Score -341443.5 nChanged 6 ComputeScore: Raw -344904.724756 + Penalty 3459.884992 = -341444.839764 Iteration 73Q: 3 clusters Score -341444.8 nChanged 4 ComputeScore: Raw -344906.814027 + Penalty 3459.884992 = -341446.929035 Iteration 74Q: 3 clusters Score -341446.9 nChanged 3 ComputeScore: Raw -344909.205184 + Penalty 3459.884992 = -341449.320192 Iteration 75Q: 3 clusters Score -341449.3 nChanged 3 ComputeScore: Raw -344910.866358 + Penalty 3459.884992 = -341450.981366 Iteration 76Q: 3 clusters Score -341451 nChanged 3 ComputeScore: Raw -344911.846279 + Penalty 3459.884992 = -341451.961287 Iteration 77Q: 3 clusters Score -341452 nChanged 4 ComputeScore: Raw -344913.730569 + Penalty 3459.884992 = -341453.845577 Iteration 78Q: 3 clusters Score -341453.8 nChanged 4 ComputeScore: Raw -344915.808070 + Penalty 3459.884992 = -341455.923078 Iteration 79Q: 3 clusters Score -341455.9 nChanged 4 ComputeScore: Raw -344916.870745 + Penalty 3459.884992 = -341456.985754 Iteration 80F: 3 clusters Score -341457 nChanged 3 ComputeScore: Raw -344917.520476 + Penalty 3459.884992 = -341457.635485 Iteration 81Q: 3 clusters Score -341457.6 nChanged 2 ComputeScore: Raw -344917.903381 + Penalty 3459.884992 = -341458.018390 Iteration 82Q: 3 clusters Score -341458 nChanged 2 ComputeScore: Raw -344918.789044 + Penalty 3459.884992 = -341458.904052 Iteration 83Q: 3 clusters Score -341458.9 nChanged 3 ComputeScore: Raw -344919.973998 + Penalty 3459.884992 = -341460.089006 Iteration 84Q: 3 clusters Score -341460.1 nChanged 2 ComputeScore: Raw -344921.124374 + Penalty 3459.884992 = -341461.239382 Iteration 85Q: 3 clusters Score -341461.2 nChanged 0 ComputeScore: Raw -344921.124374 + Penalty 3459.884992 = -341461.239382 Iteration 86F: 3 clusters Score -341461.2 nChanged 0 ConsiderDeletion: ComputeScore: Raw -5202184.930102 + Penalty 67667.797281 = -5134517.132821Iteration 79Q: 31 clusters Score -5134517 nChanged 1215 ConsiderDeletion: ComputeScore: Raw -5204394.944813 + Penalty 67667.797281 = -5136727.147532Iteration 80F: 31 clusters Score -5136727 nChanged 2247 ConsiderDeletion: ComputeScore: Raw -5206487.603246 + Penalty 67667.797281 = -5138819.805964Iteration 81Q: 31 clusters Score -5138820 nChanged 1387 ConsiderDeletion: ComputeScore: Raw -5207612.600815 + Penalty 67667.797281 = -5139944.803533Iteration 82Q: 31 clusters Score -5139945 nChanged 1080 ConsiderDeletion: ComputeScore: Raw -5208468.294202 + Penalty 67667.797281 = -5140800.496921Iteration 83Q: 31 clusters Score -5140800 nChanged 797 ConsiderDeletion: ComputeScore: Raw -5208988.776509 + Penalty 67667.797281 = -5141320.979227Iteration 84Q: 31 clusters Score -5141321 nChanged 714 ConsiderDeletion: ComputeScore: Raw -5209414.424324 + Penalty 67667.797281 = -5141746.627042Iteration 85Q: 31 clusters Score -5141747 nChanged 604 ConsiderDeletion: ComputeScore: Raw -5209665.359127 + Penalty 67667.797281 = -5141997.561845Iteration 86Q: 31 clusters Score -5141998 nChanged 475 ConsiderDeletion: ComputeScore: Raw -5209835.200555 + Penalty 67667.797281 = -5142167.403274Iteration 87Q: 31 clusters Score -5142167 nChanged 435 ConsiderDeletion: ComputeScore: Raw -5209996.090556 + Penalty 67667.797281 = -5142328.293275Iteration 88Q: 31 clusters Score -5142328 nChanged 382 ConsiderDeletion: ComputeScore: Raw -5210119.142951 + Penalty 67667.797281 = -5142451.345670Iteration 89Q: 31 clusters Score -5142451 nChanged 290 ConsiderDeletion: ComputeScore: Raw -5210196.151373 + Penalty 67667.797281 = -5142528.354092Iteration 90Q: 31 clusters Score -5142528 nChanged 246 ConsiderDeletion: ComputeScore: Raw -5210252.718884 + Penalty 67667.797281 = -5142584.921603Iteration 91Q: 31 clusters Score -5142585 nChanged 191 ConsiderDeletion: ComputeScore: Raw -5210296.034144 + Penalty 67667.797281 = -5142628.236862Iteration 92Q: 31 clusters Score -5142628 nChanged 176 ConsiderDeletion: ComputeScore: Raw -5210339.416283 + Penalty 67667.797281 = -5142671.619002Iteration 93Q: 31 clusters Score -5142672 nChanged 184 ConsiderDeletion: ComputeScore: Raw -5210399.768993 + Penalty 67667.797281 = -5142731.971712Iteration 94Q: 31 clusters Score -5142732 nChanged 234 ConsiderDeletion: ComputeScore: Raw -5210501.414633 + Penalty 67667.797281 = -5142833.617351Iteration 95Q: 31 clusters Score -5142834 nChanged 281 ConsiderDeletion: ComputeScore: Raw -5210622.832350 + Penalty 67667.797281 = -5142955.035069Iteration 96Q: 31 clusters Score -5142955 nChanged 327 ConsiderDeletion: ComputeScore: Raw -5210739.156595 + Penalty 67667.797281 = -5143071.359314Iteration 97Q: 31 clusters Score -5143071 nChanged 279 ConsiderDeletion: ComputeScore: Raw -5210829.640923 + Penalty 67667.797281 = -5143161.843642Iteration 98Q: 31 clusters Score -5143162 nChanged 193 ConsiderDeletion: ComputeScore: Raw -5210877.518296 + Penalty 67667.797281 = -5143209.721015Iteration 99Q: 31 clusters Score -5143210 nChanged 124 ConsiderDeletion: ComputeScore: Raw -5210926.500536 + Penalty 67667.797281 = -5143258.703255Iteration 100F: 31 clusters Score -5143259 nChanged 146 ConsiderDeletion: ComputeScore: Raw -5210996.338905 + Penalty 67667.797281 = -5143328.541624Iteration 101Q: 31 clusters Score -5143329 nChanged 154 ConsiderDeletion: ComputeScore: Raw -5211076.737947 + Penalty 67667.797281 = -5143408.940665Iteration 102Q: 31 clusters Score -5143409 nChanged 122 ConsiderDeletion: ComputeScore: Raw -5211121.861799 + Penalty 67667.797281 = -5143454.064518Iteration 103Q: 31 clusters Score -5143454 nChanged 120 ConsiderDeletion: ComputeScore: Raw -5211169.792320 + Penalty 67667.797281 = -5143501.995039Iteration 104Q: 31 clusters Score -5143502 nChanged 154 ConsiderDeletion: ComputeScore: Raw -5211250.105244 + Penalty 67667.797281 = -5143582.307963Iteration 105Q: 31 clusters Score -5143582 nChanged 142 ConsiderDeletion: ComputeScore: Raw -5211301.498159 + Penalty 67667.797281 = -5143633.700877Iteration 106Q: 31 clusters Score -5143634 nChanged 97 ConsiderDeletion: ComputeScore: Raw -5211340.994778 + Penalty 67667.797281 = -5143673.197497Iteration 107Q: 31 clusters Score -5143673 nChanged 118 ConsiderDeletion: ComputeScore: Raw -5211421.661855 + Penalty 67667.797281 = -5143753.864574Iteration 108Q: 31 clusters Score -5143754 nChanged 131 ConsiderDeletion: ComputeScore: Raw -5211503.842373 + Penalty 67667.797281 = -5143836.045092Iteration 109Q: 31 clusters Score -5143836 nChanged 100 ConsiderDeletion: ComputeScore: Raw -5211529.204639 + Penalty 67667.797281 = -5143861.407357Iteration 110Q: 31 clusters Score -5143861 nChanged 57 ConsiderDeletion: ComputeScore: Raw -5211540.507942 + Penalty 67667.797281 = -5143872.710660Iteration 111Q: 31 clusters Score -5143873 nChanged 48 ConsiderDeletion: ComputeScore: Raw -5211548.083323 + Penalty 67667.797281 = -5143880.286042Iteration 112Q: 31 clusters Score -5143880 nChanged 36 ConsiderDeletion: ComputeScore: Raw -5211552.949362 + Penalty 67667.797281 = -5143885.152080Iteration 113Q: 31 clusters Score -5143885 nChanged 36 ConsiderDeletion: ComputeScore: Raw -5211557.188367 + Penalty 67667.797281 = -5143889.391085Iteration 114Q: 31 clusters Score -5143889 nChanged 38 ConsiderDeletion: ComputeScore: Raw -5211562.525191 + Penalty 67667.797281 = -5143894.727910Iteration 115Q: 31 clusters Score -5143895 nChanged 30 ConsiderDeletion: ComputeScore: Raw -5211567.392995 + Penalty 67667.797281 = -5143899.595713Iteration 116Q: 31 clusters Score -5143900 nChanged 21 ConsiderDeletion: ComputeScore: Raw -5211570.439903 + Penalty 67667.797281 = -5143902.642622Iteration 117Q: 31 clusters Score -5143903 nChanged 17 ConsiderDeletion: ComputeScore: Raw -5211572.143934 + Penalty 67667.797281 = -5143904.346653Iteration 118Q: 31 clusters Score -5143904 nChanged 10 ComputeScore: Raw -5211572.143934 + Penalty 67667.797281 = -5143904.346653Trying to split cluster 1 (6579 points) Assigned 2 initial classes randomly. ComputeScore: Raw -243361.670091 + Penalty 1661.619589 = -241700.050502 Iteration 0F: 2 clusters Score -241700.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -239963.212819 + Penalty 3323.239178 = -236639.973641 Iteration 0F: 3 clusters Score -236640 nChanged 2703 ComputeScore: Raw -241492.771321 + Penalty 3323.239178 = -238169.532143 Iteration 1F: 3 clusters Score -238169.5 nChanged 492 ComputeScore: Raw -241757.527512 + Penalty 3323.239178 = -238434.288334 Iteration 2F: 3 clusters Score -238434.3 nChanged 372 ComputeScore: Raw -241927.293824 + Penalty 3323.239178 = -238604.054646 Iteration 3F: 3 clusters Score -238604.1 nChanged 293 ComputeScore: Raw -242057.208975 + Penalty 3323.239178 = -238733.969797 Iteration 4Q: 3 clusters Score -238734 nChanged 244 ComputeScore: Raw -242165.529117 + Penalty 3323.239178 = -238842.289939 Iteration 5Q: 3 clusters Score -238842.3 nChanged 222 ComputeScore: Raw -242262.635977 + Penalty 3323.239178 = -238939.396799 Iteration 6Q: 3 clusters Score -238939.4 nChanged 187 ComputeScore: Raw -242347.628820 + Penalty 3323.239178 = -239024.389642 Iteration 7Q: 3 clusters Score -239024.4 nChanged 195 ComputeScore: Raw -242439.680274 + Penalty 3323.239178 = -239116.441096 Iteration 8Q: 3 clusters Score -239116.4 nChanged 169 ComputeScore: Raw -242512.716177 + Penalty 3323.239178 = -239189.476999 Iteration 9Q: 3 clusters Score -239189.5 nChanged 175 ComputeScore: Raw -242578.619893 + Penalty 3323.239178 = -239255.380715 Iteration 10Q: 3 clusters Score -239255.4 nChanged 157 ComputeScore: Raw -242643.275483 + Penalty 3323.239178 = -239320.036305 Iteration 11Q: 3 clusters Score -239320 nChanged 152 ComputeScore: Raw -242701.671398 + Penalty 3323.239178 = -239378.432220 Iteration 12Q: 3 clusters Score -239378.4 nChanged 142 ComputeScore: Raw -242752.928304 + Penalty 3323.239178 = -239429.689126 Iteration 13Q: 3 clusters Score -239429.7 nChanged 116 ComputeScore: Raw -242796.400478 + Penalty 3323.239178 = -239473.161300 Iteration 14Q: 3 clusters Score -239473.2 nChanged 113 ComputeScore: Raw -242846.089733 + Penalty 3323.239178 = -239522.850554 Iteration 15Q: 3 clusters Score -239522.9 nChanged 127 ComputeScore: Raw -242909.195950 + Penalty 3323.239178 = -239585.956772 Iteration 16Q: 3 clusters Score -239586 nChanged 136 ComputeScore: Raw -242978.027662 + Penalty 3323.239178 = -239654.788484 Iteration 17Q: 3 clusters Score -239654.8 nChanged 144 ComputeScore: Raw -243057.702762 + Penalty 3323.239178 = -239734.463584 Iteration 18Q: 3 clusters Score -239734.5 nChanged 142 ComputeScore: Raw -243137.545627 + Penalty 3323.239178 = -239814.306449 Iteration 19Q: 3 clusters Score -239814.3 nChanged 144 ComputeScore: Raw -243220.604730 + Penalty 3323.239178 = -239897.365552 Iteration 20F: 3 clusters Score -239897.4 nChanged 119 ComputeScore: Raw -243300.914416 + Penalty 3323.239178 = -239977.675238 Iteration 21Q: 3 clusters Score -239977.7 nChanged 124 ComputeScore: Raw -243385.433031 + Penalty 3323.239178 = -240062.193853 Iteration 22Q: 3 clusters Score -240062.2 nChanged 107 ComputeScore: Raw -243459.276006 + Penalty 3323.239178 = -240136.036828 Iteration 23Q: 3 clusters Score -240136 nChanged 82 ComputeScore: Raw -243509.748415 + Penalty 3323.239178 = -240186.509237 Iteration 24Q: 3 clusters Score -240186.5 nChanged 69 ComputeScore: Raw -243546.422130 + Penalty 3323.239178 = -240223.182952 Iteration 25Q: 3 clusters Score -240223.2 nChanged 59 ComputeScore: Raw -243574.538912 + Penalty 3323.239178 = -240251.299734 Iteration 26Q: 3 clusters Score -240251.3 nChanged 40 ComputeScore: Raw -243595.995179 + Penalty 3323.239178 = -240272.756001 Iteration 27Q: 3 clusters Score -240272.8 nChanged 33 ComputeScore: Raw -243612.705162 + Penalty 3323.239178 = -240289.465984 Iteration 28Q: 3 clusters Score -240289.5 nChanged 24 ComputeScore: Raw -243622.610177 + Penalty 3323.239178 = -240299.370999 Iteration 29Q: 3 clusters Score -240299.4 nChanged 20 ComputeScore: Raw -243629.896239 + Penalty 3323.239178 = -240306.657061 Iteration 30Q: 3 clusters Score -240306.7 nChanged 10 ComputeScore: Raw -243634.023799 + Penalty 3323.239178 = -240310.784621 Iteration 31Q: 3 clusters Score -240310.8 nChanged 9 ComputeScore: Raw -243637.613012 + Penalty 3323.239178 = -240314.373834 Iteration 32Q: 3 clusters Score -240314.4 nChanged 7 ComputeScore: Raw -243641.335204 + Penalty 3323.239178 = -240318.096026 Iteration 33Q: 3 clusters Score -240318.1 nChanged 12 ComputeScore: Raw -243647.522304 + Penalty 3323.239178 = -240324.283126 Iteration 34Q: 3 clusters Score -240324.3 nChanged 21 ComputeScore: Raw -243655.597923 + Penalty 3323.239178 = -240332.358745 Iteration 35Q: 3 clusters Score -240332.4 nChanged 7 ComputeScore: Raw -243658.573452 + Penalty 3323.239178 = -240335.334274 Iteration 36Q: 3 clusters Score -240335.3 nChanged 6 ComputeScore: Raw -243661.173255 + Penalty 3323.239178 = -240337.934077 Iteration 37Q: 3 clusters Score -240337.9 nChanged 7 ComputeScore: Raw -243663.673264 + Penalty 3323.239178 = -240340.434086 Iteration 38Q: 3 clusters Score -240340.4 nChanged 6 ComputeScore: Raw -243665.780953 + Penalty 3323.239178 = -240342.541775 Iteration 39Q: 3 clusters Score -240342.5 nChanged 6 ComputeScore: Raw -243668.221977 + Penalty 3323.239178 = -240344.982799 Iteration 40F: 3 clusters Score -240345 nChanged 1 ComputeScore: Raw -243668.520279 + Penalty 3323.239178 = -240345.281101 Iteration 41Q: 3 clusters Score -240345.3 nChanged 1 ComputeScore: Raw -243669.402405 + Penalty 3323.239178 = -240346.163227 Iteration 42Q: 3 clusters Score -240346.2 nChanged 1 ComputeScore: Raw -243669.663788 + Penalty 3323.239178 = -240346.424610 Iteration 43Q: 3 clusters Score -240346.4 nChanged 0 ComputeScore: Raw -243669.663788 + Penalty 3323.239178 = -240346.424610 Iteration 44F: 3 clusters Score -240346.4 nChanged 0 Trying to split cluster 2 (622 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22806.795358 + Penalty 1215.825678 = -21590.969680 Iteration 0F: 2 clusters Score -21590.97 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -22696.339529 + Penalty 2431.651355 = -20264.688174 Iteration 0F: 3 clusters Score -20264.69 nChanged 142 ComputeScore: Raw -22864.606167 + Penalty 2431.651355 = -20432.954812 Iteration 1F: 3 clusters Score -20432.95 nChanged 41 ComputeScore: Raw -22932.314364 + Penalty 2431.651355 = -20500.663009 Iteration 2F: 3 clusters Score -20500.66 nChanged 21 ComputeScore: Raw -22957.988840 + Penalty 2431.651355 = -20526.337485 Iteration 3Q: 3 clusters Score -20526.34 nChanged 10 ComputeScore: Raw -22967.772581 + Penalty 2431.651355 = -20536.121226 Iteration 4Q: 3 clusters Score -20536.12 nChanged 2 ComputeScore: Raw -22969.683583 + Penalty 2431.651355 = -20538.032228 Iteration 5Q: 3 clusters Score -20538.03 nChanged 2 ComputeScore: Raw -22971.638846 + Penalty 2431.651355 = -20539.987491 Iteration 6Q: 3 clusters Score -20539.99 nChanged 0 ComputeScore: Raw -22971.638846 + Penalty 2431.651355 = -20539.987491 Iteration 7F: 3 clusters Score -20539.99 nChanged 0 Trying to split cluster 3 (6059 points) Assigned 2 initial classes randomly. ComputeScore: Raw -228481.941819 + Penalty 1646.057709 = -226835.884109 Iteration 0F: 2 clusters Score -226835.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -225380.227011 + Penalty 3292.115419 = -222088.111592 Iteration 0F: 3 clusters Score -222088.1 nChanged 2446 ComputeScore: Raw -226722.192463 + Penalty 3292.115419 = -223430.077044 Iteration 1F: 3 clusters Score -223430.1 nChanged 419 ComputeScore: Raw -226958.009244 + Penalty 3292.115419 = -223665.893826 Iteration 2F: 3 clusters Score -223665.9 nChanged 340 ComputeScore: Raw -227165.633866 + Penalty 3292.115419 = -223873.518448 Iteration 3F: 3 clusters Score -223873.5 nChanged 305 ComputeScore: Raw -227356.502352 + Penalty 3292.115419 = -224064.386934 Iteration 4F: 3 clusters Score -224064.4 nChanged 271 ComputeScore: Raw -227523.949094 + Penalty 3292.115419 = -224231.833676 Iteration 5Q: 3 clusters Score -224231.8 nChanged 255 ComputeScore: Raw -227683.539857 + Penalty 3292.115419 = -224391.424438 Iteration 6Q: 3 clusters Score -224391.4 nChanged 257 ComputeScore: Raw -227857.745576 + Penalty 3292.115419 = -224565.630158 Iteration 7Q: 3 clusters Score -224565.6 nChanged 242 ComputeScore: Raw -228022.061539 + Penalty 3292.115419 = -224729.946120 Iteration 8Q: 3 clusters Score -224729.9 nChanged 210 ComputeScore: Raw -228191.544114 + Penalty 3292.115419 = -224899.428696 Iteration 9Q: 3 clusters Score -224899.4 nChanged 234 ComputeScore: Raw -228405.599580 + Penalty 3292.115419 = -225113.484161 Iteration 10Q: 3 clusters Score -225113.5 nChanged 226 ComputeScore: Raw -228643.151648 + Penalty 3292.115419 = -225351.036230 Iteration 11Q: 3 clusters Score -225351 nChanged 241 ComputeScore: Raw -228979.636302 + Penalty 3292.115419 = -225687.520883 Iteration 12Q: 3 clusters Score -225687.5 nChanged 224 ComputeScore: Raw -229335.274694 + Penalty 3292.115419 = -226043.159275 Iteration 13Q: 3 clusters Score -226043.2 nChanged 229 ComputeScore: Raw -229767.621234 + Penalty 3292.115419 = -226475.505815 Iteration 14Q: 3 clusters Score -226475.5 nChanged 229 ComputeScore: Raw -230134.999606 + Penalty 3292.115419 = -226842.884188 Iteration 15Q: 3 clusters Score -226842.9 nChanged 193 ComputeScore: Raw -230405.443176 + Penalty 3292.115419 = -227113.327757 Iteration 16Q: 3 clusters Score -227113.3 nChanged 152 ComputeScore: Raw -230559.159022 + Penalty 3292.115419 = -227267.043604 Iteration 17Q: 3 clusters Score -227267 nChanged 114 ComputeScore: Raw -230643.346063 + Penalty 3292.115419 = -227351.230644 Iteration 18Q: 3 clusters Score -227351.2 nChanged 90 ComputeScore: Raw -230693.302759 + Penalty 3292.115419 = -227401.187340 Iteration 19Q: 3 clusters Score -227401.2 nChanged 48 ComputeScore: Raw -230712.515024 + Penalty 3292.115419 = -227420.399606 Iteration 20F: 3 clusters Score -227420.4 nChanged 33 ComputeScore: Raw -230722.300435 + Penalty 3292.115419 = -227430.185016 Iteration 21Q: 3 clusters Score -227430.2 nChanged 20 ComputeScore: Raw -230728.431541 + Penalty 3292.115419 = -227436.316122 Iteration 22Q: 3 clusters Score -227436.3 nChanged 22 ComputeScore: Raw -230734.345290 + Penalty 3292.115419 = -227442.229872 Iteration 23Q: 3 clusters Score -227442.2 nChanged 13 ComputeScore: Raw -230737.612679 + Penalty 3292.115419 = -227445.497260 Iteration 24Q: 3 clusters Score -227445.5 nChanged 8 ComputeScore: Raw -230739.363166 + Penalty 3292.115419 = -227447.247747 Iteration 25Q: 3 clusters Score -227447.2 nChanged 5 ComputeScore: Raw -230740.716656 + Penalty 3292.115419 = -227448.601237 Iteration 26Q: 3 clusters Score -227448.6 nChanged 3 ComputeScore: Raw -230741.219309 + Penalty 3292.115419 = -227449.103891 Iteration 27Q: 3 clusters Score -227449.1 nChanged 1 ComputeScore: Raw -230741.472390 + Penalty 3292.115419 = -227449.356972 Iteration 28Q: 3 clusters Score -227449.4 nChanged 1 ComputeScore: Raw -230741.689738 + Penalty 3292.115419 = -227449.574320 Iteration 29Q: 3 clusters Score -227449.6 nChanged 1 ComputeScore: Raw -230741.901307 + Penalty 3292.115419 = -227449.785889 Iteration 30Q: 3 clusters Score -227449.8 nChanged 0 ComputeScore: Raw -230741.901307 + Penalty 3292.115419 = -227449.785889 Iteration 31F: 3 clusters Score -227449.8 nChanged 0 ComputeScore: Raw -5213833.010684 + Penalty 69923.390524 = -5143909.620160Splitting cluster 3 changes total score from -5143904.346653 to -5143909.620160 So it's getting split into cluster 31. Trying to split cluster 4 (2802 points) Assigned 2 initial classes randomly. ComputeScore: Raw -106198.414359 + Penalty 1500.298769 = -104698.115590 Iteration 0F: 2 clusters Score -104698.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -104941.220637 + Penalty 3000.597539 = -101940.623099 Iteration 0F: 3 clusters Score -101940.6 nChanged 1023 ComputeScore: Raw -105539.370495 + Penalty 3000.597539 = -102538.772956 Iteration 1F: 3 clusters Score -102538.8 nChanged 211 ComputeScore: Raw -105664.704062 + Penalty 3000.597539 = -102664.106523 Iteration 2F: 3 clusters Score -102664.1 nChanged 116 ComputeScore: Raw -105741.607177 + Penalty 3000.597539 = -102741.009638 Iteration 3Q: 3 clusters Score -102741 nChanged 99 ComputeScore: Raw -105790.778020 + Penalty 3000.597539 = -102790.180482 Iteration 4Q: 3 clusters Score -102790.2 nChanged 73 ComputeScore: Raw -105828.224255 + Penalty 3000.597539 = -102827.626716 Iteration 5Q: 3 clusters Score -102827.6 nChanged 51 ComputeScore: Raw -105854.844446 + Penalty 3000.597539 = -102854.246907 Iteration 6Q: 3 clusters Score -102854.2 nChanged 49 ComputeScore: Raw -105873.673532 + Penalty 3000.597539 = -102873.075993 Iteration 7Q: 3 clusters Score -102873.1 nChanged 35 ComputeScore: Raw -105890.155413 + Penalty 3000.597539 = -102889.557874 Iteration 8Q: 3 clusters Score -102889.6 nChanged 43 ComputeScore: Raw -105908.965326 + Penalty 3000.597539 = -102908.367787 Iteration 9Q: 3 clusters Score -102908.4 nChanged 35 ComputeScore: Raw -105924.056394 + Penalty 3000.597539 = -102923.458855 Iteration 10Q: 3 clusters Score -102923.5 nChanged 38 ComputeScore: Raw -105939.671426 + Penalty 3000.597539 = -102939.073887 Iteration 11Q: 3 clusters Score -102939.1 nChanged 32 ComputeScore: Raw -105950.332055 + Penalty 3000.597539 = -102949.734516 Iteration 12Q: 3 clusters Score -102949.7 nChanged 29 ComputeScore: Raw -105961.933092 + Penalty 3000.597539 = -102961.335553 Iteration 13Q: 3 clusters Score -102961.3 nChanged 32 ComputeScore: Raw -105974.146909 + Penalty 3000.597539 = -102973.549370 Iteration 14Q: 3 clusters Score -102973.5 nChanged 27 ComputeScore: Raw -105983.864804 + Penalty 3000.597539 = -102983.267265 Iteration 15Q: 3 clusters Score -102983.3 nChanged 26 ComputeScore: Raw -105993.637850 + Penalty 3000.597539 = -102993.040311 Iteration 16Q: 3 clusters Score -102993 nChanged 27 ComputeScore: Raw -106006.635534 + Penalty 3000.597539 = -103006.037996 Iteration 17Q: 3 clusters Score -103006 nChanged 27 ComputeScore: Raw -106022.565417 + Penalty 3000.597539 = -103021.967878 Iteration 18Q: 3 clusters Score -103022 nChanged 28 ComputeScore: Raw -106040.074654 + Penalty 3000.597539 = -103039.477115 Iteration 19Q: 3 clusters Score -103039.5 nChanged 37 ComputeScore: Raw -106057.553340 + Penalty 3000.597539 = -103056.955801 Iteration 20F: 3 clusters Score -103057 nChanged 28 ComputeScore: Raw -106068.127472 + Penalty 3000.597539 = -103067.529933 Iteration 21Q: 3 clusters Score -103067.5 nChanged 12 ComputeScore: Raw -106072.330909 + Penalty 3000.597539 = -103071.733371 Iteration 22Q: 3 clusters Score -103071.7 nChanged 9 ComputeScore: Raw -106075.169998 + Penalty 3000.597539 = -103074.572459 Iteration 23Q: 3 clusters Score -103074.6 nChanged 10 ComputeScore: Raw -106078.661306 + Penalty 3000.597539 = -103078.063768 Iteration 24Q: 3 clusters Score -103078.1 nChanged 10 ComputeScore: Raw -106082.546144 + Penalty 3000.597539 = -103081.948606 Iteration 25Q: 3 clusters Score -103081.9 nChanged 9 ComputeScore: Raw -106086.395822 + Penalty 3000.597539 = -103085.798284 Iteration 26Q: 3 clusters Score -103085.8 nChanged 10 ComputeScore: Raw -106093.549997 + Penalty 3000.597539 = -103092.952458 Iteration 27Q: 3 clusters Score -103093 nChanged 9 ComputeScore: Raw -106096.580748 + Penalty 3000.597539 = -103095.983209 Iteration 28Q: 3 clusters Score -103096 nChanged 7 ComputeScore: Raw -106100.276799 + Penalty 3000.597539 = -103099.679260 Iteration 29Q: 3 clusters Score -103099.7 nChanged 7 ComputeScore: Raw -106103.211893 + Penalty 3000.597539 = -103102.614354 Iteration 30Q: 3 clusters Score -103102.6 nChanged 10 ComputeScore: Raw -106108.506821 + Penalty 3000.597539 = -103107.909282 Iteration 31Q: 3 clusters Score -103107.9 nChanged 14 ComputeScore: Raw -106116.873938 + Penalty 3000.597539 = -103116.276399 Iteration 32Q: 3 clusters Score -103116.3 nChanged 22 ComputeScore: Raw -106130.196871 + Penalty 3000.597539 = -103129.599332 Iteration 33Q: 3 clusters Score -103129.6 nChanged 30 ComputeScore: Raw -106149.089641 + Penalty 3000.597539 = -103148.492102 Iteration 34Q: 3 clusters Score -103148.5 nChanged 29 ComputeScore: Raw -106169.009651 + Penalty 3000.597539 = -103168.412113 Iteration 35Q: 3 clusters Score -103168.4 nChanged 29 ComputeScore: Raw -106189.068934 + Penalty 3000.597539 = -103188.471395 Iteration 36Q: 3 clusters Score -103188.5 nChanged 20 ComputeScore: Raw -106201.024934 + Penalty 3000.597539 = -103200.427395 Iteration 37Q: 3 clusters Score -103200.4 nChanged 22 ComputeScore: Raw -106216.011095 + Penalty 3000.597539 = -103215.413556 Iteration 38Q: 3 clusters Score -103215.4 nChanged 25 ComputeScore: Raw -106235.780556 + Penalty 3000.597539 = -103235.183017 Iteration 39Q: 3 clusters Score -103235.2 nChanged 30 ComputeScore: Raw -106253.778903 + Penalty 3000.597539 = -103253.181364 Iteration 40F: 3 clusters Score -103253.2 nChanged 26 ComputeScore: Raw -106272.081013 + Penalty 3000.597539 = -103271.483474 Iteration 41Q: 3 clusters Score -103271.5 nChanged 22 ComputeScore: Raw -106286.461852 + Penalty 3000.597539 = -103285.864314 Iteration 42Q: 3 clusters Score -103285.9 nChanged 21 ComputeScore: Raw -106300.863004 + Penalty 3000.597539 = -103300.265465 Iteration 43Q: 3 clusters Score -103300.3 nChanged 13 ComputeScore: Raw -106309.148665 + Penalty 3000.597539 = -103308.551126 Iteration 44Q: 3 clusters Score -103308.6 nChanged 10 ComputeScore: Raw -106317.891641 + Penalty 3000.597539 = -103317.294102 Iteration 45Q: 3 clusters Score -103317.3 nChanged 11 ComputeScore: Raw -106325.090210 + Penalty 3000.597539 = -103324.492671 Iteration 46Q: 3 clusters Score -103324.5 nChanged 5 ComputeScore: Raw -106327.779386 + Penalty 3000.597539 = -103327.181847 Iteration 47Q: 3 clusters Score -103327.2 nChanged 2 ComputeScore: Raw -106328.923204 + Penalty 3000.597539 = -103328.325665 Iteration 48Q: 3 clusters Score -103328.3 nChanged 3 ComputeScore: Raw -106331.917494 + Penalty 3000.597539 = -103331.319956 Iteration 49Q: 3 clusters Score -103331.3 nChanged 2 ComputeScore: Raw -106332.775364 + Penalty 3000.597539 = -103332.177825 Iteration 50Q: 3 clusters Score -103332.2 nChanged 3 ComputeScore: Raw -106333.979449 + Penalty 3000.597539 = -103333.381910 Iteration 51Q: 3 clusters Score -103333.4 nChanged 3 ComputeScore: Raw -106338.253203 + Penalty 3000.597539 = -103337.655664 Iteration 52Q: 3 clusters Score -103337.7 nChanged 8 ComputeScore: Raw -106342.765107 + Penalty 3000.597539 = -103342.167568 Iteration 53Q: 3 clusters Score -103342.2 nChanged 1 ComputeScore: Raw -106343.204005 + Penalty 3000.597539 = -103342.606467 Iteration 54Q: 3 clusters Score -103342.6 nChanged 2 ComputeScore: Raw -106343.948553 + Penalty 3000.597539 = -103343.351015 Iteration 55Q: 3 clusters Score -103343.4 nChanged 1 ComputeScore: Raw -106344.438543 + Penalty 3000.597539 = -103343.841004 Iteration 56Q: 3 clusters Score -103343.8 nChanged 0 ComputeScore: Raw -106344.438543 + Penalty 3000.597539 = -103343.841004 Iteration 57F: 3 clusters Score -103343.8 nChanged 0 Trying to split cluster 5 (6443 points) Assigned 2 initial classes randomly. ComputeScore: Raw -231096.126140 + Penalty 1657.671665 = -229438.454476 Iteration 0F: 2 clusters Score -229438.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -227694.127041 + Penalty 3315.343330 = -224378.783712 Iteration 0F: 3 clusters Score -224378.8 nChanged 2687 ComputeScore: Raw -229226.029536 + Penalty 3315.343330 = -225910.686206 Iteration 1F: 3 clusters Score -225910.7 nChanged 536 ComputeScore: Raw -229636.726186 + Penalty 3315.343330 = -226321.382857 Iteration 2F: 3 clusters Score -226321.4 nChanged 475 ComputeScore: Raw -229979.541841 + Penalty 3315.343330 = -226664.198512 Iteration 3F: 3 clusters Score -226664.2 nChanged 408 ComputeScore: Raw -230238.982698 + Penalty 3315.343330 = -226923.639369 Iteration 4F: 3 clusters Score -226923.6 nChanged 361 ComputeScore: Raw -230450.162074 + Penalty 3315.343330 = -227134.818744 Iteration 5F: 3 clusters Score -227134.8 nChanged 302 ComputeScore: Raw -230639.353017 + Penalty 3315.343330 = -227324.009688 Iteration 6Q: 3 clusters Score -227324 nChanged 290 ComputeScore: Raw -230811.042039 + Penalty 3315.343330 = -227495.698710 Iteration 7Q: 3 clusters Score -227495.7 nChanged 247 ComputeScore: Raw -230939.709982 + Penalty 3315.343330 = -227624.366652 Iteration 8Q: 3 clusters Score -227624.4 nChanged 186 ComputeScore: Raw -231052.160231 + Penalty 3315.343330 = -227736.816902 Iteration 9Q: 3 clusters Score -227736.8 nChanged 180 ComputeScore: Raw -231170.219154 + Penalty 3315.343330 = -227854.875824 Iteration 10Q: 3 clusters Score -227854.9 nChanged 183 ComputeScore: Raw -231312.421405 + Penalty 3315.343330 = -227997.078076 Iteration 11Q: 3 clusters Score -227997.1 nChanged 202 ComputeScore: Raw -231498.202697 + Penalty 3315.343330 = -228182.859367 Iteration 12Q: 3 clusters Score -228182.9 nChanged 193 ComputeScore: Raw -231678.011003 + Penalty 3315.343330 = -228362.667673 Iteration 13Q: 3 clusters Score -228362.7 nChanged 173 ComputeScore: Raw -231834.387577 + Penalty 3315.343330 = -228519.044247 Iteration 14Q: 3 clusters Score -228519 nChanged 162 ComputeScore: Raw -231998.120196 + Penalty 3315.343330 = -228682.776866 Iteration 15Q: 3 clusters Score -228682.8 nChanged 167 ComputeScore: Raw -232185.201423 + Penalty 3315.343330 = -228869.858093 Iteration 16Q: 3 clusters Score -228869.9 nChanged 169 ComputeScore: Raw -232386.656573 + Penalty 3315.343330 = -229071.313243 Iteration 17Q: 3 clusters Score -229071.3 nChanged 169 ComputeScore: Raw -232601.944901 + Penalty 3315.343330 = -229286.601572 Iteration 18Q: 3 clusters Score -229286.6 nChanged 181 ComputeScore: Raw -232844.246187 + Penalty 3315.343330 = -229528.902858 Iteration 19Q: 3 clusters Score -229528.9 nChanged 206 ComputeScore: Raw -233185.288001 + Penalty 3315.343330 = -229869.944672 Iteration 20F: 3 clusters Score -229869.9 nChanged 249 ComputeScore: Raw -233664.718304 + Penalty 3315.343330 = -230349.374974 Iteration 21Q: 3 clusters Score -230349.4 nChanged 245 ComputeScore: Raw -234010.676958 + Penalty 3315.343330 = -230695.333628 Iteration 22Q: 3 clusters Score -230695.3 nChanged 150 ComputeScore: Raw -234146.609584 + Penalty 3315.343330 = -230831.266254 Iteration 23Q: 3 clusters Score -230831.3 nChanged 117 ComputeScore: Raw -234236.376249 + Penalty 3315.343330 = -230921.032920 Iteration 24Q: 3 clusters Score -230921 nChanged 81 ComputeScore: Raw -234290.388312 + Penalty 3315.343330 = -230975.044982 Iteration 25Q: 3 clusters Score -230975 nChanged 42 ComputeScore: Raw -234308.831653 + Penalty 3315.343330 = -230993.488323 Iteration 26Q: 3 clusters Score -230993.5 nChanged 25 ComputeScore: Raw -234316.167619 + Penalty 3315.343330 = -231000.824290 Iteration 27Q: 3 clusters Score -231000.8 nChanged 8 ComputeScore: Raw -234318.323582 + Penalty 3315.343330 = -231002.980252 Iteration 28Q: 3 clusters Score -231003 nChanged 4 ComputeScore: Raw -234318.892704 + Penalty 3315.343330 = -231003.549374 Iteration 29Q: 3 clusters Score -231003.5 nChanged 2 ComputeScore: Raw -234319.205261 + Penalty 3315.343330 = -231003.861932 Iteration 30Q: 3 clusters Score -231003.9 nChanged 2 ComputeScore: Raw -234319.390302 + Penalty 3315.343330 = -231004.046973 Iteration 31Q: 3 clusters Score -231004 nChanged 0 ComputeScore: Raw -234319.390302 + Penalty 3315.343330 = -231004.046973 Iteration 32F: 3 clusters Score -231004 nChanged 0 ComputeScore: Raw -5217056.274846 + Penalty 72178.983767 = -5144877.291079Splitting cluster 5 changes total score from -5143904.346653 to -5144877.291079 So it's getting split into cluster 32. Trying to split cluster 6 (5023 points) Assigned 2 initial classes randomly. ComputeScore: Raw -185727.830835 + Penalty 1610.616920 = -184117.213915 Iteration 0F: 2 clusters Score -184117.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -183190.551533 + Penalty 3221.233839 = -179969.317694 Iteration 0F: 3 clusters Score -179969.3 nChanged 2024 ComputeScore: Raw -184333.932010 + Penalty 3221.233839 = -181112.698171 Iteration 1F: 3 clusters Score -181112.7 nChanged 393 ComputeScore: Raw -184586.325270 + Penalty 3221.233839 = -181365.091431 Iteration 2F: 3 clusters Score -181365.1 nChanged 310 ComputeScore: Raw -184754.491025 + Penalty 3221.233839 = -181533.257186 Iteration 3F: 3 clusters Score -181533.3 nChanged 239 ComputeScore: Raw -184872.955161 + Penalty 3221.233839 = -181651.721322 Iteration 4Q: 3 clusters Score -181651.7 nChanged 153 ComputeScore: Raw -184947.064208 + Penalty 3221.233839 = -181725.830369 Iteration 5Q: 3 clusters Score -181725.8 nChanged 137 ComputeScore: Raw -185007.580643 + Penalty 3221.233839 = -181786.346803 Iteration 6Q: 3 clusters Score -181786.3 nChanged 119 ComputeScore: Raw -185059.452407 + Penalty 3221.233839 = -181838.218567 Iteration 7Q: 3 clusters Score -181838.2 nChanged 101 ComputeScore: Raw -185098.587073 + Penalty 3221.233839 = -181877.353233 Iteration 8Q: 3 clusters Score -181877.4 nChanged 76 ComputeScore: Raw -185127.406158 + Penalty 3221.233839 = -181906.172319 Iteration 9Q: 3 clusters Score -181906.2 nChanged 80 ComputeScore: Raw -185153.510751 + Penalty 3221.233839 = -181932.276911 Iteration 10Q: 3 clusters Score -181932.3 nChanged 61 ComputeScore: Raw -185174.441537 + Penalty 3221.233839 = -181953.207698 Iteration 11Q: 3 clusters Score -181953.2 nChanged 69 ComputeScore: Raw -185198.477581 + Penalty 3221.233839 = -181977.243742 Iteration 12Q: 3 clusters Score -181977.2 nChanged 63 ComputeScore: Raw -185217.585320 + Penalty 3221.233839 = -181996.351480 Iteration 13Q: 3 clusters Score -181996.4 nChanged 58 ComputeScore: Raw -185233.732556 + Penalty 3221.233839 = -182012.498716 Iteration 14Q: 3 clusters Score -182012.5 nChanged 51 ComputeScore: Raw -185248.876983 + Penalty 3221.233839 = -182027.643143 Iteration 15Q: 3 clusters Score -182027.6 nChanged 49 ComputeScore: Raw -185261.990149 + Penalty 3221.233839 = -182040.756310 Iteration 16Q: 3 clusters Score -182040.8 nChanged 40 ComputeScore: Raw -185273.545638 + Penalty 3221.233839 = -182052.311799 Iteration 17Q: 3 clusters Score -182052.3 nChanged 49 ComputeScore: Raw -185290.817839 + Penalty 3221.233839 = -182069.584000 Iteration 18Q: 3 clusters Score -182069.6 nChanged 39 ComputeScore: Raw -185308.185822 + Penalty 3221.233839 = -182086.951983 Iteration 19Q: 3 clusters Score -182087 nChanged 45 ComputeScore: Raw -185321.035500 + Penalty 3221.233839 = -182099.801661 Iteration 20F: 3 clusters Score -182099.8 nChanged 33 ComputeScore: Raw -185330.461800 + Penalty 3221.233839 = -182109.227961 Iteration 21Q: 3 clusters Score -182109.2 nChanged 39 ComputeScore: Raw -185344.425140 + Penalty 3221.233839 = -182123.191300 Iteration 22Q: 3 clusters Score -182123.2 nChanged 43 ComputeScore: Raw -185357.093944 + Penalty 3221.233839 = -182135.860105 Iteration 23Q: 3 clusters Score -182135.9 nChanged 31 ComputeScore: Raw -185365.451606 + Penalty 3221.233839 = -182144.217767 Iteration 24Q: 3 clusters Score -182144.2 nChanged 26 ComputeScore: Raw -185371.108340 + Penalty 3221.233839 = -182149.874501 Iteration 25Q: 3 clusters Score -182149.9 nChanged 23 ComputeScore: Raw -185377.796369 + Penalty 3221.233839 = -182156.562530 Iteration 26Q: 3 clusters Score -182156.6 nChanged 30 ComputeScore: Raw -185384.338485 + Penalty 3221.233839 = -182163.104646 Iteration 27Q: 3 clusters Score -182163.1 nChanged 27 ComputeScore: Raw -185391.609081 + Penalty 3221.233839 = -182170.375242 Iteration 28Q: 3 clusters Score -182170.4 nChanged 22 ComputeScore: Raw -185399.680928 + Penalty 3221.233839 = -182178.447089 Iteration 29Q: 3 clusters Score -182178.4 nChanged 37 ComputeScore: Raw -185412.585914 + Penalty 3221.233839 = -182191.352075 Iteration 30Q: 3 clusters Score -182191.4 nChanged 46 ComputeScore: Raw -185430.892924 + Penalty 3221.233839 = -182209.659084 Iteration 31Q: 3 clusters Score -182209.7 nChanged 55 ComputeScore: Raw -185452.365464 + Penalty 3221.233839 = -182231.131624 Iteration 32Q: 3 clusters Score -182231.1 nChanged 58 ComputeScore: Raw -185477.978619 + Penalty 3221.233839 = -182256.744780 Iteration 33Q: 3 clusters Score -182256.7 nChanged 65 ComputeScore: Raw -185502.137858 + Penalty 3221.233839 = -182280.904019 Iteration 34Q: 3 clusters Score -182280.9 nChanged 53 ComputeScore: Raw -185523.340300 + Penalty 3221.233839 = -182302.106461 Iteration 35Q: 3 clusters Score -182302.1 nChanged 58 ComputeScore: Raw -185547.564527 + Penalty 3221.233839 = -182326.330687 Iteration 36Q: 3 clusters Score -182326.3 nChanged 67 ComputeScore: Raw -185574.988508 + Penalty 3221.233839 = -182353.754669 Iteration 37Q: 3 clusters Score -182353.8 nChanged 72 ComputeScore: Raw -185603.975351 + Penalty 3221.233839 = -182382.741512 Iteration 38Q: 3 clusters Score -182382.7 nChanged 59 ComputeScore: Raw -185629.955996 + Penalty 3221.233839 = -182408.722157 Iteration 39Q: 3 clusters Score -182408.7 nChanged 66 ComputeScore: Raw -185658.090851 + Penalty 3221.233839 = -182436.857012 Iteration 40F: 3 clusters Score -182436.9 nChanged 64 ComputeScore: Raw -185684.309052 + Penalty 3221.233839 = -182463.075213 Iteration 41Q: 3 clusters Score -182463.1 nChanged 65 ComputeScore: Raw -185710.845672 + Penalty 3221.233839 = -182489.611833 Iteration 42Q: 3 clusters Score -182489.6 nChanged 54 ComputeScore: Raw -185734.179019 + Penalty 3221.233839 = -182512.945180 Iteration 43Q: 3 clusters Score -182512.9 nChanged 46 ComputeScore: Raw -185756.624116 + Penalty 3221.233839 = -182535.390277 Iteration 44Q: 3 clusters Score -182535.4 nChanged 49 ComputeScore: Raw -185780.371869 + Penalty 3221.233839 = -182559.138030 Iteration 45Q: 3 clusters Score -182559.1 nChanged 40 ComputeScore: Raw -185803.342422 + Penalty 3221.233839 = -182582.108583 Iteration 46Q: 3 clusters Score -182582.1 nChanged 38 ComputeScore: Raw -185821.373572 + Penalty 3221.233839 = -182600.139732 Iteration 47Q: 3 clusters Score -182600.1 nChanged 36 ComputeScore: Raw -185842.823833 + Penalty 3221.233839 = -182621.589994 Iteration 48Q: 3 clusters Score -182621.6 nChanged 44 ComputeScore: Raw -185867.837432 + Penalty 3221.233839 = -182646.603592 Iteration 49Q: 3 clusters Score -182646.6 nChanged 29 ComputeScore: Raw -185881.764499 + Penalty 3221.233839 = -182660.530660 Iteration 50Q: 3 clusters Score -182660.5 nChanged 37 ComputeScore: Raw -185903.447190 + Penalty 3221.233839 = -182682.213350 Iteration 51Q: 3 clusters Score -182682.2 nChanged 40 ComputeScore: Raw -185929.505211 + Penalty 3221.233839 = -182708.271371 Iteration 52Q: 3 clusters Score -182708.3 nChanged 41 ComputeScore: Raw -185954.844821 + Penalty 3221.233839 = -182733.610981 Iteration 53Q: 3 clusters Score -182733.6 nChanged 40 ComputeScore: Raw -185982.037296 + Penalty 3221.233839 = -182760.803457 Iteration 54Q: 3 clusters Score -182760.8 nChanged 27 ComputeScore: Raw -185999.657242 + Penalty 3221.233839 = -182778.423402 Iteration 55Q: 3 clusters Score -182778.4 nChanged 27 ComputeScore: Raw -186017.999932 + Penalty 3221.233839 = -182796.766093 Iteration 56Q: 3 clusters Score -182796.8 nChanged 18 ComputeScore: Raw -186030.281135 + Penalty 3221.233839 = -182809.047296 Iteration 57Q: 3 clusters Score -182809 nChanged 11 ComputeScore: Raw -186035.141923 + Penalty 3221.233839 = -182813.908084 Iteration 58Q: 3 clusters Score -182813.9 nChanged 10 ComputeScore: Raw -186040.176565 + Penalty 3221.233839 = -182818.942725 Iteration 59Q: 3 clusters Score -182818.9 nChanged 9 ComputeScore: Raw -186044.028928 + Penalty 3221.233839 = -182822.795089 Iteration 60F: 3 clusters Score -182822.8 nChanged 5 ComputeScore: Raw -186046.118138 + Penalty 3221.233839 = -182824.884299 Iteration 61Q: 3 clusters Score -182824.9 nChanged 5 ComputeScore: Raw -186048.784432 + Penalty 3221.233839 = -182827.550593 Iteration 62Q: 3 clusters Score -182827.6 nChanged 5 ComputeScore: Raw -186051.498654 + Penalty 3221.233839 = -182830.264815 Iteration 63Q: 3 clusters Score -182830.3 nChanged 4 ComputeScore: Raw -186053.357030 + Penalty 3221.233839 = -182832.123191 Iteration 64Q: 3 clusters Score -182832.1 nChanged 8 ComputeScore: Raw -186057.617756 + Penalty 3221.233839 = -182836.383917 Iteration 65Q: 3 clusters Score -182836.4 nChanged 8 ComputeScore: Raw -186062.857080 + Penalty 3221.233839 = -182841.623240 Iteration 66Q: 3 clusters Score -182841.6 nChanged 6 ComputeScore: Raw -186065.359957 + Penalty 3221.233839 = -182844.126118 Iteration 67Q: 3 clusters Score -182844.1 nChanged 8 ComputeScore: Raw -186069.779882 + Penalty 3221.233839 = -182848.546043 Iteration 68Q: 3 clusters Score -182848.5 nChanged 5 ComputeScore: Raw -186072.521957 + Penalty 3221.233839 = -182851.288118 Iteration 69Q: 3 clusters Score -182851.3 nChanged 5 ComputeScore: Raw -186074.888696 + Penalty 3221.233839 = -182853.654856 Iteration 70Q: 3 clusters Score -182853.7 nChanged 5 ComputeScore: Raw -186079.744548 + Penalty 3221.233839 = -182858.510709 Iteration 71Q: 3 clusters Score -182858.5 nChanged 6 ComputeScore: Raw -186083.967236 + Penalty 3221.233839 = -182862.733397 Iteration 72Q: 3 clusters Score -182862.7 nChanged 5 ComputeScore: Raw -186086.876278 + Penalty 3221.233839 = -182865.642439 Iteration 73Q: 3 clusters Score -182865.6 nChanged 6 ComputeScore: Raw -186091.680331 + Penalty 3221.233839 = -182870.446492 Iteration 74Q: 3 clusters Score -182870.4 nChanged 4 ComputeScore: Raw -186093.944902 + Penalty 3221.233839 = -182872.711063 Iteration 75Q: 3 clusters Score -182872.7 nChanged 3 ComputeScore: Raw -186096.102050 + Penalty 3221.233839 = -182874.868210 Iteration 76Q: 3 clusters Score -182874.9 nChanged 3 ComputeScore: Raw -186098.480960 + Penalty 3221.233839 = -182877.247120 Iteration 77Q: 3 clusters Score -182877.2 nChanged 2 ComputeScore: Raw -186099.138318 + Penalty 3221.233839 = -182877.904478 Iteration 78Q: 3 clusters Score -182877.9 nChanged 2 ComputeScore: Raw -186100.574776 + Penalty 3221.233839 = -182879.340937 Iteration 79Q: 3 clusters Score -182879.3 nChanged 1 ComputeScore: Raw -186100.987212 + Penalty 3221.233839 = -182879.753373 Iteration 80F: 3 clusters Score -182879.8 nChanged 0 Trying to split cluster 7 (3457 points) Assigned 2 initial classes randomly. ComputeScore: Raw -131001.556504 + Penalty 1540.001567 = -129461.554937 Iteration 0F: 2 clusters Score -129461.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -129357.044354 + Penalty 3080.003134 = -126277.041219 Iteration 0F: 3 clusters Score -126277 nChanged 1304 ComputeScore: Raw -130114.456449 + Penalty 3080.003134 = -127034.453315 Iteration 1F: 3 clusters Score -127034.5 nChanged 273 ComputeScore: Raw -130278.088344 + Penalty 3080.003134 = -127198.085210 Iteration 2F: 3 clusters Score -127198.1 nChanged 179 ComputeScore: Raw -130419.372022 + Penalty 3080.003134 = -127339.368887 Iteration 3F: 3 clusters Score -127339.4 nChanged 176 ComputeScore: Raw -130555.800515 + Penalty 3080.003134 = -127475.797381 Iteration 4F: 3 clusters Score -127475.8 nChanged 148 ComputeScore: Raw -130658.573442 + Penalty 3080.003134 = -127578.570308 Iteration 5Q: 3 clusters Score -127578.6 nChanged 119 ComputeScore: Raw -130741.937509 + Penalty 3080.003134 = -127661.934374 Iteration 6Q: 3 clusters Score -127661.9 nChanged 117 ComputeScore: Raw -130825.611738 + Penalty 3080.003134 = -127745.608604 Iteration 7Q: 3 clusters Score -127745.6 nChanged 104 ComputeScore: Raw -130908.294592 + Penalty 3080.003134 = -127828.291458 Iteration 8Q: 3 clusters Score -127828.3 nChanged 91 ComputeScore: Raw -130970.765104 + Penalty 3080.003134 = -127890.761969 Iteration 9Q: 3 clusters Score -127890.8 nChanged 72 ComputeScore: Raw -131023.680314 + Penalty 3080.003134 = -127943.677180 Iteration 10Q: 3 clusters Score -127943.7 nChanged 68 ComputeScore: Raw -131073.537519 + Penalty 3080.003134 = -127993.534385 Iteration 11Q: 3 clusters Score -127993.5 nChanged 58 ComputeScore: Raw -131118.432533 + Penalty 3080.003134 = -128038.429399 Iteration 12Q: 3 clusters Score -128038.4 nChanged 59 ComputeScore: Raw -131155.090455 + Penalty 3080.003134 = -128075.087321 Iteration 13Q: 3 clusters Score -128075.1 nChanged 50 ComputeScore: Raw -131192.562160 + Penalty 3080.003134 = -128112.559025 Iteration 14Q: 3 clusters Score -128112.6 nChanged 38 ComputeScore: Raw -131219.186630 + Penalty 3080.003134 = -128139.183496 Iteration 15Q: 3 clusters Score -128139.2 nChanged 29 ComputeScore: Raw -131242.127803 + Penalty 3080.003134 = -128162.124669 Iteration 16Q: 3 clusters Score -128162.1 nChanged 32 ComputeScore: Raw -131258.895398 + Penalty 3080.003134 = -128178.892264 Iteration 17Q: 3 clusters Score -128178.9 nChanged 20 ComputeScore: Raw -131270.103251 + Penalty 3080.003134 = -128190.100117 Iteration 18Q: 3 clusters Score -128190.1 nChanged 21 ComputeScore: Raw -131279.278526 + Penalty 3080.003134 = -128199.275391 Iteration 19Q: 3 clusters Score -128199.3 nChanged 17 ComputeScore: Raw -131286.428633 + Penalty 3080.003134 = -128206.425499 Iteration 20F: 3 clusters Score -128206.4 nChanged 10 ComputeScore: Raw -131290.754696 + Penalty 3080.003134 = -128210.751562 Iteration 21Q: 3 clusters Score -128210.8 nChanged 12 ComputeScore: Raw -131296.567065 + Penalty 3080.003134 = -128216.563931 Iteration 22Q: 3 clusters Score -128216.6 nChanged 11 ComputeScore: Raw -131302.204972 + Penalty 3080.003134 = -128222.201838 Iteration 23Q: 3 clusters Score -128222.2 nChanged 6 ComputeScore: Raw -131304.752664 + Penalty 3080.003134 = -128224.749530 Iteration 24Q: 3 clusters Score -128224.7 nChanged 3 ComputeScore: Raw -131305.604886 + Penalty 3080.003134 = -128225.601752 Iteration 25Q: 3 clusters Score -128225.6 nChanged 2 ComputeScore: Raw -131306.082412 + Penalty 3080.003134 = -128226.079278 Iteration 26Q: 3 clusters Score -128226.1 nChanged 1 ComputeScore: Raw -131306.375728 + Penalty 3080.003134 = -128226.372593 Iteration 27Q: 3 clusters Score -128226.4 nChanged 0 ComputeScore: Raw -131306.375728 + Penalty 3080.003134 = -128226.372593 Iteration 28F: 3 clusters Score -128226.4 nChanged 0 Trying to split cluster 8 (3768 points) Assigned 2 initial classes randomly. ComputeScore: Raw -145901.831744 + Penalty 1556.282631 = -144345.549113 Iteration 0F: 2 clusters Score -144345.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -144125.679695 + Penalty 3112.565262 = -141013.114432 Iteration 0F: 3 clusters Score -141013.1 nChanged 1396 ComputeScore: Raw -144975.258430 + Penalty 3112.565262 = -141862.693167 Iteration 1F: 3 clusters Score -141862.7 nChanged 295 ComputeScore: Raw -145170.420903 + Penalty 3112.565262 = -142057.855641 Iteration 2F: 3 clusters Score -142057.9 nChanged 210 ComputeScore: Raw -145300.168201 + Penalty 3112.565262 = -142187.602939 Iteration 3F: 3 clusters Score -142187.6 nChanged 140 ComputeScore: Raw -145390.429255 + Penalty 3112.565262 = -142277.863993 Iteration 4Q: 3 clusters Score -142277.9 nChanged 126 ComputeScore: Raw -145468.450598 + Penalty 3112.565262 = -142355.885336 Iteration 5Q: 3 clusters Score -142355.9 nChanged 114 ComputeScore: Raw -145526.880365 + Penalty 3112.565262 = -142414.315103 Iteration 6Q: 3 clusters Score -142414.3 nChanged 83 ComputeScore: Raw -145569.821748 + Penalty 3112.565262 = -142457.256486 Iteration 7Q: 3 clusters Score -142457.3 nChanged 76 ComputeScore: Raw -145608.466917 + Penalty 3112.565262 = -142495.901655 Iteration 8Q: 3 clusters Score -142495.9 nChanged 71 ComputeScore: Raw -145637.827671 + Penalty 3112.565262 = -142525.262409 Iteration 9Q: 3 clusters Score -142525.3 nChanged 49 ComputeScore: Raw -145655.364251 + Penalty 3112.565262 = -142542.798989 Iteration 10Q: 3 clusters Score -142542.8 nChanged 37 ComputeScore: Raw -145670.701812 + Penalty 3112.565262 = -142558.136549 Iteration 11Q: 3 clusters Score -142558.1 nChanged 37 ComputeScore: Raw -145691.328418 + Penalty 3112.565262 = -142578.763155 Iteration 12Q: 3 clusters Score -142578.8 nChanged 55 ComputeScore: Raw -145718.405794 + Penalty 3112.565262 = -142605.840532 Iteration 13Q: 3 clusters Score -142605.8 nChanged 48 ComputeScore: Raw -145737.265164 + Penalty 3112.565262 = -142624.699902 Iteration 14Q: 3 clusters Score -142624.7 nChanged 37 ComputeScore: Raw -145752.910049 + Penalty 3112.565262 = -142640.344786 Iteration 15Q: 3 clusters Score -142640.3 nChanged 28 ComputeScore: Raw -145766.292813 + Penalty 3112.565262 = -142653.727551 Iteration 16Q: 3 clusters Score -142653.7 nChanged 26 ComputeScore: Raw -145773.865600 + Penalty 3112.565262 = -142661.300338 Iteration 17Q: 3 clusters Score -142661.3 nChanged 31 ComputeScore: Raw -145783.084451 + Penalty 3112.565262 = -142670.519189 Iteration 18Q: 3 clusters Score -142670.5 nChanged 28 ComputeScore: Raw -145792.544979 + Penalty 3112.565262 = -142679.979717 Iteration 19Q: 3 clusters Score -142680 nChanged 27 ComputeScore: Raw -145801.825773 + Penalty 3112.565262 = -142689.260510 Iteration 20F: 3 clusters Score -142689.3 nChanged 26 ComputeScore: Raw -145813.904073 + Penalty 3112.565262 = -142701.338811 Iteration 21Q: 3 clusters Score -142701.3 nChanged 18 ComputeScore: Raw -145822.576475 + Penalty 3112.565262 = -142710.011212 Iteration 22Q: 3 clusters Score -142710 nChanged 23 ComputeScore: Raw -145835.952718 + Penalty 3112.565262 = -142723.387456 Iteration 23Q: 3 clusters Score -142723.4 nChanged 31 ComputeScore: Raw -145849.445387 + Penalty 3112.565262 = -142736.880125 Iteration 24Q: 3 clusters Score -142736.9 nChanged 30 ComputeScore: Raw -145867.746334 + Penalty 3112.565262 = -142755.181072 Iteration 25Q: 3 clusters Score -142755.2 nChanged 31 ComputeScore: Raw -145879.331213 + Penalty 3112.565262 = -142766.765951 Iteration 26Q: 3 clusters Score -142766.8 nChanged 21 ComputeScore: Raw -145885.698387 + Penalty 3112.565262 = -142773.133125 Iteration 27Q: 3 clusters Score -142773.1 nChanged 16 ComputeScore: Raw -145891.615854 + Penalty 3112.565262 = -142779.050592 Iteration 28Q: 3 clusters Score -142779.1 nChanged 14 ComputeScore: Raw -145895.415516 + Penalty 3112.565262 = -142782.850254 Iteration 29Q: 3 clusters Score -142782.9 nChanged 13 ComputeScore: Raw -145899.117802 + Penalty 3112.565262 = -142786.552540 Iteration 30Q: 3 clusters Score -142786.6 nChanged 14 ComputeScore: Raw -145902.911173 + Penalty 3112.565262 = -142790.345911 Iteration 31Q: 3 clusters Score -142790.3 nChanged 13 ComputeScore: Raw -145907.456769 + Penalty 3112.565262 = -142794.891506 Iteration 32Q: 3 clusters Score -142794.9 nChanged 16 ComputeScore: Raw -145913.996398 + Penalty 3112.565262 = -142801.431136 Iteration 33Q: 3 clusters Score -142801.4 nChanged 21 ComputeScore: Raw -145924.952599 + Penalty 3112.565262 = -142812.387336 Iteration 34Q: 3 clusters Score -142812.4 nChanged 25 ComputeScore: Raw -145937.100034 + Penalty 3112.565262 = -142824.534771 Iteration 35Q: 3 clusters Score -142824.5 nChanged 26 ComputeScore: Raw -145947.575608 + Penalty 3112.565262 = -142835.010345 Iteration 36Q: 3 clusters Score -142835 nChanged 26 ComputeScore: Raw -145957.749913 + Penalty 3112.565262 = -142845.184650 Iteration 37Q: 3 clusters Score -142845.2 nChanged 25 ComputeScore: Raw -145966.604837 + Penalty 3112.565262 = -142854.039575 Iteration 38Q: 3 clusters Score -142854 nChanged 21 ComputeScore: Raw -145976.021214 + Penalty 3112.565262 = -142863.455952 Iteration 39Q: 3 clusters Score -142863.5 nChanged 24 ComputeScore: Raw -145984.350899 + Penalty 3112.565262 = -142871.785637 Iteration 40F: 3 clusters Score -142871.8 nChanged 18 ComputeScore: Raw -145990.695990 + Penalty 3112.565262 = -142878.130728 Iteration 41Q: 3 clusters Score -142878.1 nChanged 15 ComputeScore: Raw -145996.787368 + Penalty 3112.565262 = -142884.222106 Iteration 42Q: 3 clusters Score -142884.2 nChanged 19 ComputeScore: Raw -146005.795673 + Penalty 3112.565262 = -142893.230411 Iteration 43Q: 3 clusters Score -142893.2 nChanged 23 ComputeScore: Raw -146016.746730 + Penalty 3112.565262 = -142904.181468 Iteration 44Q: 3 clusters Score -142904.2 nChanged 25 ComputeScore: Raw -146030.106980 + Penalty 3112.565262 = -142917.541717 Iteration 45Q: 3 clusters Score -142917.5 nChanged 27 ComputeScore: Raw -146041.920229 + Penalty 3112.565262 = -142929.354967 Iteration 46Q: 3 clusters Score -142929.4 nChanged 25 ComputeScore: Raw -146057.371266 + Penalty 3112.565262 = -142944.806004 Iteration 47Q: 3 clusters Score -142944.8 nChanged 27 ComputeScore: Raw -146073.416954 + Penalty 3112.565262 = -142960.851691 Iteration 48Q: 3 clusters Score -142960.9 nChanged 24 ComputeScore: Raw -146087.433450 + Penalty 3112.565262 = -142974.868188 Iteration 49Q: 3 clusters Score -142974.9 nChanged 25 ComputeScore: Raw -146103.142168 + Penalty 3112.565262 = -142990.576906 Iteration 50Q: 3 clusters Score -142990.6 nChanged 23 ComputeScore: Raw -146117.160080 + Penalty 3112.565262 = -143004.594818 Iteration 51Q: 3 clusters Score -143004.6 nChanged 22 ComputeScore: Raw -146129.524872 + Penalty 3112.565262 = -143016.959610 Iteration 52Q: 3 clusters Score -143017 nChanged 26 ComputeScore: Raw -146143.407650 + Penalty 3112.565262 = -143030.842388 Iteration 53Q: 3 clusters Score -143030.8 nChanged 24 ComputeScore: Raw -146156.607408 + Penalty 3112.565262 = -143044.042146 Iteration 54Q: 3 clusters Score -143044 nChanged 24 ComputeScore: Raw -146171.639025 + Penalty 3112.565262 = -143059.073763 Iteration 55Q: 3 clusters Score -143059.1 nChanged 29 ComputeScore: Raw -146191.184678 + Penalty 3112.565262 = -143078.619416 Iteration 56Q: 3 clusters Score -143078.6 nChanged 29 ComputeScore: Raw -146207.375362 + Penalty 3112.565262 = -143094.810099 Iteration 57Q: 3 clusters Score -143094.8 nChanged 25 ComputeScore: Raw -146221.392395 + Penalty 3112.565262 = -143108.827133 Iteration 58Q: 3 clusters Score -143108.8 nChanged 19 ComputeScore: Raw -146234.633482 + Penalty 3112.565262 = -143122.068220 Iteration 59Q: 3 clusters Score -143122.1 nChanged 20 ComputeScore: Raw -146246.018710 + Penalty 3112.565262 = -143133.453448 Iteration 60F: 3 clusters Score -143133.5 nChanged 19 ComputeScore: Raw -146260.412099 + Penalty 3112.565262 = -143147.846836 Iteration 61Q: 3 clusters Score -143147.8 nChanged 26 ComputeScore: Raw -146276.947356 + Penalty 3112.565262 = -143164.382094 Iteration 62Q: 3 clusters Score -143164.4 nChanged 22 ComputeScore: Raw -146288.614729 + Penalty 3112.565262 = -143176.049467 Iteration 63Q: 3 clusters Score -143176 nChanged 15 ComputeScore: Raw -146301.065991 + Penalty 3112.565262 = -143188.500729 Iteration 64Q: 3 clusters Score -143188.5 nChanged 26 ComputeScore: Raw -146319.108704 + Penalty 3112.565262 = -143206.543442 Iteration 65Q: 3 clusters Score -143206.5 nChanged 27 ComputeScore: Raw -146339.908882 + Penalty 3112.565262 = -143227.343620 Iteration 66Q: 3 clusters Score -143227.3 nChanged 22 ComputeScore: Raw -146356.225367 + Penalty 3112.565262 = -143243.660105 Iteration 67Q: 3 clusters Score -143243.7 nChanged 26 ComputeScore: Raw -146371.849709 + Penalty 3112.565262 = -143259.284447 Iteration 68Q: 3 clusters Score -143259.3 nChanged 22 ComputeScore: Raw -146383.939648 + Penalty 3112.565262 = -143271.374386 Iteration 69Q: 3 clusters Score -143271.4 nChanged 25 ComputeScore: Raw -146396.473549 + Penalty 3112.565262 = -143283.908287 Iteration 70Q: 3 clusters Score -143283.9 nChanged 13 ComputeScore: Raw -146403.853571 + Penalty 3112.565262 = -143291.288308 Iteration 71Q: 3 clusters Score -143291.3 nChanged 10 ComputeScore: Raw -146409.238965 + Penalty 3112.565262 = -143296.673703 Iteration 72Q: 3 clusters Score -143296.7 nChanged 8 ComputeScore: Raw -146414.137940 + Penalty 3112.565262 = -143301.572677 Iteration 73Q: 3 clusters Score -143301.6 nChanged 10 ComputeScore: Raw -146417.641219 + Penalty 3112.565262 = -143305.075957 Iteration 74Q: 3 clusters Score -143305.1 nChanged 7 ComputeScore: Raw -146420.807065 + Penalty 3112.565262 = -143308.241802 Iteration 75Q: 3 clusters Score -143308.2 nChanged 5 ComputeScore: Raw -146422.177047 + Penalty 3112.565262 = -143309.611784 Iteration 76Q: 3 clusters Score -143309.6 nChanged 3 ComputeScore: Raw -146424.152307 + Penalty 3112.565262 = -143311.587045 Iteration 77Q: 3 clusters Score -143311.6 nChanged 5 ComputeScore: Raw -146427.414128 + Penalty 3112.565262 = -143314.848866 Iteration 78Q: 3 clusters Score -143314.8 nChanged 3 ComputeScore: Raw -146428.224731 + Penalty 3112.565262 = -143315.659469 Iteration 79Q: 3 clusters Score -143315.7 nChanged 0 ComputeScore: Raw -146428.224731 + Penalty 3112.565262 = -143315.659469 Iteration 80F: 3 clusters Score -143315.7 nChanged 0 Trying to split cluster 9 (5532 points) Assigned 2 initial classes randomly. ComputeScore: Raw -202591.940196 + Penalty 1628.859587 = -200963.080609 Iteration 0F: 2 clusters Score -200963.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -199785.028297 + Penalty 3257.719174 = -196527.309123 Iteration 0F: 3 clusters Score -196527.3 nChanged 2207 ComputeScore: Raw -201042.377203 + Penalty 3257.719174 = -197784.658030 Iteration 1F: 3 clusters Score -197784.7 nChanged 423 ComputeScore: Raw -201283.734530 + Penalty 3257.719174 = -198026.015356 Iteration 2F: 3 clusters Score -198026 nChanged 339 ComputeScore: Raw -201532.909750 + Penalty 3257.719174 = -198275.190576 Iteration 3F: 3 clusters Score -198275.2 nChanged 322 ComputeScore: Raw -201778.875027 + Penalty 3257.719174 = -198521.155853 Iteration 4F: 3 clusters Score -198521.2 nChanged 322 ComputeScore: Raw -202026.724316 + Penalty 3257.719174 = -198769.005142 Iteration 5F: 3 clusters Score -198769 nChanged 295 ComputeScore: Raw -202283.177599 + Penalty 3257.719174 = -199025.458425 Iteration 6F: 3 clusters Score -199025.5 nChanged 279 ComputeScore: Raw -202516.680605 + Penalty 3257.719174 = -199258.961431 Iteration 7F: 3 clusters Score -199259 nChanged 241 ComputeScore: Raw -202714.124876 + Penalty 3257.719174 = -199456.405702 Iteration 8Q: 3 clusters Score -199456.4 nChanged 175 ComputeScore: Raw -202854.762563 + Penalty 3257.719174 = -199597.043389 Iteration 9Q: 3 clusters Score -199597 nChanged 125 ComputeScore: Raw -202950.041492 + Penalty 3257.719174 = -199692.322318 Iteration 10Q: 3 clusters Score -199692.3 nChanged 87 ComputeScore: Raw -203013.284344 + Penalty 3257.719174 = -199755.565170 Iteration 11Q: 3 clusters Score -199755.6 nChanged 62 ComputeScore: Raw -203063.281359 + Penalty 3257.719174 = -199805.562185 Iteration 12Q: 3 clusters Score -199805.6 nChanged 45 ComputeScore: Raw -203097.347705 + Penalty 3257.719174 = -199839.628531 Iteration 13Q: 3 clusters Score -199839.6 nChanged 35 ComputeScore: Raw -203119.276632 + Penalty 3257.719174 = -199861.557458 Iteration 14Q: 3 clusters Score -199861.6 nChanged 17 ComputeScore: Raw -203128.703044 + Penalty 3257.719174 = -199870.983871 Iteration 15Q: 3 clusters Score -199871 nChanged 12 ComputeScore: Raw -203135.238131 + Penalty 3257.719174 = -199877.518957 Iteration 16Q: 3 clusters Score -199877.5 nChanged 10 ComputeScore: Raw -203142.338631 + Penalty 3257.719174 = -199884.619457 Iteration 17Q: 3 clusters Score -199884.6 nChanged 6 ComputeScore: Raw -203145.514282 + Penalty 3257.719174 = -199887.795108 Iteration 18Q: 3 clusters Score -199887.8 nChanged 3 ComputeScore: Raw -203147.119800 + Penalty 3257.719174 = -199889.400626 Iteration 19Q: 3 clusters Score -199889.4 nChanged 4 ComputeScore: Raw -203148.891249 + Penalty 3257.719174 = -199891.172075 Iteration 20F: 3 clusters Score -199891.2 nChanged 2 ComputeScore: Raw -203149.651521 + Penalty 3257.719174 = -199891.932347 Iteration 21Q: 3 clusters Score -199891.9 nChanged 4 ComputeScore: Raw -203151.681004 + Penalty 3257.719174 = -199893.961830 Iteration 22Q: 3 clusters Score -199894 nChanged 3 ComputeScore: Raw -203154.004070 + Penalty 3257.719174 = -199896.284896 Iteration 23Q: 3 clusters Score -199896.3 nChanged 2 ComputeScore: Raw -203156.512973 + Penalty 3257.719174 = -199898.793799 Iteration 24Q: 3 clusters Score -199898.8 nChanged 0 ComputeScore: Raw -203156.512973 + Penalty 3257.719174 = -199898.793799 Iteration 25F: 3 clusters Score -199898.8 nChanged 0 Trying to split cluster 10 (3234 points) Assigned 2 initial classes randomly. ComputeScore: Raw -122008.636461 + Penalty 1527.398783 = -120481.237678 Iteration 0F: 2 clusters Score -120481.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -120461.002895 + Penalty 3054.797565 = -117406.205330 Iteration 0F: 3 clusters Score -117406.2 nChanged 1215 ComputeScore: Raw -121220.123878 + Penalty 3054.797565 = -118165.326313 Iteration 1F: 3 clusters Score -118165.3 nChanged 264 ComputeScore: Raw -121381.891659 + Penalty 3054.797565 = -118327.094094 Iteration 2F: 3 clusters Score -118327.1 nChanged 173 ComputeScore: Raw -121478.990821 + Penalty 3054.797565 = -118424.193256 Iteration 3F: 3 clusters Score -118424.2 nChanged 123 ComputeScore: Raw -121539.841113 + Penalty 3054.797565 = -118485.043548 Iteration 4Q: 3 clusters Score -118485 nChanged 85 ComputeScore: Raw -121580.718780 + Penalty 3054.797565 = -118525.921215 Iteration 5Q: 3 clusters Score -118525.9 nChanged 60 ComputeScore: Raw -121604.842545 + Penalty 3054.797565 = -118550.044980 Iteration 6Q: 3 clusters Score -118550 nChanged 38 ComputeScore: Raw -121621.660709 + Penalty 3054.797565 = -118566.863144 Iteration 7Q: 3 clusters Score -118566.9 nChanged 33 ComputeScore: Raw -121638.217398 + Penalty 3054.797565 = -118583.419832 Iteration 8Q: 3 clusters Score -118583.4 nChanged 33 ComputeScore: Raw -121652.314432 + Penalty 3054.797565 = -118597.516867 Iteration 9Q: 3 clusters Score -118597.5 nChanged 36 ComputeScore: Raw -121666.290196 + Penalty 3054.797565 = -118611.492630 Iteration 10Q: 3 clusters Score -118611.5 nChanged 33 ComputeScore: Raw -121679.771089 + Penalty 3054.797565 = -118624.973524 Iteration 11Q: 3 clusters Score -118625 nChanged 36 ComputeScore: Raw -121696.396362 + Penalty 3054.797565 = -118641.598796 Iteration 12Q: 3 clusters Score -118641.6 nChanged 35 ComputeScore: Raw -121711.539051 + Penalty 3054.797565 = -118656.741485 Iteration 13Q: 3 clusters Score -118656.7 nChanged 33 ComputeScore: Raw -121725.049204 + Penalty 3054.797565 = -118670.251639 Iteration 14Q: 3 clusters Score -118670.3 nChanged 29 ComputeScore: Raw -121737.548871 + Penalty 3054.797565 = -118682.751306 Iteration 15Q: 3 clusters Score -118682.8 nChanged 23 ComputeScore: Raw -121744.683788 + Penalty 3054.797565 = -118689.886223 Iteration 16Q: 3 clusters Score -118689.9 nChanged 23 ComputeScore: Raw -121752.109526 + Penalty 3054.797565 = -118697.311961 Iteration 17Q: 3 clusters Score -118697.3 nChanged 18 ComputeScore: Raw -121760.706690 + Penalty 3054.797565 = -118705.909125 Iteration 18Q: 3 clusters Score -118705.9 nChanged 17 ComputeScore: Raw -121767.001331 + Penalty 3054.797565 = -118712.203766 Iteration 19Q: 3 clusters Score -118712.2 nChanged 13 ComputeScore: Raw -121771.905165 + Penalty 3054.797565 = -118717.107600 Iteration 20F: 3 clusters Score -118717.1 nChanged 10 ComputeScore: Raw -121775.176475 + Penalty 3054.797565 = -118720.378910 Iteration 21Q: 3 clusters Score -118720.4 nChanged 6 ComputeScore: Raw -121777.286768 + Penalty 3054.797565 = -118722.489203 Iteration 22Q: 3 clusters Score -118722.5 nChanged 6 ComputeScore: Raw -121778.689745 + Penalty 3054.797565 = -118723.892180 Iteration 23Q: 3 clusters Score -118723.9 nChanged 4 ComputeScore: Raw -121780.428803 + Penalty 3054.797565 = -118725.631238 Iteration 24Q: 3 clusters Score -118725.6 nChanged 5 ComputeScore: Raw -121781.597916 + Penalty 3054.797565 = -118726.800351 Iteration 25Q: 3 clusters Score -118726.8 nChanged 5 ComputeScore: Raw -121783.590938 + Penalty 3054.797565 = -118728.793373 Iteration 26Q: 3 clusters Score -118728.8 nChanged 5 ComputeScore: Raw -121784.933273 + Penalty 3054.797565 = -118730.135708 Iteration 27Q: 3 clusters Score -118730.1 nChanged 5 ComputeScore: Raw -121786.221569 + Penalty 3054.797565 = -118731.424003 Iteration 28Q: 3 clusters Score -118731.4 nChanged 3 ComputeScore: Raw -121786.990655 + Penalty 3054.797565 = -118732.193090 Iteration 29Q: 3 clusters Score -118732.2 nChanged 6 ComputeScore: Raw -121788.286986 + Penalty 3054.797565 = -118733.489421 Iteration 30Q: 3 clusters Score -118733.5 nChanged 3 ComputeScore: Raw -121789.385156 + Penalty 3054.797565 = -118734.587591 Iteration 31Q: 3 clusters Score -118734.6 nChanged 7 ComputeScore: Raw -121791.116406 + Penalty 3054.797565 = -118736.318841 Iteration 32Q: 3 clusters Score -118736.3 nChanged 3 ComputeScore: Raw -121793.081864 + Penalty 3054.797565 = -118738.284299 Iteration 33Q: 3 clusters Score -118738.3 nChanged 3 ComputeScore: Raw -121793.768967 + Penalty 3054.797565 = -118738.971402 Iteration 34Q: 3 clusters Score -118739 nChanged 1 ComputeScore: Raw -121794.247188 + Penalty 3054.797565 = -118739.449623 Iteration 35Q: 3 clusters Score -118739.4 nChanged 1 ComputeScore: Raw -121794.328783 + Penalty 3054.797565 = -118739.531218 Iteration 36Q: 3 clusters Score -118739.5 nChanged 0 ComputeScore: Raw -121794.328783 + Penalty 3054.797565 = -118739.531218 Iteration 37F: 3 clusters Score -118739.5 nChanged 0 Trying to split cluster 11 (4597 points) Assigned 2 initial classes randomly. ComputeScore: Raw -175666.306495 + Penalty 1593.867088 = -174072.439407 Iteration 0F: 2 clusters Score -174072.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -173359.891796 + Penalty 3187.734176 = -170172.157620 Iteration 0F: 3 clusters Score -170172.2 nChanged 1826 ComputeScore: Raw -174382.821247 + Penalty 3187.734176 = -171195.087071 Iteration 1F: 3 clusters Score -171195.1 nChanged 353 ComputeScore: Raw -174595.635448 + Penalty 3187.734176 = -171407.901272 Iteration 2F: 3 clusters Score -171407.9 nChanged 255 ComputeScore: Raw -174770.920063 + Penalty 3187.734176 = -171583.185887 Iteration 3F: 3 clusters Score -171583.2 nChanged 219 ComputeScore: Raw -174922.334953 + Penalty 3187.734176 = -171734.600777 Iteration 4Q: 3 clusters Score -171734.6 nChanged 218 ComputeScore: Raw -175069.650720 + Penalty 3187.734176 = -171881.916544 Iteration 5Q: 3 clusters Score -171881.9 nChanged 188 ComputeScore: Raw -175221.405402 + Penalty 3187.734176 = -172033.671226 Iteration 6Q: 3 clusters Score -172033.7 nChanged 207 ComputeScore: Raw -175387.056999 + Penalty 3187.734176 = -172199.322823 Iteration 7Q: 3 clusters Score -172199.3 nChanged 210 ComputeScore: Raw -175551.581172 + Penalty 3187.734176 = -172363.846996 Iteration 8Q: 3 clusters Score -172363.8 nChanged 170 ComputeScore: Raw -175681.120221 + Penalty 3187.734176 = -172493.386045 Iteration 9Q: 3 clusters Score -172493.4 nChanged 151 ComputeScore: Raw -175796.533699 + Penalty 3187.734176 = -172608.799523 Iteration 10Q: 3 clusters Score -172608.8 nChanged 138 ComputeScore: Raw -175903.726974 + Penalty 3187.734176 = -172715.992798 Iteration 11Q: 3 clusters Score -172716 nChanged 125 ComputeScore: Raw -176006.849254 + Penalty 3187.734176 = -172819.115078 Iteration 12Q: 3 clusters Score -172819.1 nChanged 87 ComputeScore: Raw -176075.000730 + Penalty 3187.734176 = -172887.266554 Iteration 13Q: 3 clusters Score -172887.3 nChanged 90 ComputeScore: Raw -176134.491428 + Penalty 3187.734176 = -172946.757252 Iteration 14Q: 3 clusters Score -172946.8 nChanged 69 ComputeScore: Raw -176187.249214 + Penalty 3187.734176 = -172999.515038 Iteration 15Q: 3 clusters Score -172999.5 nChanged 58 ComputeScore: Raw -176226.679740 + Penalty 3187.734176 = -173038.945564 Iteration 16Q: 3 clusters Score -173038.9 nChanged 46 ComputeScore: Raw -176263.119593 + Penalty 3187.734176 = -173075.385417 Iteration 17Q: 3 clusters Score -173075.4 nChanged 40 ComputeScore: Raw -176289.461531 + Penalty 3187.734176 = -173101.727355 Iteration 18Q: 3 clusters Score -173101.7 nChanged 32 ComputeScore: Raw -176316.894209 + Penalty 3187.734176 = -173129.160033 Iteration 19Q: 3 clusters Score -173129.2 nChanged 38 ComputeScore: Raw -176340.920333 + Penalty 3187.734176 = -173153.186157 Iteration 20F: 3 clusters Score -173153.2 nChanged 29 ComputeScore: Raw -176356.132459 + Penalty 3187.734176 = -173168.398282 Iteration 21Q: 3 clusters Score -173168.4 nChanged 23 ComputeScore: Raw -176370.815756 + Penalty 3187.734176 = -173183.081580 Iteration 22Q: 3 clusters Score -173183.1 nChanged 18 ComputeScore: Raw -176379.004771 + Penalty 3187.734176 = -173191.270595 Iteration 23Q: 3 clusters Score -173191.3 nChanged 12 ComputeScore: Raw -176383.916504 + Penalty 3187.734176 = -173196.182328 Iteration 24Q: 3 clusters Score -173196.2 nChanged 5 ComputeScore: Raw -176385.136131 + Penalty 3187.734176 = -173197.401955 Iteration 25Q: 3 clusters Score -173197.4 nChanged 0 ComputeScore: Raw -176385.136131 + Penalty 3187.734176 = -173197.401955 Iteration 26F: 3 clusters Score -173197.4 nChanged 0 Trying to split cluster 12 (5694 points) Assigned 2 initial classes randomly. ComputeScore: Raw -216243.394003 + Penalty 1634.314803 = -214609.079201 Iteration 0F: 2 clusters Score -214609.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -213336.784163 + Penalty 3268.629605 = -210068.154558 Iteration 0F: 3 clusters Score -210068.2 nChanged 2282 ComputeScore: Raw -214545.950566 + Penalty 3268.629605 = -211277.320961 Iteration 1F: 3 clusters Score -211277.3 nChanged 392 ComputeScore: Raw -214749.916051 + Penalty 3268.629605 = -211481.286446 Iteration 2F: 3 clusters Score -211481.3 nChanged 281 ComputeScore: Raw -214882.444629 + Penalty 3268.629605 = -211613.815024 Iteration 3Q: 3 clusters Score -211613.8 nChanged 202 ComputeScore: Raw -214963.852262 + Penalty 3268.629605 = -211695.222657 Iteration 4Q: 3 clusters Score -211695.2 nChanged 148 ComputeScore: Raw -215028.274920 + Penalty 3268.629605 = -211759.645315 Iteration 5Q: 3 clusters Score -211759.6 nChanged 167 ComputeScore: Raw -215096.870807 + Penalty 3268.629605 = -211828.241201 Iteration 6Q: 3 clusters Score -211828.2 nChanged 139 ComputeScore: Raw -215163.950325 + Penalty 3268.629605 = -211895.320719 Iteration 7Q: 3 clusters Score -211895.3 nChanged 148 ComputeScore: Raw -215241.132109 + Penalty 3268.629605 = -211972.502504 Iteration 8Q: 3 clusters Score -211972.5 nChanged 170 ComputeScore: Raw -215344.243405 + Penalty 3268.629605 = -212075.613799 Iteration 9Q: 3 clusters Score -212075.6 nChanged 198 ComputeScore: Raw -215454.557647 + Penalty 3268.629605 = -212185.928042 Iteration 10Q: 3 clusters Score -212185.9 nChanged 176 ComputeScore: Raw -215554.029169 + Penalty 3268.629605 = -212285.399564 Iteration 11Q: 3 clusters Score -212285.4 nChanged 192 ComputeScore: Raw -215666.670241 + Penalty 3268.629605 = -212398.040635 Iteration 12Q: 3 clusters Score -212398 nChanged 191 ComputeScore: Raw -215778.846323 + Penalty 3268.629605 = -212510.216718 Iteration 13Q: 3 clusters Score -212510.2 nChanged 181 ComputeScore: Raw -215875.944875 + Penalty 3268.629605 = -212607.315270 Iteration 14Q: 3 clusters Score -212607.3 nChanged 151 ComputeScore: Raw -215965.395093 + Penalty 3268.629605 = -212696.765488 Iteration 15Q: 3 clusters Score -212696.8 nChanged 135 ComputeScore: Raw -216026.432019 + Penalty 3268.629605 = -212757.802414 Iteration 16Q: 3 clusters Score -212757.8 nChanged 124 ComputeScore: Raw -216096.094400 + Penalty 3268.629605 = -212827.464795 Iteration 17Q: 3 clusters Score -212827.5 nChanged 114 ComputeScore: Raw -216153.770501 + Penalty 3268.629605 = -212885.140896 Iteration 18Q: 3 clusters Score -212885.1 nChanged 82 ComputeScore: Raw -216205.929048 + Penalty 3268.629605 = -212937.299443 Iteration 19Q: 3 clusters Score -212937.3 nChanged 83 ComputeScore: Raw -216263.050525 + Penalty 3268.629605 = -212994.420919 Iteration 20F: 3 clusters Score -212994.4 nChanged 85 ComputeScore: Raw -216312.670545 + Penalty 3268.629605 = -213044.040940 Iteration 21Q: 3 clusters Score -213044 nChanged 67 ComputeScore: Raw -216351.435954 + Penalty 3268.629605 = -213082.806349 Iteration 22Q: 3 clusters Score -213082.8 nChanged 54 ComputeScore: Raw -216386.077071 + Penalty 3268.629605 = -213117.447465 Iteration 23Q: 3 clusters Score -213117.4 nChanged 53 ComputeScore: Raw -216417.240108 + Penalty 3268.629605 = -213148.610503 Iteration 24Q: 3 clusters Score -213148.6 nChanged 51 ComputeScore: Raw -216451.008894 + Penalty 3268.629605 = -213182.379288 Iteration 25Q: 3 clusters Score -213182.4 nChanged 52 ComputeScore: Raw -216489.117584 + Penalty 3268.629605 = -213220.487978 Iteration 26Q: 3 clusters Score -213220.5 nChanged 36 ComputeScore: Raw -216507.372198 + Penalty 3268.629605 = -213238.742592 Iteration 27Q: 3 clusters Score -213238.7 nChanged 22 ComputeScore: Raw -216518.385872 + Penalty 3268.629605 = -213249.756266 Iteration 28Q: 3 clusters Score -213249.8 nChanged 19 ComputeScore: Raw -216526.046947 + Penalty 3268.629605 = -213257.417341 Iteration 29Q: 3 clusters Score -213257.4 nChanged 19 ComputeScore: Raw -216536.292072 + Penalty 3268.629605 = -213267.662467 Iteration 30Q: 3 clusters Score -213267.7 nChanged 24 ComputeScore: Raw -216550.650384 + Penalty 3268.629605 = -213282.020778 Iteration 31Q: 3 clusters Score -213282 nChanged 27 ComputeScore: Raw -216572.233044 + Penalty 3268.629605 = -213303.603439 Iteration 32Q: 3 clusters Score -213303.6 nChanged 33 ComputeScore: Raw -216591.606396 + Penalty 3268.629605 = -213322.976791 Iteration 33Q: 3 clusters Score -213323 nChanged 29 ComputeScore: Raw -216607.525464 + Penalty 3268.629605 = -213338.895858 Iteration 34Q: 3 clusters Score -213338.9 nChanged 24 ComputeScore: Raw -216621.814424 + Penalty 3268.629605 = -213353.184819 Iteration 35Q: 3 clusters Score -213353.2 nChanged 23 ComputeScore: Raw -216634.048067 + Penalty 3268.629605 = -213365.418462 Iteration 36Q: 3 clusters Score -213365.4 nChanged 22 ComputeScore: Raw -216649.106512 + Penalty 3268.629605 = -213380.476906 Iteration 37Q: 3 clusters Score -213380.5 nChanged 16 ComputeScore: Raw -216657.220382 + Penalty 3268.629605 = -213388.590777 Iteration 38Q: 3 clusters Score -213388.6 nChanged 9 ComputeScore: Raw -216665.881877 + Penalty 3268.629605 = -213397.252272 Iteration 39Q: 3 clusters Score -213397.3 nChanged 16 ComputeScore: Raw -216675.699152 + Penalty 3268.629605 = -213407.069547 Iteration 40F: 3 clusters Score -213407.1 nChanged 11 ComputeScore: Raw -216681.775691 + Penalty 3268.629605 = -213413.146086 Iteration 41Q: 3 clusters Score -213413.1 nChanged 7 ComputeScore: Raw -216687.534685 + Penalty 3268.629605 = -213418.905080 Iteration 42Q: 3 clusters Score -213418.9 nChanged 15 ComputeScore: Raw -216695.897466 + Penalty 3268.629605 = -213427.267861 Iteration 43Q: 3 clusters Score -213427.3 nChanged 11 ComputeScore: Raw -216701.119911 + Penalty 3268.629605 = -213432.490306 Iteration 44Q: 3 clusters Score -213432.5 nChanged 13 ComputeScore: Raw -216706.469536 + Penalty 3268.629605 = -213437.839930 Iteration 45Q: 3 clusters Score -213437.8 nChanged 5 ComputeScore: Raw -216707.860626 + Penalty 3268.629605 = -213439.231021 Iteration 46Q: 3 clusters Score -213439.2 nChanged 1 ComputeScore: Raw -216708.272364 + Penalty 3268.629605 = -213439.642759 Iteration 47Q: 3 clusters Score -213439.6 nChanged 3 ComputeScore: Raw -216709.835505 + Penalty 3268.629605 = -213441.205900 Iteration 48Q: 3 clusters Score -213441.2 nChanged 3 ComputeScore: Raw -216711.099148 + Penalty 3268.629605 = -213442.469543 Iteration 49Q: 3 clusters Score -213442.5 nChanged 5 ComputeScore: Raw -216713.660753 + Penalty 3268.629605 = -213445.031148 Iteration 50Q: 3 clusters Score -213445 nChanged 5 ComputeScore: Raw -216716.032035 + Penalty 3268.629605 = -213447.402430 Iteration 51Q: 3 clusters Score -213447.4 nChanged 4 ComputeScore: Raw -216718.264423 + Penalty 3268.629605 = -213449.634817 Iteration 52Q: 3 clusters Score -213449.6 nChanged 5 ComputeScore: Raw -216721.447281 + Penalty 3268.629605 = -213452.817676 Iteration 53Q: 3 clusters Score -213452.8 nChanged 6 ComputeScore: Raw -216723.264623 + Penalty 3268.629605 = -213454.635017 Iteration 54Q: 3 clusters Score -213454.6 nChanged 4 ComputeScore: Raw -216725.895939 + Penalty 3268.629605 = -213457.266334 Iteration 55Q: 3 clusters Score -213457.3 nChanged 2 ComputeScore: Raw -216727.390210 + Penalty 3268.629605 = -213458.760605 Iteration 56Q: 3 clusters Score -213458.8 nChanged 1 ComputeScore: Raw -216727.787372 + Penalty 3268.629605 = -213459.157767 Iteration 57Q: 3 clusters Score -213459.2 nChanged 2 ComputeScore: Raw -216728.517336 + Penalty 3268.629605 = -213459.887731 Iteration 58Q: 3 clusters Score -213459.9 nChanged 1 ComputeScore: Raw -216729.043529 + Penalty 3268.629605 = -213460.413923 Iteration 59Q: 3 clusters Score -213460.4 nChanged 0 ComputeScore: Raw -216729.043529 + Penalty 3268.629605 = -213460.413923 Iteration 60F: 3 clusters Score -213460.4 nChanged 0 Trying to split cluster 13 (6067 points) Assigned 2 initial classes randomly. ComputeScore: Raw -229978.145986 + Penalty 1646.307091 = -228331.838895 Iteration 0F: 2 clusters Score -228331.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -226835.753743 + Penalty 3292.614182 = -223543.139562 Iteration 0F: 3 clusters Score -223543.1 nChanged 2478 ComputeScore: Raw -228293.645634 + Penalty 3292.614182 = -225001.031452 Iteration 1F: 3 clusters Score -225001 nChanged 442 ComputeScore: Raw -228543.137578 + Penalty 3292.614182 = -225250.523396 Iteration 2F: 3 clusters Score -225250.5 nChanged 336 ComputeScore: Raw -228731.890429 + Penalty 3292.614182 = -225439.276248 Iteration 3F: 3 clusters Score -225439.3 nChanged 283 ComputeScore: Raw -228925.119099 + Penalty 3292.614182 = -225632.504918 Iteration 4Q: 3 clusters Score -225632.5 nChanged 276 ComputeScore: Raw -229130.632651 + Penalty 3292.614182 = -225838.018470 Iteration 5Q: 3 clusters Score -225838 nChanged 269 ComputeScore: Raw -229321.300187 + Penalty 3292.614182 = -226028.686005 Iteration 6Q: 3 clusters Score -226028.7 nChanged 250 ComputeScore: Raw -229500.450247 + Penalty 3292.614182 = -226207.836065 Iteration 7Q: 3 clusters Score -226207.8 nChanged 251 ComputeScore: Raw -229709.023445 + Penalty 3292.614182 = -226416.409263 Iteration 8Q: 3 clusters Score -226416.4 nChanged 252 ComputeScore: Raw -229906.767463 + Penalty 3292.614182 = -226614.153282 Iteration 9Q: 3 clusters Score -226614.2 nChanged 220 ComputeScore: Raw -230060.008416 + Penalty 3292.614182 = -226767.394234 Iteration 10Q: 3 clusters Score -226767.4 nChanged 176 ComputeScore: Raw -230179.511357 + Penalty 3292.614182 = -226886.897175 Iteration 11Q: 3 clusters Score -226886.9 nChanged 146 ComputeScore: Raw -230273.228021 + Penalty 3292.614182 = -226980.613839 Iteration 12Q: 3 clusters Score -226980.6 nChanged 134 ComputeScore: Raw -230359.648177 + Penalty 3292.614182 = -227067.033995 Iteration 13Q: 3 clusters Score -227067 nChanged 121 ComputeScore: Raw -230455.064421 + Penalty 3292.614182 = -227162.450239 Iteration 14Q: 3 clusters Score -227162.5 nChanged 148 ComputeScore: Raw -230624.940921 + Penalty 3292.614182 = -227332.326739 Iteration 15Q: 3 clusters Score -227332.3 nChanged 172 ComputeScore: Raw -230868.106214 + Penalty 3292.614182 = -227575.492033 Iteration 16Q: 3 clusters Score -227575.5 nChanged 184 ComputeScore: Raw -231162.366248 + Penalty 3292.614182 = -227869.752066 Iteration 17Q: 3 clusters Score -227869.8 nChanged 196 ComputeScore: Raw -231464.813218 + Penalty 3292.614182 = -228172.199037 Iteration 18Q: 3 clusters Score -228172.2 nChanged 215 ComputeScore: Raw -231763.067387 + Penalty 3292.614182 = -228470.453205 Iteration 19Q: 3 clusters Score -228470.5 nChanged 258 ComputeScore: Raw -232465.756148 + Penalty 3292.614182 = -229173.141967 Iteration 20F: 3 clusters Score -229173.1 nChanged 307 ComputeScore: Raw -235249.838185 + Penalty 3292.614182 = -231957.224004 Iteration 21F: 3 clusters Score -231957.2 nChanged 257 Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -235244.668997 + Penalty 3292.614182 = -231952.054815 Iteration 22Q: 3 clusters Score -231952.1 nChanged 84 ComputeScore: Raw -207101.322646 + Penalty 1646.307091 = -205455.015555 Iteration 23F: 2 clusters Score -205455 nChanged 3160 ComputeScore: Raw -229978.145986 + Penalty 1646.307091 = -228331.838895 Iteration 24F: 2 clusters Score -228331.8 nChanged 0 Trying to split cluster 14 (7006 points) Assigned 2 initial classes randomly. ComputeScore: Raw -266451.193780 + Penalty 1673.504697 = -264777.689083 Iteration 0F: 2 clusters Score -264777.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -262678.980500 + Penalty 3347.009393 = -259331.971107 Iteration 0F: 3 clusters Score -259332 nChanged 2914 ComputeScore: Raw -264223.012614 + Penalty 3347.009393 = -260876.003221 Iteration 1F: 3 clusters Score -260876 nChanged 501 ComputeScore: Raw -264459.608451 + Penalty 3347.009393 = -261112.599058 Iteration 2F: 3 clusters Score -261112.6 nChanged 376 ComputeScore: Raw -264642.937866 + Penalty 3347.009393 = -261295.928473 Iteration 3F: 3 clusters Score -261295.9 nChanged 347 ComputeScore: Raw -264854.978742 + Penalty 3347.009393 = -261507.969349 Iteration 4Q: 3 clusters Score -261508 nChanged 360 ComputeScore: Raw -265135.209169 + Penalty 3347.009393 = -261788.199776 Iteration 5F: 3 clusters Score -261788.2 nChanged 387 ComputeScore: Raw -265447.545189 + Penalty 3347.009393 = -262100.535796 Iteration 6F: 3 clusters Score -262100.5 nChanged 373 ComputeScore: Raw -265791.101608 + Penalty 3347.009393 = -262444.092215 Iteration 7F: 3 clusters Score -262444.1 nChanged 368 ComputeScore: Raw -266266.330839 + Penalty 3347.009393 = -262919.321446 Iteration 8F: 3 clusters Score -262919.3 nChanged 379 ComputeScore: Raw -267170.652621 + Penalty 3347.009393 = -263823.643228 Iteration 9F: 3 clusters Score -263823.6 nChanged 502 ComputeScore: Raw -270219.296840 + Penalty 3347.009393 = -266872.287447 Iteration 10F: 3 clusters Score -266872.3 nChanged 749 Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -270219.961166 + Penalty 3347.009393 = -266872.951773 Iteration 11F: 3 clusters Score -266873 nChanged 314 ComputeScore: Raw -246945.426252 + Penalty 1673.504697 = -245271.921556 Iteration 12Q: 2 clusters Score -245271.9 nChanged 3963 ComputeScore: Raw -266451.193780 + Penalty 1673.504697 = -264777.689083 Iteration 13F: 2 clusters Score -264777.7 nChanged 0 Trying to split cluster 15 (6062 points) Assigned 2 initial classes randomly. ComputeScore: Raw -229666.500903 + Penalty 1646.151266 = -228020.349637 Iteration 0F: 2 clusters Score -228020.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -226523.842404 + Penalty 3292.302532 = -223231.539872 Iteration 0F: 3 clusters Score -223231.5 nChanged 2422 ComputeScore: Raw -227790.089118 + Penalty 3292.302532 = -224497.786586 Iteration 1F: 3 clusters Score -224497.8 nChanged 425 ComputeScore: Raw -228032.902109 + Penalty 3292.302532 = -224740.599578 Iteration 2F: 3 clusters Score -224740.6 nChanged 349 ComputeScore: Raw -228214.617709 + Penalty 3292.302532 = -224922.315177 Iteration 3F: 3 clusters Score -224922.3 nChanged 279 ComputeScore: Raw -228365.132557 + Penalty 3292.302532 = -225072.830025 Iteration 4Q: 3 clusters Score -225072.8 nChanged 222 ComputeScore: Raw -228481.359869 + Penalty 3292.302532 = -225189.057337 Iteration 5Q: 3 clusters Score -225189.1 nChanged 196 ComputeScore: Raw -228594.070461 + Penalty 3292.302532 = -225301.767929 Iteration 6Q: 3 clusters Score -225301.8 nChanged 208 ComputeScore: Raw -228715.853546 + Penalty 3292.302532 = -225423.551014 Iteration 7Q: 3 clusters Score -225423.6 nChanged 210 ComputeScore: Raw -228834.129431 + Penalty 3292.302532 = -225541.826899 Iteration 8Q: 3 clusters Score -225541.8 nChanged 183 ComputeScore: Raw -228938.813190 + Penalty 3292.302532 = -225646.510658 Iteration 9Q: 3 clusters Score -225646.5 nChanged 151 ComputeScore: Raw -229021.411549 + Penalty 3292.302532 = -225729.109018 Iteration 10Q: 3 clusters Score -225729.1 nChanged 155 ComputeScore: Raw -229120.546418 + Penalty 3292.302532 = -225828.243886 Iteration 11Q: 3 clusters Score -225828.2 nChanged 169 ComputeScore: Raw -229211.200445 + Penalty 3292.302532 = -225918.897913 Iteration 12Q: 3 clusters Score -225918.9 nChanged 158 ComputeScore: Raw -229320.205455 + Penalty 3292.302532 = -226027.902923 Iteration 13Q: 3 clusters Score -226027.9 nChanged 167 ComputeScore: Raw -229418.065862 + Penalty 3292.302532 = -226125.763330 Iteration 14Q: 3 clusters Score -226125.8 nChanged 135 ComputeScore: Raw -229488.914202 + Penalty 3292.302532 = -226196.611670 Iteration 15Q: 3 clusters Score -226196.6 nChanged 111 ComputeScore: Raw -229540.074523 + Penalty 3292.302532 = -226247.771991 Iteration 16Q: 3 clusters Score -226247.8 nChanged 106 ComputeScore: Raw -229588.840395 + Penalty 3292.302532 = -226296.537863 Iteration 17Q: 3 clusters Score -226296.5 nChanged 93 ComputeScore: Raw -229635.343170 + Penalty 3292.302532 = -226343.040638 Iteration 18Q: 3 clusters Score -226343 nChanged 75 ComputeScore: Raw -229669.586643 + Penalty 3292.302532 = -226377.284111 Iteration 19Q: 3 clusters Score -226377.3 nChanged 64 ComputeScore: Raw -229698.191891 + Penalty 3292.302532 = -226405.889359 Iteration 20F: 3 clusters Score -226405.9 nChanged 50 ComputeScore: Raw -229717.719873 + Penalty 3292.302532 = -226425.417341 Iteration 21Q: 3 clusters Score -226425.4 nChanged 43 ComputeScore: Raw -229732.389247 + Penalty 3292.302532 = -226440.086716 Iteration 22Q: 3 clusters Score -226440.1 nChanged 39 ComputeScore: Raw -229747.994580 + Penalty 3292.302532 = -226455.692049 Iteration 23Q: 3 clusters Score -226455.7 nChanged 46 ComputeScore: Raw -229765.997552 + Penalty 3292.302532 = -226473.695020 Iteration 24Q: 3 clusters Score -226473.7 nChanged 44 ComputeScore: Raw -229781.346298 + Penalty 3292.302532 = -226489.043767 Iteration 25Q: 3 clusters Score -226489 nChanged 39 ComputeScore: Raw -229793.505604 + Penalty 3292.302532 = -226501.203073 Iteration 26Q: 3 clusters Score -226501.2 nChanged 26 ComputeScore: Raw -229801.949524 + Penalty 3292.302532 = -226509.646992 Iteration 27Q: 3 clusters Score -226509.6 nChanged 25 ComputeScore: Raw -229810.171927 + Penalty 3292.302532 = -226517.869395 Iteration 28Q: 3 clusters Score -226517.9 nChanged 25 ComputeScore: Raw -229819.583195 + Penalty 3292.302532 = -226527.280663 Iteration 29Q: 3 clusters Score -226527.3 nChanged 23 ComputeScore: Raw -229825.718361 + Penalty 3292.302532 = -226533.415829 Iteration 30Q: 3 clusters Score -226533.4 nChanged 19 ComputeScore: Raw -229832.172512 + Penalty 3292.302532 = -226539.869980 Iteration 31Q: 3 clusters Score -226539.9 nChanged 19 ComputeScore: Raw -229837.997082 + Penalty 3292.302532 = -226545.694550 Iteration 32Q: 3 clusters Score -226545.7 nChanged 19 ComputeScore: Raw -229843.408831 + Penalty 3292.302532 = -226551.106300 Iteration 33Q: 3 clusters Score -226551.1 nChanged 17 ComputeScore: Raw -229848.604261 + Penalty 3292.302532 = -226556.301729 Iteration 34Q: 3 clusters Score -226556.3 nChanged 23 ComputeScore: Raw -229855.845643 + Penalty 3292.302532 = -226563.543111 Iteration 35Q: 3 clusters Score -226563.5 nChanged 20 ComputeScore: Raw -229861.774928 + Penalty 3292.302532 = -226569.472396 Iteration 36Q: 3 clusters Score -226569.5 nChanged 14 ComputeScore: Raw -229865.634616 + Penalty 3292.302532 = -226573.332084 Iteration 37Q: 3 clusters Score -226573.3 nChanged 13 ComputeScore: Raw -229868.949753 + Penalty 3292.302532 = -226576.647221 Iteration 38Q: 3 clusters Score -226576.6 nChanged 7 ComputeScore: Raw -229870.381874 + Penalty 3292.302532 = -226578.079342 Iteration 39Q: 3 clusters Score -226578.1 nChanged 4 ComputeScore: Raw -229871.071917 + Penalty 3292.302532 = -226578.769385 Iteration 40F: 3 clusters Score -226578.8 nChanged 1 ComputeScore: Raw -229871.124094 + Penalty 3292.302532 = -226578.821563 Iteration 41Q: 3 clusters Score -226578.8 nChanged 0 ComputeScore: Raw -229871.124094 + Penalty 3292.302532 = -226578.821563 Iteration 42F: 3 clusters Score -226578.8 nChanged 0 Trying to split cluster 16 (7438 points) Assigned 2 initial classes randomly. ComputeScore: Raw -281466.752907 + Penalty 1684.813525 = -279781.939382 Iteration 0F: 2 clusters Score -279781.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -277463.418269 + Penalty 3369.627050 = -274093.791219 Iteration 0F: 3 clusters Score -274093.8 nChanged 3005 ComputeScore: Raw -279088.044469 + Penalty 3369.627050 = -275718.417419 Iteration 1F: 3 clusters Score -275718.4 nChanged 536 ComputeScore: Raw -279359.196643 + Penalty 3369.627050 = -275989.569593 Iteration 2F: 3 clusters Score -275989.6 nChanged 430 ComputeScore: Raw -279610.622279 + Penalty 3369.627050 = -276240.995229 Iteration 3F: 3 clusters Score -276241 nChanged 404 ComputeScore: Raw -279862.069014 + Penalty 3369.627050 = -276492.441964 Iteration 4F: 3 clusters Score -276492.4 nChanged 380 ComputeScore: Raw -280105.339481 + Penalty 3369.627050 = -276735.712431 Iteration 5F: 3 clusters Score -276735.7 nChanged 345 ComputeScore: Raw -280308.195664 + Penalty 3369.627050 = -276938.568615 Iteration 6Q: 3 clusters Score -276938.6 nChanged 306 ComputeScore: Raw -280472.145318 + Penalty 3369.627050 = -277102.518268 Iteration 7Q: 3 clusters Score -277102.5 nChanged 261 ComputeScore: Raw -280605.696566 + Penalty 3369.627050 = -277236.069516 Iteration 8Q: 3 clusters Score -277236.1 nChanged 227 ComputeScore: Raw -280733.008903 + Penalty 3369.627050 = -277363.381853 Iteration 9Q: 3 clusters Score -277363.4 nChanged 218 ComputeScore: Raw -280856.381663 + Penalty 3369.627050 = -277486.754614 Iteration 10Q: 3 clusters Score -277486.8 nChanged 205 ComputeScore: Raw -280961.719993 + Penalty 3369.627050 = -277592.092943 Iteration 11Q: 3 clusters Score -277592.1 nChanged 196 ComputeScore: Raw -281062.600700 + Penalty 3369.627050 = -277692.973650 Iteration 12Q: 3 clusters Score -277693 nChanged 184 ComputeScore: Raw -281154.710940 + Penalty 3369.627050 = -277785.083890 Iteration 13Q: 3 clusters Score -277785.1 nChanged 165 ComputeScore: Raw -281236.440868 + Penalty 3369.627050 = -277866.813819 Iteration 14Q: 3 clusters Score -277866.8 nChanged 136 ComputeScore: Raw -281300.018179 + Penalty 3369.627050 = -277930.391130 Iteration 15Q: 3 clusters Score -277930.4 nChanged 115 ComputeScore: Raw -281346.222025 + Penalty 3369.627050 = -277976.594975 Iteration 16Q: 3 clusters Score -277976.6 nChanged 102 ComputeScore: Raw -281384.893754 + Penalty 3369.627050 = -278015.266704 Iteration 17Q: 3 clusters Score -278015.3 nChanged 79 ComputeScore: Raw -281411.658607 + Penalty 3369.627050 = -278042.031558 Iteration 18Q: 3 clusters Score -278042 nChanged 70 ComputeScore: Raw -281431.947438 + Penalty 3369.627050 = -278062.320388 Iteration 19Q: 3 clusters Score -278062.3 nChanged 51 ComputeScore: Raw -281445.099453 + Penalty 3369.627050 = -278075.472403 Iteration 20F: 3 clusters Score -278075.5 nChanged 28 ComputeScore: Raw -281450.502967 + Penalty 3369.627050 = -278080.875917 Iteration 21Q: 3 clusters Score -278080.9 nChanged 18 ComputeScore: Raw -281454.450419 + Penalty 3369.627050 = -278084.823369 Iteration 22Q: 3 clusters Score -278084.8 nChanged 19 ComputeScore: Raw -281458.893649 + Penalty 3369.627050 = -278089.266600 Iteration 23Q: 3 clusters Score -278089.3 nChanged 18 ComputeScore: Raw -281462.162663 + Penalty 3369.627050 = -278092.535613 Iteration 24Q: 3 clusters Score -278092.5 nChanged 20 ComputeScore: Raw -281465.909304 + Penalty 3369.627050 = -278096.282255 Iteration 25Q: 3 clusters Score -278096.3 nChanged 20 ComputeScore: Raw -281469.285934 + Penalty 3369.627050 = -278099.658884 Iteration 26Q: 3 clusters Score -278099.7 nChanged 20 ComputeScore: Raw -281473.864861 + Penalty 3369.627050 = -278104.237811 Iteration 27Q: 3 clusters Score -278104.2 nChanged 17 ComputeScore: Raw -281476.628973 + Penalty 3369.627050 = -278107.001923 Iteration 28Q: 3 clusters Score -278107 nChanged 13 ComputeScore: Raw -281478.601700 + Penalty 3369.627050 = -278108.974651 Iteration 29Q: 3 clusters Score -278109 nChanged 9 ComputeScore: Raw -281480.015457 + Penalty 3369.627050 = -278110.388408 Iteration 30Q: 3 clusters Score -278110.4 nChanged 7 ComputeScore: Raw -281481.120823 + Penalty 3369.627050 = -278111.493774 Iteration 31Q: 3 clusters Score -278111.5 nChanged 9 ComputeScore: Raw -281482.409246 + Penalty 3369.627050 = -278112.782196 Iteration 32Q: 3 clusters Score -278112.8 nChanged 2 ComputeScore: Raw -281482.641480 + Penalty 3369.627050 = -278113.014430 Iteration 33Q: 3 clusters Score -278113 nChanged 3 ComputeScore: Raw -281483.084573 + Penalty 3369.627050 = -278113.457523 Iteration 34Q: 3 clusters Score -278113.5 nChanged 3 ComputeScore: Raw -281483.663496 + Penalty 3369.627050 = -278114.036446 Iteration 35Q: 3 clusters Score -278114 nChanged 0 ComputeScore: Raw -281483.663496 + Penalty 3369.627050 = -278114.036446 Iteration 36F: 3 clusters Score -278114 nChanged 0 Trying to split cluster 17 (5155 points) Assigned 2 initial classes randomly. ComputeScore: Raw -192643.249977 + Penalty 1615.519533 = -191027.730444 Iteration 0F: 2 clusters Score -191027.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -190023.140480 + Penalty 3231.039066 = -186792.101414 Iteration 0F: 3 clusters Score -186792.1 nChanged 2049 ComputeScore: Raw -191296.307232 + Penalty 3231.039066 = -188065.268166 Iteration 1F: 3 clusters Score -188065.3 nChanged 424 ComputeScore: Raw -191635.655005 + Penalty 3231.039066 = -188404.615939 Iteration 2F: 3 clusters Score -188404.6 nChanged 346 ComputeScore: Raw -191892.346012 + Penalty 3231.039066 = -188661.306946 Iteration 3F: 3 clusters Score -188661.3 nChanged 298 ComputeScore: Raw -192074.604122 + Penalty 3231.039066 = -188843.565056 Iteration 4F: 3 clusters Score -188843.6 nChanged 228 ComputeScore: Raw -192224.699221 + Penalty 3231.039066 = -188993.660155 Iteration 5Q: 3 clusters Score -188993.7 nChanged 214 ComputeScore: Raw -192369.401400 + Penalty 3231.039066 = -189138.362334 Iteration 6Q: 3 clusters Score -189138.4 nChanged 193 ComputeScore: Raw -192527.290944 + Penalty 3231.039066 = -189296.251878 Iteration 7Q: 3 clusters Score -189296.3 nChanged 197 ComputeScore: Raw -192687.670854 + Penalty 3231.039066 = -189456.631788 Iteration 8Q: 3 clusters Score -189456.6 nChanged 191 ComputeScore: Raw -192843.695597 + Penalty 3231.039066 = -189612.656531 Iteration 9Q: 3 clusters Score -189612.7 nChanged 172 ComputeScore: Raw -192964.876227 + Penalty 3231.039066 = -189733.837162 Iteration 10Q: 3 clusters Score -189733.8 nChanged 147 ComputeScore: Raw -193043.851002 + Penalty 3231.039066 = -189812.811936 Iteration 11Q: 3 clusters Score -189812.8 nChanged 109 ComputeScore: Raw -193112.899835 + Penalty 3231.039066 = -189881.860769 Iteration 12Q: 3 clusters Score -189881.9 nChanged 110 ComputeScore: Raw -193186.668571 + Penalty 3231.039066 = -189955.629505 Iteration 13Q: 3 clusters Score -189955.6 nChanged 109 ComputeScore: Raw -193265.345464 + Penalty 3231.039066 = -190034.306398 Iteration 14Q: 3 clusters Score -190034.3 nChanged 113 ComputeScore: Raw -193333.201361 + Penalty 3231.039066 = -190102.162295 Iteration 15Q: 3 clusters Score -190102.2 nChanged 96 ComputeScore: Raw -193396.140892 + Penalty 3231.039066 = -190165.101826 Iteration 16Q: 3 clusters Score -190165.1 nChanged 88 ComputeScore: Raw -193472.014764 + Penalty 3231.039066 = -190240.975699 Iteration 17Q: 3 clusters Score -190241 nChanged 91 ComputeScore: Raw -193544.486363 + Penalty 3231.039066 = -190313.447297 Iteration 18Q: 3 clusters Score -190313.4 nChanged 90 ComputeScore: Raw -193633.741236 + Penalty 3231.039066 = -190402.702170 Iteration 19Q: 3 clusters Score -190402.7 nChanged 99 ComputeScore: Raw -193732.348363 + Penalty 3231.039066 = -190501.309297 Iteration 20F: 3 clusters Score -190501.3 nChanged 85 ComputeScore: Raw -193804.213304 + Penalty 3231.039066 = -190573.174239 Iteration 21Q: 3 clusters Score -190573.2 nChanged 80 ComputeScore: Raw -193863.600346 + Penalty 3231.039066 = -190632.561280 Iteration 22Q: 3 clusters Score -190632.6 nChanged 64 ComputeScore: Raw -193917.076120 + Penalty 3231.039066 = -190686.037054 Iteration 23Q: 3 clusters Score -190686 nChanged 49 ComputeScore: Raw -193952.882730 + Penalty 3231.039066 = -190721.843664 Iteration 24Q: 3 clusters Score -190721.8 nChanged 45 ComputeScore: Raw -193974.638714 + Penalty 3231.039066 = -190743.599648 Iteration 25Q: 3 clusters Score -190743.6 nChanged 28 ComputeScore: Raw -193985.020919 + Penalty 3231.039066 = -190753.981853 Iteration 26Q: 3 clusters Score -190754 nChanged 19 ComputeScore: Raw -193992.006370 + Penalty 3231.039066 = -190760.967304 Iteration 27Q: 3 clusters Score -190761 nChanged 15 ComputeScore: Raw -193995.932176 + Penalty 3231.039066 = -190764.893111 Iteration 28Q: 3 clusters Score -190764.9 nChanged 8 ComputeScore: Raw -193997.975588 + Penalty 3231.039066 = -190766.936522 Iteration 29Q: 3 clusters Score -190766.9 nChanged 9 ComputeScore: Raw -193999.894342 + Penalty 3231.039066 = -190768.855276 Iteration 30Q: 3 clusters Score -190768.9 nChanged 5 ComputeScore: Raw -194000.969354 + Penalty 3231.039066 = -190769.930288 Iteration 31Q: 3 clusters Score -190769.9 nChanged 3 ComputeScore: Raw -194002.096873 + Penalty 3231.039066 = -190771.057807 Iteration 32Q: 3 clusters Score -190771.1 nChanged 5 ComputeScore: Raw -194003.371163 + Penalty 3231.039066 = -190772.332097 Iteration 33Q: 3 clusters Score -190772.3 nChanged 1 ComputeScore: Raw -194003.521769 + Penalty 3231.039066 = -190772.482703 Iteration 34Q: 3 clusters Score -190772.5 nChanged 0 ComputeScore: Raw -194003.521769 + Penalty 3231.039066 = -190772.482703 Iteration 35F: 3 clusters Score -190772.5 nChanged 0 Trying to split cluster 18 (7663 points) Assigned 2 initial classes randomly. ComputeScore: Raw -282319.374898 + Penalty 1690.446019 = -280628.928879 Iteration 0F: 2 clusters Score -280628.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -278232.044321 + Penalty 3380.892038 = -274851.152283 Iteration 0F: 3 clusters Score -274851.2 nChanged 3166 ComputeScore: Raw -279992.327753 + Penalty 3380.892038 = -276611.435715 Iteration 1F: 3 clusters Score -276611.4 nChanged 572 ComputeScore: Raw -280382.125973 + Penalty 3380.892038 = -277001.233935 Iteration 2F: 3 clusters Score -277001.2 nChanged 530 ComputeScore: Raw -280753.801373 + Penalty 3380.892038 = -277372.909335 Iteration 3F: 3 clusters Score -277372.9 nChanged 505 ComputeScore: Raw -281120.364632 + Penalty 3380.892038 = -277739.472594 Iteration 4F: 3 clusters Score -277739.5 nChanged 459 ComputeScore: Raw -281452.466947 + Penalty 3380.892038 = -278071.574909 Iteration 5F: 3 clusters Score -278071.6 nChanged 421 ComputeScore: Raw -281748.063725 + Penalty 3380.892038 = -278367.171687 Iteration 6F: 3 clusters Score -278367.2 nChanged 362 ComputeScore: Raw -282017.598513 + Penalty 3380.892038 = -278636.706475 Iteration 7Q: 3 clusters Score -278636.7 nChanged 302 ComputeScore: Raw -282248.161769 + Penalty 3380.892038 = -278867.269731 Iteration 8Q: 3 clusters Score -278867.3 nChanged 271 ComputeScore: Raw -282447.548375 + Penalty 3380.892038 = -279066.656337 Iteration 9Q: 3 clusters Score -279066.7 nChanged 196 ComputeScore: Raw -282579.918726 + Penalty 3380.892038 = -279199.026688 Iteration 10Q: 3 clusters Score -279199 nChanged 138 ComputeScore: Raw -282659.840047 + Penalty 3380.892038 = -279278.948009 Iteration 11Q: 3 clusters Score -279278.9 nChanged 102 ComputeScore: Raw -282717.872622 + Penalty 3380.892038 = -279336.980584 Iteration 12Q: 3 clusters Score -279337 nChanged 57 ComputeScore: Raw -282747.716544 + Penalty 3380.892038 = -279366.824506 Iteration 13Q: 3 clusters Score -279366.8 nChanged 52 ComputeScore: Raw -282779.639874 + Penalty 3380.892038 = -279398.747836 Iteration 14Q: 3 clusters Score -279398.7 nChanged 55 ComputeScore: Raw -282811.897579 + Penalty 3380.892038 = -279431.005541 Iteration 15Q: 3 clusters Score -279431 nChanged 47 ComputeScore: Raw -282831.238320 + Penalty 3380.892038 = -279450.346282 Iteration 16Q: 3 clusters Score -279450.3 nChanged 30 ComputeScore: Raw -282847.035565 + Penalty 3380.892038 = -279466.143527 Iteration 17Q: 3 clusters Score -279466.1 nChanged 19 ComputeScore: Raw -282857.819882 + Penalty 3380.892038 = -279476.927844 Iteration 18Q: 3 clusters Score -279476.9 nChanged 16 ComputeScore: Raw -282864.949742 + Penalty 3380.892038 = -279484.057704 Iteration 19Q: 3 clusters Score -279484.1 nChanged 17 ComputeScore: Raw -282874.982797 + Penalty 3380.892038 = -279494.090759 Iteration 20F: 3 clusters Score -279494.1 nChanged 15 ComputeScore: Raw -282888.610875 + Penalty 3380.892038 = -279507.718837 Iteration 21Q: 3 clusters Score -279507.7 nChanged 17 ComputeScore: Raw -282907.338030 + Penalty 3380.892038 = -279526.445992 Iteration 22Q: 3 clusters Score -279526.4 nChanged 14 ComputeScore: Raw -282919.969997 + Penalty 3380.892038 = -279539.077959 Iteration 23Q: 3 clusters Score -279539.1 nChanged 12 ComputeScore: Raw -282926.407976 + Penalty 3380.892038 = -279545.515938 Iteration 24Q: 3 clusters Score -279545.5 nChanged 7 ComputeScore: Raw -282928.623035 + Penalty 3380.892038 = -279547.730997 Iteration 25Q: 3 clusters Score -279547.7 nChanged 5 ComputeScore: Raw -282930.438194 + Penalty 3380.892038 = -279549.546156 Iteration 26Q: 3 clusters Score -279549.5 nChanged 0 ComputeScore: Raw -282930.438194 + Penalty 3380.892038 = -279549.546156 Iteration 27F: 3 clusters Score -279549.5 nChanged 0 Trying to split cluster 19 (5507 points) Assigned 2 initial classes randomly. ComputeScore: Raw -207714.888284 + Penalty 1628.003530 = -206086.884754 Iteration 0F: 2 clusters Score -206086.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -204859.557467 + Penalty 3256.007059 = -201603.550408 Iteration 0F: 3 clusters Score -201603.6 nChanged 2189 ComputeScore: Raw -206140.190940 + Penalty 3256.007059 = -202884.183881 Iteration 1F: 3 clusters Score -202884.2 nChanged 457 ComputeScore: Raw -206459.193497 + Penalty 3256.007059 = -203203.186437 Iteration 2F: 3 clusters Score -203203.2 nChanged 354 ComputeScore: Raw -206731.466562 + Penalty 3256.007059 = -203475.459503 Iteration 3F: 3 clusters Score -203475.5 nChanged 301 ComputeScore: Raw -206960.988584 + Penalty 3256.007059 = -203704.981525 Iteration 4F: 3 clusters Score -203705 nChanged 255 ComputeScore: Raw -207161.892695 + Penalty 3256.007059 = -203905.885636 Iteration 5Q: 3 clusters Score -203905.9 nChanged 213 ComputeScore: Raw -207328.976739 + Penalty 3256.007059 = -204072.969680 Iteration 6Q: 3 clusters Score -204073 nChanged 221 ComputeScore: Raw -207519.440045 + Penalty 3256.007059 = -204263.432986 Iteration 7Q: 3 clusters Score -204263.4 nChanged 193 ComputeScore: Raw -207686.559042 + Penalty 3256.007059 = -204430.551983 Iteration 8Q: 3 clusters Score -204430.6 nChanged 165 ComputeScore: Raw -207827.220738 + Penalty 3256.007059 = -204571.213679 Iteration 9Q: 3 clusters Score -204571.2 nChanged 169 ComputeScore: Raw -207974.282636 + Penalty 3256.007059 = -204718.275576 Iteration 10Q: 3 clusters Score -204718.3 nChanged 163 ComputeScore: Raw -208101.365071 + Penalty 3256.007059 = -204845.358012 Iteration 11Q: 3 clusters Score -204845.4 nChanged 131 ComputeScore: Raw -208213.261571 + Penalty 3256.007059 = -204957.254511 Iteration 12Q: 3 clusters Score -204957.3 nChanged 141 ComputeScore: Raw -208351.577709 + Penalty 3256.007059 = -205095.570650 Iteration 13Q: 3 clusters Score -205095.6 nChanged 127 ComputeScore: Raw -208483.237412 + Penalty 3256.007059 = -205227.230353 Iteration 14Q: 3 clusters Score -205227.2 nChanged 123 ComputeScore: Raw -208657.082646 + Penalty 3256.007059 = -205401.075587 Iteration 15Q: 3 clusters Score -205401.1 nChanged 158 ComputeScore: Raw -208878.516129 + Penalty 3256.007059 = -205622.509070 Iteration 16Q: 3 clusters Score -205622.5 nChanged 166 ComputeScore: Raw -209177.783539 + Penalty 3256.007059 = -205921.776480 Iteration 17Q: 3 clusters Score -205921.8 nChanged 203 ComputeScore: Raw -209528.694095 + Penalty 3256.007059 = -206272.687036 Iteration 18Q: 3 clusters Score -206272.7 nChanged 205 ComputeScore: Raw -209867.155829 + Penalty 3256.007059 = -206611.148770 Iteration 19Q: 3 clusters Score -206611.1 nChanged 205 ComputeScore: Raw -210160.967738 + Penalty 3256.007059 = -206904.960678 Iteration 20F: 3 clusters Score -206905 nChanged 155 ComputeScore: Raw -210342.090346 + Penalty 3256.007059 = -207086.083287 Iteration 21Q: 3 clusters Score -207086.1 nChanged 114 ComputeScore: Raw -210441.348085 + Penalty 3256.007059 = -207185.341026 Iteration 22Q: 3 clusters Score -207185.3 nChanged 80 ComputeScore: Raw -210520.303903 + Penalty 3256.007059 = -207264.296844 Iteration 23Q: 3 clusters Score -207264.3 nChanged 63 ComputeScore: Raw -210570.866036 + Penalty 3256.007059 = -207314.858976 Iteration 24Q: 3 clusters Score -207314.9 nChanged 37 ComputeScore: Raw -210594.970384 + Penalty 3256.007059 = -207338.963324 Iteration 25Q: 3 clusters Score -207339 nChanged 22 ComputeScore: Raw -210605.210549 + Penalty 3256.007059 = -207349.203490 Iteration 26Q: 3 clusters Score -207349.2 nChanged 10 ComputeScore: Raw -210607.868108 + Penalty 3256.007059 = -207351.861049 Iteration 27Q: 3 clusters Score -207351.9 nChanged 2 ComputeScore: Raw -210608.191311 + Penalty 3256.007059 = -207352.184252 Iteration 28Q: 3 clusters Score -207352.2 nChanged 0 ComputeScore: Raw -210608.191311 + Penalty 3256.007059 = -207352.184252 Iteration 29F: 3 clusters Score -207352.2 nChanged 0 ComputeScore: Raw -5219949.577873 + Penalty 74434.577009 = -5145515.000864Splitting cluster 19 changes total score from -5143904.346653 to -5145515.000864 So it's getting split into cluster 33. Trying to split cluster 20 (4683 points) Assigned 2 initial classes randomly. ComputeScore: Raw -175283.450794 + Penalty 1597.370206 = -173686.080588 Iteration 0F: 2 clusters Score -173686.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -172896.828854 + Penalty 3194.740411 = -169702.088443 Iteration 0F: 3 clusters Score -169702.1 nChanged 1908 ComputeScore: Raw -174093.647088 + Penalty 3194.740411 = -170898.906677 Iteration 1F: 3 clusters Score -170898.9 nChanged 368 ComputeScore: Raw -174367.306883 + Penalty 3194.740411 = -171172.566472 Iteration 2F: 3 clusters Score -171172.6 nChanged 278 ComputeScore: Raw -174537.356918 + Penalty 3194.740411 = -171342.616507 Iteration 3F: 3 clusters Score -171342.6 nChanged 211 ComputeScore: Raw -174660.730356 + Penalty 3194.740411 = -171465.989945 Iteration 4Q: 3 clusters Score -171466 nChanged 170 ComputeScore: Raw -174738.359437 + Penalty 3194.740411 = -171543.619026 Iteration 5Q: 3 clusters Score -171543.6 nChanged 137 ComputeScore: Raw -174802.335051 + Penalty 3194.740411 = -171607.594639 Iteration 6Q: 3 clusters Score -171607.6 nChanged 120 ComputeScore: Raw -174855.833988 + Penalty 3194.740411 = -171661.093577 Iteration 7Q: 3 clusters Score -171661.1 nChanged 109 ComputeScore: Raw -174899.180008 + Penalty 3194.740411 = -171704.439597 Iteration 8Q: 3 clusters Score -171704.4 nChanged 80 ComputeScore: Raw -174934.049690 + Penalty 3194.740411 = -171739.309279 Iteration 9Q: 3 clusters Score -171739.3 nChanged 69 ComputeScore: Raw -174968.747246 + Penalty 3194.740411 = -171774.006835 Iteration 10Q: 3 clusters Score -171774 nChanged 61 ComputeScore: Raw -174997.803561 + Penalty 3194.740411 = -171803.063150 Iteration 11Q: 3 clusters Score -171803.1 nChanged 63 ComputeScore: Raw -175025.105416 + Penalty 3194.740411 = -171830.365005 Iteration 12Q: 3 clusters Score -171830.4 nChanged 58 ComputeScore: Raw -175053.691137 + Penalty 3194.740411 = -171858.950726 Iteration 13Q: 3 clusters Score -171859 nChanged 66 ComputeScore: Raw -175087.318223 + Penalty 3194.740411 = -171892.577812 Iteration 14Q: 3 clusters Score -171892.6 nChanged 59 ComputeScore: Raw -175123.846605 + Penalty 3194.740411 = -171929.106194 Iteration 15Q: 3 clusters Score -171929.1 nChanged 63 ComputeScore: Raw -175155.031250 + Penalty 3194.740411 = -171960.290839 Iteration 16Q: 3 clusters Score -171960.3 nChanged 57 ComputeScore: Raw -175185.850315 + Penalty 3194.740411 = -171991.109904 Iteration 17Q: 3 clusters Score -171991.1 nChanged 55 ComputeScore: Raw -175211.779005 + Penalty 3194.740411 = -172017.038594 Iteration 18Q: 3 clusters Score -172017 nChanged 52 ComputeScore: Raw -175233.625430 + Penalty 3194.740411 = -172038.885019 Iteration 19Q: 3 clusters Score -172038.9 nChanged 43 ComputeScore: Raw -175256.567375 + Penalty 3194.740411 = -172061.826964 Iteration 20F: 3 clusters Score -172061.8 nChanged 47 ComputeScore: Raw -175274.855130 + Penalty 3194.740411 = -172080.114719 Iteration 21Q: 3 clusters Score -172080.1 nChanged 39 ComputeScore: Raw -175287.215595 + Penalty 3194.740411 = -172092.475184 Iteration 22Q: 3 clusters Score -172092.5 nChanged 29 ComputeScore: Raw -175296.400489 + Penalty 3194.740411 = -172101.660078 Iteration 23Q: 3 clusters Score -172101.7 nChanged 26 ComputeScore: Raw -175308.842726 + Penalty 3194.740411 = -172114.102315 Iteration 24Q: 3 clusters Score -172114.1 nChanged 30 ComputeScore: Raw -175323.379042 + Penalty 3194.740411 = -172128.638631 Iteration 25Q: 3 clusters Score -172128.6 nChanged 32 ComputeScore: Raw -175336.902534 + Penalty 3194.740411 = -172142.162122 Iteration 26Q: 3 clusters Score -172142.2 nChanged 20 ComputeScore: Raw -175345.393523 + Penalty 3194.740411 = -172150.653112 Iteration 27Q: 3 clusters Score -172150.7 nChanged 19 ComputeScore: Raw -175352.079758 + Penalty 3194.740411 = -172157.339347 Iteration 28Q: 3 clusters Score -172157.3 nChanged 22 ComputeScore: Raw -175362.281307 + Penalty 3194.740411 = -172167.540896 Iteration 29Q: 3 clusters Score -172167.5 nChanged 23 ComputeScore: Raw -175370.951963 + Penalty 3194.740411 = -172176.211552 Iteration 30Q: 3 clusters Score -172176.2 nChanged 21 ComputeScore: Raw -175377.228544 + Penalty 3194.740411 = -172182.488133 Iteration 31Q: 3 clusters Score -172182.5 nChanged 22 ComputeScore: Raw -175384.692775 + Penalty 3194.740411 = -172189.952364 Iteration 32Q: 3 clusters Score -172190 nChanged 25 ComputeScore: Raw -175393.459849 + Penalty 3194.740411 = -172198.719438 Iteration 33Q: 3 clusters Score -172198.7 nChanged 27 ComputeScore: Raw -175405.229435 + Penalty 3194.740411 = -172210.489023 Iteration 34Q: 3 clusters Score -172210.5 nChanged 18 ComputeScore: Raw -175412.965015 + Penalty 3194.740411 = -172218.224604 Iteration 35Q: 3 clusters Score -172218.2 nChanged 14 ComputeScore: Raw -175419.511991 + Penalty 3194.740411 = -172224.771580 Iteration 36Q: 3 clusters Score -172224.8 nChanged 19 ComputeScore: Raw -175428.571149 + Penalty 3194.740411 = -172233.830738 Iteration 37Q: 3 clusters Score -172233.8 nChanged 23 ComputeScore: Raw -175440.881224 + Penalty 3194.740411 = -172246.140813 Iteration 38Q: 3 clusters Score -172246.1 nChanged 18 ComputeScore: Raw -175449.089918 + Penalty 3194.740411 = -172254.349506 Iteration 39Q: 3 clusters Score -172254.3 nChanged 11 ComputeScore: Raw -175453.640329 + Penalty 3194.740411 = -172258.899918 Iteration 40F: 3 clusters Score -172258.9 nChanged 11 ComputeScore: Raw -175456.979401 + Penalty 3194.740411 = -172262.238990 Iteration 41Q: 3 clusters Score -172262.2 nChanged 9 ComputeScore: Raw -175460.361682 + Penalty 3194.740411 = -172265.621271 Iteration 42Q: 3 clusters Score -172265.6 nChanged 6 ComputeScore: Raw -175463.104421 + Penalty 3194.740411 = -172268.364010 Iteration 43Q: 3 clusters Score -172268.4 nChanged 6 ComputeScore: Raw -175464.727429 + Penalty 3194.740411 = -172269.987018 Iteration 44Q: 3 clusters Score -172270 nChanged 7 ComputeScore: Raw -175466.293635 + Penalty 3194.740411 = -172271.553224 Iteration 45Q: 3 clusters Score -172271.6 nChanged 4 ComputeScore: Raw -175467.100825 + Penalty 3194.740411 = -172272.360414 Iteration 46Q: 3 clusters Score -172272.4 nChanged 3 ComputeScore: Raw -175468.193346 + Penalty 3194.740411 = -172273.452935 Iteration 47Q: 3 clusters Score -172273.5 nChanged 1 ComputeScore: Raw -175468.999082 + Penalty 3194.740411 = -172274.258670 Iteration 48Q: 3 clusters Score -172274.3 nChanged 5 ComputeScore: Raw -175470.465301 + Penalty 3194.740411 = -172275.724890 Iteration 49Q: 3 clusters Score -172275.7 nChanged 2 ComputeScore: Raw -175471.123833 + Penalty 3194.740411 = -172276.383422 Iteration 50Q: 3 clusters Score -172276.4 nChanged 3 ComputeScore: Raw -175471.877077 + Penalty 3194.740411 = -172277.136666 Iteration 51Q: 3 clusters Score -172277.1 nChanged 2 ComputeScore: Raw -175472.346676 + Penalty 3194.740411 = -172277.606265 Iteration 52Q: 3 clusters Score -172277.6 nChanged 1 ComputeScore: Raw -175472.691469 + Penalty 3194.740411 = -172277.951058 Iteration 53Q: 3 clusters Score -172278 nChanged 2 ComputeScore: Raw -175473.438762 + Penalty 3194.740411 = -172278.698351 Iteration 54Q: 3 clusters Score -172278.7 nChanged 1 ComputeScore: Raw -175473.907359 + Penalty 3194.740411 = -172279.166948 Iteration 55Q: 3 clusters Score -172279.2 nChanged 0 ComputeScore: Raw -175473.907359 + Penalty 3194.740411 = -172279.166948 Iteration 56F: 3 clusters Score -172279.2 nChanged 0 Trying to split cluster 21 (5120 points) Assigned 2 initial classes randomly. ComputeScore: Raw -188147.070898 + Penalty 1614.231937 = -186532.838962 Iteration 0F: 2 clusters Score -186532.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -185556.403117 + Penalty 3228.463873 = -182327.939244 Iteration 0F: 3 clusters Score -182327.9 nChanged 2058 ComputeScore: Raw -186722.356661 + Penalty 3228.463873 = -183493.892788 Iteration 1F: 3 clusters Score -183493.9 nChanged 408 ComputeScore: Raw -186938.782104 + Penalty 3228.463873 = -183710.318230 Iteration 2F: 3 clusters Score -183710.3 nChanged 248 ComputeScore: Raw -187051.112218 + Penalty 3228.463873 = -183822.648344 Iteration 3Q: 3 clusters Score -183822.6 nChanged 198 ComputeScore: Raw -187142.713156 + Penalty 3228.463873 = -183914.249282 Iteration 4Q: 3 clusters Score -183914.2 nChanged 148 ComputeScore: Raw -187200.755514 + Penalty 3228.463873 = -183972.291641 Iteration 5Q: 3 clusters Score -183972.3 nChanged 125 ComputeScore: Raw -187253.666209 + Penalty 3228.463873 = -184025.202336 Iteration 6Q: 3 clusters Score -184025.2 nChanged 131 ComputeScore: Raw -187306.795889 + Penalty 3228.463873 = -184078.332016 Iteration 7Q: 3 clusters Score -184078.3 nChanged 110 ComputeScore: Raw -187352.101860 + Penalty 3228.463873 = -184123.637987 Iteration 8Q: 3 clusters Score -184123.6 nChanged 106 ComputeScore: Raw -187387.703614 + Penalty 3228.463873 = -184159.239741 Iteration 9Q: 3 clusters Score -184159.2 nChanged 84 ComputeScore: Raw -187416.149331 + Penalty 3228.463873 = -184187.685457 Iteration 10Q: 3 clusters Score -184187.7 nChanged 73 ComputeScore: Raw -187444.649543 + Penalty 3228.463873 = -184216.185669 Iteration 11Q: 3 clusters Score -184216.2 nChanged 78 ComputeScore: Raw -187477.314139 + Penalty 3228.463873 = -184248.850265 Iteration 12Q: 3 clusters Score -184248.9 nChanged 82 ComputeScore: Raw -187515.346299 + Penalty 3228.463873 = -184286.882426 Iteration 13Q: 3 clusters Score -184286.9 nChanged 81 ComputeScore: Raw -187545.811287 + Penalty 3228.463873 = -184317.347414 Iteration 14Q: 3 clusters Score -184317.3 nChanged 57 ComputeScore: Raw -187566.749963 + Penalty 3228.463873 = -184338.286089 Iteration 15Q: 3 clusters Score -184338.3 nChanged 64 ComputeScore: Raw -187593.038500 + Penalty 3228.463873 = -184364.574627 Iteration 16Q: 3 clusters Score -184364.6 nChanged 55 ComputeScore: Raw -187614.517642 + Penalty 3228.463873 = -184386.053769 Iteration 17Q: 3 clusters Score -184386.1 nChanged 56 ComputeScore: Raw -187637.359542 + Penalty 3228.463873 = -184408.895669 Iteration 18Q: 3 clusters Score -184408.9 nChanged 56 ComputeScore: Raw -187657.923401 + Penalty 3228.463873 = -184429.459528 Iteration 19Q: 3 clusters Score -184429.5 nChanged 55 ComputeScore: Raw -187682.679473 + Penalty 3228.463873 = -184454.215599 Iteration 20F: 3 clusters Score -184454.2 nChanged 69 ComputeScore: Raw -187712.276355 + Penalty 3228.463873 = -184483.812481 Iteration 21Q: 3 clusters Score -184483.8 nChanged 62 ComputeScore: Raw -187739.805603 + Penalty 3228.463873 = -184511.341729 Iteration 22Q: 3 clusters Score -184511.3 nChanged 63 ComputeScore: Raw -187763.510060 + Penalty 3228.463873 = -184535.046186 Iteration 23Q: 3 clusters Score -184535 nChanged 54 ComputeScore: Raw -187782.603617 + Penalty 3228.463873 = -184554.139743 Iteration 24Q: 3 clusters Score -184554.1 nChanged 41 ComputeScore: Raw -187796.179239 + Penalty 3228.463873 = -184567.715365 Iteration 25Q: 3 clusters Score -184567.7 nChanged 39 ComputeScore: Raw -187807.526123 + Penalty 3228.463873 = -184579.062250 Iteration 26Q: 3 clusters Score -184579.1 nChanged 30 ComputeScore: Raw -187817.300611 + Penalty 3228.463873 = -184588.836737 Iteration 27Q: 3 clusters Score -184588.8 nChanged 27 ComputeScore: Raw -187824.952436 + Penalty 3228.463873 = -184596.488562 Iteration 28Q: 3 clusters Score -184596.5 nChanged 22 ComputeScore: Raw -187831.577158 + Penalty 3228.463873 = -184603.113285 Iteration 29Q: 3 clusters Score -184603.1 nChanged 20 ComputeScore: Raw -187838.510064 + Penalty 3228.463873 = -184610.046190 Iteration 30Q: 3 clusters Score -184610 nChanged 22 ComputeScore: Raw -187844.979612 + Penalty 3228.463873 = -184616.515739 Iteration 31Q: 3 clusters Score -184616.5 nChanged 18 ComputeScore: Raw -187849.815091 + Penalty 3228.463873 = -184621.351218 Iteration 32Q: 3 clusters Score -184621.4 nChanged 17 ComputeScore: Raw -187853.157106 + Penalty 3228.463873 = -184624.693233 Iteration 33Q: 3 clusters Score -184624.7 nChanged 15 ComputeScore: Raw -187855.813649 + Penalty 3228.463873 = -184627.349776 Iteration 34Q: 3 clusters Score -184627.3 nChanged 12 ComputeScore: Raw -187858.241367 + Penalty 3228.463873 = -184629.777494 Iteration 35Q: 3 clusters Score -184629.8 nChanged 8 ComputeScore: Raw -187860.021233 + Penalty 3228.463873 = -184631.557360 Iteration 36Q: 3 clusters Score -184631.6 nChanged 7 ComputeScore: Raw -187861.541708 + Penalty 3228.463873 = -184633.077835 Iteration 37Q: 3 clusters Score -184633.1 nChanged 5 ComputeScore: Raw -187862.411900 + Penalty 3228.463873 = -184633.948026 Iteration 38Q: 3 clusters Score -184633.9 nChanged 5 ComputeScore: Raw -187863.482521 + Penalty 3228.463873 = -184635.018647 Iteration 39Q: 3 clusters Score -184635 nChanged 6 ComputeScore: Raw -187864.752878 + Penalty 3228.463873 = -184636.289004 Iteration 40F: 3 clusters Score -184636.3 nChanged 6 ComputeScore: Raw -187865.770767 + Penalty 3228.463873 = -184637.306893 Iteration 41Q: 3 clusters Score -184637.3 nChanged 7 ComputeScore: Raw -187867.297598 + Penalty 3228.463873 = -184638.833725 Iteration 42Q: 3 clusters Score -184638.8 nChanged 6 ComputeScore: Raw -187868.021127 + Penalty 3228.463873 = -184639.557254 Iteration 43Q: 3 clusters Score -184639.6 nChanged 6 ComputeScore: Raw -187869.399546 + Penalty 3228.463873 = -184640.935673 Iteration 44Q: 3 clusters Score -184640.9 nChanged 7 ComputeScore: Raw -187870.824959 + Penalty 3228.463873 = -184642.361086 Iteration 45Q: 3 clusters Score -184642.4 nChanged 4 ComputeScore: Raw -187871.788082 + Penalty 3228.463873 = -184643.324208 Iteration 46Q: 3 clusters Score -184643.3 nChanged 4 ComputeScore: Raw -187874.391651 + Penalty 3228.463873 = -184645.927778 Iteration 47Q: 3 clusters Score -184645.9 nChanged 9 ComputeScore: Raw -187876.951849 + Penalty 3228.463873 = -184648.487976 Iteration 48Q: 3 clusters Score -184648.5 nChanged 9 ComputeScore: Raw -187878.765470 + Penalty 3228.463873 = -184650.301597 Iteration 49Q: 3 clusters Score -184650.3 nChanged 7 ComputeScore: Raw -187880.086907 + Penalty 3228.463873 = -184651.623034 Iteration 50Q: 3 clusters Score -184651.6 nChanged 8 ComputeScore: Raw -187881.624210 + Penalty 3228.463873 = -184653.160337 Iteration 51Q: 3 clusters Score -184653.2 nChanged 5 ComputeScore: Raw -187882.461709 + Penalty 3228.463873 = -184653.997836 Iteration 52Q: 3 clusters Score -184654 nChanged 6 ComputeScore: Raw -187884.097065 + Penalty 3228.463873 = -184655.633192 Iteration 53Q: 3 clusters Score -184655.6 nChanged 8 ComputeScore: Raw -187885.628124 + Penalty 3228.463873 = -184657.164250 Iteration 54Q: 3 clusters Score -184657.2 nChanged 5 ComputeScore: Raw -187886.596035 + Penalty 3228.463873 = -184658.132161 Iteration 55Q: 3 clusters Score -184658.1 nChanged 6 ComputeScore: Raw -187887.968499 + Penalty 3228.463873 = -184659.504626 Iteration 56Q: 3 clusters Score -184659.5 nChanged 8 ComputeScore: Raw -187890.131993 + Penalty 3228.463873 = -184661.668119 Iteration 57Q: 3 clusters Score -184661.7 nChanged 8 ComputeScore: Raw -187891.905846 + Penalty 3228.463873 = -184663.441972 Iteration 58Q: 3 clusters Score -184663.4 nChanged 5 ComputeScore: Raw -187893.284008 + Penalty 3228.463873 = -184664.820134 Iteration 59Q: 3 clusters Score -184664.8 nChanged 5 ComputeScore: Raw -187894.321655 + Penalty 3228.463873 = -184665.857782 Iteration 60F: 3 clusters Score -184665.9 nChanged 7 ComputeScore: Raw -187895.984654 + Penalty 3228.463873 = -184667.520781 Iteration 61Q: 3 clusters Score -184667.5 nChanged 4 ComputeScore: Raw -187896.669086 + Penalty 3228.463873 = -184668.205212 Iteration 62Q: 3 clusters Score -184668.2 nChanged 3 ComputeScore: Raw -187897.255878 + Penalty 3228.463873 = -184668.792004 Iteration 63Q: 3 clusters Score -184668.8 nChanged 4 ComputeScore: Raw -187897.645567 + Penalty 3228.463873 = -184669.181694 Iteration 64Q: 3 clusters Score -184669.2 nChanged 4 ComputeScore: Raw -187898.150929 + Penalty 3228.463873 = -184669.687056 Iteration 65Q: 3 clusters Score -184669.7 nChanged 1 ComputeScore: Raw -187898.209090 + Penalty 3228.463873 = -184669.745217 Iteration 66Q: 3 clusters Score -184669.7 nChanged 0 ComputeScore: Raw -187898.209090 + Penalty 3228.463873 = -184669.745217 Iteration 67F: 3 clusters Score -184669.7 nChanged 0 Trying to split cluster 22 (3571 points) Assigned 2 initial classes randomly. ComputeScore: Raw -134614.042274 + Penalty 1546.133579 = -133067.908694 Iteration 0F: 2 clusters Score -133067.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -132909.315903 + Penalty 3092.267158 = -129817.048745 Iteration 0F: 3 clusters Score -129817 nChanged 1342 ComputeScore: Raw -133711.359930 + Penalty 3092.267158 = -130619.092772 Iteration 1F: 3 clusters Score -130619.1 nChanged 270 ComputeScore: Raw -133879.112556 + Penalty 3092.267158 = -130786.845397 Iteration 2F: 3 clusters Score -130786.8 nChanged 173 ComputeScore: Raw -133987.177185 + Penalty 3092.267158 = -130894.910027 Iteration 3Q: 3 clusters Score -130894.9 nChanged 123 ComputeScore: Raw -134049.152430 + Penalty 3092.267158 = -130956.885272 Iteration 4Q: 3 clusters Score -130956.9 nChanged 90 ComputeScore: Raw -134100.192783 + Penalty 3092.267158 = -131007.925625 Iteration 5Q: 3 clusters Score -131007.9 nChanged 90 ComputeScore: Raw -134148.264937 + Penalty 3092.267158 = -131055.997779 Iteration 6Q: 3 clusters Score -131056 nChanged 82 ComputeScore: Raw -134188.468134 + Penalty 3092.267158 = -131096.200976 Iteration 7Q: 3 clusters Score -131096.2 nChanged 64 ComputeScore: Raw -134215.741869 + Penalty 3092.267158 = -131123.474711 Iteration 8Q: 3 clusters Score -131123.5 nChanged 53 ComputeScore: Raw -134238.038269 + Penalty 3092.267158 = -131145.771111 Iteration 9Q: 3 clusters Score -131145.8 nChanged 48 ComputeScore: Raw -134265.230956 + Penalty 3092.267158 = -131172.963798 Iteration 10Q: 3 clusters Score -131173 nChanged 47 ComputeScore: Raw -134284.467449 + Penalty 3092.267158 = -131192.200291 Iteration 11Q: 3 clusters Score -131192.2 nChanged 34 ComputeScore: Raw -134297.624627 + Penalty 3092.267158 = -131205.357468 Iteration 12Q: 3 clusters Score -131205.4 nChanged 33 ComputeScore: Raw -134309.408869 + Penalty 3092.267158 = -131217.141711 Iteration 13Q: 3 clusters Score -131217.1 nChanged 29 ComputeScore: Raw -134320.128779 + Penalty 3092.267158 = -131227.861621 Iteration 14Q: 3 clusters Score -131227.9 nChanged 26 ComputeScore: Raw -134329.108780 + Penalty 3092.267158 = -131236.841622 Iteration 15Q: 3 clusters Score -131236.8 nChanged 26 ComputeScore: Raw -134339.924408 + Penalty 3092.267158 = -131247.657249 Iteration 16Q: 3 clusters Score -131247.7 nChanged 23 ComputeScore: Raw -134348.056562 + Penalty 3092.267158 = -131255.789404 Iteration 17Q: 3 clusters Score -131255.8 nChanged 20 ComputeScore: Raw -134353.746127 + Penalty 3092.267158 = -131261.478969 Iteration 18Q: 3 clusters Score -131261.5 nChanged 17 ComputeScore: Raw -134359.313639 + Penalty 3092.267158 = -131267.046481 Iteration 19Q: 3 clusters Score -131267 nChanged 12 ComputeScore: Raw -134364.095830 + Penalty 3092.267158 = -131271.828672 Iteration 20F: 3 clusters Score -131271.8 nChanged 16 ComputeScore: Raw -134368.667153 + Penalty 3092.267158 = -131276.399995 Iteration 21Q: 3 clusters Score -131276.4 nChanged 18 ComputeScore: Raw -134373.296249 + Penalty 3092.267158 = -131281.029091 Iteration 22Q: 3 clusters Score -131281 nChanged 16 ComputeScore: Raw -134378.423161 + Penalty 3092.267158 = -131286.156003 Iteration 23Q: 3 clusters Score -131286.2 nChanged 16 ComputeScore: Raw -134382.986421 + Penalty 3092.267158 = -131290.719263 Iteration 24Q: 3 clusters Score -131290.7 nChanged 11 ComputeScore: Raw -134387.080823 + Penalty 3092.267158 = -131294.813665 Iteration 25Q: 3 clusters Score -131294.8 nChanged 20 ComputeScore: Raw -134391.783067 + Penalty 3092.267158 = -131299.515909 Iteration 26Q: 3 clusters Score -131299.5 nChanged 14 ComputeScore: Raw -134397.748908 + Penalty 3092.267158 = -131305.481750 Iteration 27Q: 3 clusters Score -131305.5 nChanged 16 ComputeScore: Raw -134405.973715 + Penalty 3092.267158 = -131313.706557 Iteration 28Q: 3 clusters Score -131313.7 nChanged 20 ComputeScore: Raw -134414.140219 + Penalty 3092.267158 = -131321.873061 Iteration 29Q: 3 clusters Score -131321.9 nChanged 18 ComputeScore: Raw -134419.757665 + Penalty 3092.267158 = -131327.490507 Iteration 30Q: 3 clusters Score -131327.5 nChanged 13 ComputeScore: Raw -134425.055746 + Penalty 3092.267158 = -131332.788588 Iteration 31Q: 3 clusters Score -131332.8 nChanged 10 ComputeScore: Raw -134429.988958 + Penalty 3092.267158 = -131337.721800 Iteration 32Q: 3 clusters Score -131337.7 nChanged 11 ComputeScore: Raw -134434.727804 + Penalty 3092.267158 = -131342.460646 Iteration 33Q: 3 clusters Score -131342.5 nChanged 11 ComputeScore: Raw -134437.804227 + Penalty 3092.267158 = -131345.537068 Iteration 34Q: 3 clusters Score -131345.5 nChanged 11 ComputeScore: Raw -134442.019131 + Penalty 3092.267158 = -131349.751973 Iteration 35Q: 3 clusters Score -131349.8 nChanged 14 ComputeScore: Raw -134450.130414 + Penalty 3092.267158 = -131357.863256 Iteration 36Q: 3 clusters Score -131357.9 nChanged 17 ComputeScore: Raw -134459.234269 + Penalty 3092.267158 = -131366.967111 Iteration 37Q: 3 clusters Score -131367 nChanged 21 ComputeScore: Raw -134469.013941 + Penalty 3092.267158 = -131376.746783 Iteration 38Q: 3 clusters Score -131376.7 nChanged 18 ComputeScore: Raw -134477.930664 + Penalty 3092.267158 = -131385.663505 Iteration 39Q: 3 clusters Score -131385.7 nChanged 24 ComputeScore: Raw -134489.935417 + Penalty 3092.267158 = -131397.668259 Iteration 40F: 3 clusters Score -131397.7 nChanged 20 ComputeScore: Raw -134500.190475 + Penalty 3092.267158 = -131407.923316 Iteration 41Q: 3 clusters Score -131407.9 nChanged 21 ComputeScore: Raw -134510.640692 + Penalty 3092.267158 = -131418.373534 Iteration 42Q: 3 clusters Score -131418.4 nChanged 23 ComputeScore: Raw -134520.027208 + Penalty 3092.267158 = -131427.760049 Iteration 43Q: 3 clusters Score -131427.8 nChanged 20 ComputeScore: Raw -134529.747766 + Penalty 3092.267158 = -131437.480608 Iteration 44Q: 3 clusters Score -131437.5 nChanged 25 ComputeScore: Raw -134545.948210 + Penalty 3092.267158 = -131453.681052 Iteration 45Q: 3 clusters Score -131453.7 nChanged 21 ComputeScore: Raw -134556.035869 + Penalty 3092.267158 = -131463.768711 Iteration 46Q: 3 clusters Score -131463.8 nChanged 18 ComputeScore: Raw -134562.910577 + Penalty 3092.267158 = -131470.643419 Iteration 47Q: 3 clusters Score -131470.6 nChanged 12 ComputeScore: Raw -134568.061125 + Penalty 3092.267158 = -131475.793966 Iteration 48Q: 3 clusters Score -131475.8 nChanged 10 ComputeScore: Raw -134572.590876 + Penalty 3092.267158 = -131480.323718 Iteration 49Q: 3 clusters Score -131480.3 nChanged 10 ComputeScore: Raw -134577.226965 + Penalty 3092.267158 = -131484.959807 Iteration 50Q: 3 clusters Score -131485 nChanged 11 ComputeScore: Raw -134579.302824 + Penalty 3092.267158 = -131487.035666 Iteration 51Q: 3 clusters Score -131487 nChanged 2 ComputeScore: Raw -134581.359259 + Penalty 3092.267158 = -131489.092101 Iteration 52Q: 3 clusters Score -131489.1 nChanged 7 ComputeScore: Raw -134584.208026 + Penalty 3092.267158 = -131491.940868 Iteration 53Q: 3 clusters Score -131491.9 nChanged 7 ComputeScore: Raw -134586.516101 + Penalty 3092.267158 = -131494.248943 Iteration 54Q: 3 clusters Score -131494.2 nChanged 7 ComputeScore: Raw -134590.189004 + Penalty 3092.267158 = -131497.921845 Iteration 55Q: 3 clusters Score -131497.9 nChanged 12 ComputeScore: Raw -134596.418762 + Penalty 3092.267158 = -131504.151604 Iteration 56Q: 3 clusters Score -131504.2 nChanged 11 ComputeScore: Raw -134601.273845 + Penalty 3092.267158 = -131509.006686 Iteration 57Q: 3 clusters Score -131509 nChanged 3 ComputeScore: Raw -134601.950991 + Penalty 3092.267158 = -131509.683833 Iteration 58Q: 3 clusters Score -131509.7 nChanged 5 ComputeScore: Raw -134604.577573 + Penalty 3092.267158 = -131512.310415 Iteration 59Q: 3 clusters Score -131512.3 nChanged 7 ComputeScore: Raw -134606.870367 + Penalty 3092.267158 = -131514.603209 Iteration 60F: 3 clusters Score -131514.6 nChanged 7 ComputeScore: Raw -134608.604498 + Penalty 3092.267158 = -131516.337340 Iteration 61Q: 3 clusters Score -131516.3 nChanged 1 ComputeScore: Raw -134608.974680 + Penalty 3092.267158 = -131516.707522 Iteration 62Q: 3 clusters Score -131516.7 nChanged 2 ComputeScore: Raw -134609.523246 + Penalty 3092.267158 = -131517.256088 Iteration 63Q: 3 clusters Score -131517.3 nChanged 1 ComputeScore: Raw -134609.782324 + Penalty 3092.267158 = -131517.515165 Iteration 64Q: 3 clusters Score -131517.5 nChanged 2 ComputeScore: Raw -134610.277930 + Penalty 3092.267158 = -131518.010772 Iteration 65Q: 3 clusters Score -131518 nChanged 2 ComputeScore: Raw -134611.010544 + Penalty 3092.267158 = -131518.743386 Iteration 66Q: 3 clusters Score -131518.7 nChanged 5 ComputeScore: Raw -134613.339558 + Penalty 3092.267158 = -131521.072400 Iteration 67Q: 3 clusters Score -131521.1 nChanged 6 ComputeScore: Raw -134616.448213 + Penalty 3092.267158 = -131524.181055 Iteration 68Q: 3 clusters Score -131524.2 nChanged 6 ComputeScore: Raw -134619.723234 + Penalty 3092.267158 = -131527.456076 Iteration 69Q: 3 clusters Score -131527.5 nChanged 6 ComputeScore: Raw -134621.573499 + Penalty 3092.267158 = -131529.306341 Iteration 70Q: 3 clusters Score -131529.3 nChanged 3 ComputeScore: Raw -134623.399038 + Penalty 3092.267158 = -131531.131880 Iteration 71Q: 3 clusters Score -131531.1 nChanged 4 ComputeScore: Raw -134625.686462 + Penalty 3092.267158 = -131533.419303 Iteration 72Q: 3 clusters Score -131533.4 nChanged 7 ComputeScore: Raw -134629.562285 + Penalty 3092.267158 = -131537.295126 Iteration 73Q: 3 clusters Score -131537.3 nChanged 9 ComputeScore: Raw -134633.148394 + Penalty 3092.267158 = -131540.881235 Iteration 74Q: 3 clusters Score -131540.9 nChanged 10 ComputeScore: Raw -134636.366711 + Penalty 3092.267158 = -131544.099552 Iteration 75Q: 3 clusters Score -131544.1 nChanged 7 ComputeScore: Raw -134639.046463 + Penalty 3092.267158 = -131546.779305 Iteration 76Q: 3 clusters Score -131546.8 nChanged 9 ComputeScore: Raw -134643.332154 + Penalty 3092.267158 = -131551.064996 Iteration 77Q: 3 clusters Score -131551.1 nChanged 10 ComputeScore: Raw -134650.042262 + Penalty 3092.267158 = -131557.775104 Iteration 78Q: 3 clusters Score -131557.8 nChanged 7 ComputeScore: Raw -134655.342340 + Penalty 3092.267158 = -131563.075182 Iteration 79Q: 3 clusters Score -131563.1 nChanged 9 ComputeScore: Raw -134658.031486 + Penalty 3092.267158 = -131565.764328 Iteration 80F: 3 clusters Score -131565.8 nChanged 5 ComputeScore: Raw -134659.154329 + Penalty 3092.267158 = -131566.887171 Iteration 81Q: 3 clusters Score -131566.9 nChanged 4 ComputeScore: Raw -134660.494559 + Penalty 3092.267158 = -131568.227401 Iteration 82Q: 3 clusters Score -131568.2 nChanged 2 ComputeScore: Raw -134661.167011 + Penalty 3092.267158 = -131568.899853 Iteration 83Q: 3 clusters Score -131568.9 nChanged 3 ComputeScore: Raw -134662.425207 + Penalty 3092.267158 = -131570.158049 Iteration 84Q: 3 clusters Score -131570.2 nChanged 4 ComputeScore: Raw -134665.570497 + Penalty 3092.267158 = -131573.303339 Iteration 85Q: 3 clusters Score -131573.3 nChanged 8 ComputeScore: Raw -134671.781758 + Penalty 3092.267158 = -131579.514600 Iteration 86Q: 3 clusters Score -131579.5 nChanged 12 ComputeScore: Raw -134678.042082 + Penalty 3092.267158 = -131585.774924 Iteration 87Q: 3 clusters Score -131585.8 nChanged 12 ComputeScore: Raw -134684.171098 + Penalty 3092.267158 = -131591.903940 Iteration 88Q: 3 clusters Score -131591.9 nChanged 6 ComputeScore: Raw -134688.506195 + Penalty 3092.267158 = -131596.239037 Iteration 89Q: 3 clusters Score -131596.2 nChanged 9 ComputeScore: Raw -134694.313438 + Penalty 3092.267158 = -131602.046280 Iteration 90Q: 3 clusters Score -131602 nChanged 9 ComputeScore: Raw -134700.938813 + Penalty 3092.267158 = -131608.671655 Iteration 91Q: 3 clusters Score -131608.7 nChanged 9 ComputeScore: Raw -134707.791343 + Penalty 3092.267158 = -131615.524185 Iteration 92Q: 3 clusters Score -131615.5 nChanged 13 ComputeScore: Raw -134715.248016 + Penalty 3092.267158 = -131622.980858 Iteration 93Q: 3 clusters Score -131623 nChanged 12 ComputeScore: Raw -134721.811668 + Penalty 3092.267158 = -131629.544510 Iteration 94Q: 3 clusters Score -131629.5 nChanged 16 ComputeScore: Raw -134733.082027 + Penalty 3092.267158 = -131640.814868 Iteration 95Q: 3 clusters Score -131640.8 nChanged 18 ComputeScore: Raw -134746.369957 + Penalty 3092.267158 = -131654.102799 Iteration 96Q: 3 clusters Score -131654.1 nChanged 21 ComputeScore: Raw -134757.523387 + Penalty 3092.267158 = -131665.256229 Iteration 97Q: 3 clusters Score -131665.3 nChanged 21 ComputeScore: Raw -134771.362695 + Penalty 3092.267158 = -131679.095537 Iteration 98Q: 3 clusters Score -131679.1 nChanged 23 ComputeScore: Raw -134785.493006 + Penalty 3092.267158 = -131693.225847 Iteration 99Q: 3 clusters Score -131693.2 nChanged 17 ComputeScore: Raw -134797.386136 + Penalty 3092.267158 = -131705.118978 Iteration 100F: 3 clusters Score -131705.1 nChanged 15 ComputeScore: Raw -134803.856799 + Penalty 3092.267158 = -131711.589640 Iteration 101Q: 3 clusters Score -131711.6 nChanged 8 ComputeScore: Raw -134807.252761 + Penalty 3092.267158 = -131714.985602 Iteration 102Q: 3 clusters Score -131715 nChanged 7 ComputeScore: Raw -134810.124690 + Penalty 3092.267158 = -131717.857532 Iteration 103Q: 3 clusters Score -131717.9 nChanged 8 ComputeScore: Raw -134814.792885 + Penalty 3092.267158 = -131722.525727 Iteration 104Q: 3 clusters Score -131722.5 nChanged 12 ComputeScore: Raw -134821.976676 + Penalty 3092.267158 = -131729.709517 Iteration 105Q: 3 clusters Score -131729.7 nChanged 14 ComputeScore: Raw -134830.859258 + Penalty 3092.267158 = -131738.592100 Iteration 106Q: 3 clusters Score -131738.6 nChanged 6 ComputeScore: Raw -134834.188137 + Penalty 3092.267158 = -131741.920979 Iteration 107Q: 3 clusters Score -131741.9 nChanged 4 ComputeScore: Raw -134836.123885 + Penalty 3092.267158 = -131743.856727 Iteration 108Q: 3 clusters Score -131743.9 nChanged 5 ComputeScore: Raw -134838.754849 + Penalty 3092.267158 = -131746.487691 Iteration 109Q: 3 clusters Score -131746.5 nChanged 5 ComputeScore: Raw -134842.795552 + Penalty 3092.267158 = -131750.528394 Iteration 110Q: 3 clusters Score -131750.5 nChanged 9 ComputeScore: Raw -134846.513788 + Penalty 3092.267158 = -131754.246630 Iteration 111Q: 3 clusters Score -131754.2 nChanged 5 ComputeScore: Raw -134848.996380 + Penalty 3092.267158 = -131756.729222 Iteration 112Q: 3 clusters Score -131756.7 nChanged 6 ComputeScore: Raw -134852.685551 + Penalty 3092.267158 = -131760.418393 Iteration 113Q: 3 clusters Score -131760.4 nChanged 5 ComputeScore: Raw -134855.206727 + Penalty 3092.267158 = -131762.939569 Iteration 114Q: 3 clusters Score -131762.9 nChanged 5 ComputeScore: Raw -134860.550130 + Penalty 3092.267158 = -131768.282971 Iteration 115Q: 3 clusters Score -131768.3 nChanged 12 ComputeScore: Raw -134873.166446 + Penalty 3092.267158 = -131780.899288 Iteration 116Q: 3 clusters Score -131780.9 nChanged 12 ComputeScore: Raw -134880.278749 + Penalty 3092.267158 = -131788.011591 Iteration 117Q: 3 clusters Score -131788 nChanged 12 ComputeScore: Raw -134888.618101 + Penalty 3092.267158 = -131796.350943 Iteration 118Q: 3 clusters Score -131796.4 nChanged 12 ComputeScore: Raw -134895.592558 + Penalty 3092.267158 = -131803.325400 Iteration 119Q: 3 clusters Score -131803.3 nChanged 9 ComputeScore: Raw -134900.818830 + Penalty 3092.267158 = -131808.551672 Iteration 120F: 3 clusters Score -131808.6 nChanged 6 ComputeScore: Raw -134904.818822 + Penalty 3092.267158 = -131812.551664 Iteration 121Q: 3 clusters Score -131812.6 nChanged 9 ComputeScore: Raw -134911.619335 + Penalty 3092.267158 = -131819.352177 Iteration 122Q: 3 clusters Score -131819.4 nChanged 8 ComputeScore: Raw -134918.024278 + Penalty 3092.267158 = -131825.757119 Iteration 123Q: 3 clusters Score -131825.8 nChanged 8 ComputeScore: Raw -134924.513431 + Penalty 3092.267158 = -131832.246273 Iteration 124Q: 3 clusters Score -131832.2 nChanged 7 ComputeScore: Raw -134931.415050 + Penalty 3092.267158 = -131839.147892 Iteration 125Q: 3 clusters Score -131839.1 nChanged 14 ComputeScore: Raw -134942.650448 + Penalty 3092.267158 = -131850.383290 Iteration 126Q: 3 clusters Score -131850.4 nChanged 15 ComputeScore: Raw -134956.581751 + Penalty 3092.267158 = -131864.314593 Iteration 127Q: 3 clusters Score -131864.3 nChanged 14 ComputeScore: Raw -134967.415476 + Penalty 3092.267158 = -131875.148317 Iteration 128Q: 3 clusters Score -131875.1 nChanged 13 ComputeScore: Raw -134974.219649 + Penalty 3092.267158 = -131881.952491 Iteration 129Q: 3 clusters Score -131882 nChanged 9 ComputeScore: Raw -134979.251382 + Penalty 3092.267158 = -131886.984223 Iteration 130Q: 3 clusters Score -131887 nChanged 9 ComputeScore: Raw -134984.162977 + Penalty 3092.267158 = -131891.895819 Iteration 131Q: 3 clusters Score -131891.9 nChanged 6 ComputeScore: Raw -134987.025217 + Penalty 3092.267158 = -131894.758059 Iteration 132Q: 3 clusters Score -131894.8 nChanged 2 ComputeScore: Raw -134987.680675 + Penalty 3092.267158 = -131895.413517 Iteration 133Q: 3 clusters Score -131895.4 nChanged 0 ComputeScore: Raw -134987.680675 + Penalty 3092.267158 = -131895.413517 Iteration 134F: 3 clusters Score -131895.4 nChanged 0 Trying to split cluster 23 (4863 points) Assigned 2 initial classes randomly. ComputeScore: Raw -187748.709983 + Penalty 1604.498643 = -186144.211340 Iteration 0F: 2 clusters Score -186144.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -185281.821198 + Penalty 3208.997286 = -182072.823912 Iteration 0F: 3 clusters Score -182072.8 nChanged 1932 ComputeScore: Raw -186339.458408 + Penalty 3208.997286 = -183130.461121 Iteration 1F: 3 clusters Score -183130.5 nChanged 370 ComputeScore: Raw -186556.924467 + Penalty 3208.997286 = -183347.927181 Iteration 2F: 3 clusters Score -183347.9 nChanged 250 ComputeScore: Raw -186727.937572 + Penalty 3208.997286 = -183518.940286 Iteration 3F: 3 clusters Score -183518.9 nChanged 212 ComputeScore: Raw -186857.058436 + Penalty 3208.997286 = -183648.061149 Iteration 4Q: 3 clusters Score -183648.1 nChanged 199 ComputeScore: Raw -186952.779902 + Penalty 3208.997286 = -183743.782616 Iteration 5Q: 3 clusters Score -183743.8 nChanged 164 ComputeScore: Raw -187054.751730 + Penalty 3208.997286 = -183845.754444 Iteration 6Q: 3 clusters Score -183845.8 nChanged 171 ComputeScore: Raw -187151.313434 + Penalty 3208.997286 = -183942.316148 Iteration 7Q: 3 clusters Score -183942.3 nChanged 165 ComputeScore: Raw -187249.817663 + Penalty 3208.997286 = -184040.820377 Iteration 8Q: 3 clusters Score -184040.8 nChanged 174 ComputeScore: Raw -187353.247766 + Penalty 3208.997286 = -184144.250480 Iteration 9Q: 3 clusters Score -184144.3 nChanged 157 ComputeScore: Raw -187451.249286 + Penalty 3208.997286 = -184242.251999 Iteration 10Q: 3 clusters Score -184242.3 nChanged 147 ComputeScore: Raw -187544.692216 + Penalty 3208.997286 = -184335.694929 Iteration 11Q: 3 clusters Score -184335.7 nChanged 131 ComputeScore: Raw -187628.633455 + Penalty 3208.997286 = -184419.636168 Iteration 12Q: 3 clusters Score -184419.6 nChanged 125 ComputeScore: Raw -187724.513525 + Penalty 3208.997286 = -184515.516239 Iteration 13Q: 3 clusters Score -184515.5 nChanged 110 ComputeScore: Raw -187802.576160 + Penalty 3208.997286 = -184593.578874 Iteration 14Q: 3 clusters Score -184593.6 nChanged 82 ComputeScore: Raw -187849.002502 + Penalty 3208.997286 = -184640.005215 Iteration 15Q: 3 clusters Score -184640 nChanged 67 ComputeScore: Raw -187892.071743 + Penalty 3208.997286 = -184683.074456 Iteration 16Q: 3 clusters Score -184683.1 nChanged 60 ComputeScore: Raw -187930.067376 + Penalty 3208.997286 = -184721.070089 Iteration 17Q: 3 clusters Score -184721.1 nChanged 42 ComputeScore: Raw -187956.573248 + Penalty 3208.997286 = -184747.575962 Iteration 18Q: 3 clusters Score -184747.6 nChanged 39 ComputeScore: Raw -187975.682776 + Penalty 3208.997286 = -184766.685490 Iteration 19Q: 3 clusters Score -184766.7 nChanged 31 ComputeScore: Raw -187991.560101 + Penalty 3208.997286 = -184782.562815 Iteration 20F: 3 clusters Score -184782.6 nChanged 31 ComputeScore: Raw -188010.550184 + Penalty 3208.997286 = -184801.552898 Iteration 21Q: 3 clusters Score -184801.6 nChanged 36 ComputeScore: Raw -188027.124033 + Penalty 3208.997286 = -184818.126747 Iteration 22Q: 3 clusters Score -184818.1 nChanged 29 ComputeScore: Raw -188039.962868 + Penalty 3208.997286 = -184830.965582 Iteration 23Q: 3 clusters Score -184831 nChanged 25 ComputeScore: Raw -188053.874171 + Penalty 3208.997286 = -184844.876884 Iteration 24Q: 3 clusters Score -184844.9 nChanged 21 ComputeScore: Raw -188067.714690 + Penalty 3208.997286 = -184858.717404 Iteration 25Q: 3 clusters Score -184858.7 nChanged 25 ComputeScore: Raw -188081.749116 + Penalty 3208.997286 = -184872.751830 Iteration 26Q: 3 clusters Score -184872.8 nChanged 22 ComputeScore: Raw -188095.963606 + Penalty 3208.997286 = -184886.966320 Iteration 27Q: 3 clusters Score -184887 nChanged 24 ComputeScore: Raw -188108.370221 + Penalty 3208.997286 = -184899.372934 Iteration 28Q: 3 clusters Score -184899.4 nChanged 22 ComputeScore: Raw -188125.011967 + Penalty 3208.997286 = -184916.014681 Iteration 29Q: 3 clusters Score -184916 nChanged 28 ComputeScore: Raw -188151.023272 + Penalty 3208.997286 = -184942.025986 Iteration 30Q: 3 clusters Score -184942 nChanged 25 ComputeScore: Raw -188174.049253 + Penalty 3208.997286 = -184965.051967 Iteration 31Q: 3 clusters Score -184965.1 nChanged 24 ComputeScore: Raw -188195.713768 + Penalty 3208.997286 = -184986.716481 Iteration 32Q: 3 clusters Score -184986.7 nChanged 24 ComputeScore: Raw -188216.144237 + Penalty 3208.997286 = -185007.146951 Iteration 33Q: 3 clusters Score -185007.1 nChanged 22 ComputeScore: Raw -188230.668588 + Penalty 3208.997286 = -185021.671302 Iteration 34Q: 3 clusters Score -185021.7 nChanged 20 ComputeScore: Raw -188251.948579 + Penalty 3208.997286 = -185042.951292 Iteration 35Q: 3 clusters Score -185043 nChanged 18 ComputeScore: Raw -188271.485511 + Penalty 3208.997286 = -185062.488225 Iteration 36Q: 3 clusters Score -185062.5 nChanged 19 ComputeScore: Raw -188290.704816 + Penalty 3208.997286 = -185081.707529 Iteration 37Q: 3 clusters Score -185081.7 nChanged 23 ComputeScore: Raw -188306.335884 + Penalty 3208.997286 = -185097.338598 Iteration 38Q: 3 clusters Score -185097.3 nChanged 15 ComputeScore: Raw -188314.722479 + Penalty 3208.997286 = -185105.725192 Iteration 39Q: 3 clusters Score -185105.7 nChanged 8 ComputeScore: Raw -188319.163578 + Penalty 3208.997286 = -185110.166292 Iteration 40F: 3 clusters Score -185110.2 nChanged 6 ComputeScore: Raw -188321.668088 + Penalty 3208.997286 = -185112.670802 Iteration 41Q: 3 clusters Score -185112.7 nChanged 3 ComputeScore: Raw -188322.651574 + Penalty 3208.997286 = -185113.654288 Iteration 42Q: 3 clusters Score -185113.7 nChanged 3 ComputeScore: Raw -188324.303364 + Penalty 3208.997286 = -185115.306077 Iteration 43Q: 3 clusters Score -185115.3 nChanged 2 ComputeScore: Raw -188326.751104 + Penalty 3208.997286 = -185117.753818 Iteration 44Q: 3 clusters Score -185117.8 nChanged 3 ComputeScore: Raw -188328.269818 + Penalty 3208.997286 = -185119.272532 Iteration 45Q: 3 clusters Score -185119.3 nChanged 5 ComputeScore: Raw -188330.564160 + Penalty 3208.997286 = -185121.566874 Iteration 46Q: 3 clusters Score -185121.6 nChanged 7 ComputeScore: Raw -188333.439196 + Penalty 3208.997286 = -185124.441910 Iteration 47Q: 3 clusters Score -185124.4 nChanged 2 ComputeScore: Raw -188334.096621 + Penalty 3208.997286 = -185125.099334 Iteration 48Q: 3 clusters Score -185125.1 nChanged 1 ComputeScore: Raw -188335.227659 + Penalty 3208.997286 = -185126.230373 Iteration 49Q: 3 clusters Score -185126.2 nChanged 2 ComputeScore: Raw -188335.926799 + Penalty 3208.997286 = -185126.929512 Iteration 50Q: 3 clusters Score -185126.9 nChanged 0 ComputeScore: Raw -188335.926799 + Penalty 3208.997286 = -185126.929512 Iteration 51F: 3 clusters Score -185126.9 nChanged 0 Trying to split cluster 24 (5691 points) Assigned 2 initial classes randomly. ComputeScore: Raw -208091.319184 + Penalty 1634.215198 = -206457.103986 Iteration 0F: 2 clusters Score -206457.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -205115.574206 + Penalty 3268.430396 = -201847.143811 Iteration 0F: 3 clusters Score -201847.1 nChanged 2372 ComputeScore: Raw -206517.216523 + Penalty 3268.430396 = -203248.786128 Iteration 1F: 3 clusters Score -203248.8 nChanged 457 ComputeScore: Raw -206793.641877 + Penalty 3268.430396 = -203525.211481 Iteration 2F: 3 clusters Score -203525.2 nChanged 323 ComputeScore: Raw -206992.319970 + Penalty 3268.430396 = -203723.889574 Iteration 3F: 3 clusters Score -203723.9 nChanged 257 ComputeScore: Raw -207144.830939 + Penalty 3268.430396 = -203876.400544 Iteration 4Q: 3 clusters Score -203876.4 nChanged 221 ComputeScore: Raw -207264.220481 + Penalty 3268.430396 = -203995.790085 Iteration 5Q: 3 clusters Score -203995.8 nChanged 199 ComputeScore: Raw -207369.523102 + Penalty 3268.430396 = -204101.092707 Iteration 6Q: 3 clusters Score -204101.1 nChanged 175 ComputeScore: Raw -207472.807819 + Penalty 3268.430396 = -204204.377423 Iteration 7Q: 3 clusters Score -204204.4 nChanged 186 ComputeScore: Raw -207583.283771 + Penalty 3268.430396 = -204314.853376 Iteration 8Q: 3 clusters Score -204314.9 nChanged 172 ComputeScore: Raw -207697.830521 + Penalty 3268.430396 = -204429.400125 Iteration 9Q: 3 clusters Score -204429.4 nChanged 172 ComputeScore: Raw -207821.612316 + Penalty 3268.430396 = -204553.181920 Iteration 10Q: 3 clusters Score -204553.2 nChanged 167 ComputeScore: Raw -207934.588330 + Penalty 3268.430396 = -204666.157934 Iteration 11Q: 3 clusters Score -204666.2 nChanged 188 ComputeScore: Raw -208065.963716 + Penalty 3268.430396 = -204797.533320 Iteration 12Q: 3 clusters Score -204797.5 nChanged 168 ComputeScore: Raw -208187.872032 + Penalty 3268.430396 = -204919.441637 Iteration 13Q: 3 clusters Score -204919.4 nChanged 160 ComputeScore: Raw -208297.733991 + Penalty 3268.430396 = -205029.303596 Iteration 14Q: 3 clusters Score -205029.3 nChanged 146 ComputeScore: Raw -208391.905193 + Penalty 3268.430396 = -205123.474797 Iteration 15Q: 3 clusters Score -205123.5 nChanged 121 ComputeScore: Raw -208469.461600 + Penalty 3268.430396 = -205201.031204 Iteration 16Q: 3 clusters Score -205201 nChanged 139 ComputeScore: Raw -208567.683184 + Penalty 3268.430396 = -205299.252789 Iteration 17Q: 3 clusters Score -205299.3 nChanged 126 ComputeScore: Raw -208657.289532 + Penalty 3268.430396 = -205388.859137 Iteration 18Q: 3 clusters Score -205388.9 nChanged 122 ComputeScore: Raw -208738.093286 + Penalty 3268.430396 = -205469.662890 Iteration 19Q: 3 clusters Score -205469.7 nChanged 103 ComputeScore: Raw -208805.886920 + Penalty 3268.430396 = -205537.456524 Iteration 20F: 3 clusters Score -205537.5 nChanged 100 ComputeScore: Raw -208872.358053 + Penalty 3268.430396 = -205603.927657 Iteration 21Q: 3 clusters Score -205603.9 nChanged 86 ComputeScore: Raw -208926.100779 + Penalty 3268.430396 = -205657.670383 Iteration 22Q: 3 clusters Score -205657.7 nChanged 62 ComputeScore: Raw -208960.521274 + Penalty 3268.430396 = -205692.090878 Iteration 23Q: 3 clusters Score -205692.1 nChanged 59 ComputeScore: Raw -208995.206796 + Penalty 3268.430396 = -205726.776400 Iteration 24Q: 3 clusters Score -205726.8 nChanged 55 ComputeScore: Raw -209016.338106 + Penalty 3268.430396 = -205747.907711 Iteration 25Q: 3 clusters Score -205747.9 nChanged 49 ComputeScore: Raw -209038.996937 + Penalty 3268.430396 = -205770.566541 Iteration 26Q: 3 clusters Score -205770.6 nChanged 53 ComputeScore: Raw -209067.765029 + Penalty 3268.430396 = -205799.334633 Iteration 27Q: 3 clusters Score -205799.3 nChanged 57 ComputeScore: Raw -209100.465318 + Penalty 3268.430396 = -205832.034922 Iteration 28Q: 3 clusters Score -205832 nChanged 60 ComputeScore: Raw -209138.234556 + Penalty 3268.430396 = -205869.804160 Iteration 29Q: 3 clusters Score -205869.8 nChanged 59 ComputeScore: Raw -209174.349902 + Penalty 3268.430396 = -205905.919506 Iteration 30Q: 3 clusters Score -205905.9 nChanged 49 ComputeScore: Raw -209205.111332 + Penalty 3268.430396 = -205936.680936 Iteration 31Q: 3 clusters Score -205936.7 nChanged 49 ComputeScore: Raw -209241.116295 + Penalty 3268.430396 = -205972.685899 Iteration 32Q: 3 clusters Score -205972.7 nChanged 46 ComputeScore: Raw -209279.717905 + Penalty 3268.430396 = -206011.287510 Iteration 33Q: 3 clusters Score -206011.3 nChanged 25 ComputeScore: Raw -209292.472299 + Penalty 3268.430396 = -206024.041903 Iteration 34Q: 3 clusters Score -206024 nChanged 7 ComputeScore: Raw -209294.153501 + Penalty 3268.430396 = -206025.723106 Iteration 35Q: 3 clusters Score -206025.7 nChanged 4 ComputeScore: Raw -209295.277444 + Penalty 3268.430396 = -206026.847048 Iteration 36Q: 3 clusters Score -206026.8 nChanged 5 ComputeScore: Raw -209296.250007 + Penalty 3268.430396 = -206027.819611 Iteration 37Q: 3 clusters Score -206027.8 nChanged 3 ComputeScore: Raw -209297.199518 + Penalty 3268.430396 = -206028.769122 Iteration 38Q: 3 clusters Score -206028.8 nChanged 1 ComputeScore: Raw -209297.426805 + Penalty 3268.430396 = -206028.996409 Iteration 39Q: 3 clusters Score -206029 nChanged 1 ComputeScore: Raw -209299.218538 + Penalty 3268.430396 = -206030.788142 Iteration 40F: 3 clusters Score -206030.8 nChanged 2 ComputeScore: Raw -209300.433534 + Penalty 3268.430396 = -206032.003138 Iteration 41Q: 3 clusters Score -206032 nChanged 1 ComputeScore: Raw -209300.569873 + Penalty 3268.430396 = -206032.139478 Iteration 42Q: 3 clusters Score -206032.1 nChanged 1 ComputeScore: Raw -209300.746125 + Penalty 3268.430396 = -206032.315730 Iteration 43Q: 3 clusters Score -206032.3 nChanged 1 ComputeScore: Raw -209300.801041 + Penalty 3268.430396 = -206032.370645 Iteration 44Q: 3 clusters Score -206032.4 nChanged 0 ComputeScore: Raw -209300.801041 + Penalty 3268.430396 = -206032.370645 Iteration 45F: 3 clusters Score -206032.4 nChanged 0 Trying to split cluster 25 (3349 points) Assigned 2 initial classes randomly. ComputeScore: Raw -127534.994817 + Penalty 1534.002827 = -126000.991990 Iteration 0F: 2 clusters Score -126001 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -125938.281901 + Penalty 3068.005654 = -122870.276248 Iteration 0F: 3 clusters Score -122870.3 nChanged 1280 ComputeScore: Raw -126715.569038 + Penalty 3068.005654 = -123647.563385 Iteration 1F: 3 clusters Score -123647.6 nChanged 276 ComputeScore: Raw -126855.781463 + Penalty 3068.005654 = -123787.775809 Iteration 2F: 3 clusters Score -123787.8 nChanged 146 ComputeScore: Raw -126923.199082 + Penalty 3068.005654 = -123855.193428 Iteration 3Q: 3 clusters Score -123855.2 nChanged 90 ComputeScore: Raw -126960.748472 + Penalty 3068.005654 = -123892.742818 Iteration 4Q: 3 clusters Score -123892.7 nChanged 58 ComputeScore: Raw -126988.300113 + Penalty 3068.005654 = -123920.294459 Iteration 5Q: 3 clusters Score -123920.3 nChanged 49 ComputeScore: Raw -127009.782466 + Penalty 3068.005654 = -123941.776812 Iteration 6Q: 3 clusters Score -123941.8 nChanged 47 ComputeScore: Raw -127028.678750 + Penalty 3068.005654 = -123960.673097 Iteration 7Q: 3 clusters Score -123960.7 nChanged 45 ComputeScore: Raw -127044.187274 + Penalty 3068.005654 = -123976.181620 Iteration 8Q: 3 clusters Score -123976.2 nChanged 37 ComputeScore: Raw -127059.786104 + Penalty 3068.005654 = -123991.780451 Iteration 9Q: 3 clusters Score -123991.8 nChanged 30 ComputeScore: Raw -127072.478185 + Penalty 3068.005654 = -124004.472532 Iteration 10Q: 3 clusters Score -124004.5 nChanged 26 ComputeScore: Raw -127084.869224 + Penalty 3068.005654 = -124016.863570 Iteration 11Q: 3 clusters Score -124016.9 nChanged 30 ComputeScore: Raw -127096.035683 + Penalty 3068.005654 = -124028.030029 Iteration 12Q: 3 clusters Score -124028 nChanged 32 ComputeScore: Raw -127107.322150 + Penalty 3068.005654 = -124039.316497 Iteration 13Q: 3 clusters Score -124039.3 nChanged 22 ComputeScore: Raw -127115.200650 + Penalty 3068.005654 = -124047.194997 Iteration 14Q: 3 clusters Score -124047.2 nChanged 24 ComputeScore: Raw -127124.330575 + Penalty 3068.005654 = -124056.324922 Iteration 15Q: 3 clusters Score -124056.3 nChanged 28 ComputeScore: Raw -127136.116965 + Penalty 3068.005654 = -124068.111311 Iteration 16Q: 3 clusters Score -124068.1 nChanged 24 ComputeScore: Raw -127146.405295 + Penalty 3068.005654 = -124078.399642 Iteration 17Q: 3 clusters Score -124078.4 nChanged 28 ComputeScore: Raw -127157.148703 + Penalty 3068.005654 = -124089.143050 Iteration 18Q: 3 clusters Score -124089.1 nChanged 24 ComputeScore: Raw -127172.818323 + Penalty 3068.005654 = -124104.812670 Iteration 19Q: 3 clusters Score -124104.8 nChanged 37 ComputeScore: Raw -127195.865033 + Penalty 3068.005654 = -124127.859379 Iteration 20F: 3 clusters Score -124127.9 nChanged 39 ComputeScore: Raw -127214.392076 + Penalty 3068.005654 = -124146.386422 Iteration 21Q: 3 clusters Score -124146.4 nChanged 36 ComputeScore: Raw -127233.354249 + Penalty 3068.005654 = -124165.348596 Iteration 22Q: 3 clusters Score -124165.3 nChanged 40 ComputeScore: Raw -127251.034041 + Penalty 3068.005654 = -124183.028388 Iteration 23Q: 3 clusters Score -124183 nChanged 30 ComputeScore: Raw -127262.468067 + Penalty 3068.005654 = -124194.462414 Iteration 24Q: 3 clusters Score -124194.5 nChanged 28 ComputeScore: Raw -127270.018240 + Penalty 3068.005654 = -124202.012586 Iteration 25Q: 3 clusters Score -124202 nChanged 18 ComputeScore: Raw -127277.247808 + Penalty 3068.005654 = -124209.242155 Iteration 26Q: 3 clusters Score -124209.2 nChanged 17 ComputeScore: Raw -127282.504419 + Penalty 3068.005654 = -124214.498765 Iteration 27Q: 3 clusters Score -124214.5 nChanged 16 ComputeScore: Raw -127287.565701 + Penalty 3068.005654 = -124219.560047 Iteration 28Q: 3 clusters Score -124219.6 nChanged 18 ComputeScore: Raw -127293.069765 + Penalty 3068.005654 = -124225.064112 Iteration 29Q: 3 clusters Score -124225.1 nChanged 11 ComputeScore: Raw -127296.762350 + Penalty 3068.005654 = -124228.756697 Iteration 30Q: 3 clusters Score -124228.8 nChanged 15 ComputeScore: Raw -127301.991718 + Penalty 3068.005654 = -124233.986064 Iteration 31Q: 3 clusters Score -124234 nChanged 11 ComputeScore: Raw -127305.638374 + Penalty 3068.005654 = -124237.632721 Iteration 32Q: 3 clusters Score -124237.6 nChanged 5 ComputeScore: Raw -127306.653226 + Penalty 3068.005654 = -124238.647572 Iteration 33Q: 3 clusters Score -124238.6 nChanged 6 ComputeScore: Raw -127308.421413 + Penalty 3068.005654 = -124240.415760 Iteration 34Q: 3 clusters Score -124240.4 nChanged 9 ComputeScore: Raw -127310.691000 + Penalty 3068.005654 = -124242.685346 Iteration 35Q: 3 clusters Score -124242.7 nChanged 13 ComputeScore: Raw -127314.706435 + Penalty 3068.005654 = -124246.700782 Iteration 36Q: 3 clusters Score -124246.7 nChanged 15 ComputeScore: Raw -127319.328239 + Penalty 3068.005654 = -124251.322585 Iteration 37Q: 3 clusters Score -124251.3 nChanged 14 ComputeScore: Raw -127323.535631 + Penalty 3068.005654 = -124255.529978 Iteration 38Q: 3 clusters Score -124255.5 nChanged 12 ComputeScore: Raw -127327.948217 + Penalty 3068.005654 = -124259.942564 Iteration 39Q: 3 clusters Score -124259.9 nChanged 16 ComputeScore: Raw -127334.811951 + Penalty 3068.005654 = -124266.806297 Iteration 40F: 3 clusters Score -124266.8 nChanged 16 ComputeScore: Raw -127339.354940 + Penalty 3068.005654 = -124271.349286 Iteration 41Q: 3 clusters Score -124271.3 nChanged 13 ComputeScore: Raw -127343.601625 + Penalty 3068.005654 = -124275.595971 Iteration 42Q: 3 clusters Score -124275.6 nChanged 14 ComputeScore: Raw -127348.393369 + Penalty 3068.005654 = -124280.387716 Iteration 43Q: 3 clusters Score -124280.4 nChanged 16 ComputeScore: Raw -127354.302606 + Penalty 3068.005654 = -124286.296953 Iteration 44Q: 3 clusters Score -124286.3 nChanged 19 ComputeScore: Raw -127359.124467 + Penalty 3068.005654 = -124291.118814 Iteration 45Q: 3 clusters Score -124291.1 nChanged 19 ComputeScore: Raw -127364.824295 + Penalty 3068.005654 = -124296.818641 Iteration 46Q: 3 clusters Score -124296.8 nChanged 19 ComputeScore: Raw -127371.036261 + Penalty 3068.005654 = -124303.030607 Iteration 47Q: 3 clusters Score -124303 nChanged 23 ComputeScore: Raw -127380.884304 + Penalty 3068.005654 = -124312.878650 Iteration 48Q: 3 clusters Score -124312.9 nChanged 20 ComputeScore: Raw -127386.988440 + Penalty 3068.005654 = -124318.982787 Iteration 49Q: 3 clusters Score -124319 nChanged 18 ComputeScore: Raw -127392.856035 + Penalty 3068.005654 = -124324.850382 Iteration 50Q: 3 clusters Score -124324.9 nChanged 18 ComputeScore: Raw -127398.814408 + Penalty 3068.005654 = -124330.808755 Iteration 51Q: 3 clusters Score -124330.8 nChanged 14 ComputeScore: Raw -127403.555904 + Penalty 3068.005654 = -124335.550250 Iteration 52Q: 3 clusters Score -124335.6 nChanged 13 ComputeScore: Raw -127407.738029 + Penalty 3068.005654 = -124339.732375 Iteration 53Q: 3 clusters Score -124339.7 nChanged 14 ComputeScore: Raw -127412.039425 + Penalty 3068.005654 = -124344.033771 Iteration 54Q: 3 clusters Score -124344 nChanged 14 ComputeScore: Raw -127416.697770 + Penalty 3068.005654 = -124348.692116 Iteration 55Q: 3 clusters Score -124348.7 nChanged 12 ComputeScore: Raw -127422.228325 + Penalty 3068.005654 = -124354.222671 Iteration 56Q: 3 clusters Score -124354.2 nChanged 12 ComputeScore: Raw -127427.062724 + Penalty 3068.005654 = -124359.057070 Iteration 57Q: 3 clusters Score -124359.1 nChanged 14 ComputeScore: Raw -127431.795863 + Penalty 3068.005654 = -124363.790210 Iteration 58Q: 3 clusters Score -124363.8 nChanged 15 ComputeScore: Raw -127436.030404 + Penalty 3068.005654 = -124368.024750 Iteration 59Q: 3 clusters Score -124368 nChanged 15 ComputeScore: Raw -127442.370603 + Penalty 3068.005654 = -124374.364950 Iteration 60F: 3 clusters Score -124374.4 nChanged 17 ComputeScore: Raw -127449.967401 + Penalty 3068.005654 = -124381.961748 Iteration 61Q: 3 clusters Score -124382 nChanged 14 ComputeScore: Raw -127455.566414 + Penalty 3068.005654 = -124387.560761 Iteration 62Q: 3 clusters Score -124387.6 nChanged 13 ComputeScore: Raw -127461.152428 + Penalty 3068.005654 = -124393.146775 Iteration 63Q: 3 clusters Score -124393.1 nChanged 23 ComputeScore: Raw -127469.944465 + Penalty 3068.005654 = -124401.938811 Iteration 64Q: 3 clusters Score -124401.9 nChanged 21 ComputeScore: Raw -127477.463683 + Penalty 3068.005654 = -124409.458029 Iteration 65Q: 3 clusters Score -124409.5 nChanged 16 ComputeScore: Raw -127483.357869 + Penalty 3068.005654 = -124415.352215 Iteration 66Q: 3 clusters Score -124415.4 nChanged 12 ComputeScore: Raw -127488.349066 + Penalty 3068.005654 = -124420.343412 Iteration 67Q: 3 clusters Score -124420.3 nChanged 11 ComputeScore: Raw -127493.372456 + Penalty 3068.005654 = -124425.366803 Iteration 68Q: 3 clusters Score -124425.4 nChanged 10 ComputeScore: Raw -127497.105685 + Penalty 3068.005654 = -124429.100031 Iteration 69Q: 3 clusters Score -124429.1 nChanged 14 ComputeScore: Raw -127501.424049 + Penalty 3068.005654 = -124433.418396 Iteration 70Q: 3 clusters Score -124433.4 nChanged 11 ComputeScore: Raw -127504.861375 + Penalty 3068.005654 = -124436.855721 Iteration 71Q: 3 clusters Score -124436.9 nChanged 8 ComputeScore: Raw -127508.672928 + Penalty 3068.005654 = -124440.667275 Iteration 72Q: 3 clusters Score -124440.7 nChanged 7 ComputeScore: Raw -127511.203848 + Penalty 3068.005654 = -124443.198194 Iteration 73Q: 3 clusters Score -124443.2 nChanged 8 ComputeScore: Raw -127514.459762 + Penalty 3068.005654 = -124446.454109 Iteration 74Q: 3 clusters Score -124446.5 nChanged 5 ComputeScore: Raw -127516.803224 + Penalty 3068.005654 = -124448.797570 Iteration 75Q: 3 clusters Score -124448.8 nChanged 10 ComputeScore: Raw -127521.693721 + Penalty 3068.005654 = -124453.688068 Iteration 76Q: 3 clusters Score -124453.7 nChanged 13 ComputeScore: Raw -127526.780459 + Penalty 3068.005654 = -124458.774806 Iteration 77Q: 3 clusters Score -124458.8 nChanged 10 ComputeScore: Raw -127531.308953 + Penalty 3068.005654 = -124463.303299 Iteration 78Q: 3 clusters Score -124463.3 nChanged 13 ComputeScore: Raw -127536.796357 + Penalty 3068.005654 = -124468.790703 Iteration 79Q: 3 clusters Score -124468.8 nChanged 13 ComputeScore: Raw -127541.822439 + Penalty 3068.005654 = -124473.816785 Iteration 80F: 3 clusters Score -124473.8 nChanged 11 ComputeScore: Raw -127545.913339 + Penalty 3068.005654 = -124477.907686 Iteration 81Q: 3 clusters Score -124477.9 nChanged 13 ComputeScore: Raw -127552.071068 + Penalty 3068.005654 = -124484.065414 Iteration 82Q: 3 clusters Score -124484.1 nChanged 16 ComputeScore: Raw -127561.559563 + Penalty 3068.005654 = -124493.553909 Iteration 83Q: 3 clusters Score -124493.6 nChanged 13 ComputeScore: Raw -127570.621081 + Penalty 3068.005654 = -124502.615428 Iteration 84Q: 3 clusters Score -124502.6 nChanged 16 ComputeScore: Raw -127579.164708 + Penalty 3068.005654 = -124511.159055 Iteration 85Q: 3 clusters Score -124511.2 nChanged 16 ComputeScore: Raw -127587.201996 + Penalty 3068.005654 = -124519.196342 Iteration 86Q: 3 clusters Score -124519.2 nChanged 21 ComputeScore: Raw -127601.657707 + Penalty 3068.005654 = -124533.652053 Iteration 87Q: 3 clusters Score -124533.7 nChanged 18 ComputeScore: Raw -127614.109952 + Penalty 3068.005654 = -124546.104299 Iteration 88Q: 3 clusters Score -124546.1 nChanged 16 ComputeScore: Raw -127621.616267 + Penalty 3068.005654 = -124553.610613 Iteration 89Q: 3 clusters Score -124553.6 nChanged 14 ComputeScore: Raw -127629.952376 + Penalty 3068.005654 = -124561.946723 Iteration 90Q: 3 clusters Score -124561.9 nChanged 17 ComputeScore: Raw -127639.788026 + Penalty 3068.005654 = -124571.782372 Iteration 91Q: 3 clusters Score -124571.8 nChanged 17 ComputeScore: Raw -127649.449812 + Penalty 3068.005654 = -124581.444158 Iteration 92Q: 3 clusters Score -124581.4 nChanged 13 ComputeScore: Raw -127657.298176 + Penalty 3068.005654 = -124589.292522 Iteration 93Q: 3 clusters Score -124589.3 nChanged 7 ComputeScore: Raw -127661.132626 + Penalty 3068.005654 = -124593.126973 Iteration 94Q: 3 clusters Score -124593.1 nChanged 10 ComputeScore: Raw -127666.645071 + Penalty 3068.005654 = -124598.639417 Iteration 95Q: 3 clusters Score -124598.6 nChanged 7 ComputeScore: Raw -127670.085275 + Penalty 3068.005654 = -124602.079622 Iteration 96Q: 3 clusters Score -124602.1 nChanged 6 ComputeScore: Raw -127673.350969 + Penalty 3068.005654 = -124605.345316 Iteration 97Q: 3 clusters Score -124605.3 nChanged 4 ComputeScore: Raw -127675.514939 + Penalty 3068.005654 = -124607.509285 Iteration 98Q: 3 clusters Score -124607.5 nChanged 8 ComputeScore: Raw -127677.989598 + Penalty 3068.005654 = -124609.983945 Iteration 99Q: 3 clusters Score -124610 nChanged 3 ComputeScore: Raw -127678.673189 + Penalty 3068.005654 = -124610.667536 Iteration 100F: 3 clusters Score -124610.7 nChanged 4 ComputeScore: Raw -127679.747150 + Penalty 3068.005654 = -124611.741496 Iteration 101Q: 3 clusters Score -124611.7 nChanged 3 ComputeScore: Raw -127681.589266 + Penalty 3068.005654 = -124613.583612 Iteration 102Q: 3 clusters Score -124613.6 nChanged 4 ComputeScore: Raw -127683.921783 + Penalty 3068.005654 = -124615.916130 Iteration 103Q: 3 clusters Score -124615.9 nChanged 2 ComputeScore: Raw -127685.123946 + Penalty 3068.005654 = -124617.118293 Iteration 104Q: 3 clusters Score -124617.1 nChanged 2 ComputeScore: Raw -127687.174884 + Penalty 3068.005654 = -124619.169231 Iteration 105Q: 3 clusters Score -124619.2 nChanged 2 ComputeScore: Raw -127689.024042 + Penalty 3068.005654 = -124621.018388 Iteration 106Q: 3 clusters Score -124621 nChanged 5 ComputeScore: Raw -127691.851432 + Penalty 3068.005654 = -124623.845779 Iteration 107Q: 3 clusters Score -124623.8 nChanged 8 ComputeScore: Raw -127697.213216 + Penalty 3068.005654 = -124629.207562 Iteration 108Q: 3 clusters Score -124629.2 nChanged 11 ComputeScore: Raw -127703.047122 + Penalty 3068.005654 = -124635.041468 Iteration 109Q: 3 clusters Score -124635 nChanged 9 ComputeScore: Raw -127708.556727 + Penalty 3068.005654 = -124640.551074 Iteration 110Q: 3 clusters Score -124640.6 nChanged 5 ComputeScore: Raw -127711.445613 + Penalty 3068.005654 = -124643.439960 Iteration 111Q: 3 clusters Score -124643.4 nChanged 4 ComputeScore: Raw -127712.401250 + Penalty 3068.005654 = -124644.395597 Iteration 112Q: 3 clusters Score -124644.4 nChanged 1 ComputeScore: Raw -127713.434566 + Penalty 3068.005654 = -124645.428912 Iteration 113Q: 3 clusters Score -124645.4 nChanged 2 ComputeScore: Raw -127714.692424 + Penalty 3068.005654 = -124646.686771 Iteration 114Q: 3 clusters Score -124646.7 nChanged 1 ComputeScore: Raw -127715.349096 + Penalty 3068.005654 = -124647.343442 Iteration 115Q: 3 clusters Score -124647.3 nChanged 1 ComputeScore: Raw -127715.809870 + Penalty 3068.005654 = -124647.804216 Iteration 116Q: 3 clusters Score -124647.8 nChanged 0 ComputeScore: Raw -127715.809870 + Penalty 3068.005654 = -124647.804216 Iteration 117F: 3 clusters Score -124647.8 nChanged 0 Trying to split cluster 26 (4626 points) Assigned 2 initial classes randomly. ComputeScore: Raw -175041.837780 + Penalty 1595.055642 = -173446.782138 Iteration 0F: 2 clusters Score -173446.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -172733.411856 + Penalty 3190.111285 = -169543.300571 Iteration 0F: 3 clusters Score -169543.3 nChanged 1845 ComputeScore: Raw -173751.550492 + Penalty 3190.111285 = -170561.439207 Iteration 1F: 3 clusters Score -170561.4 nChanged 350 ComputeScore: Raw -173949.935764 + Penalty 3190.111285 = -170759.824479 Iteration 2F: 3 clusters Score -170759.8 nChanged 232 ComputeScore: Raw -174055.901444 + Penalty 3190.111285 = -170865.790159 Iteration 3F: 3 clusters Score -170865.8 nChanged 163 ComputeScore: Raw -174141.025545 + Penalty 3190.111285 = -170950.914260 Iteration 4Q: 3 clusters Score -170950.9 nChanged 134 ComputeScore: Raw -174206.791453 + Penalty 3190.111285 = -171016.680168 Iteration 5Q: 3 clusters Score -171016.7 nChanged 127 ComputeScore: Raw -174269.397722 + Penalty 3190.111285 = -171079.286438 Iteration 6Q: 3 clusters Score -171079.3 nChanged 113 ComputeScore: Raw -174327.054275 + Penalty 3190.111285 = -171136.942990 Iteration 7Q: 3 clusters Score -171136.9 nChanged 118 ComputeScore: Raw -174389.686186 + Penalty 3190.111285 = -171199.574901 Iteration 8Q: 3 clusters Score -171199.6 nChanged 117 ComputeScore: Raw -174450.186523 + Penalty 3190.111285 = -171260.075239 Iteration 9Q: 3 clusters Score -171260.1 nChanged 116 ComputeScore: Raw -174514.998340 + Penalty 3190.111285 = -171324.887055 Iteration 10Q: 3 clusters Score -171324.9 nChanged 105 ComputeScore: Raw -174576.436810 + Penalty 3190.111285 = -171386.325526 Iteration 11Q: 3 clusters Score -171386.3 nChanged 115 ComputeScore: Raw -174651.975128 + Penalty 3190.111285 = -171461.863843 Iteration 12Q: 3 clusters Score -171461.9 nChanged 141 ComputeScore: Raw -174745.755170 + Penalty 3190.111285 = -171555.643885 Iteration 13Q: 3 clusters Score -171555.6 nChanged 141 ComputeScore: Raw -174858.104363 + Penalty 3190.111285 = -171667.993078 Iteration 14Q: 3 clusters Score -171668 nChanged 157 ComputeScore: Raw -175014.829320 + Penalty 3190.111285 = -171824.718035 Iteration 15Q: 3 clusters Score -171824.7 nChanged 158 ComputeScore: Raw -175149.705188 + Penalty 3190.111285 = -171959.593903 Iteration 16Q: 3 clusters Score -171959.6 nChanged 140 ComputeScore: Raw -175276.018865 + Penalty 3190.111285 = -172085.907581 Iteration 17Q: 3 clusters Score -172085.9 nChanged 146 ComputeScore: Raw -175427.568231 + Penalty 3190.111285 = -172237.456946 Iteration 18Q: 3 clusters Score -172237.5 nChanged 150 ComputeScore: Raw -175578.941210 + Penalty 3190.111285 = -172388.829926 Iteration 19Q: 3 clusters Score -172388.8 nChanged 119 ComputeScore: Raw -175681.997464 + Penalty 3190.111285 = -172491.886180 Iteration 20F: 3 clusters Score -172491.9 nChanged 101 ComputeScore: Raw -175766.002432 + Penalty 3190.111285 = -172575.891148 Iteration 21Q: 3 clusters Score -172575.9 nChanged 95 ComputeScore: Raw -175833.940868 + Penalty 3190.111285 = -172643.829583 Iteration 22Q: 3 clusters Score -172643.8 nChanged 84 ComputeScore: Raw -175896.982542 + Penalty 3190.111285 = -172706.871258 Iteration 23Q: 3 clusters Score -172706.9 nChanged 73 ComputeScore: Raw -175941.619068 + Penalty 3190.111285 = -172751.507783 Iteration 24Q: 3 clusters Score -172751.5 nChanged 55 ComputeScore: Raw -175966.668637 + Penalty 3190.111285 = -172776.557353 Iteration 25Q: 3 clusters Score -172776.6 nChanged 39 ComputeScore: Raw -175985.916216 + Penalty 3190.111285 = -172795.804932 Iteration 26Q: 3 clusters Score -172795.8 nChanged 29 ComputeScore: Raw -175997.371685 + Penalty 3190.111285 = -172807.260401 Iteration 27Q: 3 clusters Score -172807.3 nChanged 22 ComputeScore: Raw -176005.047489 + Penalty 3190.111285 = -172814.936204 Iteration 28Q: 3 clusters Score -172814.9 nChanged 24 ComputeScore: Raw -176011.839308 + Penalty 3190.111285 = -172821.728023 Iteration 29Q: 3 clusters Score -172821.7 nChanged 9 ComputeScore: Raw -176014.361341 + Penalty 3190.111285 = -172824.250057 Iteration 30Q: 3 clusters Score -172824.3 nChanged 8 ComputeScore: Raw -176018.754778 + Penalty 3190.111285 = -172828.643494 Iteration 31Q: 3 clusters Score -172828.6 nChanged 13 ComputeScore: Raw -176024.797476 + Penalty 3190.111285 = -172834.686191 Iteration 32Q: 3 clusters Score -172834.7 nChanged 12 ComputeScore: Raw -176030.113004 + Penalty 3190.111285 = -172840.001720 Iteration 33Q: 3 clusters Score -172840 nChanged 12 ComputeScore: Raw -176033.852516 + Penalty 3190.111285 = -172843.741232 Iteration 34Q: 3 clusters Score -172843.7 nChanged 16 ComputeScore: Raw -176039.100971 + Penalty 3190.111285 = -172848.989686 Iteration 35Q: 3 clusters Score -172849 nChanged 10 ComputeScore: Raw -176042.448318 + Penalty 3190.111285 = -172852.337033 Iteration 36Q: 3 clusters Score -172852.3 nChanged 8 ComputeScore: Raw -176045.191723 + Penalty 3190.111285 = -172855.080439 Iteration 37Q: 3 clusters Score -172855.1 nChanged 8 ComputeScore: Raw -176047.734776 + Penalty 3190.111285 = -172857.623491 Iteration 38Q: 3 clusters Score -172857.6 nChanged 8 ComputeScore: Raw -176051.404065 + Penalty 3190.111285 = -172861.292781 Iteration 39Q: 3 clusters Score -172861.3 nChanged 13 ComputeScore: Raw -176057.163119 + Penalty 3190.111285 = -172867.051834 Iteration 40F: 3 clusters Score -172867.1 nChanged 11 ComputeScore: Raw -176061.623989 + Penalty 3190.111285 = -172871.512705 Iteration 41Q: 3 clusters Score -172871.5 nChanged 10 ComputeScore: Raw -176065.034796 + Penalty 3190.111285 = -172874.923511 Iteration 42Q: 3 clusters Score -172874.9 nChanged 7 ComputeScore: Raw -176068.267143 + Penalty 3190.111285 = -172878.155859 Iteration 43Q: 3 clusters Score -172878.2 nChanged 9 ComputeScore: Raw -176071.686918 + Penalty 3190.111285 = -172881.575634 Iteration 44Q: 3 clusters Score -172881.6 nChanged 11 ComputeScore: Raw -176076.323344 + Penalty 3190.111285 = -172886.212060 Iteration 45Q: 3 clusters Score -172886.2 nChanged 11 ComputeScore: Raw -176080.287779 + Penalty 3190.111285 = -172890.176494 Iteration 46Q: 3 clusters Score -172890.2 nChanged 13 ComputeScore: Raw -176084.771994 + Penalty 3190.111285 = -172894.660709 Iteration 47Q: 3 clusters Score -172894.7 nChanged 9 ComputeScore: Raw -176087.859456 + Penalty 3190.111285 = -172897.748171 Iteration 48Q: 3 clusters Score -172897.7 nChanged 4 ComputeScore: Raw -176088.775930 + Penalty 3190.111285 = -172898.664645 Iteration 49Q: 3 clusters Score -172898.7 nChanged 4 ComputeScore: Raw -176089.767750 + Penalty 3190.111285 = -172899.656466 Iteration 50Q: 3 clusters Score -172899.7 nChanged 6 ComputeScore: Raw -176091.980708 + Penalty 3190.111285 = -172901.869424 Iteration 51Q: 3 clusters Score -172901.9 nChanged 7 ComputeScore: Raw -176094.530556 + Penalty 3190.111285 = -172904.419272 Iteration 52Q: 3 clusters Score -172904.4 nChanged 6 ComputeScore: Raw -176096.494740 + Penalty 3190.111285 = -172906.383456 Iteration 53Q: 3 clusters Score -172906.4 nChanged 8 ComputeScore: Raw -176099.274618 + Penalty 3190.111285 = -172909.163333 Iteration 54Q: 3 clusters Score -172909.2 nChanged 9 ComputeScore: Raw -176102.838528 + Penalty 3190.111285 = -172912.727243 Iteration 55Q: 3 clusters Score -172912.7 nChanged 8 ComputeScore: Raw -176105.439283 + Penalty 3190.111285 = -172915.327999 Iteration 56Q: 3 clusters Score -172915.3 nChanged 5 ComputeScore: Raw -176107.123558 + Penalty 3190.111285 = -172917.012273 Iteration 57Q: 3 clusters Score -172917 nChanged 1 ComputeScore: Raw -176107.440012 + Penalty 3190.111285 = -172917.328727 Iteration 58Q: 3 clusters Score -172917.3 nChanged 0 ComputeScore: Raw -176107.440012 + Penalty 3190.111285 = -172917.328727 Iteration 59F: 3 clusters Score -172917.3 nChanged 0 Trying to split cluster 27 (4487 points) Assigned 2 initial classes randomly. ComputeScore: Raw -171194.447104 + Penalty 1589.289586 = -169605.157519 Iteration 0F: 2 clusters Score -169605.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -169025.266516 + Penalty 3178.579171 = -165846.687345 Iteration 0F: 3 clusters Score -165846.7 nChanged 1735 ComputeScore: Raw -170022.563012 + Penalty 3178.579171 = -166843.983841 Iteration 1F: 3 clusters Score -166844 nChanged 327 ComputeScore: Raw -170221.807286 + Penalty 3178.579171 = -167043.228115 Iteration 2F: 3 clusters Score -167043.2 nChanged 241 ComputeScore: Raw -170361.315233 + Penalty 3178.579171 = -167182.736062 Iteration 3F: 3 clusters Score -167182.7 nChanged 196 ComputeScore: Raw -170476.112714 + Penalty 3178.579171 = -167297.533543 Iteration 4Q: 3 clusters Score -167297.5 nChanged 144 ComputeScore: Raw -170552.615652 + Penalty 3178.579171 = -167374.036481 Iteration 5Q: 3 clusters Score -167374 nChanged 129 ComputeScore: Raw -170604.486785 + Penalty 3178.579171 = -167425.907613 Iteration 6Q: 3 clusters Score -167425.9 nChanged 92 ComputeScore: Raw -170645.316920 + Penalty 3178.579171 = -167466.737749 Iteration 7Q: 3 clusters Score -167466.7 nChanged 82 ComputeScore: Raw -170681.792323 + Penalty 3178.579171 = -167503.213151 Iteration 8Q: 3 clusters Score -167503.2 nChanged 81 ComputeScore: Raw -170715.278306 + Penalty 3178.579171 = -167536.699135 Iteration 9Q: 3 clusters Score -167536.7 nChanged 68 ComputeScore: Raw -170747.362684 + Penalty 3178.579171 = -167568.783513 Iteration 10Q: 3 clusters Score -167568.8 nChanged 72 ComputeScore: Raw -170786.286124 + Penalty 3178.579171 = -167607.706953 Iteration 11Q: 3 clusters Score -167607.7 nChanged 85 ComputeScore: Raw -170834.925618 + Penalty 3178.579171 = -167656.346446 Iteration 12Q: 3 clusters Score -167656.3 nChanged 86 ComputeScore: Raw -170877.496614 + Penalty 3178.579171 = -167698.917443 Iteration 13Q: 3 clusters Score -167698.9 nChanged 69 ComputeScore: Raw -170915.655797 + Penalty 3178.579171 = -167737.076626 Iteration 14Q: 3 clusters Score -167737.1 nChanged 60 ComputeScore: Raw -170947.652748 + Penalty 3178.579171 = -167769.073577 Iteration 15Q: 3 clusters Score -167769.1 nChanged 71 ComputeScore: Raw -170981.315594 + Penalty 3178.579171 = -167802.736423 Iteration 16Q: 3 clusters Score -167802.7 nChanged 64 ComputeScore: Raw -171016.292752 + Penalty 3178.579171 = -167837.713581 Iteration 17Q: 3 clusters Score -167837.7 nChanged 72 ComputeScore: Raw -171051.061564 + Penalty 3178.579171 = -167872.482393 Iteration 18Q: 3 clusters Score -167872.5 nChanged 58 ComputeScore: Raw -171077.804914 + Penalty 3178.579171 = -167899.225743 Iteration 19Q: 3 clusters Score -167899.2 nChanged 62 ComputeScore: Raw -171106.664916 + Penalty 3178.579171 = -167928.085745 Iteration 20F: 3 clusters Score -167928.1 nChanged 59 ComputeScore: Raw -171138.117332 + Penalty 3178.579171 = -167959.538161 Iteration 21Q: 3 clusters Score -167959.5 nChanged 62 ComputeScore: Raw -171171.321442 + Penalty 3178.579171 = -167992.742271 Iteration 22Q: 3 clusters Score -167992.7 nChanged 65 ComputeScore: Raw -171206.401897 + Penalty 3178.579171 = -168027.822726 Iteration 23Q: 3 clusters Score -168027.8 nChanged 69 ComputeScore: Raw -171250.235470 + Penalty 3178.579171 = -168071.656299 Iteration 24Q: 3 clusters Score -168071.7 nChanged 71 ComputeScore: Raw -171288.257176 + Penalty 3178.579171 = -168109.678005 Iteration 25Q: 3 clusters Score -168109.7 nChanged 49 ComputeScore: Raw -171309.070169 + Penalty 3178.579171 = -168130.490998 Iteration 26Q: 3 clusters Score -168130.5 nChanged 38 ComputeScore: Raw -171324.932729 + Penalty 3178.579171 = -168146.353557 Iteration 27Q: 3 clusters Score -168146.4 nChanged 37 ComputeScore: Raw -171338.535475 + Penalty 3178.579171 = -168159.956304 Iteration 28Q: 3 clusters Score -168160 nChanged 28 ComputeScore: Raw -171348.212950 + Penalty 3178.579171 = -168169.633779 Iteration 29Q: 3 clusters Score -168169.6 nChanged 21 ComputeScore: Raw -171356.549456 + Penalty 3178.579171 = -168177.970285 Iteration 30Q: 3 clusters Score -168178 nChanged 18 ComputeScore: Raw -171364.664227 + Penalty 3178.579171 = -168186.085056 Iteration 31Q: 3 clusters Score -168186.1 nChanged 20 ComputeScore: Raw -171372.641260 + Penalty 3178.579171 = -168194.062089 Iteration 32Q: 3 clusters Score -168194.1 nChanged 24 ComputeScore: Raw -171385.596408 + Penalty 3178.579171 = -168207.017237 Iteration 33Q: 3 clusters Score -168207 nChanged 26 ComputeScore: Raw -171393.789385 + Penalty 3178.579171 = -168215.210213 Iteration 34Q: 3 clusters Score -168215.2 nChanged 19 ComputeScore: Raw -171402.655169 + Penalty 3178.579171 = -168224.075998 Iteration 35Q: 3 clusters Score -168224.1 nChanged 24 ComputeScore: Raw -171414.081834 + Penalty 3178.579171 = -168235.502663 Iteration 36Q: 3 clusters Score -168235.5 nChanged 26 ComputeScore: Raw -171424.051536 + Penalty 3178.579171 = -168245.472365 Iteration 37Q: 3 clusters Score -168245.5 nChanged 22 ComputeScore: Raw -171434.829017 + Penalty 3178.579171 = -168256.249846 Iteration 38Q: 3 clusters Score -168256.2 nChanged 21 ComputeScore: Raw -171444.784148 + Penalty 3178.579171 = -168266.204977 Iteration 39Q: 3 clusters Score -168266.2 nChanged 19 ComputeScore: Raw -171452.825733 + Penalty 3178.579171 = -168274.246562 Iteration 40F: 3 clusters Score -168274.2 nChanged 25 ComputeScore: Raw -171465.051065 + Penalty 3178.579171 = -168286.471894 Iteration 41Q: 3 clusters Score -168286.5 nChanged 24 ComputeScore: Raw -171474.641351 + Penalty 3178.579171 = -168296.062180 Iteration 42Q: 3 clusters Score -168296.1 nChanged 19 ComputeScore: Raw -171480.075400 + Penalty 3178.579171 = -168301.496229 Iteration 43Q: 3 clusters Score -168301.5 nChanged 14 ComputeScore: Raw -171484.736226 + Penalty 3178.579171 = -168306.157055 Iteration 44Q: 3 clusters Score -168306.2 nChanged 18 ComputeScore: Raw -171492.629773 + Penalty 3178.579171 = -168314.050602 Iteration 45Q: 3 clusters Score -168314.1 nChanged 21 ComputeScore: Raw -171499.765535 + Penalty 3178.579171 = -168321.186364 Iteration 46Q: 3 clusters Score -168321.2 nChanged 15 ComputeScore: Raw -171505.883249 + Penalty 3178.579171 = -168327.304077 Iteration 47Q: 3 clusters Score -168327.3 nChanged 13 ComputeScore: Raw -171511.570577 + Penalty 3178.579171 = -168332.991406 Iteration 48Q: 3 clusters Score -168333 nChanged 15 ComputeScore: Raw -171518.583541 + Penalty 3178.579171 = -168340.004370 Iteration 49Q: 3 clusters Score -168340 nChanged 15 ComputeScore: Raw -171524.434272 + Penalty 3178.579171 = -168345.855101 Iteration 50Q: 3 clusters Score -168345.9 nChanged 12 ComputeScore: Raw -171531.452172 + Penalty 3178.579171 = -168352.873000 Iteration 51Q: 3 clusters Score -168352.9 nChanged 17 ComputeScore: Raw -171539.729198 + Penalty 3178.579171 = -168361.150027 Iteration 52Q: 3 clusters Score -168361.2 nChanged 26 ComputeScore: Raw -171552.111135 + Penalty 3178.579171 = -168373.531964 Iteration 53Q: 3 clusters Score -168373.5 nChanged 16 ComputeScore: Raw -171558.485811 + Penalty 3178.579171 = -168379.906640 Iteration 54Q: 3 clusters Score -168379.9 nChanged 14 ComputeScore: Raw -171564.253869 + Penalty 3178.579171 = -168385.674698 Iteration 55Q: 3 clusters Score -168385.7 nChanged 14 ComputeScore: Raw -171572.133003 + Penalty 3178.579171 = -168393.553832 Iteration 56Q: 3 clusters Score -168393.6 nChanged 17 ComputeScore: Raw -171581.264791 + Penalty 3178.579171 = -168402.685620 Iteration 57Q: 3 clusters Score -168402.7 nChanged 17 ComputeScore: Raw -171590.859916 + Penalty 3178.579171 = -168412.280744 Iteration 58Q: 3 clusters Score -168412.3 nChanged 19 ComputeScore: Raw -171598.599593 + Penalty 3178.579171 = -168420.020422 Iteration 59Q: 3 clusters Score -168420 nChanged 17 ComputeScore: Raw -171606.989736 + Penalty 3178.579171 = -168428.410565 Iteration 60F: 3 clusters Score -168428.4 nChanged 11 ComputeScore: Raw -171610.894967 + Penalty 3178.579171 = -168432.315796 Iteration 61Q: 3 clusters Score -168432.3 nChanged 13 ComputeScore: Raw -171617.906762 + Penalty 3178.579171 = -168439.327591 Iteration 62Q: 3 clusters Score -168439.3 nChanged 15 ComputeScore: Raw -171626.219884 + Penalty 3178.579171 = -168447.640713 Iteration 63Q: 3 clusters Score -168447.6 nChanged 19 ComputeScore: Raw -171637.658868 + Penalty 3178.579171 = -168459.079697 Iteration 64Q: 3 clusters Score -168459.1 nChanged 20 ComputeScore: Raw -171650.147982 + Penalty 3178.579171 = -168471.568811 Iteration 65Q: 3 clusters Score -168471.6 nChanged 21 ComputeScore: Raw -171666.844901 + Penalty 3178.579171 = -168488.265730 Iteration 66Q: 3 clusters Score -168488.3 nChanged 31 ComputeScore: Raw -171710.510336 + Penalty 3178.579171 = -168531.931165 Iteration 67Q: 3 clusters Score -168531.9 nChanged 39 ComputeScore: Raw -171761.652365 + Penalty 3178.579171 = -168583.073194 Iteration 68Q: 3 clusters Score -168583.1 nChanged 34 ComputeScore: Raw -171812.804709 + Penalty 3178.579171 = -168634.225538 Iteration 69Q: 3 clusters Score -168634.2 nChanged 27 ComputeScore: Raw -171835.842140 + Penalty 3178.579171 = -168657.262969 Iteration 70Q: 3 clusters Score -168657.3 nChanged 24 ComputeScore: Raw -171845.848218 + Penalty 3178.579171 = -168667.269047 Iteration 71Q: 3 clusters Score -168667.3 nChanged 14 ComputeScore: Raw -171853.215505 + Penalty 3178.579171 = -168674.636334 Iteration 72Q: 3 clusters Score -168674.6 nChanged 13 ComputeScore: Raw -171858.564061 + Penalty 3178.579171 = -168679.984890 Iteration 73Q: 3 clusters Score -168680 nChanged 11 ComputeScore: Raw -171863.492402 + Penalty 3178.579171 = -168684.913231 Iteration 74Q: 3 clusters Score -168684.9 nChanged 9 ComputeScore: Raw -171866.434942 + Penalty 3178.579171 = -168687.855771 Iteration 75Q: 3 clusters Score -168687.9 nChanged 11 ComputeScore: Raw -171870.228239 + Penalty 3178.579171 = -168691.649068 Iteration 76Q: 3 clusters Score -168691.6 nChanged 7 ComputeScore: Raw -171873.982249 + Penalty 3178.579171 = -168695.403078 Iteration 77Q: 3 clusters Score -168695.4 nChanged 10 ComputeScore: Raw -171876.998584 + Penalty 3178.579171 = -168698.419413 Iteration 78Q: 3 clusters Score -168698.4 nChanged 3 ComputeScore: Raw -171877.616682 + Penalty 3178.579171 = -168699.037511 Iteration 79Q: 3 clusters Score -168699 nChanged 4 ComputeScore: Raw -171879.110753 + Penalty 3178.579171 = -168700.531582 Iteration 80F: 3 clusters Score -168700.5 nChanged 5 ComputeScore: Raw -171881.773756 + Penalty 3178.579171 = -168703.194585 Iteration 81Q: 3 clusters Score -168703.2 nChanged 2 ComputeScore: Raw -171882.865060 + Penalty 3178.579171 = -168704.285889 Iteration 82Q: 3 clusters Score -168704.3 nChanged 2 ComputeScore: Raw -171883.805578 + Penalty 3178.579171 = -168705.226407 Iteration 83Q: 3 clusters Score -168705.2 nChanged 1 ComputeScore: Raw -171884.399046 + Penalty 3178.579171 = -168705.819875 Iteration 84Q: 3 clusters Score -168705.8 nChanged 2 ComputeScore: Raw -171884.776648 + Penalty 3178.579171 = -168706.197477 Iteration 85Q: 3 clusters Score -168706.2 nChanged 0 ComputeScore: Raw -171884.776648 + Penalty 3178.579171 = -168706.197477 Iteration 86F: 3 clusters Score -168706.2 nChanged 0 Trying to split cluster 28 (7281 points) Assigned 2 initial classes randomly. ComputeScore: Raw -273193.415251 + Penalty 1680.781440 = -271512.633810 Iteration 0F: 2 clusters Score -271512.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -269341.943002 + Penalty 3361.562881 = -265980.380121 Iteration 0F: 3 clusters Score -265980.4 nChanged 2956 ComputeScore: Raw -270997.815261 + Penalty 3361.562881 = -267636.252380 Iteration 1F: 3 clusters Score -267636.3 nChanged 488 ComputeScore: Raw -271299.290863 + Penalty 3361.562881 = -267937.727982 Iteration 2F: 3 clusters Score -267937.7 nChanged 429 ComputeScore: Raw -271577.426817 + Penalty 3361.562881 = -268215.863936 Iteration 3F: 3 clusters Score -268215.9 nChanged 396 ComputeScore: Raw -271863.954833 + Penalty 3361.562881 = -268502.391952 Iteration 4F: 3 clusters Score -268502.4 nChanged 402 ComputeScore: Raw -272280.462721 + Penalty 3361.562881 = -268918.899841 Iteration 5F: 3 clusters Score -268918.9 nChanged 428 ComputeScore: Raw -272833.887409 + Penalty 3361.562881 = -269472.324528 Iteration 6F: 3 clusters Score -269472.3 nChanged 499 ComputeScore: Raw -273439.434782 + Penalty 3361.562881 = -270077.871901 Iteration 7F: 3 clusters Score -270077.9 nChanged 445 ComputeScore: Raw -273881.034416 + Penalty 3361.562881 = -270519.471536 Iteration 8F: 3 clusters Score -270519.5 nChanged 355 ComputeScore: Raw -274185.083624 + Penalty 3361.562881 = -270823.520743 Iteration 9Q: 3 clusters Score -270823.5 nChanged 254 ComputeScore: Raw -274376.195353 + Penalty 3361.562881 = -271014.632473 Iteration 10Q: 3 clusters Score -271014.6 nChanged 175 ComputeScore: Raw -274472.333225 + Penalty 3361.562881 = -271110.770344 Iteration 11Q: 3 clusters Score -271110.8 nChanged 122 ComputeScore: Raw -274526.116380 + Penalty 3361.562881 = -271164.553499 Iteration 12Q: 3 clusters Score -271164.6 nChanged 82 ComputeScore: Raw -274558.526732 + Penalty 3361.562881 = -271196.963851 Iteration 13Q: 3 clusters Score -271197 nChanged 84 ComputeScore: Raw -274596.306762 + Penalty 3361.562881 = -271234.743881 Iteration 14Q: 3 clusters Score -271234.7 nChanged 80 ComputeScore: Raw -274632.713397 + Penalty 3361.562881 = -271271.150517 Iteration 15Q: 3 clusters Score -271271.2 nChanged 81 ComputeScore: Raw -274670.981469 + Penalty 3361.562881 = -271309.418588 Iteration 16Q: 3 clusters Score -271309.4 nChanged 76 ComputeScore: Raw -274703.712585 + Penalty 3361.562881 = -271342.149704 Iteration 17Q: 3 clusters Score -271342.1 nChanged 66 ComputeScore: Raw -274732.287300 + Penalty 3361.562881 = -271370.724419 Iteration 18Q: 3 clusters Score -271370.7 nChanged 69 ComputeScore: Raw -274753.614330 + Penalty 3361.562881 = -271392.051450 Iteration 19Q: 3 clusters Score -271392.1 nChanged 48 ComputeScore: Raw -274768.517354 + Penalty 3361.562881 = -271406.954473 Iteration 20F: 3 clusters Score -271407 nChanged 34 ComputeScore: Raw -274782.205765 + Penalty 3361.562881 = -271420.642884 Iteration 21Q: 3 clusters Score -271420.6 nChanged 37 ComputeScore: Raw -274795.496212 + Penalty 3361.562881 = -271433.933332 Iteration 22Q: 3 clusters Score -271433.9 nChanged 35 ComputeScore: Raw -274805.419181 + Penalty 3361.562881 = -271443.856300 Iteration 23Q: 3 clusters Score -271443.9 nChanged 24 ComputeScore: Raw -274813.041144 + Penalty 3361.562881 = -271451.478263 Iteration 24Q: 3 clusters Score -271451.5 nChanged 22 ComputeScore: Raw -274818.578423 + Penalty 3361.562881 = -271457.015542 Iteration 25Q: 3 clusters Score -271457 nChanged 12 ComputeScore: Raw -274820.729646 + Penalty 3361.562881 = -271459.166766 Iteration 26Q: 3 clusters Score -271459.2 nChanged 11 ComputeScore: Raw -274823.160569 + Penalty 3361.562881 = -271461.597688 Iteration 27Q: 3 clusters Score -271461.6 nChanged 5 ComputeScore: Raw -274823.733925 + Penalty 3361.562881 = -271462.171044 Iteration 28Q: 3 clusters Score -271462.2 nChanged 0 ComputeScore: Raw -274823.733925 + Penalty 3361.562881 = -271462.171044 Iteration 29F: 3 clusters Score -271462.2 nChanged 0 Trying to split cluster 29 (6042 points) Assigned 2 initial classes randomly. ComputeScore: Raw -228294.068370 + Penalty 1645.526678 = -226648.541691 Iteration 0F: 2 clusters Score -226648.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -225130.058036 + Penalty 3291.053357 = -221839.004679 Iteration 0F: 3 clusters Score -221839 nChanged 2505 ComputeScore: Raw -226550.283429 + Penalty 3291.053357 = -223259.230072 Iteration 1F: 3 clusters Score -223259.2 nChanged 471 ComputeScore: Raw -226794.658898 + Penalty 3291.053357 = -223503.605542 Iteration 2F: 3 clusters Score -223503.6 nChanged 310 ComputeScore: Raw -226945.881831 + Penalty 3291.053357 = -223654.828474 Iteration 3F: 3 clusters Score -223654.8 nChanged 266 ComputeScore: Raw -227074.891137 + Penalty 3291.053357 = -223783.837780 Iteration 4Q: 3 clusters Score -223783.8 nChanged 237 ComputeScore: Raw -227189.213857 + Penalty 3291.053357 = -223898.160500 Iteration 5Q: 3 clusters Score -223898.2 nChanged 223 ComputeScore: Raw -227298.076705 + Penalty 3291.053357 = -224007.023348 Iteration 6Q: 3 clusters Score -224007 nChanged 189 ComputeScore: Raw -227394.640013 + Penalty 3291.053357 = -224103.586656 Iteration 7Q: 3 clusters Score -224103.6 nChanged 172 ComputeScore: Raw -227468.153401 + Penalty 3291.053357 = -224177.100044 Iteration 8Q: 3 clusters Score -224177.1 nChanged 159 ComputeScore: Raw -227539.406234 + Penalty 3291.053357 = -224248.352877 Iteration 9Q: 3 clusters Score -224248.4 nChanged 132 ComputeScore: Raw -227604.043612 + Penalty 3291.053357 = -224312.990255 Iteration 10Q: 3 clusters Score -224313 nChanged 120 ComputeScore: Raw -227656.545185 + Penalty 3291.053357 = -224365.491829 Iteration 11Q: 3 clusters Score -224365.5 nChanged 116 ComputeScore: Raw -227708.538113 + Penalty 3291.053357 = -224417.484756 Iteration 12Q: 3 clusters Score -224417.5 nChanged 128 ComputeScore: Raw -227770.539318 + Penalty 3291.053357 = -224479.485961 Iteration 13Q: 3 clusters Score -224479.5 nChanged 128 ComputeScore: Raw -227832.614221 + Penalty 3291.053357 = -224541.560864 Iteration 14Q: 3 clusters Score -224541.6 nChanged 122 ComputeScore: Raw -227892.542665 + Penalty 3291.053357 = -224601.489308 Iteration 15Q: 3 clusters Score -224601.5 nChanged 120 ComputeScore: Raw -227953.575696 + Penalty 3291.053357 = -224662.522339 Iteration 16Q: 3 clusters Score -224662.5 nChanged 111 ComputeScore: Raw -228010.902442 + Penalty 3291.053357 = -224719.849085 Iteration 17Q: 3 clusters Score -224719.8 nChanged 104 ComputeScore: Raw -228062.255717 + Penalty 3291.053357 = -224771.202360 Iteration 18Q: 3 clusters Score -224771.2 nChanged 114 ComputeScore: Raw -228123.590191 + Penalty 3291.053357 = -224832.536835 Iteration 19Q: 3 clusters Score -224832.5 nChanged 94 ComputeScore: Raw -228170.826681 + Penalty 3291.053357 = -224879.773324 Iteration 20F: 3 clusters Score -224879.8 nChanged 83 ComputeScore: Raw -228212.138676 + Penalty 3291.053357 = -224921.085320 Iteration 21Q: 3 clusters Score -224921.1 nChanged 77 ComputeScore: Raw -228253.861151 + Penalty 3291.053357 = -224962.807794 Iteration 22Q: 3 clusters Score -224962.8 nChanged 76 ComputeScore: Raw -228302.363759 + Penalty 3291.053357 = -225011.310402 Iteration 23Q: 3 clusters Score -225011.3 nChanged 79 ComputeScore: Raw -228357.404260 + Penalty 3291.053357 = -225066.350903 Iteration 24Q: 3 clusters Score -225066.4 nChanged 81 ComputeScore: Raw -228408.444954 + Penalty 3291.053357 = -225117.391597 Iteration 25Q: 3 clusters Score -225117.4 nChanged 64 ComputeScore: Raw -228443.460833 + Penalty 3291.053357 = -225152.407476 Iteration 26Q: 3 clusters Score -225152.4 nChanged 41 ComputeScore: Raw -228465.236863 + Penalty 3291.053357 = -225174.183506 Iteration 27Q: 3 clusters Score -225174.2 nChanged 31 ComputeScore: Raw -228485.054077 + Penalty 3291.053357 = -225194.000720 Iteration 28Q: 3 clusters Score -225194 nChanged 26 ComputeScore: Raw -228501.548540 + Penalty 3291.053357 = -225210.495183 Iteration 29Q: 3 clusters Score -225210.5 nChanged 12 ComputeScore: Raw -228508.059908 + Penalty 3291.053357 = -225217.006551 Iteration 30Q: 3 clusters Score -225217 nChanged 9 ComputeScore: Raw -228513.707931 + Penalty 3291.053357 = -225222.654574 Iteration 31Q: 3 clusters Score -225222.7 nChanged 8 ComputeScore: Raw -228518.010419 + Penalty 3291.053357 = -225226.957062 Iteration 32Q: 3 clusters Score -225227 nChanged 9 ComputeScore: Raw -228522.687951 + Penalty 3291.053357 = -225231.634595 Iteration 33Q: 3 clusters Score -225231.6 nChanged 12 ComputeScore: Raw -228531.424442 + Penalty 3291.053357 = -225240.371085 Iteration 34Q: 3 clusters Score -225240.4 nChanged 12 ComputeScore: Raw -228540.244774 + Penalty 3291.053357 = -225249.191418 Iteration 35Q: 3 clusters Score -225249.2 nChanged 5 ComputeScore: Raw -228544.054064 + Penalty 3291.053357 = -225253.000707 Iteration 36Q: 3 clusters Score -225253 nChanged 4 ComputeScore: Raw -228547.812522 + Penalty 3291.053357 = -225256.759165 Iteration 37Q: 3 clusters Score -225256.8 nChanged 7 ComputeScore: Raw -228552.152920 + Penalty 3291.053357 = -225261.099563 Iteration 38Q: 3 clusters Score -225261.1 nChanged 4 ComputeScore: Raw -228554.286027 + Penalty 3291.053357 = -225263.232670 Iteration 39Q: 3 clusters Score -225263.2 nChanged 4 ComputeScore: Raw -228556.638902 + Penalty 3291.053357 = -225265.585545 Iteration 40F: 3 clusters Score -225265.6 nChanged 1 ComputeScore: Raw -228558.590022 + Penalty 3291.053357 = -225267.536665 Iteration 41Q: 3 clusters Score -225267.5 nChanged 2 ComputeScore: Raw -228559.927919 + Penalty 3291.053357 = -225268.874563 Iteration 42Q: 3 clusters Score -225268.9 nChanged 1 ComputeScore: Raw -228560.629928 + Penalty 3291.053357 = -225269.576571 Iteration 43Q: 3 clusters Score -225269.6 nChanged 3 ComputeScore: Raw -228562.374766 + Penalty 3291.053357 = -225271.321409 Iteration 44Q: 3 clusters Score -225271.3 nChanged 3 ComputeScore: Raw -228563.458735 + Penalty 3291.053357 = -225272.405378 Iteration 45Q: 3 clusters Score -225272.4 nChanged 3 ComputeScore: Raw -228565.270215 + Penalty 3291.053357 = -225274.216858 Iteration 46Q: 3 clusters Score -225274.2 nChanged 1 ComputeScore: Raw -228567.865777 + Penalty 3291.053357 = -225276.812420 Iteration 47Q: 3 clusters Score -225276.8 nChanged 4 ComputeScore: Raw -228571.740909 + Penalty 3291.053357 = -225280.687552 Iteration 48Q: 3 clusters Score -225280.7 nChanged 7 ComputeScore: Raw -228576.563130 + Penalty 3291.053357 = -225285.509773 Iteration 49Q: 3 clusters Score -225285.5 nChanged 4 ComputeScore: Raw -228579.097082 + Penalty 3291.053357 = -225288.043725 Iteration 50Q: 3 clusters Score -225288 nChanged 2 ComputeScore: Raw -228580.504081 + Penalty 3291.053357 = -225289.450724 Iteration 51Q: 3 clusters Score -225289.5 nChanged 1 ComputeScore: Raw -228581.006280 + Penalty 3291.053357 = -225289.952923 Iteration 52Q: 3 clusters Score -225290 nChanged 1 ComputeScore: Raw -228581.563184 + Penalty 3291.053357 = -225290.509827 Iteration 53Q: 3 clusters Score -225290.5 nChanged 0 ComputeScore: Raw -228581.563184 + Penalty 3291.053357 = -225290.509827 Iteration 54F: 3 clusters Score -225290.5 nChanged 0 Trying to split cluster 30 (3992 points) Assigned 2 initial classes randomly. ComputeScore: Raw -151408.179254 + Penalty 1567.197003 = -149840.982250 Iteration 0F: 2 clusters Score -149841 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -149478.776536 + Penalty 3134.394007 = -146344.382529 Iteration 0F: 3 clusters Score -146344.4 nChanged 1535 ComputeScore: Raw -150337.370196 + Penalty 3134.394007 = -147202.976189 Iteration 1F: 3 clusters Score -147203 nChanged 291 ComputeScore: Raw -150518.828165 + Penalty 3134.394007 = -147384.434158 Iteration 2F: 3 clusters Score -147384.4 nChanged 239 ComputeScore: Raw -150663.321343 + Penalty 3134.394007 = -147528.927336 Iteration 3F: 3 clusters Score -147528.9 nChanged 182 ComputeScore: Raw -150760.865467 + Penalty 3134.394007 = -147626.471460 Iteration 4Q: 3 clusters Score -147626.5 nChanged 149 ComputeScore: Raw -150831.809386 + Penalty 3134.394007 = -147697.415379 Iteration 5Q: 3 clusters Score -147697.4 nChanged 103 ComputeScore: Raw -150883.777847 + Penalty 3134.394007 = -147749.383840 Iteration 6Q: 3 clusters Score -147749.4 nChanged 92 ComputeScore: Raw -150940.706960 + Penalty 3134.394007 = -147806.312953 Iteration 7Q: 3 clusters Score -147806.3 nChanged 119 ComputeScore: Raw -151027.174483 + Penalty 3134.394007 = -147892.780476 Iteration 8Q: 3 clusters Score -147892.8 nChanged 118 ComputeScore: Raw -151123.512961 + Penalty 3134.394007 = -147989.118954 Iteration 9Q: 3 clusters Score -147989.1 nChanged 131 ComputeScore: Raw -151214.809996 + Penalty 3134.394007 = -148080.415989 Iteration 10Q: 3 clusters Score -148080.4 nChanged 113 ComputeScore: Raw -151280.653382 + Penalty 3134.394007 = -148146.259375 Iteration 11Q: 3 clusters Score -148146.3 nChanged 103 ComputeScore: Raw -151336.277469 + Penalty 3134.394007 = -148201.883462 Iteration 12Q: 3 clusters Score -148201.9 nChanged 81 ComputeScore: Raw -151379.843235 + Penalty 3134.394007 = -148245.449228 Iteration 13Q: 3 clusters Score -148245.4 nChanged 78 ComputeScore: Raw -151418.195864 + Penalty 3134.394007 = -148283.801857 Iteration 14Q: 3 clusters Score -148283.8 nChanged 48 ComputeScore: Raw -151443.106672 + Penalty 3134.394007 = -148308.712665 Iteration 15Q: 3 clusters Score -148308.7 nChanged 53 ComputeScore: Raw -151471.395545 + Penalty 3134.394007 = -148337.001538 Iteration 16Q: 3 clusters Score -148337 nChanged 54 ComputeScore: Raw -151508.710752 + Penalty 3134.394007 = -148374.316745 Iteration 17Q: 3 clusters Score -148374.3 nChanged 62 ComputeScore: Raw -151556.134311 + Penalty 3134.394007 = -148421.740304 Iteration 18Q: 3 clusters Score -148421.7 nChanged 53 ComputeScore: Raw -151593.651597 + Penalty 3134.394007 = -148459.257590 Iteration 19Q: 3 clusters Score -148459.3 nChanged 56 ComputeScore: Raw -151636.983454 + Penalty 3134.394007 = -148502.589447 Iteration 20F: 3 clusters Score -148502.6 nChanged 55 ComputeScore: Raw -151677.351899 + Penalty 3134.394007 = -148542.957892 Iteration 21Q: 3 clusters Score -148543 nChanged 49 ComputeScore: Raw -151705.326403 + Penalty 3134.394007 = -148570.932396 Iteration 22Q: 3 clusters Score -148570.9 nChanged 31 ComputeScore: Raw -151724.004907 + Penalty 3134.394007 = -148589.610900 Iteration 23Q: 3 clusters Score -148589.6 nChanged 24 ComputeScore: Raw -151738.302287 + Penalty 3134.394007 = -148603.908280 Iteration 24Q: 3 clusters Score -148603.9 nChanged 24 ComputeScore: Raw -151753.814681 + Penalty 3134.394007 = -148619.420674 Iteration 25Q: 3 clusters Score -148619.4 nChanged 23 ComputeScore: Raw -151767.828591 + Penalty 3134.394007 = -148633.434584 Iteration 26Q: 3 clusters Score -148633.4 nChanged 18 ComputeScore: Raw -151775.609824 + Penalty 3134.394007 = -148641.215817 Iteration 27Q: 3 clusters Score -148641.2 nChanged 15 ComputeScore: Raw -151789.801696 + Penalty 3134.394007 = -148655.407689 Iteration 28Q: 3 clusters Score -148655.4 nChanged 17 ComputeScore: Raw -151796.892071 + Penalty 3134.394007 = -148662.498064 Iteration 29Q: 3 clusters Score -148662.5 nChanged 12 ComputeScore: Raw -151803.268004 + Penalty 3134.394007 = -148668.873997 Iteration 30Q: 3 clusters Score -148668.9 nChanged 10 ComputeScore: Raw -151808.510515 + Penalty 3134.394007 = -148674.116508 Iteration 31Q: 3 clusters Score -148674.1 nChanged 14 ComputeScore: Raw -151815.371268 + Penalty 3134.394007 = -148680.977261 Iteration 32Q: 3 clusters Score -148681 nChanged 12 ComputeScore: Raw -151819.961724 + Penalty 3134.394007 = -148685.567717 Iteration 33Q: 3 clusters Score -148685.6 nChanged 8 ComputeScore: Raw -151823.813399 + Penalty 3134.394007 = -148689.419392 Iteration 34Q: 3 clusters Score -148689.4 nChanged 12 ComputeScore: Raw -151830.817256 + Penalty 3134.394007 = -148696.423249 Iteration 35Q: 3 clusters Score -148696.4 nChanged 10 ComputeScore: Raw -151836.796499 + Penalty 3134.394007 = -148702.402492 Iteration 36Q: 3 clusters Score -148702.4 nChanged 9 ComputeScore: Raw -151842.723104 + Penalty 3134.394007 = -148708.329097 Iteration 37Q: 3 clusters Score -148708.3 nChanged 7 ComputeScore: Raw -151846.086348 + Penalty 3134.394007 = -148711.692341 Iteration 38Q: 3 clusters Score -148711.7 nChanged 6 ComputeScore: Raw -151848.450172 + Penalty 3134.394007 = -148714.056166 Iteration 39Q: 3 clusters Score -148714.1 nChanged 7 ComputeScore: Raw -151851.477504 + Penalty 3134.394007 = -148717.083498 Iteration 40F: 3 clusters Score -148717.1 nChanged 7 ComputeScore: Raw -151856.191145 + Penalty 3134.394007 = -148721.797138 Iteration 41Q: 3 clusters Score -148721.8 nChanged 11 ComputeScore: Raw -151862.839341 + Penalty 3134.394007 = -148728.445334 Iteration 42Q: 3 clusters Score -148728.4 nChanged 12 ComputeScore: Raw -151873.039452 + Penalty 3134.394007 = -148738.645445 Iteration 43Q: 3 clusters Score -148738.6 nChanged 19 ComputeScore: Raw -151890.860313 + Penalty 3134.394007 = -148756.466306 Iteration 44Q: 3 clusters Score -148756.5 nChanged 15 ComputeScore: Raw -151900.989218 + Penalty 3134.394007 = -148766.595211 Iteration 45Q: 3 clusters Score -148766.6 nChanged 11 ComputeScore: Raw -151910.742991 + Penalty 3134.394007 = -148776.348984 Iteration 46Q: 3 clusters Score -148776.3 nChanged 19 ComputeScore: Raw -151930.705566 + Penalty 3134.394007 = -148796.311559 Iteration 47Q: 3 clusters Score -148796.3 nChanged 24 ComputeScore: Raw -151948.662776 + Penalty 3134.394007 = -148814.268769 Iteration 48Q: 3 clusters Score -148814.3 nChanged 26 ComputeScore: Raw -151965.636399 + Penalty 3134.394007 = -148831.242392 Iteration 49Q: 3 clusters Score -148831.2 nChanged 23 ComputeScore: Raw -151981.576012 + Penalty 3134.394007 = -148847.182005 Iteration 50Q: 3 clusters Score -148847.2 nChanged 20 ComputeScore: Raw -152003.001763 + Penalty 3134.394007 = -148868.607756 Iteration 51Q: 3 clusters Score -148868.6 nChanged 22 ComputeScore: Raw -152039.336001 + Penalty 3134.394007 = -148904.941994 Iteration 52Q: 3 clusters Score -148904.9 nChanged 17 ComputeScore: Raw -152061.730743 + Penalty 3134.394007 = -148927.336736 Iteration 53Q: 3 clusters Score -148927.3 nChanged 18 ComputeScore: Raw -152083.040966 + Penalty 3134.394007 = -148948.646959 Iteration 54Q: 3 clusters Score -148948.6 nChanged 21 ComputeScore: Raw -152101.623582 + Penalty 3134.394007 = -148967.229575 Iteration 55Q: 3 clusters Score -148967.2 nChanged 13 ComputeScore: Raw -152108.806852 + Penalty 3134.394007 = -148974.412845 Iteration 56Q: 3 clusters Score -148974.4 nChanged 9 ComputeScore: Raw -152116.975900 + Penalty 3134.394007 = -148982.581893 Iteration 57Q: 3 clusters Score -148982.6 nChanged 7 ComputeScore: Raw -152122.453041 + Penalty 3134.394007 = -148988.059034 Iteration 58Q: 3 clusters Score -148988.1 nChanged 3 ComputeScore: Raw -152124.645689 + Penalty 3134.394007 = -148990.251682 Iteration 59Q: 3 clusters Score -148990.3 nChanged 3 ComputeScore: Raw -152126.453016 + Penalty 3134.394007 = -148992.059009 Iteration 60F: 3 clusters Score -148992.1 nChanged 3 ComputeScore: Raw -152127.547273 + Penalty 3134.394007 = -148993.153266 Iteration 61Q: 3 clusters Score -148993.2 nChanged 2 ComputeScore: Raw -152129.095073 + Penalty 3134.394007 = -148994.701066 Iteration 62Q: 3 clusters Score -148994.7 nChanged 1 ComputeScore: Raw -152129.534187 + Penalty 3134.394007 = -148995.140181 Iteration 63Q: 3 clusters Score -148995.1 nChanged 1 ComputeScore: Raw -152130.414786 + Penalty 3134.394007 = -148996.020779 Iteration 64Q: 3 clusters Score -148996 nChanged 3 ComputeScore: Raw -152131.668257 + Penalty 3134.394007 = -148997.274250 Iteration 65Q: 3 clusters Score -148997.3 nChanged 2 ComputeScore: Raw -152133.197482 + Penalty 3134.394007 = -148998.803475 Iteration 66Q: 3 clusters Score -148998.8 nChanged 3 ComputeScore: Raw -152135.855898 + Penalty 3134.394007 = -149001.461891 Iteration 67Q: 3 clusters Score -149001.5 nChanged 2 ComputeScore: Raw -152137.469279 + Penalty 3134.394007 = -149003.075272 Iteration 68Q: 3 clusters Score -149003.1 nChanged 1 ComputeScore: Raw -152138.223522 + Penalty 3134.394007 = -149003.829515 Iteration 69Q: 3 clusters Score -149003.8 nChanged 1 ComputeScore: Raw -152138.651963 + Penalty 3134.394007 = -149004.257956 Iteration 70Q: 3 clusters Score -149004.3 nChanged 0 ComputeScore: Raw -152138.651963 + Penalty 3134.394007 = -149004.257956 Iteration 71F: 3 clusters Score -149004.3 nChanged 0 ConsiderDeletion: ComputeScore: Raw -5220124.745350 + Penalty 74434.577009 = -5145690.168341Iteration 119Q: 34 clusters Score -5145690 nChanged 450 ConsiderDeletion: ComputeScore: Raw -5220405.823177 + Penalty 74434.577009 = -5145971.246168Iteration 120F: 34 clusters Score -5145971 nChanged 453 ConsiderDeletion: ComputeScore: Raw -5220646.720052 + Penalty 74434.577009 = -5146212.143042Iteration 121Q: 34 clusters Score -5146212 nChanged 389 ConsiderDeletion: ComputeScore: Raw -5220852.396164 + Penalty 74434.577009 = -5146417.819154Iteration 122Q: 34 clusters Score -5146418 nChanged 322 ConsiderDeletion: ComputeScore: Raw -5221043.473606 + Penalty 74434.577009 = -5146608.896597Iteration 123Q: 34 clusters Score -5146609 nChanged 331 ConsiderDeletion: ComputeScore: Raw -5221266.988093 + Penalty 74434.577009 = -5146832.411084Iteration 124Q: 34 clusters Score -5146832 nChanged 269 ConsiderDeletion: ComputeScore: Raw -5221449.373274 + Penalty 74434.577009 = -5147014.796265Iteration 125Q: 34 clusters Score -5147015 nChanged 268 ConsiderDeletion: ComputeScore: Raw -5221626.759134 + Penalty 74434.577009 = -5147192.182125Iteration 126Q: 34 clusters Score -5147192 nChanged 229 ConsiderDeletion: ComputeScore: Raw -5221714.536264 + Penalty 74434.577009 = -5147279.959254Iteration 127Q: 34 clusters Score -5147280 nChanged 213 ConsiderDeletion: ComputeScore: Raw -5221787.504614 + Penalty 74434.577009 = -5147352.927604Iteration 128Q: 34 clusters Score -5147353 nChanged 227 ConsiderDeletion: ComputeScore: Raw -5221882.621197 + Penalty 74434.577009 = -5147448.044188Iteration 129Q: 34 clusters Score -5147448 nChanged 236 ConsiderDeletion: ComputeScore: Raw -5221982.522378 + Penalty 74434.577009 = -5147547.945369Iteration 130Q: 34 clusters Score -5147548 nChanged 215 ConsiderDeletion: ComputeScore: Raw -5222058.138794 + Penalty 74434.577009 = -5147623.561785Iteration 131Q: 34 clusters Score -5147624 nChanged 182 ConsiderDeletion: ComputeScore: Raw -5222122.832934 + Penalty 74434.577009 = -5147688.255924Iteration 132Q: 34 clusters Score -5147688 nChanged 170 ConsiderDeletion: ComputeScore: Raw -5222182.977639 + Penalty 74434.577009 = -5147748.400629Iteration 133Q: 34 clusters Score -5147748 nChanged 169 ConsiderDeletion: ComputeScore: Raw -5222244.663257 + Penalty 74434.577009 = -5147810.086248Iteration 134Q: 34 clusters Score -5147810 nChanged 160 ConsiderDeletion: ComputeScore: Raw -5222297.999603 + Penalty 74434.577009 = -5147863.422593Iteration 135Q: 34 clusters Score -5147863 nChanged 131 ConsiderDeletion: ComputeScore: Raw -5222340.659648 + Penalty 74434.577009 = -5147906.082639Iteration 136Q: 34 clusters Score -5147906 nChanged 120 ConsiderDeletion: ComputeScore: Raw -5222376.207229 + Penalty 74434.577009 = -5147941.630219Iteration 137Q: 34 clusters Score -5147942 nChanged 105 ConsiderDeletion: ComputeScore: Raw -5222404.922355 + Penalty 74434.577009 = -5147970.345346Iteration 138Q: 34 clusters Score -5147970 nChanged 98 ConsiderDeletion: ComputeScore: Raw -5222427.665967 + Penalty 74434.577009 = -5147993.088958Iteration 139Q: 34 clusters Score -5147993 nChanged 84 ConsiderDeletion: ComputeScore: Raw -5222445.553164 + Penalty 74434.577009 = -5148010.976154Iteration 140F: 34 clusters Score -5148011 nChanged 68 ConsiderDeletion: ComputeScore: Raw -5222459.930659 + Penalty 74434.577009 = -5148025.353650Iteration 141Q: 34 clusters Score -5148025 nChanged 65 ConsiderDeletion: ComputeScore: Raw -5222474.107053 + Penalty 74434.577009 = -5148039.530044Iteration 142Q: 34 clusters Score -5148040 nChanged 54 ConsiderDeletion: ComputeScore: Raw -5222484.981589 + Penalty 74434.577009 = -5148050.404580Iteration 143Q: 34 clusters Score -5148050 nChanged 43 ConsiderDeletion: ComputeScore: Raw -5222493.724547 + Penalty 74434.577009 = -5148059.147537Iteration 144Q: 34 clusters Score -5148059 nChanged 39 ConsiderDeletion: ComputeScore: Raw -5222501.966276 + Penalty 74434.577009 = -5148067.389266Iteration 145Q: 34 clusters Score -5148067 nChanged 42 ConsiderDeletion: ComputeScore: Raw -5222511.396694 + Penalty 74434.577009 = -5148076.819684Iteration 146Q: 34 clusters Score -5148077 nChanged 46 ConsiderDeletion: ComputeScore: Raw -5222523.487972 + Penalty 74434.577009 = -5148088.910962Iteration 147Q: 34 clusters Score -5148089 nChanged 51 ConsiderDeletion: ComputeScore: Raw -5222537.978553 + Penalty 74434.577009 = -5148103.401544Iteration 148Q: 34 clusters Score -5148103 nChanged 52 ConsiderDeletion: ComputeScore: Raw -5222560.004439 + Penalty 74434.577009 = -5148125.427429Iteration 149Q: 34 clusters Score -5148125 nChanged 41 ConsiderDeletion: ComputeScore: Raw -5222573.651019 + Penalty 74434.577009 = -5148139.074010Iteration 150Q: 34 clusters Score -5148139 nChanged 35 ConsiderDeletion: ComputeScore: Raw -5222581.999573 + Penalty 74434.577009 = -5148147.422564Iteration 151Q: 34 clusters Score -5148147 nChanged 23 ConsiderDeletion: ComputeScore: Raw -5222587.103203 + Penalty 74434.577009 = -5148152.526193Iteration 152Q: 34 clusters Score -5148153 nChanged 17 ConsiderDeletion: ComputeScore: Raw -5222589.884093 + Penalty 74434.577009 = -5148155.307084Iteration 153Q: 34 clusters Score -5148155 nChanged 10 ConsiderDeletion: ComputeScore: Raw -5222591.149343 + Penalty 74434.577009 = -5148156.572333Iteration 154Q: 34 clusters Score -5148157 nChanged 10 ConsiderDeletion: ComputeScore: Raw -5222592.327286 + Penalty 74434.577009 = -5148157.750276Iteration 155Q: 34 clusters Score -5148158 nChanged 8 ConsiderDeletion: ComputeScore: Raw -5222593.125921 + Penalty 74434.577009 = -5148158.548912Iteration 156Q: 34 clusters Score -5148159 nChanged 2 ConsiderDeletion: ComputeScore: Raw -5222593.293794 + Penalty 74434.577009 = -5148158.716785Iteration 157Q: 34 clusters Score -5148159 nChanged 2 ConsiderDeletion: ComputeScore: Raw -5222593.376756 + Penalty 74434.577009 = -5148158.799747Iteration 158Q: 34 clusters Score -5148159 nChanged 0 ComputeScore: Raw -5222593.376756 + Penalty 74434.577009 = -5148158.799747Trying to split cluster 1 (6578 points) Assigned 2 initial classes randomly. ComputeScore: Raw -243325.090568 + Penalty 1661.590859 = -241663.499709 Iteration 0F: 2 clusters Score -241663.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -239930.628248 + Penalty 3323.181718 = -236607.446530 Iteration 0F: 3 clusters Score -236607.4 nChanged 2656 ComputeScore: Raw -241382.906104 + Penalty 3323.181718 = -238059.724386 Iteration 1F: 3 clusters Score -238059.7 nChanged 451 ComputeScore: Raw -241595.048544 + Penalty 3323.181718 = -238271.866826 Iteration 2F: 3 clusters Score -238271.9 nChanged 324 ComputeScore: Raw -241757.092291 + Penalty 3323.181718 = -238433.910573 Iteration 3Q: 3 clusters Score -238433.9 nChanged 297 ComputeScore: Raw -241897.969572 + Penalty 3323.181718 = -238574.787854 Iteration 4Q: 3 clusters Score -238574.8 nChanged 264 ComputeScore: Raw -242033.382483 + Penalty 3323.181718 = -238710.200765 Iteration 5Q: 3 clusters Score -238710.2 nChanged 244 ComputeScore: Raw -242159.216039 + Penalty 3323.181718 = -238836.034321 Iteration 6Q: 3 clusters Score -238836 nChanged 227 ComputeScore: Raw -242283.460289 + Penalty 3323.181718 = -238960.278571 Iteration 7Q: 3 clusters Score -238960.3 nChanged 222 ComputeScore: Raw -242406.763832 + Penalty 3323.181718 = -239083.582114 Iteration 8Q: 3 clusters Score -239083.6 nChanged 240 ComputeScore: Raw -242547.003472 + Penalty 3323.181718 = -239223.821754 Iteration 9Q: 3 clusters Score -239223.8 nChanged 246 ComputeScore: Raw -242727.862354 + Penalty 3323.181718 = -239404.680636 Iteration 10Q: 3 clusters Score -239404.7 nChanged 232 ComputeScore: Raw -242913.556139 + Penalty 3323.181718 = -239590.374421 Iteration 11Q: 3 clusters Score -239590.4 nChanged 203 ComputeScore: Raw -243082.165184 + Penalty 3323.181718 = -239758.983465 Iteration 12Q: 3 clusters Score -239759 nChanged 167 ComputeScore: Raw -243205.261830 + Penalty 3323.181718 = -239882.080112 Iteration 13Q: 3 clusters Score -239882.1 nChanged 131 ComputeScore: Raw -243312.641121 + Penalty 3323.181718 = -239989.459403 Iteration 14Q: 3 clusters Score -239989.5 nChanged 107 ComputeScore: Raw -243390.156462 + Penalty 3323.181718 = -240066.974744 Iteration 15Q: 3 clusters Score -240067 nChanged 78 ComputeScore: Raw -243449.385526 + Penalty 3323.181718 = -240126.203808 Iteration 16Q: 3 clusters Score -240126.2 nChanged 59 ComputeScore: Raw -243491.729595 + Penalty 3323.181718 = -240168.547877 Iteration 17Q: 3 clusters Score -240168.5 nChanged 45 ComputeScore: Raw -243522.055402 + Penalty 3323.181718 = -240198.873684 Iteration 18Q: 3 clusters Score -240198.9 nChanged 35 ComputeScore: Raw -243550.602106 + Penalty 3323.181718 = -240227.420388 Iteration 19Q: 3 clusters Score -240227.4 nChanged 35 ComputeScore: Raw -243569.994540 + Penalty 3323.181718 = -240246.812822 Iteration 20F: 3 clusters Score -240246.8 nChanged 30 ComputeScore: Raw -243586.007313 + Penalty 3323.181718 = -240262.825595 Iteration 21Q: 3 clusters Score -240262.8 nChanged 20 ComputeScore: Raw -243596.128947 + Penalty 3323.181718 = -240272.947229 Iteration 22Q: 3 clusters Score -240272.9 nChanged 8 ComputeScore: Raw -243601.750424 + Penalty 3323.181718 = -240278.568705 Iteration 23Q: 3 clusters Score -240278.6 nChanged 18 ComputeScore: Raw -243608.985181 + Penalty 3323.181718 = -240285.803463 Iteration 24Q: 3 clusters Score -240285.8 nChanged 12 ComputeScore: Raw -243614.517995 + Penalty 3323.181718 = -240291.336277 Iteration 25Q: 3 clusters Score -240291.3 nChanged 10 ComputeScore: Raw -243618.355047 + Penalty 3323.181718 = -240295.173328 Iteration 26Q: 3 clusters Score -240295.2 nChanged 7 ComputeScore: Raw -243622.074949 + Penalty 3323.181718 = -240298.893231 Iteration 27Q: 3 clusters Score -240298.9 nChanged 6 ComputeScore: Raw -243624.213336 + Penalty 3323.181718 = -240301.031617 Iteration 28Q: 3 clusters Score -240301 nChanged 3 ComputeScore: Raw -243625.728064 + Penalty 3323.181718 = -240302.546345 Iteration 29Q: 3 clusters Score -240302.5 nChanged 1 ComputeScore: Raw -243626.076488 + Penalty 3323.181718 = -240302.894770 Iteration 30Q: 3 clusters Score -240302.9 nChanged 0 ComputeScore: Raw -243626.076488 + Penalty 3323.181718 = -240302.894770 Iteration 31F: 3 clusters Score -240302.9 nChanged 0 Trying to split cluster 2 (600 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22165.742812 + Penalty 1209.019705 = -20956.723107 Iteration 0F: 2 clusters Score -20956.72 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -22105.738537 + Penalty 2418.039410 = -19687.699127 Iteration 0F: 3 clusters Score -19687.7 nChanged 127 ComputeScore: Raw -22270.869114 + Penalty 2418.039410 = -19852.829705 Iteration 1F: 3 clusters Score -19852.83 nChanged 30 ComputeScore: Raw -22314.431107 + Penalty 2418.039410 = -19896.391698 Iteration 2Q: 3 clusters Score -19896.39 nChanged 15 ComputeScore: Raw -22340.213695 + Penalty 2418.039410 = -19922.174285 Iteration 3Q: 3 clusters Score -19922.17 nChanged 8 ComputeScore: Raw -22356.032193 + Penalty 2418.039410 = -19937.992783 Iteration 4Q: 3 clusters Score -19937.99 nChanged 3 ComputeScore: Raw -22362.150346 + Penalty 2418.039410 = -19944.110937 Iteration 5Q: 3 clusters Score -19944.11 nChanged 2 ComputeScore: Raw -22368.574459 + Penalty 2418.039410 = -19950.535049 Iteration 6Q: 3 clusters Score -19950.54 nChanged 2 ComputeScore: Raw -22370.592087 + Penalty 2418.039410 = -19952.552678 Iteration 7Q: 3 clusters Score -19952.55 nChanged 1 ComputeScore: Raw -22372.372969 + Penalty 2418.039410 = -19954.333559 Iteration 8Q: 3 clusters Score -19954.33 nChanged 1 ComputeScore: Raw -22373.192533 + Penalty 2418.039410 = -19955.153123 Iteration 9Q: 3 clusters Score -19955.15 nChanged 0 ComputeScore: Raw -22373.192533 + Penalty 2418.039410 = -19955.153123 Iteration 10F: 3 clusters Score -19955.15 nChanged 0 Trying to split cluster 3 (3889 points) Assigned 2 initial classes randomly. ComputeScore: Raw -149771.791598 + Penalty 1562.256486 = -148209.535112 Iteration 0F: 2 clusters Score -148209.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -147902.356517 + Penalty 3124.512972 = -144777.843545 Iteration 0F: 3 clusters Score -144777.8 nChanged 1493 ComputeScore: Raw -148744.205890 + Penalty 3124.512972 = -145619.692918 Iteration 1F: 3 clusters Score -145619.7 nChanged 282 ComputeScore: Raw -148907.311442 + Penalty 3124.512972 = -145782.798470 Iteration 2F: 3 clusters Score -145782.8 nChanged 193 ComputeScore: Raw -149023.163157 + Penalty 3124.512972 = -145898.650185 Iteration 3Q: 3 clusters Score -145898.7 nChanged 146 ComputeScore: Raw -149099.896388 + Penalty 3124.512972 = -145975.383416 Iteration 4Q: 3 clusters Score -145975.4 nChanged 123 ComputeScore: Raw -149166.272386 + Penalty 3124.512972 = -146041.759414 Iteration 5Q: 3 clusters Score -146041.8 nChanged 105 ComputeScore: Raw -149219.446375 + Penalty 3124.512972 = -146094.933403 Iteration 6Q: 3 clusters Score -146094.9 nChanged 88 ComputeScore: Raw -149271.707654 + Penalty 3124.512972 = -146147.194682 Iteration 7Q: 3 clusters Score -146147.2 nChanged 97 ComputeScore: Raw -149322.101665 + Penalty 3124.512972 = -146197.588693 Iteration 8Q: 3 clusters Score -146197.6 nChanged 89 ComputeScore: Raw -149370.697872 + Penalty 3124.512972 = -146246.184900 Iteration 9Q: 3 clusters Score -146246.2 nChanged 85 ComputeScore: Raw -149412.567311 + Penalty 3124.512972 = -146288.054339 Iteration 10Q: 3 clusters Score -146288.1 nChanged 88 ComputeScore: Raw -149459.786762 + Penalty 3124.512972 = -146335.273790 Iteration 11Q: 3 clusters Score -146335.3 nChanged 89 ComputeScore: Raw -149513.417681 + Penalty 3124.512972 = -146388.904709 Iteration 12Q: 3 clusters Score -146388.9 nChanged 85 ComputeScore: Raw -149567.760393 + Penalty 3124.512972 = -146443.247420 Iteration 13Q: 3 clusters Score -146443.2 nChanged 73 ComputeScore: Raw -149608.743817 + Penalty 3124.512972 = -146484.230844 Iteration 14Q: 3 clusters Score -146484.2 nChanged 68 ComputeScore: Raw -149642.662806 + Penalty 3124.512972 = -146518.149833 Iteration 15Q: 3 clusters Score -146518.1 nChanged 60 ComputeScore: Raw -149674.465690 + Penalty 3124.512972 = -146549.952718 Iteration 16Q: 3 clusters Score -146550 nChanged 57 ComputeScore: Raw -149698.824677 + Penalty 3124.512972 = -146574.311705 Iteration 17Q: 3 clusters Score -146574.3 nChanged 38 ComputeScore: Raw -149713.632637 + Penalty 3124.512972 = -146589.119664 Iteration 18Q: 3 clusters Score -146589.1 nChanged 30 ComputeScore: Raw -149725.505246 + Penalty 3124.512972 = -146600.992273 Iteration 19Q: 3 clusters Score -146601 nChanged 25 ComputeScore: Raw -149735.211531 + Penalty 3124.512972 = -146610.698559 Iteration 20F: 3 clusters Score -146610.7 nChanged 35 ComputeScore: Raw -149749.803245 + Penalty 3124.512972 = -146625.290273 Iteration 21Q: 3 clusters Score -146625.3 nChanged 28 ComputeScore: Raw -149762.979880 + Penalty 3124.512972 = -146638.466907 Iteration 22Q: 3 clusters Score -146638.5 nChanged 37 ComputeScore: Raw -149784.034695 + Penalty 3124.512972 = -146659.521723 Iteration 23Q: 3 clusters Score -146659.5 nChanged 46 ComputeScore: Raw -149805.598476 + Penalty 3124.512972 = -146681.085504 Iteration 24Q: 3 clusters Score -146681.1 nChanged 44 ComputeScore: Raw -149826.011586 + Penalty 3124.512972 = -146701.498613 Iteration 25Q: 3 clusters Score -146701.5 nChanged 42 ComputeScore: Raw -149842.263400 + Penalty 3124.512972 = -146717.750427 Iteration 26Q: 3 clusters Score -146717.8 nChanged 38 ComputeScore: Raw -149863.488795 + Penalty 3124.512972 = -146738.975823 Iteration 27Q: 3 clusters Score -146739 nChanged 35 ComputeScore: Raw -149884.194661 + Penalty 3124.512972 = -146759.681689 Iteration 28Q: 3 clusters Score -146759.7 nChanged 35 ComputeScore: Raw -149904.049100 + Penalty 3124.512972 = -146779.536128 Iteration 29Q: 3 clusters Score -146779.5 nChanged 42 ComputeScore: Raw -149925.892224 + Penalty 3124.512972 = -146801.379251 Iteration 30Q: 3 clusters Score -146801.4 nChanged 38 ComputeScore: Raw -149941.681688 + Penalty 3124.512972 = -146817.168715 Iteration 31Q: 3 clusters Score -146817.2 nChanged 43 ComputeScore: Raw -149964.553164 + Penalty 3124.512972 = -146840.040191 Iteration 32Q: 3 clusters Score -146840 nChanged 37 ComputeScore: Raw -149982.615836 + Penalty 3124.512972 = -146858.102863 Iteration 33Q: 3 clusters Score -146858.1 nChanged 29 ComputeScore: Raw -149995.271379 + Penalty 3124.512972 = -146870.758406 Iteration 34Q: 3 clusters Score -146870.8 nChanged 29 ComputeScore: Raw -150007.248474 + Penalty 3124.512972 = -146882.735501 Iteration 35Q: 3 clusters Score -146882.7 nChanged 18 ComputeScore: Raw -150012.744471 + Penalty 3124.512972 = -146888.231499 Iteration 36Q: 3 clusters Score -146888.2 nChanged 14 ComputeScore: Raw -150019.677773 + Penalty 3124.512972 = -146895.164801 Iteration 37Q: 3 clusters Score -146895.2 nChanged 22 ComputeScore: Raw -150028.948851 + Penalty 3124.512972 = -146904.435879 Iteration 38Q: 3 clusters Score -146904.4 nChanged 26 ComputeScore: Raw -150040.524257 + Penalty 3124.512972 = -146916.011285 Iteration 39Q: 3 clusters Score -146916 nChanged 25 ComputeScore: Raw -150050.263641 + Penalty 3124.512972 = -146925.750669 Iteration 40F: 3 clusters Score -146925.8 nChanged 19 ComputeScore: Raw -150058.954014 + Penalty 3124.512972 = -146934.441042 Iteration 41Q: 3 clusters Score -146934.4 nChanged 21 ComputeScore: Raw -150067.048199 + Penalty 3124.512972 = -146942.535227 Iteration 42Q: 3 clusters Score -146942.5 nChanged 20 ComputeScore: Raw -150075.186126 + Penalty 3124.512972 = -146950.673154 Iteration 43Q: 3 clusters Score -146950.7 nChanged 18 ComputeScore: Raw -150080.877079 + Penalty 3124.512972 = -146956.364106 Iteration 44Q: 3 clusters Score -146956.4 nChanged 8 ComputeScore: Raw -150082.790413 + Penalty 3124.512972 = -146958.277441 Iteration 45Q: 3 clusters Score -146958.3 nChanged 4 ComputeScore: Raw -150084.742653 + Penalty 3124.512972 = -146960.229681 Iteration 46Q: 3 clusters Score -146960.2 nChanged 8 ComputeScore: Raw -150088.900993 + Penalty 3124.512972 = -146964.388021 Iteration 47Q: 3 clusters Score -146964.4 nChanged 5 ComputeScore: Raw -150090.529456 + Penalty 3124.512972 = -146966.016484 Iteration 48Q: 3 clusters Score -146966 nChanged 3 ComputeScore: Raw -150091.192639 + Penalty 3124.512972 = -146966.679667 Iteration 49Q: 3 clusters Score -146966.7 nChanged 4 ComputeScore: Raw -150092.162685 + Penalty 3124.512972 = -146967.649712 Iteration 50Q: 3 clusters Score -146967.6 nChanged 1 ComputeScore: Raw -150092.418122 + Penalty 3124.512972 = -146967.905150 Iteration 51Q: 3 clusters Score -146967.9 nChanged 1 ComputeScore: Raw -150092.832272 + Penalty 3124.512972 = -146968.319300 Iteration 52Q: 3 clusters Score -146968.3 nChanged 4 ComputeScore: Raw -150093.897674 + Penalty 3124.512972 = -146969.384701 Iteration 53Q: 3 clusters Score -146969.4 nChanged 3 ComputeScore: Raw -150094.394307 + Penalty 3124.512972 = -146969.881335 Iteration 54Q: 3 clusters Score -146969.9 nChanged 0 ComputeScore: Raw -150094.394307 + Penalty 3124.512972 = -146969.881335 Iteration 55F: 3 clusters Score -146969.9 nChanged 0 Trying to split cluster 4 (2802 points) Assigned 2 initial classes randomly. ComputeScore: Raw -106198.414359 + Penalty 1500.298769 = -104698.115590 Iteration 0F: 2 clusters Score -104698.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -104930.131378 + Penalty 3000.597539 = -101929.533839 Iteration 0F: 3 clusters Score -101929.5 nChanged 1032 ComputeScore: Raw -105560.246962 + Penalty 3000.597539 = -102559.649423 Iteration 1F: 3 clusters Score -102559.6 nChanged 220 ComputeScore: Raw -105705.357781 + Penalty 3000.597539 = -102704.760242 Iteration 2F: 3 clusters Score -102704.8 nChanged 134 ComputeScore: Raw -105785.951595 + Penalty 3000.597539 = -102785.354056 Iteration 3Q: 3 clusters Score -102785.4 nChanged 96 ComputeScore: Raw -105832.716204 + Penalty 3000.597539 = -102832.118665 Iteration 4Q: 3 clusters Score -102832.1 nChanged 61 ComputeScore: Raw -105865.595690 + Penalty 3000.597539 = -102864.998151 Iteration 5Q: 3 clusters Score -102865 nChanged 61 ComputeScore: Raw -105896.118191 + Penalty 3000.597539 = -102895.520652 Iteration 6Q: 3 clusters Score -102895.5 nChanged 36 ComputeScore: Raw -105915.844884 + Penalty 3000.597539 = -102915.247345 Iteration 7Q: 3 clusters Score -102915.2 nChanged 38 ComputeScore: Raw -105933.595912 + Penalty 3000.597539 = -102932.998373 Iteration 8Q: 3 clusters Score -102933 nChanged 26 ComputeScore: Raw -105947.097483 + Penalty 3000.597539 = -102946.499944 Iteration 9Q: 3 clusters Score -102946.5 nChanged 27 ComputeScore: Raw -105959.846798 + Penalty 3000.597539 = -102959.249259 Iteration 10Q: 3 clusters Score -102959.2 nChanged 30 ComputeScore: Raw -105974.785928 + Penalty 3000.597539 = -102974.188389 Iteration 11Q: 3 clusters Score -102974.2 nChanged 32 ComputeScore: Raw -105989.133285 + Penalty 3000.597539 = -102988.535746 Iteration 12Q: 3 clusters Score -102988.5 nChanged 21 ComputeScore: Raw -105997.687208 + Penalty 3000.597539 = -102997.089670 Iteration 13Q: 3 clusters Score -102997.1 nChanged 20 ComputeScore: Raw -106003.976434 + Penalty 3000.597539 = -103003.378895 Iteration 14Q: 3 clusters Score -103003.4 nChanged 15 ComputeScore: Raw -106010.047617 + Penalty 3000.597539 = -103009.450078 Iteration 15Q: 3 clusters Score -103009.5 nChanged 12 ComputeScore: Raw -106014.522372 + Penalty 3000.597539 = -103013.924833 Iteration 16Q: 3 clusters Score -103013.9 nChanged 14 ComputeScore: Raw -106018.496802 + Penalty 3000.597539 = -103017.899263 Iteration 17Q: 3 clusters Score -103017.9 nChanged 4 ComputeScore: Raw -106019.291096 + Penalty 3000.597539 = -103018.693557 Iteration 18Q: 3 clusters Score -103018.7 nChanged 2 ComputeScore: Raw -106019.683157 + Penalty 3000.597539 = -103019.085619 Iteration 19Q: 3 clusters Score -103019.1 nChanged 2 ComputeScore: Raw -106020.815758 + Penalty 3000.597539 = -103020.218219 Iteration 20F: 3 clusters Score -103020.2 nChanged 3 ComputeScore: Raw -106022.145243 + Penalty 3000.597539 = -103021.547704 Iteration 21Q: 3 clusters Score -103021.5 nChanged 3 ComputeScore: Raw -106023.285927 + Penalty 3000.597539 = -103022.688388 Iteration 22Q: 3 clusters Score -103022.7 nChanged 5 ComputeScore: Raw -106025.966304 + Penalty 3000.597539 = -103025.368765 Iteration 23Q: 3 clusters Score -103025.4 nChanged 6 ComputeScore: Raw -106028.665035 + Penalty 3000.597539 = -103028.067496 Iteration 24Q: 3 clusters Score -103028.1 nChanged 12 ComputeScore: Raw -106032.596753 + Penalty 3000.597539 = -103031.999215 Iteration 25Q: 3 clusters Score -103032 nChanged 5 ComputeScore: Raw -106034.322351 + Penalty 3000.597539 = -103033.724812 Iteration 26Q: 3 clusters Score -103033.7 nChanged 6 ComputeScore: Raw -106035.714686 + Penalty 3000.597539 = -103035.117147 Iteration 27Q: 3 clusters Score -103035.1 nChanged 4 ComputeScore: Raw -106037.267300 + Penalty 3000.597539 = -103036.669761 Iteration 28Q: 3 clusters Score -103036.7 nChanged 5 ComputeScore: Raw -106038.769228 + Penalty 3000.597539 = -103038.171689 Iteration 29Q: 3 clusters Score -103038.2 nChanged 4 ComputeScore: Raw -106040.583129 + Penalty 3000.597539 = -103039.985590 Iteration 30Q: 3 clusters Score -103040 nChanged 4 ComputeScore: Raw -106042.171420 + Penalty 3000.597539 = -103041.573881 Iteration 31Q: 3 clusters Score -103041.6 nChanged 9 ComputeScore: Raw -106046.188467 + Penalty 3000.597539 = -103045.590928 Iteration 32Q: 3 clusters Score -103045.6 nChanged 6 ComputeScore: Raw -106048.498881 + Penalty 3000.597539 = -103047.901343 Iteration 33Q: 3 clusters Score -103047.9 nChanged 4 ComputeScore: Raw -106050.350972 + Penalty 3000.597539 = -103049.753433 Iteration 34Q: 3 clusters Score -103049.8 nChanged 3 ComputeScore: Raw -106051.340182 + Penalty 3000.597539 = -103050.742643 Iteration 35Q: 3 clusters Score -103050.7 nChanged 4 ComputeScore: Raw -106052.401918 + Penalty 3000.597539 = -103051.804379 Iteration 36Q: 3 clusters Score -103051.8 nChanged 2 ComputeScore: Raw -106052.840077 + Penalty 3000.597539 = -103052.242538 Iteration 37Q: 3 clusters Score -103052.2 nChanged 4 ComputeScore: Raw -106053.791889 + Penalty 3000.597539 = -103053.194351 Iteration 38Q: 3 clusters Score -103053.2 nChanged 2 ComputeScore: Raw -106054.453767 + Penalty 3000.597539 = -103053.856228 Iteration 39Q: 3 clusters Score -103053.9 nChanged 1 ComputeScore: Raw -106055.603496 + Penalty 3000.597539 = -103055.005958 Iteration 40F: 3 clusters Score -103055 nChanged 3 ComputeScore: Raw -106057.612167 + Penalty 3000.597539 = -103057.014628 Iteration 41Q: 3 clusters Score -103057 nChanged 8 ComputeScore: Raw -106061.224556 + Penalty 3000.597539 = -103060.627018 Iteration 42Q: 3 clusters Score -103060.6 nChanged 6 ComputeScore: Raw -106063.160136 + Penalty 3000.597539 = -103062.562597 Iteration 43Q: 3 clusters Score -103062.6 nChanged 5 ComputeScore: Raw -106064.590070 + Penalty 3000.597539 = -103063.992531 Iteration 44Q: 3 clusters Score -103064 nChanged 2 ComputeScore: Raw -106065.330123 + Penalty 3000.597539 = -103064.732584 Iteration 45Q: 3 clusters Score -103064.7 nChanged 1 ComputeScore: Raw -106065.774778 + Penalty 3000.597539 = -103065.177240 Iteration 46Q: 3 clusters Score -103065.2 nChanged 0 ComputeScore: Raw -106065.774778 + Penalty 3000.597539 = -103065.177240 Iteration 47F: 3 clusters Score -103065.2 nChanged 0 Trying to split cluster 5 (4492 points) Assigned 2 initial classes randomly. ComputeScore: Raw -165291.910390 + Penalty 1589.500077 = -163702.410313 Iteration 0F: 2 clusters Score -163702.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -163104.783897 + Penalty 3179.000153 = -159925.783743 Iteration 0F: 3 clusters Score -159925.8 nChanged 1736 ComputeScore: Raw -164143.630975 + Penalty 3179.000153 = -160964.630822 Iteration 1F: 3 clusters Score -160964.6 nChanged 344 ComputeScore: Raw -164364.595874 + Penalty 3179.000153 = -161185.595721 Iteration 2F: 3 clusters Score -161185.6 nChanged 256 ComputeScore: Raw -164521.216512 + Penalty 3179.000153 = -161342.216358 Iteration 3F: 3 clusters Score -161342.2 nChanged 229 ComputeScore: Raw -164671.965965 + Penalty 3179.000153 = -161492.965812 Iteration 4F: 3 clusters Score -161493 nChanged 203 ComputeScore: Raw -164804.486564 + Penalty 3179.000153 = -161625.486411 Iteration 5Q: 3 clusters Score -161625.5 nChanged 185 ComputeScore: Raw -164934.676645 + Penalty 3179.000153 = -161755.676491 Iteration 6Q: 3 clusters Score -161755.7 nChanged 174 ComputeScore: Raw -165049.570866 + Penalty 3179.000153 = -161870.570712 Iteration 7Q: 3 clusters Score -161870.6 nChanged 151 ComputeScore: Raw -165137.214356 + Penalty 3179.000153 = -161958.214202 Iteration 8Q: 3 clusters Score -161958.2 nChanged 113 ComputeScore: Raw -165203.748827 + Penalty 3179.000153 = -162024.748674 Iteration 9Q: 3 clusters Score -162024.7 nChanged 105 ComputeScore: Raw -165262.971833 + Penalty 3179.000153 = -162083.971680 Iteration 10Q: 3 clusters Score -162084 nChanged 103 ComputeScore: Raw -165334.222985 + Penalty 3179.000153 = -162155.222832 Iteration 11Q: 3 clusters Score -162155.2 nChanged 102 ComputeScore: Raw -165394.666823 + Penalty 3179.000153 = -162215.666669 Iteration 12Q: 3 clusters Score -162215.7 nChanged 73 ComputeScore: Raw -165432.434054 + Penalty 3179.000153 = -162253.433901 Iteration 13Q: 3 clusters Score -162253.4 nChanged 53 ComputeScore: Raw -165463.075107 + Penalty 3179.000153 = -162284.074953 Iteration 14Q: 3 clusters Score -162284.1 nChanged 54 ComputeScore: Raw -165490.190375 + Penalty 3179.000153 = -162311.190222 Iteration 15Q: 3 clusters Score -162311.2 nChanged 46 ComputeScore: Raw -165514.801197 + Penalty 3179.000153 = -162335.801044 Iteration 16Q: 3 clusters Score -162335.8 nChanged 40 ComputeScore: Raw -165532.800173 + Penalty 3179.000153 = -162353.800019 Iteration 17Q: 3 clusters Score -162353.8 nChanged 29 ComputeScore: Raw -165545.622904 + Penalty 3179.000153 = -162366.622750 Iteration 18Q: 3 clusters Score -162366.6 nChanged 27 ComputeScore: Raw -165558.922617 + Penalty 3179.000153 = -162379.922463 Iteration 19Q: 3 clusters Score -162379.9 nChanged 28 ComputeScore: Raw -165571.987374 + Penalty 3179.000153 = -162392.987221 Iteration 20F: 3 clusters Score -162393 nChanged 18 ComputeScore: Raw -165582.039122 + Penalty 3179.000153 = -162403.038968 Iteration 21Q: 3 clusters Score -162403 nChanged 17 ComputeScore: Raw -165589.820329 + Penalty 3179.000153 = -162410.820175 Iteration 22Q: 3 clusters Score -162410.8 nChanged 20 ComputeScore: Raw -165600.453753 + Penalty 3179.000153 = -162421.453600 Iteration 23Q: 3 clusters Score -162421.5 nChanged 15 ComputeScore: Raw -165607.384255 + Penalty 3179.000153 = -162428.384102 Iteration 24Q: 3 clusters Score -162428.4 nChanged 21 ComputeScore: Raw -165617.161037 + Penalty 3179.000153 = -162438.160883 Iteration 25Q: 3 clusters Score -162438.2 nChanged 18 ComputeScore: Raw -165626.152881 + Penalty 3179.000153 = -162447.152727 Iteration 26Q: 3 clusters Score -162447.2 nChanged 14 ComputeScore: Raw -165631.116223 + Penalty 3179.000153 = -162452.116070 Iteration 27Q: 3 clusters Score -162452.1 nChanged 9 ComputeScore: Raw -165633.705992 + Penalty 3179.000153 = -162454.705839 Iteration 28Q: 3 clusters Score -162454.7 nChanged 7 ComputeScore: Raw -165636.179033 + Penalty 3179.000153 = -162457.178880 Iteration 29Q: 3 clusters Score -162457.2 nChanged 9 ComputeScore: Raw -165639.306752 + Penalty 3179.000153 = -162460.306599 Iteration 30Q: 3 clusters Score -162460.3 nChanged 12 ComputeScore: Raw -165645.344033 + Penalty 3179.000153 = -162466.343880 Iteration 31Q: 3 clusters Score -162466.3 nChanged 15 ComputeScore: Raw -165653.377138 + Penalty 3179.000153 = -162474.376985 Iteration 32Q: 3 clusters Score -162474.4 nChanged 15 ComputeScore: Raw -165660.078028 + Penalty 3179.000153 = -162481.077874 Iteration 33Q: 3 clusters Score -162481.1 nChanged 8 ComputeScore: Raw -165664.324610 + Penalty 3179.000153 = -162485.324457 Iteration 34Q: 3 clusters Score -162485.3 nChanged 12 ComputeScore: Raw -165671.138585 + Penalty 3179.000153 = -162492.138431 Iteration 35Q: 3 clusters Score -162492.1 nChanged 13 ComputeScore: Raw -165676.358171 + Penalty 3179.000153 = -162497.358017 Iteration 36Q: 3 clusters Score -162497.4 nChanged 12 ComputeScore: Raw -165681.031402 + Penalty 3179.000153 = -162502.031248 Iteration 37Q: 3 clusters Score -162502 nChanged 9 ComputeScore: Raw -165685.648686 + Penalty 3179.000153 = -162506.648532 Iteration 38Q: 3 clusters Score -162506.6 nChanged 7 ComputeScore: Raw -165688.299000 + Penalty 3179.000153 = -162509.298847 Iteration 39Q: 3 clusters Score -162509.3 nChanged 5 ComputeScore: Raw -165689.822987 + Penalty 3179.000153 = -162510.822834 Iteration 40F: 3 clusters Score -162510.8 nChanged 2 ComputeScore: Raw -165691.117579 + Penalty 3179.000153 = -162512.117426 Iteration 41Q: 3 clusters Score -162512.1 nChanged 2 ComputeScore: Raw -165692.025503 + Penalty 3179.000153 = -162513.025350 Iteration 42Q: 3 clusters Score -162513 nChanged 1 ComputeScore: Raw -165693.679897 + Penalty 3179.000153 = -162514.679744 Iteration 43Q: 3 clusters Score -162514.7 nChanged 3 ComputeScore: Raw -165694.862330 + Penalty 3179.000153 = -162515.862177 Iteration 44Q: 3 clusters Score -162515.9 nChanged 0 ComputeScore: Raw -165694.862330 + Penalty 3179.000153 = -162515.862177 Iteration 45F: 3 clusters Score -162515.9 nChanged 0 Trying to split cluster 6 (5480 points) Assigned 2 initial classes randomly. ComputeScore: Raw -202189.045608 + Penalty 1627.074612 = -200561.970996 Iteration 0F: 2 clusters Score -200562 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -199460.184198 + Penalty 3254.149224 = -196206.034974 Iteration 0F: 3 clusters Score -196206 nChanged 2198 ComputeScore: Raw -200751.744336 + Penalty 3254.149224 = -197497.595113 Iteration 1F: 3 clusters Score -197497.6 nChanged 457 ComputeScore: Raw -201044.927465 + Penalty 3254.149224 = -197790.778242 Iteration 2F: 3 clusters Score -197790.8 nChanged 342 ComputeScore: Raw -201265.610298 + Penalty 3254.149224 = -198011.461074 Iteration 3F: 3 clusters Score -198011.5 nChanged 300 ComputeScore: Raw -201442.660393 + Penalty 3254.149224 = -198188.511169 Iteration 4F: 3 clusters Score -198188.5 nChanged 243 ComputeScore: Raw -201585.980806 + Penalty 3254.149224 = -198331.831583 Iteration 5Q: 3 clusters Score -198331.8 nChanged 213 ComputeScore: Raw -201699.455410 + Penalty 3254.149224 = -198445.306187 Iteration 6Q: 3 clusters Score -198445.3 nChanged 164 ComputeScore: Raw -201776.866004 + Penalty 3254.149224 = -198522.716781 Iteration 7Q: 3 clusters Score -198522.7 nChanged 129 ComputeScore: Raw -201840.760608 + Penalty 3254.149224 = -198586.611384 Iteration 8Q: 3 clusters Score -198586.6 nChanged 129 ComputeScore: Raw -201900.992122 + Penalty 3254.149224 = -198646.842899 Iteration 9Q: 3 clusters Score -198646.8 nChanged 108 ComputeScore: Raw -201952.355604 + Penalty 3254.149224 = -198698.206380 Iteration 10Q: 3 clusters Score -198698.2 nChanged 94 ComputeScore: Raw -201999.213845 + Penalty 3254.149224 = -198745.064622 Iteration 11Q: 3 clusters Score -198745.1 nChanged 89 ComputeScore: Raw -202046.413126 + Penalty 3254.149224 = -198792.263902 Iteration 12Q: 3 clusters Score -198792.3 nChanged 82 ComputeScore: Raw -202093.951215 + Penalty 3254.149224 = -198839.801991 Iteration 13Q: 3 clusters Score -198839.8 nChanged 88 ComputeScore: Raw -202137.993753 + Penalty 3254.149224 = -198883.844529 Iteration 14Q: 3 clusters Score -198883.8 nChanged 76 ComputeScore: Raw -202181.313010 + Penalty 3254.149224 = -198927.163786 Iteration 15Q: 3 clusters Score -198927.2 nChanged 68 ComputeScore: Raw -202215.897919 + Penalty 3254.149224 = -198961.748696 Iteration 16Q: 3 clusters Score -198961.7 nChanged 63 ComputeScore: Raw -202247.558373 + Penalty 3254.149224 = -198993.409149 Iteration 17Q: 3 clusters Score -198993.4 nChanged 53 ComputeScore: Raw -202273.397290 + Penalty 3254.149224 = -199019.248066 Iteration 18Q: 3 clusters Score -199019.2 nChanged 45 ComputeScore: Raw -202300.067961 + Penalty 3254.149224 = -199045.918737 Iteration 19Q: 3 clusters Score -199045.9 nChanged 48 ComputeScore: Raw -202330.041334 + Penalty 3254.149224 = -199075.892110 Iteration 20F: 3 clusters Score -199075.9 nChanged 36 ComputeScore: Raw -202352.678660 + Penalty 3254.149224 = -199098.529437 Iteration 21Q: 3 clusters Score -199098.5 nChanged 28 ComputeScore: Raw -202365.541864 + Penalty 3254.149224 = -199111.392640 Iteration 22Q: 3 clusters Score -199111.4 nChanged 25 ComputeScore: Raw -202378.676446 + Penalty 3254.149224 = -199124.527222 Iteration 23Q: 3 clusters Score -199124.5 nChanged 20 ComputeScore: Raw -202389.923771 + Penalty 3254.149224 = -199135.774548 Iteration 24Q: 3 clusters Score -199135.8 nChanged 20 ComputeScore: Raw -202401.748904 + Penalty 3254.149224 = -199147.599681 Iteration 25Q: 3 clusters Score -199147.6 nChanged 22 ComputeScore: Raw -202417.603388 + Penalty 3254.149224 = -199163.454165 Iteration 26Q: 3 clusters Score -199163.5 nChanged 17 ComputeScore: Raw -202430.039897 + Penalty 3254.149224 = -199175.890673 Iteration 27Q: 3 clusters Score -199175.9 nChanged 16 ComputeScore: Raw -202439.534002 + Penalty 3254.149224 = -199185.384778 Iteration 28Q: 3 clusters Score -199185.4 nChanged 16 ComputeScore: Raw -202448.686415 + Penalty 3254.149224 = -199194.537191 Iteration 29Q: 3 clusters Score -199194.5 nChanged 12 ComputeScore: Raw -202454.638312 + Penalty 3254.149224 = -199200.489088 Iteration 30Q: 3 clusters Score -199200.5 nChanged 7 ComputeScore: Raw -202460.581016 + Penalty 3254.149224 = -199206.431792 Iteration 31Q: 3 clusters Score -199206.4 nChanged 8 ComputeScore: Raw -202466.747397 + Penalty 3254.149224 = -199212.598173 Iteration 32Q: 3 clusters Score -199212.6 nChanged 12 ComputeScore: Raw -202473.219170 + Penalty 3254.149224 = -199219.069947 Iteration 33Q: 3 clusters Score -199219.1 nChanged 12 ComputeScore: Raw -202479.340063 + Penalty 3254.149224 = -199225.190839 Iteration 34Q: 3 clusters Score -199225.2 nChanged 9 ComputeScore: Raw -202484.002111 + Penalty 3254.149224 = -199229.852888 Iteration 35Q: 3 clusters Score -199229.9 nChanged 4 ComputeScore: Raw -202485.436360 + Penalty 3254.149224 = -199231.287137 Iteration 36Q: 3 clusters Score -199231.3 nChanged 3 ComputeScore: Raw -202486.447165 + Penalty 3254.149224 = -199232.297941 Iteration 37Q: 3 clusters Score -199232.3 nChanged 1 ComputeScore: Raw -202486.626913 + Penalty 3254.149224 = -199232.477690 Iteration 38Q: 3 clusters Score -199232.5 nChanged 0 ComputeScore: Raw -202486.626913 + Penalty 3254.149224 = -199232.477690 Iteration 39F: 3 clusters Score -199232.5 nChanged 0 Trying to split cluster 7 (3457 points) Assigned 2 initial classes randomly. ComputeScore: Raw -131001.556504 + Penalty 1540.001567 = -129461.554937 Iteration 0F: 2 clusters Score -129461.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -129400.121289 + Penalty 3080.003134 = -126320.118155 Iteration 0F: 3 clusters Score -126320.1 nChanged 1307 ComputeScore: Raw -130137.584657 + Penalty 3080.003134 = -127057.581523 Iteration 1F: 3 clusters Score -127057.6 nChanged 217 ComputeScore: Raw -130248.595212 + Penalty 3080.003134 = -127168.592078 Iteration 2F: 3 clusters Score -127168.6 nChanged 143 ComputeScore: Raw -130329.566281 + Penalty 3080.003134 = -127249.563147 Iteration 3Q: 3 clusters Score -127249.6 nChanged 125 ComputeScore: Raw -130401.740459 + Penalty 3080.003134 = -127321.737325 Iteration 4Q: 3 clusters Score -127321.7 nChanged 94 ComputeScore: Raw -130447.013315 + Penalty 3080.003134 = -127367.010181 Iteration 5Q: 3 clusters Score -127367 nChanged 73 ComputeScore: Raw -130483.352346 + Penalty 3080.003134 = -127403.349212 Iteration 6Q: 3 clusters Score -127403.3 nChanged 66 ComputeScore: Raw -130512.160182 + Penalty 3080.003134 = -127432.157048 Iteration 7Q: 3 clusters Score -127432.2 nChanged 76 ComputeScore: Raw -130551.462485 + Penalty 3080.003134 = -127471.459351 Iteration 8Q: 3 clusters Score -127471.5 nChanged 70 ComputeScore: Raw -130595.459200 + Penalty 3080.003134 = -127515.456066 Iteration 9Q: 3 clusters Score -127515.5 nChanged 77 ComputeScore: Raw -130645.676898 + Penalty 3080.003134 = -127565.673764 Iteration 10Q: 3 clusters Score -127565.7 nChanged 73 ComputeScore: Raw -130692.538674 + Penalty 3080.003134 = -127612.535540 Iteration 11Q: 3 clusters Score -127612.5 nChanged 72 ComputeScore: Raw -130735.377025 + Penalty 3080.003134 = -127655.373891 Iteration 12Q: 3 clusters Score -127655.4 nChanged 67 ComputeScore: Raw -130773.306166 + Penalty 3080.003134 = -127693.303032 Iteration 13Q: 3 clusters Score -127693.3 nChanged 49 ComputeScore: Raw -130800.715165 + Penalty 3080.003134 = -127720.712031 Iteration 14Q: 3 clusters Score -127720.7 nChanged 52 ComputeScore: Raw -130831.267514 + Penalty 3080.003134 = -127751.264380 Iteration 15Q: 3 clusters Score -127751.3 nChanged 46 ComputeScore: Raw -130857.569716 + Penalty 3080.003134 = -127777.566582 Iteration 16Q: 3 clusters Score -127777.6 nChanged 47 ComputeScore: Raw -130884.702077 + Penalty 3080.003134 = -127804.698942 Iteration 17Q: 3 clusters Score -127804.7 nChanged 40 ComputeScore: Raw -130904.980776 + Penalty 3080.003134 = -127824.977642 Iteration 18Q: 3 clusters Score -127825 nChanged 37 ComputeScore: Raw -130925.244938 + Penalty 3080.003134 = -127845.241804 Iteration 19Q: 3 clusters Score -127845.2 nChanged 31 ComputeScore: Raw -130942.450292 + Penalty 3080.003134 = -127862.447158 Iteration 20F: 3 clusters Score -127862.4 nChanged 30 ComputeScore: Raw -130962.065420 + Penalty 3080.003134 = -127882.062286 Iteration 21Q: 3 clusters Score -127882.1 nChanged 38 ComputeScore: Raw -130985.676533 + Penalty 3080.003134 = -127905.673398 Iteration 22Q: 3 clusters Score -127905.7 nChanged 40 ComputeScore: Raw -131009.517818 + Penalty 3080.003134 = -127929.514684 Iteration 23Q: 3 clusters Score -127929.5 nChanged 29 ComputeScore: Raw -131025.719590 + Penalty 3080.003134 = -127945.716456 Iteration 24Q: 3 clusters Score -127945.7 nChanged 23 ComputeScore: Raw -131039.272521 + Penalty 3080.003134 = -127959.269386 Iteration 25Q: 3 clusters Score -127959.3 nChanged 25 ComputeScore: Raw -131057.574540 + Penalty 3080.003134 = -127977.571406 Iteration 26Q: 3 clusters Score -127977.6 nChanged 32 ComputeScore: Raw -131079.118110 + Penalty 3080.003134 = -127999.114976 Iteration 27Q: 3 clusters Score -127999.1 nChanged 22 ComputeScore: Raw -131097.143365 + Penalty 3080.003134 = -128017.140231 Iteration 28Q: 3 clusters Score -128017.1 nChanged 20 ComputeScore: Raw -131112.661028 + Penalty 3080.003134 = -128032.657894 Iteration 29Q: 3 clusters Score -128032.7 nChanged 22 ComputeScore: Raw -131125.597771 + Penalty 3080.003134 = -128045.594637 Iteration 30Q: 3 clusters Score -128045.6 nChanged 14 ComputeScore: Raw -131135.786568 + Penalty 3080.003134 = -128055.783433 Iteration 31Q: 3 clusters Score -128055.8 nChanged 14 ComputeScore: Raw -131144.463420 + Penalty 3080.003134 = -128064.460286 Iteration 32Q: 3 clusters Score -128064.5 nChanged 10 ComputeScore: Raw -131151.331438 + Penalty 3080.003134 = -128071.328304 Iteration 33Q: 3 clusters Score -128071.3 nChanged 7 ComputeScore: Raw -131154.319748 + Penalty 3080.003134 = -128074.316614 Iteration 34Q: 3 clusters Score -128074.3 nChanged 5 ComputeScore: Raw -131157.729925 + Penalty 3080.003134 = -128077.726791 Iteration 35Q: 3 clusters Score -128077.7 nChanged 7 ComputeScore: Raw -131162.385162 + Penalty 3080.003134 = -128082.382028 Iteration 36Q: 3 clusters Score -128082.4 nChanged 3 ComputeScore: Raw -131164.571138 + Penalty 3080.003134 = -128084.568003 Iteration 37Q: 3 clusters Score -128084.6 nChanged 4 ComputeScore: Raw -131166.925427 + Penalty 3080.003134 = -128086.922292 Iteration 38Q: 3 clusters Score -128086.9 nChanged 1 ComputeScore: Raw -131167.104699 + Penalty 3080.003134 = -128087.101564 Iteration 39Q: 3 clusters Score -128087.1 nChanged 2 ComputeScore: Raw -131168.226710 + Penalty 3080.003134 = -128088.223576 Iteration 40F: 3 clusters Score -128088.2 nChanged 0 Trying to split cluster 8 (3414 points) Assigned 2 initial classes randomly. ComputeScore: Raw -132712.332064 + Penalty 1537.635942 = -131174.696122 Iteration 0F: 2 clusters Score -131174.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -131125.879886 + Penalty 3075.271883 = -128050.608002 Iteration 0F: 3 clusters Score -128050.6 nChanged 1285 ComputeScore: Raw -131825.046371 + Penalty 3075.271883 = -128749.774488 Iteration 1F: 3 clusters Score -128749.8 nChanged 232 ComputeScore: Raw -131969.483252 + Penalty 3075.271883 = -128894.211368 Iteration 2F: 3 clusters Score -128894.2 nChanged 163 ComputeScore: Raw -132055.528706 + Penalty 3075.271883 = -128980.256822 Iteration 3Q: 3 clusters Score -128980.3 nChanged 110 ComputeScore: Raw -132108.779508 + Penalty 3075.271883 = -129033.507624 Iteration 4Q: 3 clusters Score -129033.5 nChanged 94 ComputeScore: Raw -132166.172472 + Penalty 3075.271883 = -129090.900588 Iteration 5Q: 3 clusters Score -129090.9 nChanged 90 ComputeScore: Raw -132223.741903 + Penalty 3075.271883 = -129148.470020 Iteration 6Q: 3 clusters Score -129148.5 nChanged 102 ComputeScore: Raw -132291.667767 + Penalty 3075.271883 = -129216.395884 Iteration 7Q: 3 clusters Score -129216.4 nChanged 112 ComputeScore: Raw -132352.172133 + Penalty 3075.271883 = -129276.900250 Iteration 8Q: 3 clusters Score -129276.9 nChanged 81 ComputeScore: Raw -132406.286807 + Penalty 3075.271883 = -129331.014924 Iteration 9Q: 3 clusters Score -129331 nChanged 86 ComputeScore: Raw -132460.433571 + Penalty 3075.271883 = -129385.161688 Iteration 10Q: 3 clusters Score -129385.2 nChanged 69 ComputeScore: Raw -132500.724144 + Penalty 3075.271883 = -129425.452261 Iteration 11Q: 3 clusters Score -129425.5 nChanged 71 ComputeScore: Raw -132542.116217 + Penalty 3075.271883 = -129466.844334 Iteration 12Q: 3 clusters Score -129466.8 nChanged 64 ComputeScore: Raw -132578.037713 + Penalty 3075.271883 = -129502.765829 Iteration 13Q: 3 clusters Score -129502.8 nChanged 56 ComputeScore: Raw -132607.375640 + Penalty 3075.271883 = -129532.103757 Iteration 14Q: 3 clusters Score -129532.1 nChanged 47 ComputeScore: Raw -132629.875708 + Penalty 3075.271883 = -129554.603824 Iteration 15Q: 3 clusters Score -129554.6 nChanged 35 ComputeScore: Raw -132644.094329 + Penalty 3075.271883 = -129568.822445 Iteration 16Q: 3 clusters Score -129568.8 nChanged 27 ComputeScore: Raw -132657.391844 + Penalty 3075.271883 = -129582.119961 Iteration 17Q: 3 clusters Score -129582.1 nChanged 22 ComputeScore: Raw -132667.237768 + Penalty 3075.271883 = -129591.965884 Iteration 18Q: 3 clusters Score -129592 nChanged 20 ComputeScore: Raw -132674.617705 + Penalty 3075.271883 = -129599.345822 Iteration 19Q: 3 clusters Score -129599.3 nChanged 20 ComputeScore: Raw -132684.782661 + Penalty 3075.271883 = -129609.510777 Iteration 20F: 3 clusters Score -129609.5 nChanged 23 ComputeScore: Raw -132695.323130 + Penalty 3075.271883 = -129620.051247 Iteration 21Q: 3 clusters Score -129620.1 nChanged 22 ComputeScore: Raw -132703.715951 + Penalty 3075.271883 = -129628.444067 Iteration 22Q: 3 clusters Score -129628.4 nChanged 16 ComputeScore: Raw -132709.544990 + Penalty 3075.271883 = -129634.273106 Iteration 23Q: 3 clusters Score -129634.3 nChanged 14 ComputeScore: Raw -132715.193111 + Penalty 3075.271883 = -129639.921227 Iteration 24Q: 3 clusters Score -129639.9 nChanged 15 ComputeScore: Raw -132719.846822 + Penalty 3075.271883 = -129644.574938 Iteration 25Q: 3 clusters Score -129644.6 nChanged 7 ComputeScore: Raw -132722.941194 + Penalty 3075.271883 = -129647.669311 Iteration 26Q: 3 clusters Score -129647.7 nChanged 5 ComputeScore: Raw -132725.481068 + Penalty 3075.271883 = -129650.209184 Iteration 27Q: 3 clusters Score -129650.2 nChanged 6 ComputeScore: Raw -132727.058080 + Penalty 3075.271883 = -129651.786196 Iteration 28Q: 3 clusters Score -129651.8 nChanged 8 ComputeScore: Raw -132730.101507 + Penalty 3075.271883 = -129654.829623 Iteration 29Q: 3 clusters Score -129654.8 nChanged 9 ComputeScore: Raw -132734.982673 + Penalty 3075.271883 = -129659.710790 Iteration 30Q: 3 clusters Score -129659.7 nChanged 9 ComputeScore: Raw -132738.837967 + Penalty 3075.271883 = -129663.566083 Iteration 31Q: 3 clusters Score -129663.6 nChanged 13 ComputeScore: Raw -132744.148446 + Penalty 3075.271883 = -129668.876563 Iteration 32Q: 3 clusters Score -129668.9 nChanged 12 ComputeScore: Raw -132747.400804 + Penalty 3075.271883 = -129672.128920 Iteration 33Q: 3 clusters Score -129672.1 nChanged 7 ComputeScore: Raw -132749.407446 + Penalty 3075.271883 = -129674.135563 Iteration 34Q: 3 clusters Score -129674.1 nChanged 10 ComputeScore: Raw -132753.788049 + Penalty 3075.271883 = -129678.516165 Iteration 35Q: 3 clusters Score -129678.5 nChanged 9 ComputeScore: Raw -132757.199764 + Penalty 3075.271883 = -129681.927881 Iteration 36Q: 3 clusters Score -129681.9 nChanged 11 ComputeScore: Raw -132761.389703 + Penalty 3075.271883 = -129686.117819 Iteration 37Q: 3 clusters Score -129686.1 nChanged 15 ComputeScore: Raw -132765.292834 + Penalty 3075.271883 = -129690.020951 Iteration 38Q: 3 clusters Score -129690 nChanged 8 ComputeScore: Raw -132768.497166 + Penalty 3075.271883 = -129693.225283 Iteration 39Q: 3 clusters Score -129693.2 nChanged 11 ComputeScore: Raw -132771.896831 + Penalty 3075.271883 = -129696.624948 Iteration 40F: 3 clusters Score -129696.6 nChanged 8 ComputeScore: Raw -132773.765531 + Penalty 3075.271883 = -129698.493647 Iteration 41Q: 3 clusters Score -129698.5 nChanged 5 ComputeScore: Raw -132775.207066 + Penalty 3075.271883 = -129699.935182 Iteration 42Q: 3 clusters Score -129699.9 nChanged 9 ComputeScore: Raw -132778.170808 + Penalty 3075.271883 = -129702.898925 Iteration 43Q: 3 clusters Score -129702.9 nChanged 10 ComputeScore: Raw -132781.927533 + Penalty 3075.271883 = -129706.655649 Iteration 44Q: 3 clusters Score -129706.7 nChanged 10 ComputeScore: Raw -132785.578960 + Penalty 3075.271883 = -129710.307077 Iteration 45Q: 3 clusters Score -129710.3 nChanged 15 ComputeScore: Raw -132792.229100 + Penalty 3075.271883 = -129716.957217 Iteration 46Q: 3 clusters Score -129717 nChanged 15 ComputeScore: Raw -132800.390596 + Penalty 3075.271883 = -129725.118712 Iteration 47Q: 3 clusters Score -129725.1 nChanged 20 ComputeScore: Raw -132809.933084 + Penalty 3075.271883 = -129734.661200 Iteration 48Q: 3 clusters Score -129734.7 nChanged 18 ComputeScore: Raw -132816.521946 + Penalty 3075.271883 = -129741.250063 Iteration 49Q: 3 clusters Score -129741.3 nChanged 18 ComputeScore: Raw -132823.725418 + Penalty 3075.271883 = -129748.453534 Iteration 50Q: 3 clusters Score -129748.5 nChanged 12 ComputeScore: Raw -132829.626549 + Penalty 3075.271883 = -129754.354665 Iteration 51Q: 3 clusters Score -129754.4 nChanged 12 ComputeScore: Raw -132834.780165 + Penalty 3075.271883 = -129759.508282 Iteration 52Q: 3 clusters Score -129759.5 nChanged 11 ComputeScore: Raw -132840.229836 + Penalty 3075.271883 = -129764.957953 Iteration 53Q: 3 clusters Score -129765 nChanged 15 ComputeScore: Raw -132848.998936 + Penalty 3075.271883 = -129773.727053 Iteration 54Q: 3 clusters Score -129773.7 nChanged 15 ComputeScore: Raw -132855.249685 + Penalty 3075.271883 = -129779.977801 Iteration 55Q: 3 clusters Score -129780 nChanged 13 ComputeScore: Raw -132860.905795 + Penalty 3075.271883 = -129785.633912 Iteration 56Q: 3 clusters Score -129785.6 nChanged 17 ComputeScore: Raw -132871.736657 + Penalty 3075.271883 = -129796.464773 Iteration 57Q: 3 clusters Score -129796.5 nChanged 23 ComputeScore: Raw -132883.391732 + Penalty 3075.271883 = -129808.119849 Iteration 58Q: 3 clusters Score -129808.1 nChanged 22 ComputeScore: Raw -132892.624054 + Penalty 3075.271883 = -129817.352171 Iteration 59Q: 3 clusters Score -129817.4 nChanged 19 ComputeScore: Raw -132901.126574 + Penalty 3075.271883 = -129825.854690 Iteration 60F: 3 clusters Score -129825.9 nChanged 15 ComputeScore: Raw -132907.768302 + Penalty 3075.271883 = -129832.496419 Iteration 61Q: 3 clusters Score -129832.5 nChanged 8 ComputeScore: Raw -132911.206834 + Penalty 3075.271883 = -129835.934951 Iteration 62Q: 3 clusters Score -129835.9 nChanged 9 ComputeScore: Raw -132914.028807 + Penalty 3075.271883 = -129838.756923 Iteration 63Q: 3 clusters Score -129838.8 nChanged 6 ComputeScore: Raw -132915.209113 + Penalty 3075.271883 = -129839.937229 Iteration 64Q: 3 clusters Score -129839.9 nChanged 9 ComputeScore: Raw -132918.413265 + Penalty 3075.271883 = -129843.141382 Iteration 65Q: 3 clusters Score -129843.1 nChanged 10 ComputeScore: Raw -132921.723255 + Penalty 3075.271883 = -129846.451372 Iteration 66Q: 3 clusters Score -129846.5 nChanged 8 ComputeScore: Raw -132923.818613 + Penalty 3075.271883 = -129848.546729 Iteration 67Q: 3 clusters Score -129848.5 nChanged 7 ComputeScore: Raw -132926.352409 + Penalty 3075.271883 = -129851.080525 Iteration 68Q: 3 clusters Score -129851.1 nChanged 6 ComputeScore: Raw -132928.323545 + Penalty 3075.271883 = -129853.051662 Iteration 69Q: 3 clusters Score -129853.1 nChanged 4 ComputeScore: Raw -132929.489484 + Penalty 3075.271883 = -129854.217601 Iteration 70Q: 3 clusters Score -129854.2 nChanged 1 ComputeScore: Raw -132929.719132 + Penalty 3075.271883 = -129854.447248 Iteration 71Q: 3 clusters Score -129854.4 nChanged 0 ComputeScore: Raw -132929.719132 + Penalty 3075.271883 = -129854.447248 Iteration 72F: 3 clusters Score -129854.4 nChanged 0 Trying to split cluster 9 (5501 points) Assigned 2 initial classes randomly. ComputeScore: Raw -201443.999718 + Penalty 1627.797498 = -199816.202221 Iteration 0F: 2 clusters Score -199816.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -198645.432912 + Penalty 3255.594995 = -195389.837916 Iteration 0F: 3 clusters Score -195389.8 nChanged 2245 ComputeScore: Raw -199949.636885 + Penalty 3255.594995 = -196694.041890 Iteration 1F: 3 clusters Score -196694 nChanged 491 ComputeScore: Raw -200334.381923 + Penalty 3255.594995 = -197078.786928 Iteration 2F: 3 clusters Score -197078.8 nChanged 408 ComputeScore: Raw -200625.815607 + Penalty 3255.594995 = -197370.220612 Iteration 3F: 3 clusters Score -197370.2 nChanged 343 ComputeScore: Raw -200851.760890 + Penalty 3255.594995 = -197596.165895 Iteration 4F: 3 clusters Score -197596.2 nChanged 288 ComputeScore: Raw -201042.590352 + Penalty 3255.594995 = -197786.995357 Iteration 5F: 3 clusters Score -197787 nChanged 274 ComputeScore: Raw -201222.966697 + Penalty 3255.594995 = -197967.371702 Iteration 6Q: 3 clusters Score -197967.4 nChanged 226 ComputeScore: Raw -201376.944549 + Penalty 3255.594995 = -198121.349554 Iteration 7Q: 3 clusters Score -198121.3 nChanged 200 ComputeScore: Raw -201517.318850 + Penalty 3255.594995 = -198261.723855 Iteration 8Q: 3 clusters Score -198261.7 nChanged 160 ComputeScore: Raw -201624.899074 + Penalty 3255.594995 = -198369.304079 Iteration 9Q: 3 clusters Score -198369.3 nChanged 134 ComputeScore: Raw -201708.261015 + Penalty 3255.594995 = -198452.666020 Iteration 10Q: 3 clusters Score -198452.7 nChanged 118 ComputeScore: Raw -201774.406075 + Penalty 3255.594995 = -198518.811080 Iteration 11Q: 3 clusters Score -198518.8 nChanged 84 ComputeScore: Raw -201814.948610 + Penalty 3255.594995 = -198559.353615 Iteration 12Q: 3 clusters Score -198559.4 nChanged 56 ComputeScore: Raw -201838.783440 + Penalty 3255.594995 = -198583.188445 Iteration 13Q: 3 clusters Score -198583.2 nChanged 49 ComputeScore: Raw -201859.074470 + Penalty 3255.594995 = -198603.479474 Iteration 14Q: 3 clusters Score -198603.5 nChanged 50 ComputeScore: Raw -201884.946572 + Penalty 3255.594995 = -198629.351577 Iteration 15Q: 3 clusters Score -198629.4 nChanged 47 ComputeScore: Raw -201906.800546 + Penalty 3255.594995 = -198651.205550 Iteration 16Q: 3 clusters Score -198651.2 nChanged 39 ComputeScore: Raw -201923.530233 + Penalty 3255.594995 = -198667.935237 Iteration 17Q: 3 clusters Score -198667.9 nChanged 27 ComputeScore: Raw -201935.398951 + Penalty 3255.594995 = -198679.803956 Iteration 18Q: 3 clusters Score -198679.8 nChanged 23 ComputeScore: Raw -201947.871377 + Penalty 3255.594995 = -198692.276382 Iteration 19Q: 3 clusters Score -198692.3 nChanged 25 ComputeScore: Raw -201960.034430 + Penalty 3255.594995 = -198704.439434 Iteration 20F: 3 clusters Score -198704.4 nChanged 27 ComputeScore: Raw -201971.704798 + Penalty 3255.594995 = -198716.109803 Iteration 21Q: 3 clusters Score -198716.1 nChanged 14 ComputeScore: Raw -201981.444727 + Penalty 3255.594995 = -198725.849731 Iteration 22Q: 3 clusters Score -198725.8 nChanged 10 ComputeScore: Raw -201986.088142 + Penalty 3255.594995 = -198730.493147 Iteration 23Q: 3 clusters Score -198730.5 nChanged 7 ComputeScore: Raw -201988.218120 + Penalty 3255.594995 = -198732.623125 Iteration 24Q: 3 clusters Score -198732.6 nChanged 2 ComputeScore: Raw -201989.482416 + Penalty 3255.594995 = -198733.887421 Iteration 25Q: 3 clusters Score -198733.9 nChanged 4 ComputeScore: Raw -201990.528092 + Penalty 3255.594995 = -198734.933097 Iteration 26Q: 3 clusters Score -198734.9 nChanged 1 ComputeScore: Raw -201990.697303 + Penalty 3255.594995 = -198735.102308 Iteration 27Q: 3 clusters Score -198735.1 nChanged 1 ComputeScore: Raw -201991.128123 + Penalty 3255.594995 = -198735.533127 Iteration 28Q: 3 clusters Score -198735.5 nChanged 2 ComputeScore: Raw -201991.679023 + Penalty 3255.594995 = -198736.084027 Iteration 29Q: 3 clusters Score -198736.1 nChanged 2 ComputeScore: Raw -201992.976767 + Penalty 3255.594995 = -198737.381772 Iteration 30Q: 3 clusters Score -198737.4 nChanged 2 ComputeScore: Raw -201993.382063 + Penalty 3255.594995 = -198737.787067 Iteration 31Q: 3 clusters Score -198737.8 nChanged 1 ComputeScore: Raw -201993.593478 + Penalty 3255.594995 = -198737.998483 Iteration 32Q: 3 clusters Score -198738 nChanged 1 ComputeScore: Raw -201994.335257 + Penalty 3255.594995 = -198738.740261 Iteration 33Q: 3 clusters Score -198738.7 nChanged 2 ComputeScore: Raw -201995.465162 + Penalty 3255.594995 = -198739.870167 Iteration 34Q: 3 clusters Score -198739.9 nChanged 4 ComputeScore: Raw -201997.014778 + Penalty 3255.594995 = -198741.419783 Iteration 35Q: 3 clusters Score -198741.4 nChanged 1 ComputeScore: Raw -201997.167704 + Penalty 3255.594995 = -198741.572709 Iteration 36Q: 3 clusters Score -198741.6 nChanged 0 ComputeScore: Raw -201997.167704 + Penalty 3255.594995 = -198741.572709 Iteration 37F: 3 clusters Score -198741.6 nChanged 0 Trying to split cluster 10 (3234 points) Assigned 2 initial classes randomly. ComputeScore: Raw -122008.636461 + Penalty 1527.398783 = -120481.237678 Iteration 0F: 2 clusters Score -120481.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -120522.508614 + Penalty 3054.797565 = -117467.711049 Iteration 0F: 3 clusters Score -117467.7 nChanged 1209 ComputeScore: Raw -121240.741860 + Penalty 3054.797565 = -118185.944294 Iteration 1F: 3 clusters Score -118185.9 nChanged 252 ComputeScore: Raw -121395.314766 + Penalty 3054.797565 = -118340.517201 Iteration 2F: 3 clusters Score -118340.5 nChanged 157 ComputeScore: Raw -121480.606958 + Penalty 3054.797565 = -118425.809392 Iteration 3Q: 3 clusters Score -118425.8 nChanged 95 ComputeScore: Raw -121531.351967 + Penalty 3054.797565 = -118476.554401 Iteration 4Q: 3 clusters Score -118476.6 nChanged 94 ComputeScore: Raw -121577.388693 + Penalty 3054.797565 = -118522.591128 Iteration 5Q: 3 clusters Score -118522.6 nChanged 71 ComputeScore: Raw -121611.999387 + Penalty 3054.797565 = -118557.201822 Iteration 6Q: 3 clusters Score -118557.2 nChanged 58 ComputeScore: Raw -121642.928754 + Penalty 3054.797565 = -118588.131189 Iteration 7Q: 3 clusters Score -118588.1 nChanged 67 ComputeScore: Raw -121681.743607 + Penalty 3054.797565 = -118626.946042 Iteration 8Q: 3 clusters Score -118626.9 nChanged 64 ComputeScore: Raw -121712.837716 + Penalty 3054.797565 = -118658.040151 Iteration 9Q: 3 clusters Score -118658 nChanged 65 ComputeScore: Raw -121750.423787 + Penalty 3054.797565 = -118695.626222 Iteration 10Q: 3 clusters Score -118695.6 nChanged 59 ComputeScore: Raw -121788.625939 + Penalty 3054.797565 = -118733.828374 Iteration 11Q: 3 clusters Score -118733.8 nChanged 63 ComputeScore: Raw -121823.738953 + Penalty 3054.797565 = -118768.941387 Iteration 12Q: 3 clusters Score -118768.9 nChanged 49 ComputeScore: Raw -121849.339040 + Penalty 3054.797565 = -118794.541475 Iteration 13Q: 3 clusters Score -118794.5 nChanged 43 ComputeScore: Raw -121877.816522 + Penalty 3054.797565 = -118823.018957 Iteration 14Q: 3 clusters Score -118823 nChanged 51 ComputeScore: Raw -121907.890366 + Penalty 3054.797565 = -118853.092801 Iteration 15Q: 3 clusters Score -118853.1 nChanged 40 ComputeScore: Raw -121933.349365 + Penalty 3054.797565 = -118878.551800 Iteration 16Q: 3 clusters Score -118878.6 nChanged 36 ComputeScore: Raw -121953.559835 + Penalty 3054.797565 = -118898.762270 Iteration 17Q: 3 clusters Score -118898.8 nChanged 32 ComputeScore: Raw -121965.433286 + Penalty 3054.797565 = -118910.635721 Iteration 18Q: 3 clusters Score -118910.6 nChanged 29 ComputeScore: Raw -121979.218845 + Penalty 3054.797565 = -118924.421279 Iteration 19Q: 3 clusters Score -118924.4 nChanged 21 ComputeScore: Raw -121989.579360 + Penalty 3054.797565 = -118934.781795 Iteration 20F: 3 clusters Score -118934.8 nChanged 20 ComputeScore: Raw -121999.516884 + Penalty 3054.797565 = -118944.719319 Iteration 21Q: 3 clusters Score -118944.7 nChanged 19 ComputeScore: Raw -122009.501141 + Penalty 3054.797565 = -118954.703576 Iteration 22Q: 3 clusters Score -118954.7 nChanged 19 ComputeScore: Raw -122022.719703 + Penalty 3054.797565 = -118967.922138 Iteration 23Q: 3 clusters Score -118967.9 nChanged 25 ComputeScore: Raw -122043.061610 + Penalty 3054.797565 = -118988.264044 Iteration 24Q: 3 clusters Score -118988.3 nChanged 30 ComputeScore: Raw -122059.517480 + Penalty 3054.797565 = -119004.719915 Iteration 25Q: 3 clusters Score -119004.7 nChanged 26 ComputeScore: Raw -122069.987970 + Penalty 3054.797565 = -119015.190405 Iteration 26Q: 3 clusters Score -119015.2 nChanged 13 ComputeScore: Raw -122076.723247 + Penalty 3054.797565 = -119021.925681 Iteration 27Q: 3 clusters Score -119021.9 nChanged 18 ComputeScore: Raw -122082.677223 + Penalty 3054.797565 = -119027.879658 Iteration 28Q: 3 clusters Score -119027.9 nChanged 8 ComputeScore: Raw -122087.872944 + Penalty 3054.797565 = -119033.075379 Iteration 29Q: 3 clusters Score -119033.1 nChanged 10 ComputeScore: Raw -122092.965197 + Penalty 3054.797565 = -119038.167632 Iteration 30Q: 3 clusters Score -119038.2 nChanged 12 ComputeScore: Raw -122097.052431 + Penalty 3054.797565 = -119042.254865 Iteration 31Q: 3 clusters Score -119042.3 nChanged 10 ComputeScore: Raw -122101.458779 + Penalty 3054.797565 = -119046.661214 Iteration 32Q: 3 clusters Score -119046.7 nChanged 13 ComputeScore: Raw -122109.657712 + Penalty 3054.797565 = -119054.860147 Iteration 33Q: 3 clusters Score -119054.9 nChanged 15 ComputeScore: Raw -122117.757261 + Penalty 3054.797565 = -119062.959696 Iteration 34Q: 3 clusters Score -119063 nChanged 7 ComputeScore: Raw -122121.331098 + Penalty 3054.797565 = -119066.533532 Iteration 35Q: 3 clusters Score -119066.5 nChanged 7 ComputeScore: Raw -122124.114725 + Penalty 3054.797565 = -119069.317160 Iteration 36Q: 3 clusters Score -119069.3 nChanged 6 ComputeScore: Raw -122126.489685 + Penalty 3054.797565 = -119071.692120 Iteration 37Q: 3 clusters Score -119071.7 nChanged 4 ComputeScore: Raw -122127.790325 + Penalty 3054.797565 = -119072.992759 Iteration 38Q: 3 clusters Score -119073 nChanged 2 ComputeScore: Raw -122129.335725 + Penalty 3054.797565 = -119074.538160 Iteration 39Q: 3 clusters Score -119074.5 nChanged 2 ComputeScore: Raw -122135.188038 + Penalty 3054.797565 = -119080.390472 Iteration 40F: 3 clusters Score -119080.4 nChanged 7 ComputeScore: Raw -122138.416386 + Penalty 3054.797565 = -119083.618821 Iteration 41Q: 3 clusters Score -119083.6 nChanged 5 ComputeScore: Raw -122140.032354 + Penalty 3054.797565 = -119085.234789 Iteration 42Q: 3 clusters Score -119085.2 nChanged 3 ComputeScore: Raw -122141.952554 + Penalty 3054.797565 = -119087.154989 Iteration 43Q: 3 clusters Score -119087.2 nChanged 5 ComputeScore: Raw -122144.366284 + Penalty 3054.797565 = -119089.568719 Iteration 44Q: 3 clusters Score -119089.6 nChanged 4 ComputeScore: Raw -122146.404893 + Penalty 3054.797565 = -119091.607328 Iteration 45Q: 3 clusters Score -119091.6 nChanged 3 ComputeScore: Raw -122148.488195 + Penalty 3054.797565 = -119093.690629 Iteration 46Q: 3 clusters Score -119093.7 nChanged 4 ComputeScore: Raw -122150.608467 + Penalty 3054.797565 = -119095.810902 Iteration 47Q: 3 clusters Score -119095.8 nChanged 9 ComputeScore: Raw -122154.267352 + Penalty 3054.797565 = -119099.469787 Iteration 48Q: 3 clusters Score -119099.5 nChanged 4 ComputeScore: Raw -122155.918385 + Penalty 3054.797565 = -119101.120820 Iteration 49Q: 3 clusters Score -119101.1 nChanged 4 ComputeScore: Raw -122156.681623 + Penalty 3054.797565 = -119101.884058 Iteration 50Q: 3 clusters Score -119101.9 nChanged 1 ComputeScore: Raw -122156.816584 + Penalty 3054.797565 = -119102.019019 Iteration 51Q: 3 clusters Score -119102 nChanged 0 ComputeScore: Raw -122156.816584 + Penalty 3054.797565 = -119102.019019 Iteration 52F: 3 clusters Score -119102 nChanged 0 Trying to split cluster 11 (4597 points) Assigned 2 initial classes randomly. ComputeScore: Raw -175666.306495 + Penalty 1593.867088 = -174072.439407 Iteration 0F: 2 clusters Score -174072.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -173403.792899 + Penalty 3187.734176 = -170216.058723 Iteration 0F: 3 clusters Score -170216.1 nChanged 1814 ComputeScore: Raw -174382.277144 + Penalty 3187.734176 = -171194.542968 Iteration 1F: 3 clusters Score -171194.5 nChanged 337 ComputeScore: Raw -174568.949927 + Penalty 3187.734176 = -171381.215751 Iteration 2F: 3 clusters Score -171381.2 nChanged 229 ComputeScore: Raw -174689.142812 + Penalty 3187.734176 = -171501.408636 Iteration 3Q: 3 clusters Score -171501.4 nChanged 191 ComputeScore: Raw -174791.024325 + Penalty 3187.734176 = -171603.290149 Iteration 4Q: 3 clusters Score -171603.3 nChanged 155 ComputeScore: Raw -174872.225966 + Penalty 3187.734176 = -171684.491790 Iteration 5Q: 3 clusters Score -171684.5 nChanged 147 ComputeScore: Raw -174963.696010 + Penalty 3187.734176 = -171775.961833 Iteration 6Q: 3 clusters Score -171776 nChanged 128 ComputeScore: Raw -175066.111970 + Penalty 3187.734176 = -171878.377794 Iteration 7Q: 3 clusters Score -171878.4 nChanged 161 ComputeScore: Raw -175218.283271 + Penalty 3187.734176 = -172030.549095 Iteration 8Q: 3 clusters Score -172030.5 nChanged 172 ComputeScore: Raw -175342.651166 + Penalty 3187.734176 = -172154.916990 Iteration 9Q: 3 clusters Score -172154.9 nChanged 160 ComputeScore: Raw -175479.664097 + Penalty 3187.734176 = -172291.929921 Iteration 10Q: 3 clusters Score -172291.9 nChanged 161 ComputeScore: Raw -175600.182334 + Penalty 3187.734176 = -172412.448158 Iteration 11Q: 3 clusters Score -172412.4 nChanged 150 ComputeScore: Raw -175694.081829 + Penalty 3187.734176 = -172506.347653 Iteration 12Q: 3 clusters Score -172506.3 nChanged 144 ComputeScore: Raw -175789.111982 + Penalty 3187.734176 = -172601.377806 Iteration 13Q: 3 clusters Score -172601.4 nChanged 125 ComputeScore: Raw -175871.706498 + Penalty 3187.734176 = -172683.972322 Iteration 14Q: 3 clusters Score -172684 nChanged 136 ComputeScore: Raw -175947.794465 + Penalty 3187.734176 = -172760.060289 Iteration 15Q: 3 clusters Score -172760.1 nChanged 94 ComputeScore: Raw -175995.974741 + Penalty 3187.734176 = -172808.240565 Iteration 16Q: 3 clusters Score -172808.2 nChanged 76 ComputeScore: Raw -176029.767956 + Penalty 3187.734176 = -172842.033780 Iteration 17Q: 3 clusters Score -172842 nChanged 49 ComputeScore: Raw -176053.475541 + Penalty 3187.734176 = -172865.741365 Iteration 18Q: 3 clusters Score -172865.7 nChanged 57 ComputeScore: Raw -176079.820175 + Penalty 3187.734176 = -172892.085999 Iteration 19Q: 3 clusters Score -172892.1 nChanged 45 ComputeScore: Raw -176107.956660 + Penalty 3187.734176 = -172920.222484 Iteration 20F: 3 clusters Score -172920.2 nChanged 54 ComputeScore: Raw -176133.979669 + Penalty 3187.734176 = -172946.245493 Iteration 21Q: 3 clusters Score -172946.2 nChanged 38 ComputeScore: Raw -176152.738581 + Penalty 3187.734176 = -172965.004405 Iteration 22Q: 3 clusters Score -172965 nChanged 36 ComputeScore: Raw -176171.827056 + Penalty 3187.734176 = -172984.092880 Iteration 23Q: 3 clusters Score -172984.1 nChanged 42 ComputeScore: Raw -176190.631933 + Penalty 3187.734176 = -173002.897757 Iteration 24Q: 3 clusters Score -173002.9 nChanged 39 ComputeScore: Raw -176207.687758 + Penalty 3187.734176 = -173019.953582 Iteration 25Q: 3 clusters Score -173020 nChanged 29 ComputeScore: Raw -176218.690167 + Penalty 3187.734176 = -173030.955991 Iteration 26Q: 3 clusters Score -173031 nChanged 28 ComputeScore: Raw -176229.568452 + Penalty 3187.734176 = -173041.834276 Iteration 27Q: 3 clusters Score -173041.8 nChanged 27 ComputeScore: Raw -176239.576457 + Penalty 3187.734176 = -173051.842281 Iteration 28Q: 3 clusters Score -173051.8 nChanged 22 ComputeScore: Raw -176249.903823 + Penalty 3187.734176 = -173062.169647 Iteration 29Q: 3 clusters Score -173062.2 nChanged 25 ComputeScore: Raw -176261.262696 + Penalty 3187.734176 = -173073.528520 Iteration 30Q: 3 clusters Score -173073.5 nChanged 24 ComputeScore: Raw -176270.794048 + Penalty 3187.734176 = -173083.059872 Iteration 31Q: 3 clusters Score -173083.1 nChanged 17 ComputeScore: Raw -176275.300093 + Penalty 3187.734176 = -173087.565917 Iteration 32Q: 3 clusters Score -173087.6 nChanged 8 ComputeScore: Raw -176277.531993 + Penalty 3187.734176 = -173089.797817 Iteration 33Q: 3 clusters Score -173089.8 nChanged 4 ComputeScore: Raw -176278.736880 + Penalty 3187.734176 = -173091.002704 Iteration 34Q: 3 clusters Score -173091 nChanged 5 ComputeScore: Raw -176279.946295 + Penalty 3187.734176 = -173092.212119 Iteration 35Q: 3 clusters Score -173092.2 nChanged 6 ComputeScore: Raw -176281.751622 + Penalty 3187.734176 = -173094.017446 Iteration 36Q: 3 clusters Score -173094 nChanged 7 ComputeScore: Raw -176284.315456 + Penalty 3187.734176 = -173096.581280 Iteration 37Q: 3 clusters Score -173096.6 nChanged 10 ComputeScore: Raw -176286.927834 + Penalty 3187.734176 = -173099.193658 Iteration 38Q: 3 clusters Score -173099.2 nChanged 6 ComputeScore: Raw -176290.754278 + Penalty 3187.734176 = -173103.020102 Iteration 39Q: 3 clusters Score -173103 nChanged 8 ComputeScore: Raw -176293.130170 + Penalty 3187.734176 = -173105.395994 Iteration 40F: 3 clusters Score -173105.4 nChanged 4 ComputeScore: Raw -176293.896183 + Penalty 3187.734176 = -173106.162007 Iteration 41Q: 3 clusters Score -173106.2 nChanged 4 ComputeScore: Raw -176294.799976 + Penalty 3187.734176 = -173107.065800 Iteration 42Q: 3 clusters Score -173107.1 nChanged 2 ComputeScore: Raw -176295.158662 + Penalty 3187.734176 = -173107.424486 Iteration 43Q: 3 clusters Score -173107.4 nChanged 3 ComputeScore: Raw -176296.114944 + Penalty 3187.734176 = -173108.380768 Iteration 44Q: 3 clusters Score -173108.4 nChanged 3 ComputeScore: Raw -176296.905047 + Penalty 3187.734176 = -173109.170871 Iteration 45Q: 3 clusters Score -173109.2 nChanged 4 ComputeScore: Raw -176297.831738 + Penalty 3187.734176 = -173110.097562 Iteration 46Q: 3 clusters Score -173110.1 nChanged 3 ComputeScore: Raw -176298.597511 + Penalty 3187.734176 = -173110.863335 Iteration 47Q: 3 clusters Score -173110.9 nChanged 0 ComputeScore: Raw -176298.597511 + Penalty 3187.734176 = -173110.863335 Iteration 48F: 3 clusters Score -173110.9 nChanged 0 Trying to split cluster 12 (5694 points) Assigned 2 initial classes randomly. ComputeScore: Raw -216243.394003 + Penalty 1634.314803 = -214609.079201 Iteration 0F: 2 clusters Score -214609.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -213283.884226 + Penalty 3268.629605 = -210015.254620 Iteration 0F: 3 clusters Score -210015.3 nChanged 2288 ComputeScore: Raw -214524.195406 + Penalty 3268.629605 = -211255.565800 Iteration 1F: 3 clusters Score -211255.6 nChanged 392 ComputeScore: Raw -214694.675022 + Penalty 3268.629605 = -211426.045417 Iteration 2F: 3 clusters Score -211426 nChanged 249 ComputeScore: Raw -214787.118275 + Penalty 3268.629605 = -211518.488669 Iteration 3Q: 3 clusters Score -211518.5 nChanged 184 ComputeScore: Raw -214851.112758 + Penalty 3268.629605 = -211582.483153 Iteration 4Q: 3 clusters Score -211582.5 nChanged 128 ComputeScore: Raw -214894.991821 + Penalty 3268.629605 = -211626.362216 Iteration 5Q: 3 clusters Score -211626.4 nChanged 121 ComputeScore: Raw -214935.014086 + Penalty 3268.629605 = -211666.384480 Iteration 6Q: 3 clusters Score -211666.4 nChanged 98 ComputeScore: Raw -214970.233864 + Penalty 3268.629605 = -211701.604259 Iteration 7Q: 3 clusters Score -211701.6 nChanged 94 ComputeScore: Raw -215002.843916 + Penalty 3268.629605 = -211734.214311 Iteration 8Q: 3 clusters Score -211734.2 nChanged 109 ComputeScore: Raw -215042.575691 + Penalty 3268.629605 = -211773.946086 Iteration 9Q: 3 clusters Score -211773.9 nChanged 101 ComputeScore: Raw -215074.963175 + Penalty 3268.629605 = -211806.333570 Iteration 10Q: 3 clusters Score -211806.3 nChanged 103 ComputeScore: Raw -215118.465612 + Penalty 3268.629605 = -211849.836006 Iteration 11Q: 3 clusters Score -211849.8 nChanged 116 ComputeScore: Raw -215167.713823 + Penalty 3268.629605 = -211899.084218 Iteration 12Q: 3 clusters Score -211899.1 nChanged 128 ComputeScore: Raw -215228.654811 + Penalty 3268.629605 = -211960.025206 Iteration 13Q: 3 clusters Score -211960 nChanged 137 ComputeScore: Raw -215294.816362 + Penalty 3268.629605 = -212026.186756 Iteration 14Q: 3 clusters Score -212026.2 nChanged 140 ComputeScore: Raw -215378.761240 + Penalty 3268.629605 = -212110.131635 Iteration 15Q: 3 clusters Score -212110.1 nChanged 156 ComputeScore: Raw -215471.905745 + Penalty 3268.629605 = -212203.276140 Iteration 16Q: 3 clusters Score -212203.3 nChanged 169 ComputeScore: Raw -215586.779259 + Penalty 3268.629605 = -212318.149653 Iteration 17Q: 3 clusters Score -212318.1 nChanged 190 ComputeScore: Raw -215701.123458 + Penalty 3268.629605 = -212432.493852 Iteration 18Q: 3 clusters Score -212432.5 nChanged 163 ComputeScore: Raw -215786.620843 + Penalty 3268.629605 = -212517.991238 Iteration 19Q: 3 clusters Score -212518 nChanged 140 ComputeScore: Raw -215863.502841 + Penalty 3268.629605 = -212594.873236 Iteration 20F: 3 clusters Score -212594.9 nChanged 144 ComputeScore: Raw -215948.676136 + Penalty 3268.629605 = -212680.046530 Iteration 21Q: 3 clusters Score -212680 nChanged 125 ComputeScore: Raw -216008.172562 + Penalty 3268.629605 = -212739.542957 Iteration 22Q: 3 clusters Score -212739.5 nChanged 95 ComputeScore: Raw -216045.514502 + Penalty 3268.629605 = -212776.884897 Iteration 23Q: 3 clusters Score -212776.9 nChanged 82 ComputeScore: Raw -216076.406427 + Penalty 3268.629605 = -212807.776822 Iteration 24Q: 3 clusters Score -212807.8 nChanged 71 ComputeScore: Raw -216111.249855 + Penalty 3268.629605 = -212842.620250 Iteration 25Q: 3 clusters Score -212842.6 nChanged 76 ComputeScore: Raw -216152.112553 + Penalty 3268.629605 = -212883.482948 Iteration 26Q: 3 clusters Score -212883.5 nChanged 77 ComputeScore: Raw -216193.309615 + Penalty 3268.629605 = -212924.680010 Iteration 27Q: 3 clusters Score -212924.7 nChanged 74 ComputeScore: Raw -216228.191495 + Penalty 3268.629605 = -212959.561889 Iteration 28Q: 3 clusters Score -212959.6 nChanged 67 ComputeScore: Raw -216255.663613 + Penalty 3268.629605 = -212987.034008 Iteration 29Q: 3 clusters Score -212987 nChanged 56 ComputeScore: Raw -216280.797535 + Penalty 3268.629605 = -213012.167930 Iteration 30Q: 3 clusters Score -213012.2 nChanged 52 ComputeScore: Raw -216302.293580 + Penalty 3268.629605 = -213033.663975 Iteration 31Q: 3 clusters Score -213033.7 nChanged 43 ComputeScore: Raw -216318.070491 + Penalty 3268.629605 = -213049.440886 Iteration 32Q: 3 clusters Score -213049.4 nChanged 39 ComputeScore: Raw -216332.461509 + Penalty 3268.629605 = -213063.831904 Iteration 33Q: 3 clusters Score -213063.8 nChanged 33 ComputeScore: Raw -216346.175983 + Penalty 3268.629605 = -213077.546378 Iteration 34Q: 3 clusters Score -213077.5 nChanged 32 ComputeScore: Raw -216360.406152 + Penalty 3268.629605 = -213091.776546 Iteration 35Q: 3 clusters Score -213091.8 nChanged 34 ComputeScore: Raw -216377.472022 + Penalty 3268.629605 = -213108.842416 Iteration 36Q: 3 clusters Score -213108.8 nChanged 39 ComputeScore: Raw -216392.727144 + Penalty 3268.629605 = -213124.097539 Iteration 37Q: 3 clusters Score -213124.1 nChanged 42 ComputeScore: Raw -216407.429830 + Penalty 3268.629605 = -213138.800225 Iteration 38Q: 3 clusters Score -213138.8 nChanged 37 ComputeScore: Raw -216422.664278 + Penalty 3268.629605 = -213154.034673 Iteration 39Q: 3 clusters Score -213154 nChanged 35 ComputeScore: Raw -216434.284345 + Penalty 3268.629605 = -213165.654740 Iteration 40F: 3 clusters Score -213165.7 nChanged 26 ComputeScore: Raw -216444.896415 + Penalty 3268.629605 = -213176.266810 Iteration 41Q: 3 clusters Score -213176.3 nChanged 40 ComputeScore: Raw -216458.208615 + Penalty 3268.629605 = -213189.579010 Iteration 42Q: 3 clusters Score -213189.6 nChanged 28 ComputeScore: Raw -216464.452274 + Penalty 3268.629605 = -213195.822668 Iteration 43Q: 3 clusters Score -213195.8 nChanged 21 ComputeScore: Raw -216469.078669 + Penalty 3268.629605 = -213200.449064 Iteration 44Q: 3 clusters Score -213200.4 nChanged 14 ComputeScore: Raw -216472.004840 + Penalty 3268.629605 = -213203.375234 Iteration 45Q: 3 clusters Score -213203.4 nChanged 15 ComputeScore: Raw -216476.114052 + Penalty 3268.629605 = -213207.484447 Iteration 46Q: 3 clusters Score -213207.5 nChanged 15 ComputeScore: Raw -216480.126567 + Penalty 3268.629605 = -213211.496962 Iteration 47Q: 3 clusters Score -213211.5 nChanged 17 ComputeScore: Raw -216485.411493 + Penalty 3268.629605 = -213216.781888 Iteration 48Q: 3 clusters Score -213216.8 nChanged 14 ComputeScore: Raw -216488.771864 + Penalty 3268.629605 = -213220.142259 Iteration 49Q: 3 clusters Score -213220.1 nChanged 11 ComputeScore: Raw -216491.673822 + Penalty 3268.629605 = -213223.044217 Iteration 50Q: 3 clusters Score -213223 nChanged 8 ComputeScore: Raw -216493.886761 + Penalty 3268.629605 = -213225.257156 Iteration 51Q: 3 clusters Score -213225.3 nChanged 7 ComputeScore: Raw -216495.453963 + Penalty 3268.629605 = -213226.824358 Iteration 52Q: 3 clusters Score -213226.8 nChanged 4 ComputeScore: Raw -216496.399187 + Penalty 3268.629605 = -213227.769581 Iteration 53Q: 3 clusters Score -213227.8 nChanged 3 ComputeScore: Raw -216496.748477 + Penalty 3268.629605 = -213228.118872 Iteration 54Q: 3 clusters Score -213228.1 nChanged 5 ComputeScore: Raw -216497.593620 + Penalty 3268.629605 = -213228.964015 Iteration 55Q: 3 clusters Score -213229 nChanged 5 ComputeScore: Raw -216498.930142 + Penalty 3268.629605 = -213230.300537 Iteration 56Q: 3 clusters Score -213230.3 nChanged 3 ComputeScore: Raw -216499.776136 + Penalty 3268.629605 = -213231.146531 Iteration 57Q: 3 clusters Score -213231.1 nChanged 2 ComputeScore: Raw -216500.098866 + Penalty 3268.629605 = -213231.469260 Iteration 58Q: 3 clusters Score -213231.5 nChanged 3 ComputeScore: Raw -216500.621704 + Penalty 3268.629605 = -213231.992099 Iteration 59Q: 3 clusters Score -213232 nChanged 3 ComputeScore: Raw -216501.371354 + Penalty 3268.629605 = -213232.741748 Iteration 60F: 3 clusters Score -213232.7 nChanged 3 ComputeScore: Raw -216501.571718 + Penalty 3268.629605 = -213232.942112 Iteration 61Q: 3 clusters Score -213232.9 nChanged 3 ComputeScore: Raw -216502.194979 + Penalty 3268.629605 = -213233.565374 Iteration 62Q: 3 clusters Score -213233.6 nChanged 3 ComputeScore: Raw -216502.813634 + Penalty 3268.629605 = -213234.184029 Iteration 63Q: 3 clusters Score -213234.2 nChanged 3 ComputeScore: Raw -216503.844346 + Penalty 3268.629605 = -213235.214741 Iteration 64Q: 3 clusters Score -213235.2 nChanged 4 ComputeScore: Raw -216504.679201 + Penalty 3268.629605 = -213236.049596 Iteration 65Q: 3 clusters Score -213236 nChanged 3 ComputeScore: Raw -216505.079244 + Penalty 3268.629605 = -213236.449638 Iteration 66Q: 3 clusters Score -213236.4 nChanged 2 ComputeScore: Raw -216505.222698 + Penalty 3268.629605 = -213236.593093 Iteration 67Q: 3 clusters Score -213236.6 nChanged 0 ComputeScore: Raw -216505.222698 + Penalty 3268.629605 = -213236.593093 Iteration 68F: 3 clusters Score -213236.6 nChanged 0 Trying to split cluster 13 (6067 points) Assigned 2 initial classes randomly. ComputeScore: Raw -229978.145986 + Penalty 1646.307091 = -228331.838895 Iteration 0F: 2 clusters Score -228331.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -226773.851447 + Penalty 3292.614182 = -223481.237265 Iteration 0F: 3 clusters Score -223481.2 nChanged 2486 ComputeScore: Raw -228162.170999 + Penalty 3292.614182 = -224869.556817 Iteration 1F: 3 clusters Score -224869.6 nChanged 448 ComputeScore: Raw -228413.040544 + Penalty 3292.614182 = -225120.426363 Iteration 2F: 3 clusters Score -225120.4 nChanged 347 ComputeScore: Raw -228658.356859 + Penalty 3292.614182 = -225365.742677 Iteration 3F: 3 clusters Score -225365.7 nChanged 337 ComputeScore: Raw -228899.160579 + Penalty 3292.614182 = -225606.546398 Iteration 4F: 3 clusters Score -225606.5 nChanged 304 ComputeScore: Raw -229134.864821 + Penalty 3292.614182 = -225842.250639 Iteration 5F: 3 clusters Score -225842.3 nChanged 309 ComputeScore: Raw -229358.996703 + Penalty 3292.614182 = -226066.382522 Iteration 6F: 3 clusters Score -226066.4 nChanged 281 ComputeScore: Raw -229569.138738 + Penalty 3292.614182 = -226276.524557 Iteration 7Q: 3 clusters Score -226276.5 nChanged 265 ComputeScore: Raw -229745.990498 + Penalty 3292.614182 = -226453.376317 Iteration 8Q: 3 clusters Score -226453.4 nChanged 225 ComputeScore: Raw -229896.599797 + Penalty 3292.614182 = -226603.985616 Iteration 9Q: 3 clusters Score -226604 nChanged 198 ComputeScore: Raw -230047.824345 + Penalty 3292.614182 = -226755.210163 Iteration 10Q: 3 clusters Score -226755.2 nChanged 202 ComputeScore: Raw -230225.586575 + Penalty 3292.614182 = -226932.972393 Iteration 11Q: 3 clusters Score -226933 nChanged 208 ComputeScore: Raw -230396.333491 + Penalty 3292.614182 = -227103.719310 Iteration 12Q: 3 clusters Score -227103.7 nChanged 175 ComputeScore: Raw -230539.818785 + Penalty 3292.614182 = -227247.204603 Iteration 13Q: 3 clusters Score -227247.2 nChanged 146 ComputeScore: Raw -230661.677026 + Penalty 3292.614182 = -227369.062844 Iteration 14Q: 3 clusters Score -227369.1 nChanged 155 ComputeScore: Raw -230808.462389 + Penalty 3292.614182 = -227515.848207 Iteration 15Q: 3 clusters Score -227515.8 nChanged 161 ComputeScore: Raw -231002.639950 + Penalty 3292.614182 = -227710.025769 Iteration 16Q: 3 clusters Score -227710 nChanged 149 ComputeScore: Raw -231193.902383 + Penalty 3292.614182 = -227901.288201 Iteration 17Q: 3 clusters Score -227901.3 nChanged 145 ComputeScore: Raw -231352.123851 + Penalty 3292.614182 = -228059.509670 Iteration 18Q: 3 clusters Score -228059.5 nChanged 163 ComputeScore: Raw -231502.943177 + Penalty 3292.614182 = -228210.328995 Iteration 19Q: 3 clusters Score -228210.3 nChanged 161 ComputeScore: Raw -231667.322719 + Penalty 3292.614182 = -228374.708537 Iteration 20F: 3 clusters Score -228374.7 nChanged 180 ComputeScore: Raw -231920.218516 + Penalty 3292.614182 = -228627.604334 Iteration 21Q: 3 clusters Score -228627.6 nChanged 213 ComputeScore: Raw -232512.654024 + Penalty 3292.614182 = -229220.039843 Iteration 22Q: 3 clusters Score -229220 nChanged 265 ComputeScore: Raw -234825.329934 + Penalty 3292.614182 = -231532.715753 Iteration 23Q: 3 clusters Score -231532.7 nChanged 173 Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -234909.032554 + Penalty 3292.614182 = -231616.418372 Iteration 24Q: 3 clusters Score -231616.4 nChanged 43 ComputeScore: Raw -208843.794904 + Penalty 1646.307091 = -207197.487813 Iteration 25Q: 2 clusters Score -207197.5 nChanged 3189 ComputeScore: Raw -229978.145986 + Penalty 1646.307091 = -228331.838895 Iteration 26F: 2 clusters Score -228331.8 nChanged 0 Trying to split cluster 14 (7006 points) Assigned 2 initial classes randomly. ComputeScore: Raw -266451.193780 + Penalty 1673.504697 = -264777.689083 Iteration 0F: 2 clusters Score -264777.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -262722.401489 + Penalty 3347.009393 = -259375.392096 Iteration 0F: 3 clusters Score -259375.4 nChanged 2886 ComputeScore: Raw -264371.297638 + Penalty 3347.009393 = -261024.288245 Iteration 1F: 3 clusters Score -261024.3 nChanged 512 ComputeScore: Raw -264696.632780 + Penalty 3347.009393 = -261349.623387 Iteration 2F: 3 clusters Score -261349.6 nChanged 421 ComputeScore: Raw -264993.561760 + Penalty 3347.009393 = -261646.552367 Iteration 3F: 3 clusters Score -261646.6 nChanged 385 ComputeScore: Raw -265260.318386 + Penalty 3347.009393 = -261913.308993 Iteration 4F: 3 clusters Score -261913.3 nChanged 360 ComputeScore: Raw -265492.248426 + Penalty 3347.009393 = -262145.239033 Iteration 5F: 3 clusters Score -262145.2 nChanged 311 ComputeScore: Raw -265680.658271 + Penalty 3347.009393 = -262333.648878 Iteration 6Q: 3 clusters Score -262333.6 nChanged 264 ComputeScore: Raw -265859.951597 + Penalty 3347.009393 = -262512.942204 Iteration 7Q: 3 clusters Score -262512.9 nChanged 261 ComputeScore: Raw -266028.305788 + Penalty 3347.009393 = -262681.296395 Iteration 8Q: 3 clusters Score -262681.3 nChanged 245 ComputeScore: Raw -266198.107951 + Penalty 3347.009393 = -262851.098558 Iteration 9Q: 3 clusters Score -262851.1 nChanged 207 ComputeScore: Raw -266351.101580 + Penalty 3347.009393 = -263004.092187 Iteration 10Q: 3 clusters Score -263004.1 nChanged 174 ComputeScore: Raw -266460.237044 + Penalty 3347.009393 = -263113.227651 Iteration 11Q: 3 clusters Score -263113.2 nChanged 120 ComputeScore: Raw -266538.483184 + Penalty 3347.009393 = -263191.473791 Iteration 12Q: 3 clusters Score -263191.5 nChanged 106 ComputeScore: Raw -266601.486557 + Penalty 3347.009393 = -263254.477164 Iteration 13Q: 3 clusters Score -263254.5 nChanged 87 ComputeScore: Raw -266647.796108 + Penalty 3347.009393 = -263300.786715 Iteration 14Q: 3 clusters Score -263300.8 nChanged 64 ComputeScore: Raw -266681.755080 + Penalty 3347.009393 = -263334.745687 Iteration 15Q: 3 clusters Score -263334.7 nChanged 53 ComputeScore: Raw -266707.716085 + Penalty 3347.009393 = -263360.706692 Iteration 16Q: 3 clusters Score -263360.7 nChanged 55 ComputeScore: Raw -266737.063710 + Penalty 3347.009393 = -263390.054317 Iteration 17Q: 3 clusters Score -263390.1 nChanged 50 ComputeScore: Raw -266766.371662 + Penalty 3347.009393 = -263419.362269 Iteration 18Q: 3 clusters Score -263419.4 nChanged 58 ComputeScore: Raw -266797.789086 + Penalty 3347.009393 = -263450.779693 Iteration 19Q: 3 clusters Score -263450.8 nChanged 62 ComputeScore: Raw -266832.841645 + Penalty 3347.009393 = -263485.832252 Iteration 20F: 3 clusters Score -263485.8 nChanged 60 ComputeScore: Raw -266870.928563 + Penalty 3347.009393 = -263523.919170 Iteration 21Q: 3 clusters Score -263523.9 nChanged 68 ComputeScore: Raw -266926.988902 + Penalty 3347.009393 = -263579.979509 Iteration 22Q: 3 clusters Score -263580 nChanged 105 ComputeScore: Raw -267036.311404 + Penalty 3347.009393 = -263689.302011 Iteration 23Q: 3 clusters Score -263689.3 nChanged 140 ComputeScore: Raw -267251.200588 + Penalty 3347.009393 = -263904.191195 Iteration 24Q: 3 clusters Score -263904.2 nChanged 208 ComputeScore: Raw -267794.864198 + Penalty 3347.009393 = -264447.854805 Iteration 25Q: 3 clusters Score -264447.9 nChanged 323 ComputeScore: Raw -270338.005776 + Penalty 3347.009393 = -266990.996383 Iteration 26Q: 3 clusters Score -266991 nChanged 441 ComputeScore: Raw -323013.200099 + Penalty 3347.009393 = -319666.190706 Iteration 27F: 3 clusters Score -319666.2 nChanged 285 Unmasked E-step: Deleting class 2: covariance matrix is singular ComputeScore: Raw -323362.689639 + Penalty 3347.009393 = -320015.680246 Iteration 28Q: 3 clusters Score -320015.7 nChanged 0 ComputeScore: Raw 18632567897875827465912320.000000 + Penalty 1673.504697 = 18632567897875827465912320.000000 Iteration 29F: 2 clusters Score 1.863257e+25 nChanged 4781 ComputeScore: Raw -266451.193780 + Penalty 1673.504697 = -264777.689083 Iteration 30F: 2 clusters Score -264777.7 nChanged 0 Trying to split cluster 15 (6062 points) Assigned 2 initial classes randomly. ComputeScore: Raw -229666.500903 + Penalty 1646.151266 = -228020.349637 Iteration 0F: 2 clusters Score -228020.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -226501.163643 + Penalty 3292.302532 = -223208.861111 Iteration 0F: 3 clusters Score -223208.9 nChanged 2474 ComputeScore: Raw -227843.385976 + Penalty 3292.302532 = -224551.083444 Iteration 1F: 3 clusters Score -224551.1 nChanged 414 ComputeScore: Raw -228038.682592 + Penalty 3292.302532 = -224746.380060 Iteration 2F: 3 clusters Score -224746.4 nChanged 282 ComputeScore: Raw -228180.031930 + Penalty 3292.302532 = -224887.729398 Iteration 3Q: 3 clusters Score -224887.7 nChanged 265 ComputeScore: Raw -228314.111604 + Penalty 3292.302532 = -225021.809072 Iteration 4Q: 3 clusters Score -225021.8 nChanged 224 ComputeScore: Raw -228431.810644 + Penalty 3292.302532 = -225139.508112 Iteration 5Q: 3 clusters Score -225139.5 nChanged 205 ComputeScore: Raw -228530.878202 + Penalty 3292.302532 = -225238.575670 Iteration 6Q: 3 clusters Score -225238.6 nChanged 208 ComputeScore: Raw -228632.771139 + Penalty 3292.302532 = -225340.468607 Iteration 7Q: 3 clusters Score -225340.5 nChanged 229 ComputeScore: Raw -228761.298622 + Penalty 3292.302532 = -225468.996091 Iteration 8Q: 3 clusters Score -225469 nChanged 221 ComputeScore: Raw -228894.032442 + Penalty 3292.302532 = -225601.729910 Iteration 9Q: 3 clusters Score -225601.7 nChanged 232 ComputeScore: Raw -229018.464311 + Penalty 3292.302532 = -225726.161779 Iteration 10Q: 3 clusters Score -225726.2 nChanged 202 ComputeScore: Raw -229150.756274 + Penalty 3292.302532 = -225858.453742 Iteration 11Q: 3 clusters Score -225858.5 nChanged 213 ComputeScore: Raw -229310.484142 + Penalty 3292.302532 = -226018.181611 Iteration 12Q: 3 clusters Score -226018.2 nChanged 204 ComputeScore: Raw -229455.579942 + Penalty 3292.302532 = -226163.277411 Iteration 13Q: 3 clusters Score -226163.3 nChanged 182 ComputeScore: Raw -229579.642374 + Penalty 3292.302532 = -226287.339842 Iteration 14Q: 3 clusters Score -226287.3 nChanged 122 ComputeScore: Raw -229667.139776 + Penalty 3292.302532 = -226374.837244 Iteration 15Q: 3 clusters Score -226374.8 nChanged 110 ComputeScore: Raw -229746.097316 + Penalty 3292.302532 = -226453.794784 Iteration 16Q: 3 clusters Score -226453.8 nChanged 88 ComputeScore: Raw -229803.758192 + Penalty 3292.302532 = -226511.455660 Iteration 17Q: 3 clusters Score -226511.5 nChanged 68 ComputeScore: Raw -229853.172152 + Penalty 3292.302532 = -226560.869620 Iteration 18Q: 3 clusters Score -226560.9 nChanged 54 ComputeScore: Raw -229888.426528 + Penalty 3292.302532 = -226596.123996 Iteration 19Q: 3 clusters Score -226596.1 nChanged 40 ComputeScore: Raw -229915.529918 + Penalty 3292.302532 = -226623.227386 Iteration 20F: 3 clusters Score -226623.2 nChanged 30 ComputeScore: Raw -229933.624059 + Penalty 3292.302532 = -226641.321527 Iteration 21Q: 3 clusters Score -226641.3 nChanged 16 ComputeScore: Raw -229943.184352 + Penalty 3292.302532 = -226650.881820 Iteration 22Q: 3 clusters Score -226650.9 nChanged 27 ComputeScore: Raw -229960.049068 + Penalty 3292.302532 = -226667.746536 Iteration 23Q: 3 clusters Score -226667.7 nChanged 19 ComputeScore: Raw -229976.565271 + Penalty 3292.302532 = -226684.262739 Iteration 24Q: 3 clusters Score -226684.3 nChanged 21 ComputeScore: Raw -229995.139403 + Penalty 3292.302532 = -226702.836871 Iteration 25Q: 3 clusters Score -226702.8 nChanged 15 ComputeScore: Raw -230002.425724 + Penalty 3292.302532 = -226710.123192 Iteration 26Q: 3 clusters Score -226710.1 nChanged 7 ComputeScore: Raw -230005.459297 + Penalty 3292.302532 = -226713.156765 Iteration 27Q: 3 clusters Score -226713.2 nChanged 4 ComputeScore: Raw -230008.266103 + Penalty 3292.302532 = -226715.963571 Iteration 28Q: 3 clusters Score -226716 nChanged 5 ComputeScore: Raw -230011.608946 + Penalty 3292.302532 = -226719.306414 Iteration 29Q: 3 clusters Score -226719.3 nChanged 7 ComputeScore: Raw -230014.644918 + Penalty 3292.302532 = -226722.342386 Iteration 30Q: 3 clusters Score -226722.3 nChanged 7 ComputeScore: Raw -230017.673627 + Penalty 3292.302532 = -226725.371095 Iteration 31Q: 3 clusters Score -226725.4 nChanged 4 ComputeScore: Raw -230019.841101 + Penalty 3292.302532 = -226727.538569 Iteration 32Q: 3 clusters Score -226727.5 nChanged 1 ComputeScore: Raw -230020.074223 + Penalty 3292.302532 = -226727.771692 Iteration 33Q: 3 clusters Score -226727.8 nChanged 0 ComputeScore: Raw -230020.074223 + Penalty 3292.302532 = -226727.771692 Iteration 34F: 3 clusters Score -226727.8 nChanged 0 Trying to split cluster 16 (7251 points) Assigned 2 initial classes randomly. ComputeScore: Raw -274822.649898 + Penalty 1680.001093 = -273142.648805 Iteration 0F: 2 clusters Score -273142.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -270954.063541 + Penalty 3360.002185 = -267594.061356 Iteration 0F: 3 clusters Score -267594.1 nChanged 3012 ComputeScore: Raw -272567.017933 + Penalty 3360.002185 = -269207.015748 Iteration 1F: 3 clusters Score -269207 nChanged 508 ComputeScore: Raw -272829.184374 + Penalty 3360.002185 = -269469.182189 Iteration 2F: 3 clusters Score -269469.2 nChanged 448 ComputeScore: Raw -273117.326722 + Penalty 3360.002185 = -269757.324537 Iteration 3F: 3 clusters Score -269757.3 nChanged 394 ComputeScore: Raw -273398.600851 + Penalty 3360.002185 = -270038.598666 Iteration 4F: 3 clusters Score -270038.6 nChanged 385 ComputeScore: Raw -273651.765064 + Penalty 3360.002185 = -270291.762879 Iteration 5F: 3 clusters Score -270291.8 nChanged 369 ComputeScore: Raw -273895.228634 + Penalty 3360.002185 = -270535.226449 Iteration 6F: 3 clusters Score -270535.2 nChanged 327 ComputeScore: Raw -274062.407197 + Penalty 3360.002185 = -270702.405012 Iteration 7Q: 3 clusters Score -270702.4 nChanged 255 ComputeScore: Raw -274199.942855 + Penalty 3360.002185 = -270839.940670 Iteration 8Q: 3 clusters Score -270839.9 nChanged 226 ComputeScore: Raw -274335.938789 + Penalty 3360.002185 = -270975.936604 Iteration 9Q: 3 clusters Score -270975.9 nChanged 201 ComputeScore: Raw -274460.869387 + Penalty 3360.002185 = -271100.867202 Iteration 10Q: 3 clusters Score -271100.9 nChanged 180 ComputeScore: Raw -274571.333975 + Penalty 3360.002185 = -271211.331790 Iteration 11Q: 3 clusters Score -271211.3 nChanged 167 ComputeScore: Raw -274668.148564 + Penalty 3360.002185 = -271308.146379 Iteration 12Q: 3 clusters Score -271308.1 nChanged 136 ComputeScore: Raw -274742.588610 + Penalty 3360.002185 = -271382.586425 Iteration 13Q: 3 clusters Score -271382.6 nChanged 112 ComputeScore: Raw -274791.176872 + Penalty 3360.002185 = -271431.174687 Iteration 14Q: 3 clusters Score -271431.2 nChanged 81 ComputeScore: Raw -274822.446795 + Penalty 3360.002185 = -271462.444610 Iteration 15Q: 3 clusters Score -271462.4 nChanged 66 ComputeScore: Raw -274849.304491 + Penalty 3360.002185 = -271489.302306 Iteration 16Q: 3 clusters Score -271489.3 nChanged 50 ComputeScore: Raw -274865.896695 + Penalty 3360.002185 = -271505.894510 Iteration 17Q: 3 clusters Score -271505.9 nChanged 38 ComputeScore: Raw -274881.217269 + Penalty 3360.002185 = -271521.215084 Iteration 18Q: 3 clusters Score -271521.2 nChanged 39 ComputeScore: Raw -274894.546767 + Penalty 3360.002185 = -271534.544582 Iteration 19Q: 3 clusters Score -271534.5 nChanged 46 ComputeScore: Raw -274911.006085 + Penalty 3360.002185 = -271551.003900 Iteration 20F: 3 clusters Score -271551 nChanged 35 ComputeScore: Raw -274919.545469 + Penalty 3360.002185 = -271559.543284 Iteration 21Q: 3 clusters Score -271559.5 nChanged 30 ComputeScore: Raw -274926.108290 + Penalty 3360.002185 = -271566.106104 Iteration 22Q: 3 clusters Score -271566.1 nChanged 31 ComputeScore: Raw -274932.332978 + Penalty 3360.002185 = -271572.330793 Iteration 23Q: 3 clusters Score -271572.3 nChanged 22 ComputeScore: Raw -274937.687221 + Penalty 3360.002185 = -271577.685036 Iteration 24Q: 3 clusters Score -271577.7 nChanged 22 ComputeScore: Raw -274941.757375 + Penalty 3360.002185 = -271581.755190 Iteration 25Q: 3 clusters Score -271581.8 nChanged 13 ComputeScore: Raw -274944.684740 + Penalty 3360.002185 = -271584.682555 Iteration 26Q: 3 clusters Score -271584.7 nChanged 12 ComputeScore: Raw -274947.531423 + Penalty 3360.002185 = -271587.529238 Iteration 27Q: 3 clusters Score -271587.5 nChanged 12 ComputeScore: Raw -274950.597264 + Penalty 3360.002185 = -271590.595079 Iteration 28Q: 3 clusters Score -271590.6 nChanged 12 ComputeScore: Raw -274953.251899 + Penalty 3360.002185 = -271593.249714 Iteration 29Q: 3 clusters Score -271593.2 nChanged 9 ComputeScore: Raw -274954.888443 + Penalty 3360.002185 = -271594.886258 Iteration 30Q: 3 clusters Score -271594.9 nChanged 13 ComputeScore: Raw -274957.445157 + Penalty 3360.002185 = -271597.442972 Iteration 31Q: 3 clusters Score -271597.4 nChanged 8 ComputeScore: Raw -274959.231895 + Penalty 3360.002185 = -271599.229710 Iteration 32Q: 3 clusters Score -271599.2 nChanged 12 ComputeScore: Raw -274961.607519 + Penalty 3360.002185 = -271601.605334 Iteration 33Q: 3 clusters Score -271601.6 nChanged 11 ComputeScore: Raw -274963.420654 + Penalty 3360.002185 = -271603.418469 Iteration 34Q: 3 clusters Score -271603.4 nChanged 8 ComputeScore: Raw -274964.999169 + Penalty 3360.002185 = -271604.996984 Iteration 35Q: 3 clusters Score -271605 nChanged 5 ComputeScore: Raw -274965.993903 + Penalty 3360.002185 = -271605.991718 Iteration 36Q: 3 clusters Score -271606 nChanged 4 ComputeScore: Raw -274966.709961 + Penalty 3360.002185 = -271606.707776 Iteration 37Q: 3 clusters Score -271606.7 nChanged 8 ComputeScore: Raw -274969.034928 + Penalty 3360.002185 = -271609.032743 Iteration 38Q: 3 clusters Score -271609 nChanged 13 ComputeScore: Raw -274973.048295 + Penalty 3360.002185 = -271613.046110 Iteration 39Q: 3 clusters Score -271613 nChanged 19 ComputeScore: Raw -274978.184089 + Penalty 3360.002185 = -271618.181904 Iteration 40F: 3 clusters Score -271618.2 nChanged 16 ComputeScore: Raw -274981.136726 + Penalty 3360.002185 = -271621.134541 Iteration 41Q: 3 clusters Score -271621.1 nChanged 15 ComputeScore: Raw -274983.851334 + Penalty 3360.002185 = -271623.849149 Iteration 42Q: 3 clusters Score -271623.8 nChanged 14 ComputeScore: Raw -274986.995864 + Penalty 3360.002185 = -271626.993679 Iteration 43Q: 3 clusters Score -271627 nChanged 15 ComputeScore: Raw -274990.173191 + Penalty 3360.002185 = -271630.171006 Iteration 44Q: 3 clusters Score -271630.2 nChanged 18 ComputeScore: Raw -274994.627153 + Penalty 3360.002185 = -271634.624968 Iteration 45Q: 3 clusters Score -271634.6 nChanged 13 ComputeScore: Raw -274997.776377 + Penalty 3360.002185 = -271637.774192 Iteration 46Q: 3 clusters Score -271637.8 nChanged 15 ComputeScore: Raw -275001.115600 + Penalty 3360.002185 = -271641.113415 Iteration 47Q: 3 clusters Score -271641.1 nChanged 8 ComputeScore: Raw -275003.974968 + Penalty 3360.002185 = -271643.972783 Iteration 48Q: 3 clusters Score -271644 nChanged 8 ComputeScore: Raw -275006.137752 + Penalty 3360.002185 = -271646.135567 Iteration 49Q: 3 clusters Score -271646.1 nChanged 8 ComputeScore: Raw -275008.105780 + Penalty 3360.002185 = -271648.103595 Iteration 50Q: 3 clusters Score -271648.1 nChanged 9 ComputeScore: Raw -275010.047683 + Penalty 3360.002185 = -271650.045498 Iteration 51Q: 3 clusters Score -271650 nChanged 10 ComputeScore: Raw -275012.413852 + Penalty 3360.002185 = -271652.411667 Iteration 52Q: 3 clusters Score -271652.4 nChanged 6 ComputeScore: Raw -275013.883722 + Penalty 3360.002185 = -271653.881537 Iteration 53Q: 3 clusters Score -271653.9 nChanged 7 ComputeScore: Raw -275016.290054 + Penalty 3360.002185 = -271656.287869 Iteration 54Q: 3 clusters Score -271656.3 nChanged 13 ComputeScore: Raw -275021.265036 + Penalty 3360.002185 = -271661.262851 Iteration 55Q: 3 clusters Score -271661.3 nChanged 13 ComputeScore: Raw -275024.198148 + Penalty 3360.002185 = -271664.195963 Iteration 56Q: 3 clusters Score -271664.2 nChanged 11 ComputeScore: Raw -275027.677727 + Penalty 3360.002185 = -271667.675542 Iteration 57Q: 3 clusters Score -271667.7 nChanged 13 ComputeScore: Raw -275032.053372 + Penalty 3360.002185 = -271672.051187 Iteration 58Q: 3 clusters Score -271672.1 nChanged 17 ComputeScore: Raw -275036.849545 + Penalty 3360.002185 = -271676.847360 Iteration 59Q: 3 clusters Score -271676.8 nChanged 20 ComputeScore: Raw -275041.788430 + Penalty 3360.002185 = -271681.786245 Iteration 60F: 3 clusters Score -271681.8 nChanged 17 ComputeScore: Raw -275047.171467 + Penalty 3360.002185 = -271687.169282 Iteration 61Q: 3 clusters Score -271687.2 nChanged 17 ComputeScore: Raw -275051.782978 + Penalty 3360.002185 = -271691.780793 Iteration 62Q: 3 clusters Score -271691.8 nChanged 16 ComputeScore: Raw -275056.193902 + Penalty 3360.002185 = -271696.191717 Iteration 63Q: 3 clusters Score -271696.2 nChanged 12 ComputeScore: Raw -275059.898389 + Penalty 3360.002185 = -271699.896204 Iteration 64Q: 3 clusters Score -271699.9 nChanged 17 ComputeScore: Raw -275063.958476 + Penalty 3360.002185 = -271703.956291 Iteration 65Q: 3 clusters Score -271704 nChanged 12 ComputeScore: Raw -275066.830777 + Penalty 3360.002185 = -271706.828592 Iteration 66Q: 3 clusters Score -271706.8 nChanged 9 ComputeScore: Raw -275069.235422 + Penalty 3360.002185 = -271709.233237 Iteration 67Q: 3 clusters Score -271709.2 nChanged 6 ComputeScore: Raw -275070.274388 + Penalty 3360.002185 = -271710.272203 Iteration 68Q: 3 clusters Score -271710.3 nChanged 4 ComputeScore: Raw -275071.208494 + Penalty 3360.002185 = -271711.206309 Iteration 69Q: 3 clusters Score -271711.2 nChanged 5 ComputeScore: Raw -275072.594219 + Penalty 3360.002185 = -271712.592034 Iteration 70Q: 3 clusters Score -271712.6 nChanged 9 ComputeScore: Raw -275074.523420 + Penalty 3360.002185 = -271714.521235 Iteration 71Q: 3 clusters Score -271714.5 nChanged 9 ComputeScore: Raw -275076.662912 + Penalty 3360.002185 = -271716.660727 Iteration 72Q: 3 clusters Score -271716.7 nChanged 10 ComputeScore: Raw -275078.468271 + Penalty 3360.002185 = -271718.466086 Iteration 73Q: 3 clusters Score -271718.5 nChanged 10 ComputeScore: Raw -275080.147529 + Penalty 3360.002185 = -271720.145344 Iteration 74Q: 3 clusters Score -271720.1 nChanged 8 ComputeScore: Raw -275081.280101 + Penalty 3360.002185 = -271721.277916 Iteration 75Q: 3 clusters Score -271721.3 nChanged 8 ComputeScore: Raw -275082.474273 + Penalty 3360.002185 = -271722.472088 Iteration 76Q: 3 clusters Score -271722.5 nChanged 6 ComputeScore: Raw -275083.470033 + Penalty 3360.002185 = -271723.467848 Iteration 77Q: 3 clusters Score -271723.5 nChanged 4 ComputeScore: Raw -275084.777968 + Penalty 3360.002185 = -271724.775783 Iteration 78Q: 3 clusters Score -271724.8 nChanged 8 ComputeScore: Raw -275087.168449 + Penalty 3360.002185 = -271727.166264 Iteration 79Q: 3 clusters Score -271727.2 nChanged 4 ComputeScore: Raw -275088.464256 + Penalty 3360.002185 = -271728.462071 Iteration 80F: 3 clusters Score -271728.5 nChanged 7 ComputeScore: Raw -275091.144546 + Penalty 3360.002185 = -271731.142361 Iteration 81Q: 3 clusters Score -271731.1 nChanged 9 ComputeScore: Raw -275094.459698 + Penalty 3360.002185 = -271734.457513 Iteration 82Q: 3 clusters Score -271734.5 nChanged 10 ComputeScore: Raw -275097.584882 + Penalty 3360.002185 = -271737.582697 Iteration 83Q: 3 clusters Score -271737.6 nChanged 15 ComputeScore: Raw -275101.632080 + Penalty 3360.002185 = -271741.629895 Iteration 84Q: 3 clusters Score -271741.6 nChanged 11 ComputeScore: Raw -275104.699931 + Penalty 3360.002185 = -271744.697746 Iteration 85Q: 3 clusters Score -271744.7 nChanged 12 ComputeScore: Raw -275108.581142 + Penalty 3360.002185 = -271748.578957 Iteration 86Q: 3 clusters Score -271748.6 nChanged 8 ComputeScore: Raw -275111.587982 + Penalty 3360.002185 = -271751.585797 Iteration 87Q: 3 clusters Score -271751.6 nChanged 11 ComputeScore: Raw -275116.374494 + Penalty 3360.002185 = -271756.372309 Iteration 88Q: 3 clusters Score -271756.4 nChanged 9 ComputeScore: Raw -275121.418506 + Penalty 3360.002185 = -271761.416321 Iteration 89Q: 3 clusters Score -271761.4 nChanged 14 ComputeScore: Raw -275126.100135 + Penalty 3360.002185 = -271766.097950 Iteration 90Q: 3 clusters Score -271766.1 nChanged 11 ComputeScore: Raw -275129.699485 + Penalty 3360.002185 = -271769.697300 Iteration 91Q: 3 clusters Score -271769.7 nChanged 5 ComputeScore: Raw -275131.257687 + Penalty 3360.002185 = -271771.255502 Iteration 92Q: 3 clusters Score -271771.3 nChanged 4 ComputeScore: Raw -275131.954813 + Penalty 3360.002185 = -271771.952628 Iteration 93Q: 3 clusters Score -271772 nChanged 2 ComputeScore: Raw -275132.411378 + Penalty 3360.002185 = -271772.409193 Iteration 94Q: 3 clusters Score -271772.4 nChanged 1 ComputeScore: Raw -275132.507499 + Penalty 3360.002185 = -271772.505314 Iteration 95Q: 3 clusters Score -271772.5 nChanged 0 ComputeScore: Raw -275132.507499 + Penalty 3360.002185 = -271772.505314 Iteration 96F: 3 clusters Score -271772.5 nChanged 0 Trying to split cluster 17 (5155 points) Assigned 2 initial classes randomly. ComputeScore: Raw -192643.249977 + Penalty 1615.519533 = -191027.730444 Iteration 0F: 2 clusters Score -191027.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -189988.117700 + Penalty 3231.039066 = -186757.078634 Iteration 0F: 3 clusters Score -186757.1 nChanged 2075 ComputeScore: Raw -191229.691301 + Penalty 3231.039066 = -187998.652235 Iteration 1F: 3 clusters Score -187998.7 nChanged 385 ComputeScore: Raw -191443.438759 + Penalty 3231.039066 = -188212.399693 Iteration 2F: 3 clusters Score -188212.4 nChanged 248 ComputeScore: Raw -191563.386028 + Penalty 3231.039066 = -188332.346962 Iteration 3Q: 3 clusters Score -188332.3 nChanged 193 ComputeScore: Raw -191652.575288 + Penalty 3231.039066 = -188421.536222 Iteration 4Q: 3 clusters Score -188421.5 nChanged 172 ComputeScore: Raw -191725.538047 + Penalty 3231.039066 = -188494.498981 Iteration 5Q: 3 clusters Score -188494.5 nChanged 138 ComputeScore: Raw -191791.879655 + Penalty 3231.039066 = -188560.840589 Iteration 6Q: 3 clusters Score -188560.8 nChanged 125 ComputeScore: Raw -191852.054662 + Penalty 3231.039066 = -188621.015596 Iteration 7Q: 3 clusters Score -188621 nChanged 115 ComputeScore: Raw -191901.984632 + Penalty 3231.039066 = -188670.945566 Iteration 8Q: 3 clusters Score -188670.9 nChanged 101 ComputeScore: Raw -191944.212729 + Penalty 3231.039066 = -188713.173663 Iteration 9Q: 3 clusters Score -188713.2 nChanged 103 ComputeScore: Raw -191989.507753 + Penalty 3231.039066 = -188758.468687 Iteration 10Q: 3 clusters Score -188758.5 nChanged 107 ComputeScore: Raw -192049.859434 + Penalty 3231.039066 = -188818.820368 Iteration 11Q: 3 clusters Score -188818.8 nChanged 116 ComputeScore: Raw -192127.078892 + Penalty 3231.039066 = -188896.039826 Iteration 12Q: 3 clusters Score -188896 nChanged 125 ComputeScore: Raw -192257.861132 + Penalty 3231.039066 = -189026.822066 Iteration 13Q: 3 clusters Score -189026.8 nChanged 155 ComputeScore: Raw -192386.983927 + Penalty 3231.039066 = -189155.944861 Iteration 14Q: 3 clusters Score -189155.9 nChanged 143 ComputeScore: Raw -192499.642054 + Penalty 3231.039066 = -189268.602988 Iteration 15Q: 3 clusters Score -189268.6 nChanged 138 ComputeScore: Raw -192578.662961 + Penalty 3231.039066 = -189347.623895 Iteration 16Q: 3 clusters Score -189347.6 nChanged 93 ComputeScore: Raw -192631.379126 + Penalty 3231.039066 = -189400.340060 Iteration 17Q: 3 clusters Score -189400.3 nChanged 93 ComputeScore: Raw -192673.920339 + Penalty 3231.039066 = -189442.881273 Iteration 18Q: 3 clusters Score -189442.9 nChanged 68 ComputeScore: Raw -192706.058594 + Penalty 3231.039066 = -189475.019528 Iteration 19Q: 3 clusters Score -189475 nChanged 54 ComputeScore: Raw -192730.827443 + Penalty 3231.039066 = -189499.788377 Iteration 20F: 3 clusters Score -189499.8 nChanged 53 ComputeScore: Raw -192750.065002 + Penalty 3231.039066 = -189519.025936 Iteration 21Q: 3 clusters Score -189519 nChanged 45 ComputeScore: Raw -192766.353511 + Penalty 3231.039066 = -189535.314445 Iteration 22Q: 3 clusters Score -189535.3 nChanged 55 ComputeScore: Raw -192791.255843 + Penalty 3231.039066 = -189560.216777 Iteration 23Q: 3 clusters Score -189560.2 nChanged 41 ComputeScore: Raw -192807.806725 + Penalty 3231.039066 = -189576.767659 Iteration 24Q: 3 clusters Score -189576.8 nChanged 34 ComputeScore: Raw -192821.336768 + Penalty 3231.039066 = -189590.297702 Iteration 25Q: 3 clusters Score -189590.3 nChanged 43 ComputeScore: Raw -192837.018731 + Penalty 3231.039066 = -189605.979665 Iteration 26Q: 3 clusters Score -189606 nChanged 36 ComputeScore: Raw -192853.339529 + Penalty 3231.039066 = -189622.300463 Iteration 27Q: 3 clusters Score -189622.3 nChanged 40 ComputeScore: Raw -192870.016693 + Penalty 3231.039066 = -189638.977628 Iteration 28Q: 3 clusters Score -189639 nChanged 35 ComputeScore: Raw -192878.730528 + Penalty 3231.039066 = -189647.691462 Iteration 29Q: 3 clusters Score -189647.7 nChanged 24 ComputeScore: Raw -192886.576064 + Penalty 3231.039066 = -189655.536998 Iteration 30Q: 3 clusters Score -189655.5 nChanged 20 ComputeScore: Raw -192894.263812 + Penalty 3231.039066 = -189663.224747 Iteration 31Q: 3 clusters Score -189663.2 nChanged 29 ComputeScore: Raw -192906.939143 + Penalty 3231.039066 = -189675.900077 Iteration 32Q: 3 clusters Score -189675.9 nChanged 30 ComputeScore: Raw -192917.199381 + Penalty 3231.039066 = -189686.160315 Iteration 33Q: 3 clusters Score -189686.2 nChanged 26 ComputeScore: Raw -192925.960225 + Penalty 3231.039066 = -189694.921159 Iteration 34Q: 3 clusters Score -189694.9 nChanged 16 ComputeScore: Raw -192931.042224 + Penalty 3231.039066 = -189700.003158 Iteration 35Q: 3 clusters Score -189700 nChanged 21 ComputeScore: Raw -192936.315478 + Penalty 3231.039066 = -189705.276412 Iteration 36Q: 3 clusters Score -189705.3 nChanged 15 ComputeScore: Raw -192941.002764 + Penalty 3231.039066 = -189709.963698 Iteration 37Q: 3 clusters Score -189710 nChanged 11 ComputeScore: Raw -192943.734003 + Penalty 3231.039066 = -189712.694937 Iteration 38Q: 3 clusters Score -189712.7 nChanged 9 ComputeScore: Raw -192945.999624 + Penalty 3231.039066 = -189714.960558 Iteration 39Q: 3 clusters Score -189715 nChanged 2 ComputeScore: Raw -192946.420527 + Penalty 3231.039066 = -189715.381461 Iteration 40F: 3 clusters Score -189715.4 nChanged 6 ComputeScore: Raw -192947.520187 + Penalty 3231.039066 = -189716.481121 Iteration 41Q: 3 clusters Score -189716.5 nChanged 1 ComputeScore: Raw -192947.613716 + Penalty 3231.039066 = -189716.574650 Iteration 42Q: 3 clusters Score -189716.6 nChanged 1 ComputeScore: Raw -192947.750674 + Penalty 3231.039066 = -189716.711608 Iteration 43Q: 3 clusters Score -189716.7 nChanged 0 ComputeScore: Raw -192947.750674 + Penalty 3231.039066 = -189716.711608 Iteration 44F: 3 clusters Score -189716.7 nChanged 0 Trying to split cluster 18 (6762 points) Assigned 2 initial classes randomly. ComputeScore: Raw -251578.246411 + Penalty 1666.804983 = -249911.441429 Iteration 0F: 2 clusters Score -249911.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -248071.544949 + Penalty 3333.609966 = -244737.934984 Iteration 0F: 3 clusters Score -244737.9 nChanged 2753 ComputeScore: Raw -249537.806153 + Penalty 3333.609966 = -246204.196187 Iteration 1F: 3 clusters Score -246204.2 nChanged 492 ComputeScore: Raw -249822.440797 + Penalty 3333.609966 = -246488.830832 Iteration 2F: 3 clusters Score -246488.8 nChanged 412 ComputeScore: Raw -250074.720346 + Penalty 3333.609966 = -246741.110380 Iteration 3F: 3 clusters Score -246741.1 nChanged 378 ComputeScore: Raw -250322.818077 + Penalty 3333.609966 = -246989.208112 Iteration 4F: 3 clusters Score -246989.2 nChanged 364 ComputeScore: Raw -250554.023734 + Penalty 3333.609966 = -247220.413769 Iteration 5F: 3 clusters Score -247220.4 nChanged 304 ComputeScore: Raw -250727.871540 + Penalty 3333.609966 = -247394.261575 Iteration 6Q: 3 clusters Score -247394.3 nChanged 280 ComputeScore: Raw -250923.276458 + Penalty 3333.609966 = -247589.666492 Iteration 7Q: 3 clusters Score -247589.7 nChanged 265 ComputeScore: Raw -251160.686510 + Penalty 3333.609966 = -247827.076544 Iteration 8Q: 3 clusters Score -247827.1 nChanged 308 ComputeScore: Raw -251530.473220 + Penalty 3333.609966 = -248196.863254 Iteration 9Q: 3 clusters Score -248196.9 nChanged 333 ComputeScore: Raw -252064.767968 + Penalty 3333.609966 = -248731.158002 Iteration 10Q: 3 clusters Score -248731.2 nChanged 356 ComputeScore: Raw -252710.881371 + Penalty 3333.609966 = -249377.271406 Iteration 11F: 3 clusters Score -249377.3 nChanged 348 ComputeScore: Raw -253273.753269 + Penalty 3333.609966 = -249940.143304 Iteration 12F: 3 clusters Score -249940.1 nChanged 327 ComputeScore: Raw -253910.198225 + Penalty 3333.609966 = -250576.588259 Iteration 13Q: 3 clusters Score -250576.6 nChanged 368 ComputeScore: Raw -255585.565351 + Penalty 3333.609966 = -252251.955386 Iteration 14F: 3 clusters Score -252252 nChanged 324 ComputeScore: Raw -264999.416293 + Penalty 3333.609966 = -261665.806327 Iteration 15Q: 3 clusters Score -261665.8 nChanged 110 Unmasked E-step: Deleting class 2: covariance matrix is singular ComputeScore: Raw -264970.606712 + Penalty 3333.609966 = -261636.996746 Iteration 16Q: 3 clusters Score -261637 nChanged 2 ComputeScore: Raw -221419.544852 + Penalty 1666.804983 = -219752.739870 Iteration 17F: 2 clusters Score -219752.7 nChanged 3537 ComputeScore: Raw -251578.246411 + Penalty 1666.804983 = -249911.441429 Iteration 18F: 2 clusters Score -249911.4 nChanged 0 Trying to split cluster 19 (2635 points) Assigned 2 initial classes randomly. ComputeScore: Raw -102801.799057 + Penalty 1488.684669 = -101313.114388 Iteration 0F: 2 clusters Score -101313.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -101644.693568 + Penalty 2977.369338 = -98667.324230 Iteration 0F: 3 clusters Score -98667.32 nChanged 915 ComputeScore: Raw -102196.169294 + Penalty 2977.369338 = -99218.799956 Iteration 1F: 3 clusters Score -99218.8 nChanged 200 ComputeScore: Raw -102328.855865 + Penalty 2977.369338 = -99351.486527 Iteration 2F: 3 clusters Score -99351.49 nChanged 112 ComputeScore: Raw -102399.021705 + Penalty 2977.369338 = -99421.652366 Iteration 3Q: 3 clusters Score -99421.65 nChanged 88 ComputeScore: Raw -102449.286684 + Penalty 2977.369338 = -99471.917345 Iteration 4Q: 3 clusters Score -99471.92 nChanged 61 ComputeScore: Raw -102479.186255 + Penalty 2977.369338 = -99501.816917 Iteration 5Q: 3 clusters Score -99501.82 nChanged 58 ComputeScore: Raw -102509.063870 + Penalty 2977.369338 = -99531.694532 Iteration 6Q: 3 clusters Score -99531.69 nChanged 42 ComputeScore: Raw -102530.606506 + Penalty 2977.369338 = -99553.237168 Iteration 7Q: 3 clusters Score -99553.24 nChanged 37 ComputeScore: Raw -102552.256261 + Penalty 2977.369338 = -99574.886923 Iteration 8Q: 3 clusters Score -99574.89 nChanged 28 ComputeScore: Raw -102566.602413 + Penalty 2977.369338 = -99589.233075 Iteration 9Q: 3 clusters Score -99589.23 nChanged 37 ComputeScore: Raw -102586.109829 + Penalty 2977.369338 = -99608.740490 Iteration 10Q: 3 clusters Score -99608.74 nChanged 29 ComputeScore: Raw -102600.987117 + Penalty 2977.369338 = -99623.617779 Iteration 11Q: 3 clusters Score -99623.62 nChanged 27 ComputeScore: Raw -102613.495312 + Penalty 2977.369338 = -99636.125974 Iteration 12Q: 3 clusters Score -99636.13 nChanged 21 ComputeScore: Raw -102621.396426 + Penalty 2977.369338 = -99644.027088 Iteration 13Q: 3 clusters Score -99644.03 nChanged 17 ComputeScore: Raw -102630.729631 + Penalty 2977.369338 = -99653.360292 Iteration 14Q: 3 clusters Score -99653.36 nChanged 22 ComputeScore: Raw -102642.671490 + Penalty 2977.369338 = -99665.302151 Iteration 15Q: 3 clusters Score -99665.3 nChanged 20 ComputeScore: Raw -102652.807793 + Penalty 2977.369338 = -99675.438455 Iteration 16Q: 3 clusters Score -99675.44 nChanged 25 ComputeScore: Raw -102667.686903 + Penalty 2977.369338 = -99690.317564 Iteration 17Q: 3 clusters Score -99690.32 nChanged 29 ComputeScore: Raw -102689.135660 + Penalty 2977.369338 = -99711.766322 Iteration 18Q: 3 clusters Score -99711.77 nChanged 29 ComputeScore: Raw -102706.611140 + Penalty 2977.369338 = -99729.241802 Iteration 19Q: 3 clusters Score -99729.24 nChanged 29 ComputeScore: Raw -102723.597022 + Penalty 2977.369338 = -99746.227684 Iteration 20F: 3 clusters Score -99746.23 nChanged 26 ComputeScore: Raw -102736.144293 + Penalty 2977.369338 = -99758.774955 Iteration 21Q: 3 clusters Score -99758.77 nChanged 21 ComputeScore: Raw -102745.987260 + Penalty 2977.369338 = -99768.617922 Iteration 22Q: 3 clusters Score -99768.62 nChanged 17 ComputeScore: Raw -102755.194900 + Penalty 2977.369338 = -99777.825562 Iteration 23Q: 3 clusters Score -99777.83 nChanged 15 ComputeScore: Raw -102761.837579 + Penalty 2977.369338 = -99784.468240 Iteration 24Q: 3 clusters Score -99784.47 nChanged 12 ComputeScore: Raw -102767.349601 + Penalty 2977.369338 = -99789.980263 Iteration 25Q: 3 clusters Score -99789.98 nChanged 6 ComputeScore: Raw -102771.062008 + Penalty 2977.369338 = -99793.692669 Iteration 26Q: 3 clusters Score -99793.69 nChanged 10 ComputeScore: Raw -102777.326300 + Penalty 2977.369338 = -99799.956961 Iteration 27Q: 3 clusters Score -99799.96 nChanged 11 ComputeScore: Raw -102785.549531 + Penalty 2977.369338 = -99808.180193 Iteration 28Q: 3 clusters Score -99808.18 nChanged 16 ComputeScore: Raw -102793.678128 + Penalty 2977.369338 = -99816.308790 Iteration 29Q: 3 clusters Score -99816.31 nChanged 19 ComputeScore: Raw -102806.574424 + Penalty 2977.369338 = -99829.205086 Iteration 30Q: 3 clusters Score -99829.21 nChanged 20 ComputeScore: Raw -102819.997102 + Penalty 2977.369338 = -99842.627764 Iteration 31Q: 3 clusters Score -99842.63 nChanged 17 ComputeScore: Raw -102830.839919 + Penalty 2977.369338 = -99853.470581 Iteration 32Q: 3 clusters Score -99853.47 nChanged 16 ComputeScore: Raw -102840.653795 + Penalty 2977.369338 = -99863.284457 Iteration 33Q: 3 clusters Score -99863.28 nChanged 19 ComputeScore: Raw -102851.632638 + Penalty 2977.369338 = -99874.263300 Iteration 34Q: 3 clusters Score -99874.26 nChanged 12 ComputeScore: Raw -102859.240058 + Penalty 2977.369338 = -99881.870719 Iteration 35Q: 3 clusters Score -99881.87 nChanged 10 ComputeScore: Raw -102865.454260 + Penalty 2977.369338 = -99888.084921 Iteration 36Q: 3 clusters Score -99888.08 nChanged 8 ComputeScore: Raw -102872.475137 + Penalty 2977.369338 = -99895.105799 Iteration 37Q: 3 clusters Score -99895.11 nChanged 7 ComputeScore: Raw -102877.217130 + Penalty 2977.369338 = -99899.847792 Iteration 38Q: 3 clusters Score -99899.85 nChanged 7 ComputeScore: Raw -102879.409457 + Penalty 2977.369338 = -99902.040119 Iteration 39Q: 3 clusters Score -99902.04 nChanged 4 ComputeScore: Raw -102881.599305 + Penalty 2977.369338 = -99904.229966 Iteration 40F: 3 clusters Score -99904.23 nChanged 3 ComputeScore: Raw -102882.755134 + Penalty 2977.369338 = -99905.385796 Iteration 41Q: 3 clusters Score -99905.39 nChanged 2 ComputeScore: Raw -102883.341070 + Penalty 2977.369338 = -99905.971732 Iteration 42Q: 3 clusters Score -99905.97 nChanged 2 ComputeScore: Raw -102884.965564 + Penalty 2977.369338 = -99907.596226 Iteration 43Q: 3 clusters Score -99907.6 nChanged 4 ComputeScore: Raw -102887.577387 + Penalty 2977.369338 = -99910.208049 Iteration 44Q: 3 clusters Score -99910.21 nChanged 1 ComputeScore: Raw -102888.082906 + Penalty 2977.369338 = -99910.713568 Iteration 45Q: 3 clusters Score -99910.71 nChanged 1 ComputeScore: Raw -102888.279355 + Penalty 2977.369338 = -99910.910017 Iteration 46Q: 3 clusters Score -99910.91 nChanged 0 ComputeScore: Raw -102888.279355 + Penalty 2977.369338 = -99910.910017 Iteration 47F: 3 clusters Score -99910.91 nChanged 0 Trying to split cluster 20 (4683 points) Assigned 2 initial classes randomly. ComputeScore: Raw -175283.450794 + Penalty 1597.370206 = -173686.080588 Iteration 0F: 2 clusters Score -173686.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -172971.622870 + Penalty 3194.740411 = -169776.882459 Iteration 0F: 3 clusters Score -169776.9 nChanged 1814 ComputeScore: Raw -173990.100716 + Penalty 3194.740411 = -170795.360305 Iteration 1F: 3 clusters Score -170795.4 nChanged 351 ComputeScore: Raw -174205.173823 + Penalty 3194.740411 = -171010.433412 Iteration 2F: 3 clusters Score -171010.4 nChanged 284 ComputeScore: Raw -174381.852374 + Penalty 3194.740411 = -171187.111963 Iteration 3F: 3 clusters Score -171187.1 nChanged 236 ComputeScore: Raw -174499.876595 + Penalty 3194.740411 = -171305.136184 Iteration 4F: 3 clusters Score -171305.1 nChanged 166 ComputeScore: Raw -174589.764042 + Penalty 3194.740411 = -171395.023631 Iteration 5Q: 3 clusters Score -171395 nChanged 143 ComputeScore: Raw -174669.976695 + Penalty 3194.740411 = -171475.236284 Iteration 6Q: 3 clusters Score -171475.2 nChanged 143 ComputeScore: Raw -174750.352881 + Penalty 3194.740411 = -171555.612470 Iteration 7Q: 3 clusters Score -171555.6 nChanged 135 ComputeScore: Raw -174818.241104 + Penalty 3194.740411 = -171623.500693 Iteration 8Q: 3 clusters Score -171623.5 nChanged 124 ComputeScore: Raw -174883.699099 + Penalty 3194.740411 = -171688.958688 Iteration 9Q: 3 clusters Score -171689 nChanged 112 ComputeScore: Raw -174933.882700 + Penalty 3194.740411 = -171739.142289 Iteration 10Q: 3 clusters Score -171739.1 nChanged 92 ComputeScore: Raw -174976.034108 + Penalty 3194.740411 = -171781.293697 Iteration 11Q: 3 clusters Score -171781.3 nChanged 85 ComputeScore: Raw -175018.070073 + Penalty 3194.740411 = -171823.329662 Iteration 12Q: 3 clusters Score -171823.3 nChanged 83 ComputeScore: Raw -175062.699583 + Penalty 3194.740411 = -171867.959172 Iteration 13Q: 3 clusters Score -171868 nChanged 86 ComputeScore: Raw -175109.641535 + Penalty 3194.740411 = -171914.901124 Iteration 14Q: 3 clusters Score -171914.9 nChanged 73 ComputeScore: Raw -175147.349262 + Penalty 3194.740411 = -171952.608851 Iteration 15Q: 3 clusters Score -171952.6 nChanged 65 ComputeScore: Raw -175175.821139 + Penalty 3194.740411 = -171981.080728 Iteration 16Q: 3 clusters Score -171981.1 nChanged 60 ComputeScore: Raw -175208.409954 + Penalty 3194.740411 = -172013.669543 Iteration 17Q: 3 clusters Score -172013.7 nChanged 70 ComputeScore: Raw -175237.469084 + Penalty 3194.740411 = -172042.728673 Iteration 18Q: 3 clusters Score -172042.7 nChanged 61 ComputeScore: Raw -175261.259947 + Penalty 3194.740411 = -172066.519536 Iteration 19Q: 3 clusters Score -172066.5 nChanged 46 ComputeScore: Raw -175284.410337 + Penalty 3194.740411 = -172089.669926 Iteration 20F: 3 clusters Score -172089.7 nChanged 42 ComputeScore: Raw -175305.426456 + Penalty 3194.740411 = -172110.686045 Iteration 21Q: 3 clusters Score -172110.7 nChanged 42 ComputeScore: Raw -175325.215680 + Penalty 3194.740411 = -172130.475269 Iteration 22Q: 3 clusters Score -172130.5 nChanged 37 ComputeScore: Raw -175343.823279 + Penalty 3194.740411 = -172149.082868 Iteration 23Q: 3 clusters Score -172149.1 nChanged 27 ComputeScore: Raw -175356.082593 + Penalty 3194.740411 = -172161.342181 Iteration 24Q: 3 clusters Score -172161.3 nChanged 21 ComputeScore: Raw -175364.510812 + Penalty 3194.740411 = -172169.770401 Iteration 25Q: 3 clusters Score -172169.8 nChanged 19 ComputeScore: Raw -175371.974138 + Penalty 3194.740411 = -172177.233727 Iteration 26Q: 3 clusters Score -172177.2 nChanged 13 ComputeScore: Raw -175376.497603 + Penalty 3194.740411 = -172181.757192 Iteration 27Q: 3 clusters Score -172181.8 nChanged 13 ComputeScore: Raw -175381.994789 + Penalty 3194.740411 = -172187.254378 Iteration 28Q: 3 clusters Score -172187.3 nChanged 16 ComputeScore: Raw -175389.820796 + Penalty 3194.740411 = -172195.080385 Iteration 29Q: 3 clusters Score -172195.1 nChanged 18 ComputeScore: Raw -175399.907820 + Penalty 3194.740411 = -172205.167409 Iteration 30Q: 3 clusters Score -172205.2 nChanged 15 ComputeScore: Raw -175408.263814 + Penalty 3194.740411 = -172213.523403 Iteration 31Q: 3 clusters Score -172213.5 nChanged 19 ComputeScore: Raw -175418.081694 + Penalty 3194.740411 = -172223.341283 Iteration 32Q: 3 clusters Score -172223.3 nChanged 19 ComputeScore: Raw -175428.633297 + Penalty 3194.740411 = -172233.892886 Iteration 33Q: 3 clusters Score -172233.9 nChanged 23 ComputeScore: Raw -175441.207417 + Penalty 3194.740411 = -172246.467006 Iteration 34Q: 3 clusters Score -172246.5 nChanged 14 ComputeScore: Raw -175446.588691 + Penalty 3194.740411 = -172251.848280 Iteration 35Q: 3 clusters Score -172251.8 nChanged 13 ComputeScore: Raw -175450.223944 + Penalty 3194.740411 = -172255.483533 Iteration 36Q: 3 clusters Score -172255.5 nChanged 7 ComputeScore: Raw -175451.973052 + Penalty 3194.740411 = -172257.232641 Iteration 37Q: 3 clusters Score -172257.2 nChanged 3 ComputeScore: Raw -175452.795427 + Penalty 3194.740411 = -172258.055016 Iteration 38Q: 3 clusters Score -172258.1 nChanged 1 ComputeScore: Raw -175453.408166 + Penalty 3194.740411 = -172258.667755 Iteration 39Q: 3 clusters Score -172258.7 nChanged 2 ComputeScore: Raw -175454.142260 + Penalty 3194.740411 = -172259.401849 Iteration 40F: 3 clusters Score -172259.4 nChanged 1 ComputeScore: Raw -175454.299903 + Penalty 3194.740411 = -172259.559491 Iteration 41Q: 3 clusters Score -172259.6 nChanged 1 ComputeScore: Raw -175454.597538 + Penalty 3194.740411 = -172259.857127 Iteration 42Q: 3 clusters Score -172259.9 nChanged 1 ComputeScore: Raw -175454.713569 + Penalty 3194.740411 = -172259.973158 Iteration 43Q: 3 clusters Score -172260 nChanged 1 ComputeScore: Raw -175455.197454 + Penalty 3194.740411 = -172260.457043 Iteration 44Q: 3 clusters Score -172260.5 nChanged 4 ComputeScore: Raw -175456.987306 + Penalty 3194.740411 = -172262.246895 Iteration 45Q: 3 clusters Score -172262.2 nChanged 5 ComputeScore: Raw -175460.605136 + Penalty 3194.740411 = -172265.864725 Iteration 46Q: 3 clusters Score -172265.9 nChanged 8 ComputeScore: Raw -175465.452702 + Penalty 3194.740411 = -172270.712291 Iteration 47Q: 3 clusters Score -172270.7 nChanged 11 ComputeScore: Raw -175470.795137 + Penalty 3194.740411 = -172276.054726 Iteration 48Q: 3 clusters Score -172276.1 nChanged 10 ComputeScore: Raw -175475.127581 + Penalty 3194.740411 = -172280.387170 Iteration 49Q: 3 clusters Score -172280.4 nChanged 16 ComputeScore: Raw -175481.942839 + Penalty 3194.740411 = -172287.202428 Iteration 50Q: 3 clusters Score -172287.2 nChanged 19 ComputeScore: Raw -175491.766050 + Penalty 3194.740411 = -172297.025639 Iteration 51Q: 3 clusters Score -172297 nChanged 13 ComputeScore: Raw -175497.270602 + Penalty 3194.740411 = -172302.530191 Iteration 52Q: 3 clusters Score -172302.5 nChanged 12 ComputeScore: Raw -175501.794285 + Penalty 3194.740411 = -172307.053874 Iteration 53Q: 3 clusters Score -172307.1 nChanged 8 ComputeScore: Raw -175505.802268 + Penalty 3194.740411 = -172311.061857 Iteration 54Q: 3 clusters Score -172311.1 nChanged 7 ComputeScore: Raw -175508.581180 + Penalty 3194.740411 = -172313.840769 Iteration 55Q: 3 clusters Score -172313.8 nChanged 3 ComputeScore: Raw -175509.646933 + Penalty 3194.740411 = -172314.906521 Iteration 56Q: 3 clusters Score -172314.9 nChanged 2 ComputeScore: Raw -175510.693616 + Penalty 3194.740411 = -172315.953205 Iteration 57Q: 3 clusters Score -172316 nChanged 3 ComputeScore: Raw -175512.034547 + Penalty 3194.740411 = -172317.294136 Iteration 58Q: 3 clusters Score -172317.3 nChanged 4 ComputeScore: Raw -175512.685283 + Penalty 3194.740411 = -172317.944872 Iteration 59Q: 3 clusters Score -172317.9 nChanged 1 ComputeScore: Raw -175512.785898 + Penalty 3194.740411 = -172318.045487 Iteration 60F: 3 clusters Score -172318 nChanged 0 Trying to split cluster 21 (3755 points) Assigned 2 initial classes randomly. ComputeScore: Raw -139331.881223 + Penalty 1555.629434 = -137776.251789 Iteration 0F: 2 clusters Score -137776.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -137534.421518 + Penalty 3111.258867 = -134423.162650 Iteration 0F: 3 clusters Score -134423.2 nChanged 1499 ComputeScore: Raw -138374.801534 + Penalty 3111.258867 = -135263.542667 Iteration 1F: 3 clusters Score -135263.5 nChanged 267 ComputeScore: Raw -138517.333569 + Penalty 3111.258867 = -135406.074702 Iteration 2F: 3 clusters Score -135406.1 nChanged 179 ComputeScore: Raw -138611.194289 + Penalty 3111.258867 = -135499.935422 Iteration 3Q: 3 clusters Score -135499.9 nChanged 125 ComputeScore: Raw -138686.487570 + Penalty 3111.258867 = -135575.228703 Iteration 4Q: 3 clusters Score -135575.2 nChanged 104 ComputeScore: Raw -138748.391551 + Penalty 3111.258867 = -135637.132683 Iteration 5Q: 3 clusters Score -135637.1 nChanged 116 ComputeScore: Raw -138813.452874 + Penalty 3111.258867 = -135702.194007 Iteration 6Q: 3 clusters Score -135702.2 nChanged 115 ComputeScore: Raw -138873.948582 + Penalty 3111.258867 = -135762.689714 Iteration 7Q: 3 clusters Score -135762.7 nChanged 110 ComputeScore: Raw -138942.252490 + Penalty 3111.258867 = -135830.993622 Iteration 8Q: 3 clusters Score -135831 nChanged 120 ComputeScore: Raw -139015.284449 + Penalty 3111.258867 = -135904.025582 Iteration 9Q: 3 clusters Score -135904 nChanged 118 ComputeScore: Raw -139092.259938 + Penalty 3111.258867 = -135981.001071 Iteration 10Q: 3 clusters Score -135981 nChanged 106 ComputeScore: Raw -139154.449234 + Penalty 3111.258867 = -136043.190367 Iteration 11Q: 3 clusters Score -136043.2 nChanged 104 ComputeScore: Raw -139216.182092 + Penalty 3111.258867 = -136104.923225 Iteration 12Q: 3 clusters Score -136104.9 nChanged 71 ComputeScore: Raw -139258.244783 + Penalty 3111.258867 = -136146.985915 Iteration 13Q: 3 clusters Score -136147 nChanged 68 ComputeScore: Raw -139299.345482 + Penalty 3111.258867 = -136188.086615 Iteration 14Q: 3 clusters Score -136188.1 nChanged 61 ComputeScore: Raw -139334.694941 + Penalty 3111.258867 = -136223.436074 Iteration 15Q: 3 clusters Score -136223.4 nChanged 59 ComputeScore: Raw -139371.873469 + Penalty 3111.258867 = -136260.614602 Iteration 16Q: 3 clusters Score -136260.6 nChanged 56 ComputeScore: Raw -139411.121144 + Penalty 3111.258867 = -136299.862276 Iteration 17Q: 3 clusters Score -136299.9 nChanged 50 ComputeScore: Raw -139444.748290 + Penalty 3111.258867 = -136333.489422 Iteration 18Q: 3 clusters Score -136333.5 nChanged 49 ComputeScore: Raw -139478.997485 + Penalty 3111.258867 = -136367.738618 Iteration 19Q: 3 clusters Score -136367.7 nChanged 48 ComputeScore: Raw -139512.682831 + Penalty 3111.258867 = -136401.423964 Iteration 20F: 3 clusters Score -136401.4 nChanged 36 ComputeScore: Raw -139537.426324 + Penalty 3111.258867 = -136426.167456 Iteration 21Q: 3 clusters Score -136426.2 nChanged 32 ComputeScore: Raw -139556.470765 + Penalty 3111.258867 = -136445.211897 Iteration 22Q: 3 clusters Score -136445.2 nChanged 22 ComputeScore: Raw -139569.101258 + Penalty 3111.258867 = -136457.842391 Iteration 23Q: 3 clusters Score -136457.8 nChanged 16 ComputeScore: Raw -139581.347621 + Penalty 3111.258867 = -136470.088754 Iteration 24Q: 3 clusters Score -136470.1 nChanged 16 ComputeScore: Raw -139590.039566 + Penalty 3111.258867 = -136478.780699 Iteration 25Q: 3 clusters Score -136478.8 nChanged 11 ComputeScore: Raw -139596.891714 + Penalty 3111.258867 = -136485.632846 Iteration 26Q: 3 clusters Score -136485.6 nChanged 13 ComputeScore: Raw -139603.560702 + Penalty 3111.258867 = -136492.301834 Iteration 27Q: 3 clusters Score -136492.3 nChanged 10 ComputeScore: Raw -139608.269027 + Penalty 3111.258867 = -136497.010160 Iteration 28Q: 3 clusters Score -136497 nChanged 6 ComputeScore: Raw -139611.472911 + Penalty 3111.258867 = -136500.214044 Iteration 29Q: 3 clusters Score -136500.2 nChanged 4 ComputeScore: Raw -139613.073526 + Penalty 3111.258867 = -136501.814658 Iteration 30Q: 3 clusters Score -136501.8 nChanged 3 ComputeScore: Raw -139614.547087 + Penalty 3111.258867 = -136503.288220 Iteration 31Q: 3 clusters Score -136503.3 nChanged 5 ComputeScore: Raw -139617.407481 + Penalty 3111.258867 = -136506.148614 Iteration 32Q: 3 clusters Score -136506.1 nChanged 0 ComputeScore: Raw -139617.407481 + Penalty 3111.258867 = -136506.148614 Iteration 33F: 3 clusters Score -136506.1 nChanged 0 Trying to split cluster 22 (3571 points) Assigned 2 initial classes randomly. ComputeScore: Raw -134614.042274 + Penalty 1546.133579 = -133067.908694 Iteration 0F: 2 clusters Score -133067.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -132910.392403 + Penalty 3092.267158 = -129818.125245 Iteration 0F: 3 clusters Score -129818.1 nChanged 1370 ComputeScore: Raw -133666.413325 + Penalty 3092.267158 = -130574.146167 Iteration 1F: 3 clusters Score -130574.1 nChanged 300 ComputeScore: Raw -133847.033772 + Penalty 3092.267158 = -130754.766614 Iteration 2F: 3 clusters Score -130754.8 nChanged 181 ComputeScore: Raw -133949.506958 + Penalty 3092.267158 = -130857.239800 Iteration 3F: 3 clusters Score -130857.2 nChanged 126 ComputeScore: Raw -134017.948830 + Penalty 3092.267158 = -130925.681672 Iteration 4Q: 3 clusters Score -130925.7 nChanged 103 ComputeScore: Raw -134072.724836 + Penalty 3092.267158 = -130980.457678 Iteration 5Q: 3 clusters Score -130980.5 nChanged 83 ComputeScore: Raw -134108.578303 + Penalty 3092.267158 = -131016.311145 Iteration 6Q: 3 clusters Score -131016.3 nChanged 72 ComputeScore: Raw -134139.809506 + Penalty 3092.267158 = -131047.542348 Iteration 7Q: 3 clusters Score -131047.5 nChanged 50 ComputeScore: Raw -134159.423763 + Penalty 3092.267158 = -131067.156605 Iteration 8Q: 3 clusters Score -131067.2 nChanged 52 ComputeScore: Raw -134179.109855 + Penalty 3092.267158 = -131086.842697 Iteration 9Q: 3 clusters Score -131086.8 nChanged 39 ComputeScore: Raw -134194.959919 + Penalty 3092.267158 = -131102.692761 Iteration 10Q: 3 clusters Score -131102.7 nChanged 33 ComputeScore: Raw -134209.358473 + Penalty 3092.267158 = -131117.091315 Iteration 11Q: 3 clusters Score -131117.1 nChanged 34 ComputeScore: Raw -134220.143435 + Penalty 3092.267158 = -131127.876277 Iteration 12Q: 3 clusters Score -131127.9 nChanged 19 ComputeScore: Raw -134225.543706 + Penalty 3092.267158 = -131133.276548 Iteration 13Q: 3 clusters Score -131133.3 nChanged 12 ComputeScore: Raw -134229.234505 + Penalty 3092.267158 = -131136.967346 Iteration 14Q: 3 clusters Score -131137 nChanged 12 ComputeScore: Raw -134232.702807 + Penalty 3092.267158 = -131140.435648 Iteration 15Q: 3 clusters Score -131140.4 nChanged 16 ComputeScore: Raw -134237.237787 + Penalty 3092.267158 = -131144.970629 Iteration 16Q: 3 clusters Score -131145 nChanged 15 ComputeScore: Raw -134242.595941 + Penalty 3092.267158 = -131150.328783 Iteration 17Q: 3 clusters Score -131150.3 nChanged 13 ComputeScore: Raw -134246.293868 + Penalty 3092.267158 = -131154.026710 Iteration 18Q: 3 clusters Score -131154 nChanged 19 ComputeScore: Raw -134252.383897 + Penalty 3092.267158 = -131160.116739 Iteration 19Q: 3 clusters Score -131160.1 nChanged 12 ComputeScore: Raw -134256.816736 + Penalty 3092.267158 = -131164.549578 Iteration 20F: 3 clusters Score -131164.5 nChanged 17 ComputeScore: Raw -134264.204719 + Penalty 3092.267158 = -131171.937561 Iteration 21Q: 3 clusters Score -131171.9 nChanged 16 ComputeScore: Raw -134270.672802 + Penalty 3092.267158 = -131178.405644 Iteration 22Q: 3 clusters Score -131178.4 nChanged 21 ComputeScore: Raw -134279.875021 + Penalty 3092.267158 = -131187.607862 Iteration 23Q: 3 clusters Score -131187.6 nChanged 26 ComputeScore: Raw -134288.381563 + Penalty 3092.267158 = -131196.114405 Iteration 24Q: 3 clusters Score -131196.1 nChanged 27 ComputeScore: Raw -134298.116141 + Penalty 3092.267158 = -131205.848983 Iteration 25Q: 3 clusters Score -131205.8 nChanged 26 ComputeScore: Raw -134306.799665 + Penalty 3092.267158 = -131214.532507 Iteration 26Q: 3 clusters Score -131214.5 nChanged 21 ComputeScore: Raw -134316.685694 + Penalty 3092.267158 = -131224.418536 Iteration 27Q: 3 clusters Score -131224.4 nChanged 26 ComputeScore: Raw -134328.767360 + Penalty 3092.267158 = -131236.500202 Iteration 28Q: 3 clusters Score -131236.5 nChanged 19 ComputeScore: Raw -134338.161494 + Penalty 3092.267158 = -131245.894336 Iteration 29Q: 3 clusters Score -131245.9 nChanged 26 ComputeScore: Raw -134350.648288 + Penalty 3092.267158 = -131258.381130 Iteration 30Q: 3 clusters Score -131258.4 nChanged 39 ComputeScore: Raw -134372.796506 + Penalty 3092.267158 = -131280.529348 Iteration 31Q: 3 clusters Score -131280.5 nChanged 41 ComputeScore: Raw -134401.098318 + Penalty 3092.267158 = -131308.831159 Iteration 32Q: 3 clusters Score -131308.8 nChanged 60 ComputeScore: Raw -134462.767502 + Penalty 3092.267158 = -131370.500344 Iteration 33Q: 3 clusters Score -131370.5 nChanged 70 ComputeScore: Raw -134608.100405 + Penalty 3092.267158 = -131515.833247 Iteration 34Q: 3 clusters Score -131515.8 nChanged 107 ComputeScore: Raw -135157.817427 + Penalty 3092.267158 = -132065.550269 Iteration 35Q: 3 clusters Score -132065.6 nChanged 161 ComputeScore: Raw -138816.277784 + Penalty 3092.267158 = -135724.010626 Iteration 36Q: 3 clusters Score -135724 nChanged 709 Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -138491.358775 + Penalty 3092.267158 = -135399.091617 Iteration 37F: 3 clusters Score -135399.1 nChanged 122 ComputeScore: Raw -128478.424352 + Penalty 1546.133579 = -126932.290773 Iteration 38F: 2 clusters Score -126932.3 nChanged 2202 ComputeScore: Raw -134614.042274 + Penalty 1546.133579 = -133067.908694 Iteration 39F: 2 clusters Score -133067.9 nChanged 0 Trying to split cluster 23 (4921 points) Assigned 2 initial classes randomly. ComputeScore: Raw -189999.814197 + Penalty 1606.739471 = -188393.074727 Iteration 0F: 2 clusters Score -188393.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -187494.890562 + Penalty 3213.478941 = -184281.411621 Iteration 0F: 3 clusters Score -184281.4 nChanged 1955 ComputeScore: Raw -188689.189993 + Penalty 3213.478941 = -185475.711052 Iteration 1F: 3 clusters Score -185475.7 nChanged 439 ComputeScore: Raw -189049.640886 + Penalty 3213.478941 = -185836.161945 Iteration 2F: 3 clusters Score -185836.2 nChanged 351 ComputeScore: Raw -189270.354609 + Penalty 3213.478941 = -186056.875668 Iteration 3F: 3 clusters Score -186056.9 nChanged 258 ComputeScore: Raw -189437.323573 + Penalty 3213.478941 = -186223.844632 Iteration 4F: 3 clusters Score -186223.8 nChanged 202 ComputeScore: Raw -189562.748270 + Penalty 3213.478941 = -186349.269328 Iteration 5Q: 3 clusters Score -186349.3 nChanged 184 ComputeScore: Raw -189671.656199 + Penalty 3213.478941 = -186458.177258 Iteration 6Q: 3 clusters Score -186458.2 nChanged 143 ComputeScore: Raw -189767.166750 + Penalty 3213.478941 = -186553.687808 Iteration 7Q: 3 clusters Score -186553.7 nChanged 151 ComputeScore: Raw -189884.227741 + Penalty 3213.478941 = -186670.748799 Iteration 8Q: 3 clusters Score -186670.7 nChanged 148 ComputeScore: Raw -189997.977347 + Penalty 3213.478941 = -186784.498406 Iteration 9Q: 3 clusters Score -186784.5 nChanged 122 ComputeScore: Raw -190097.707265 + Penalty 3213.478941 = -186884.228324 Iteration 10Q: 3 clusters Score -186884.2 nChanged 101 ComputeScore: Raw -190178.439651 + Penalty 3213.478941 = -186964.960710 Iteration 11Q: 3 clusters Score -186965 nChanged 72 ComputeScore: Raw -190239.545300 + Penalty 3213.478941 = -187026.066359 Iteration 12Q: 3 clusters Score -187026.1 nChanged 69 ComputeScore: Raw -190291.060263 + Penalty 3213.478941 = -187077.581322 Iteration 13Q: 3 clusters Score -187077.6 nChanged 52 ComputeScore: Raw -190335.640358 + Penalty 3213.478941 = -187122.161417 Iteration 14Q: 3 clusters Score -187122.2 nChanged 42 ComputeScore: Raw -190370.154351 + Penalty 3213.478941 = -187156.675409 Iteration 15Q: 3 clusters Score -187156.7 nChanged 41 ComputeScore: Raw -190413.798866 + Penalty 3213.478941 = -187200.319925 Iteration 16Q: 3 clusters Score -187200.3 nChanged 38 ComputeScore: Raw -190460.467018 + Penalty 3213.478941 = -187246.988077 Iteration 17Q: 3 clusters Score -187247 nChanged 33 ComputeScore: Raw -190494.828416 + Penalty 3213.478941 = -187281.349475 Iteration 18Q: 3 clusters Score -187281.3 nChanged 28 ComputeScore: Raw -190522.393997 + Penalty 3213.478941 = -187308.915055 Iteration 19Q: 3 clusters Score -187308.9 nChanged 26 ComputeScore: Raw -190543.780745 + Penalty 3213.478941 = -187330.301803 Iteration 20F: 3 clusters Score -187330.3 nChanged 16 ComputeScore: Raw -190553.903060 + Penalty 3213.478941 = -187340.424119 Iteration 21Q: 3 clusters Score -187340.4 nChanged 16 ComputeScore: Raw -190570.944106 + Penalty 3213.478941 = -187357.465164 Iteration 22Q: 3 clusters Score -187357.5 nChanged 18 ComputeScore: Raw -190583.317217 + Penalty 3213.478941 = -187369.838276 Iteration 23Q: 3 clusters Score -187369.8 nChanged 11 ComputeScore: Raw -190591.141295 + Penalty 3213.478941 = -187377.662353 Iteration 24Q: 3 clusters Score -187377.7 nChanged 7 ComputeScore: Raw -190596.157641 + Penalty 3213.478941 = -187382.678699 Iteration 25Q: 3 clusters Score -187382.7 nChanged 6 ComputeScore: Raw -190598.896594 + Penalty 3213.478941 = -187385.417653 Iteration 26Q: 3 clusters Score -187385.4 nChanged 2 ComputeScore: Raw -190599.707234 + Penalty 3213.478941 = -187386.228292 Iteration 27Q: 3 clusters Score -187386.2 nChanged 1 ComputeScore: Raw -190600.017191 + Penalty 3213.478941 = -187386.538250 Iteration 28Q: 3 clusters Score -187386.5 nChanged 0 ComputeScore: Raw -190600.017191 + Penalty 3213.478941 = -187386.538250 Iteration 29F: 3 clusters Score -187386.5 nChanged 0 Trying to split cluster 24 (5627 points) Assigned 2 initial classes randomly. ComputeScore: Raw -205881.444703 + Penalty 1632.077695 = -204249.367008 Iteration 0F: 2 clusters Score -204249.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -202938.245400 + Penalty 3264.155390 = -199674.090010 Iteration 0F: 3 clusters Score -199674.1 nChanged 2336 ComputeScore: Raw -204320.176370 + Penalty 3264.155390 = -201056.020980 Iteration 1F: 3 clusters Score -201056 nChanged 479 ComputeScore: Raw -204643.304499 + Penalty 3264.155390 = -201379.149109 Iteration 2F: 3 clusters Score -201379.1 nChanged 368 ComputeScore: Raw -204890.403147 + Penalty 3264.155390 = -201626.247757 Iteration 3F: 3 clusters Score -201626.2 nChanged 288 ComputeScore: Raw -205075.037594 + Penalty 3264.155390 = -201810.882204 Iteration 4F: 3 clusters Score -201810.9 nChanged 263 ComputeScore: Raw -205244.705118 + Penalty 3264.155390 = -201980.549728 Iteration 5Q: 3 clusters Score -201980.5 nChanged 226 ComputeScore: Raw -205388.558298 + Penalty 3264.155390 = -202124.402908 Iteration 6Q: 3 clusters Score -202124.4 nChanged 185 ComputeScore: Raw -205521.547778 + Penalty 3264.155390 = -202257.392388 Iteration 7Q: 3 clusters Score -202257.4 nChanged 174 ComputeScore: Raw -205639.029254 + Penalty 3264.155390 = -202374.873864 Iteration 8Q: 3 clusters Score -202374.9 nChanged 153 ComputeScore: Raw -205737.888316 + Penalty 3264.155390 = -202473.732926 Iteration 9Q: 3 clusters Score -202473.7 nChanged 131 ComputeScore: Raw -205817.266855 + Penalty 3264.155390 = -202553.111465 Iteration 10Q: 3 clusters Score -202553.1 nChanged 105 ComputeScore: Raw -205875.357638 + Penalty 3264.155390 = -202611.202248 Iteration 11Q: 3 clusters Score -202611.2 nChanged 82 ComputeScore: Raw -205919.391951 + Penalty 3264.155390 = -202655.236561 Iteration 12Q: 3 clusters Score -202655.2 nChanged 73 ComputeScore: Raw -205960.322669 + Penalty 3264.155390 = -202696.167279 Iteration 13Q: 3 clusters Score -202696.2 nChanged 58 ComputeScore: Raw -205992.020805 + Penalty 3264.155390 = -202727.865415 Iteration 14Q: 3 clusters Score -202727.9 nChanged 47 ComputeScore: Raw -206018.615652 + Penalty 3264.155390 = -202754.460262 Iteration 15Q: 3 clusters Score -202754.5 nChanged 38 ComputeScore: Raw -206041.856494 + Penalty 3264.155390 = -202777.701105 Iteration 16Q: 3 clusters Score -202777.7 nChanged 49 ComputeScore: Raw -206072.816300 + Penalty 3264.155390 = -202808.660910 Iteration 17Q: 3 clusters Score -202808.7 nChanged 38 ComputeScore: Raw -206094.477051 + Penalty 3264.155390 = -202830.321661 Iteration 18Q: 3 clusters Score -202830.3 nChanged 32 ComputeScore: Raw -206111.871945 + Penalty 3264.155390 = -202847.716555 Iteration 19Q: 3 clusters Score -202847.7 nChanged 21 ComputeScore: Raw -206120.519955 + Penalty 3264.155390 = -202856.364565 Iteration 20F: 3 clusters Score -202856.4 nChanged 13 ComputeScore: Raw -206126.588203 + Penalty 3264.155390 = -202862.432813 Iteration 21Q: 3 clusters Score -202862.4 nChanged 14 ComputeScore: Raw -206133.834809 + Penalty 3264.155390 = -202869.679419 Iteration 22Q: 3 clusters Score -202869.7 nChanged 15 ComputeScore: Raw -206141.041198 + Penalty 3264.155390 = -202876.885808 Iteration 23Q: 3 clusters Score -202876.9 nChanged 13 ComputeScore: Raw -206147.718916 + Penalty 3264.155390 = -202883.563526 Iteration 24Q: 3 clusters Score -202883.6 nChanged 13 ComputeScore: Raw -206158.493364 + Penalty 3264.155390 = -202894.337974 Iteration 25Q: 3 clusters Score -202894.3 nChanged 18 ComputeScore: Raw -206169.914509 + Penalty 3264.155390 = -202905.759119 Iteration 26Q: 3 clusters Score -202905.8 nChanged 11 ComputeScore: Raw -206177.960824 + Penalty 3264.155390 = -202913.805434 Iteration 27Q: 3 clusters Score -202913.8 nChanged 14 ComputeScore: Raw -206187.139676 + Penalty 3264.155390 = -202922.984286 Iteration 28Q: 3 clusters Score -202923 nChanged 10 ComputeScore: Raw -206193.968221 + Penalty 3264.155390 = -202929.812831 Iteration 29Q: 3 clusters Score -202929.8 nChanged 6 ComputeScore: Raw -206197.432723 + Penalty 3264.155390 = -202933.277333 Iteration 30Q: 3 clusters Score -202933.3 nChanged 9 ComputeScore: Raw -206205.409486 + Penalty 3264.155390 = -202941.254096 Iteration 31Q: 3 clusters Score -202941.3 nChanged 6 ComputeScore: Raw -206209.886191 + Penalty 3264.155390 = -202945.730801 Iteration 32Q: 3 clusters Score -202945.7 nChanged 4 ComputeScore: Raw -206213.015104 + Penalty 3264.155390 = -202948.859714 Iteration 33Q: 3 clusters Score -202948.9 nChanged 2 ComputeScore: Raw -206214.961657 + Penalty 3264.155390 = -202950.806268 Iteration 34Q: 3 clusters Score -202950.8 nChanged 1 ComputeScore: Raw -206215.328020 + Penalty 3264.155390 = -202951.172630 Iteration 35Q: 3 clusters Score -202951.2 nChanged 2 ComputeScore: Raw -206218.807245 + Penalty 3264.155390 = -202954.651856 Iteration 36Q: 3 clusters Score -202954.7 nChanged 1 ComputeScore: Raw -206219.130235 + Penalty 3264.155390 = -202954.974845 Iteration 37Q: 3 clusters Score -202955 nChanged 1 ComputeScore: Raw -206219.938689 + Penalty 3264.155390 = -202955.783299 Iteration 38Q: 3 clusters Score -202955.8 nChanged 2 ComputeScore: Raw -206221.298006 + Penalty 3264.155390 = -202957.142616 Iteration 39Q: 3 clusters Score -202957.1 nChanged 2 ComputeScore: Raw -206222.239024 + Penalty 3264.155390 = -202958.083634 Iteration 40F: 3 clusters Score -202958.1 nChanged 2 ComputeScore: Raw -206224.823628 + Penalty 3264.155390 = -202960.668238 Iteration 41Q: 3 clusters Score -202960.7 nChanged 3 ComputeScore: Raw -206226.344432 + Penalty 3264.155390 = -202962.189042 Iteration 42Q: 3 clusters Score -202962.2 nChanged 1 ComputeScore: Raw -206228.180739 + Penalty 3264.155390 = -202964.025349 Iteration 43Q: 3 clusters Score -202964 nChanged 0 ComputeScore: Raw -206228.180739 + Penalty 3264.155390 = -202964.025349 Iteration 44F: 3 clusters Score -202964 nChanged 0 Trying to split cluster 25 (3349 points) Assigned 2 initial classes randomly. ComputeScore: Raw -127534.994817 + Penalty 1534.002827 = -126000.991990 Iteration 0F: 2 clusters Score -126001 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -126007.429457 + Penalty 3068.005654 = -122939.423803 Iteration 0F: 3 clusters Score -122939.4 nChanged 1242 ComputeScore: Raw -126734.312028 + Penalty 3068.005654 = -123666.306374 Iteration 1F: 3 clusters Score -123666.3 nChanged 211 ComputeScore: Raw -126862.720432 + Penalty 3068.005654 = -123794.714778 Iteration 2F: 3 clusters Score -123794.7 nChanged 157 ComputeScore: Raw -126966.740492 + Penalty 3068.005654 = -123898.734839 Iteration 3Q: 3 clusters Score -123898.7 nChanged 122 ComputeScore: Raw -127038.190159 + Penalty 3068.005654 = -123970.184505 Iteration 4Q: 3 clusters Score -123970.2 nChanged 109 ComputeScore: Raw -127099.319835 + Penalty 3068.005654 = -124031.314182 Iteration 5Q: 3 clusters Score -124031.3 nChanged 93 ComputeScore: Raw -127164.300702 + Penalty 3068.005654 = -124096.295049 Iteration 6Q: 3 clusters Score -124096.3 nChanged 79 ComputeScore: Raw -127207.604349 + Penalty 3068.005654 = -124139.598695 Iteration 7Q: 3 clusters Score -124139.6 nChanged 68 ComputeScore: Raw -127244.094511 + Penalty 3068.005654 = -124176.088857 Iteration 8Q: 3 clusters Score -124176.1 nChanged 54 ComputeScore: Raw -127270.697174 + Penalty 3068.005654 = -124202.691521 Iteration 9Q: 3 clusters Score -124202.7 nChanged 51 ComputeScore: Raw -127306.701047 + Penalty 3068.005654 = -124238.695394 Iteration 10Q: 3 clusters Score -124238.7 nChanged 52 ComputeScore: Raw -127335.572239 + Penalty 3068.005654 = -124267.566585 Iteration 11Q: 3 clusters Score -124267.6 nChanged 51 ComputeScore: Raw -127361.471054 + Penalty 3068.005654 = -124293.465401 Iteration 12Q: 3 clusters Score -124293.5 nChanged 39 ComputeScore: Raw -127380.499805 + Penalty 3068.005654 = -124312.494152 Iteration 13Q: 3 clusters Score -124312.5 nChanged 42 ComputeScore: Raw -127405.763591 + Penalty 3068.005654 = -124337.757937 Iteration 14Q: 3 clusters Score -124337.8 nChanged 37 ComputeScore: Raw -127421.152988 + Penalty 3068.005654 = -124353.147334 Iteration 15Q: 3 clusters Score -124353.1 nChanged 30 ComputeScore: Raw -127432.409612 + Penalty 3068.005654 = -124364.403959 Iteration 16Q: 3 clusters Score -124364.4 nChanged 38 ComputeScore: Raw -127448.275982 + Penalty 3068.005654 = -124380.270328 Iteration 17Q: 3 clusters Score -124380.3 nChanged 27 ComputeScore: Raw -127461.182184 + Penalty 3068.005654 = -124393.176530 Iteration 18Q: 3 clusters Score -124393.2 nChanged 31 ComputeScore: Raw -127478.186259 + Penalty 3068.005654 = -124410.180606 Iteration 19Q: 3 clusters Score -124410.2 nChanged 34 ComputeScore: Raw -127493.826094 + Penalty 3068.005654 = -124425.820440 Iteration 20F: 3 clusters Score -124425.8 nChanged 29 ComputeScore: Raw -127506.604249 + Penalty 3068.005654 = -124438.598595 Iteration 21Q: 3 clusters Score -124438.6 nChanged 29 ComputeScore: Raw -127521.049801 + Penalty 3068.005654 = -124453.044147 Iteration 22Q: 3 clusters Score -124453 nChanged 33 ComputeScore: Raw -127535.298598 + Penalty 3068.005654 = -124467.292945 Iteration 23Q: 3 clusters Score -124467.3 nChanged 15 ComputeScore: Raw -127541.130820 + Penalty 3068.005654 = -124473.125166 Iteration 24Q: 3 clusters Score -124473.1 nChanged 16 ComputeScore: Raw -127548.186045 + Penalty 3068.005654 = -124480.180392 Iteration 25Q: 3 clusters Score -124480.2 nChanged 22 ComputeScore: Raw -127560.291243 + Penalty 3068.005654 = -124492.285589 Iteration 26Q: 3 clusters Score -124492.3 nChanged 22 ComputeScore: Raw -127576.589151 + Penalty 3068.005654 = -124508.583497 Iteration 27Q: 3 clusters Score -124508.6 nChanged 18 ComputeScore: Raw -127586.477891 + Penalty 3068.005654 = -124518.472237 Iteration 28Q: 3 clusters Score -124518.5 nChanged 19 ComputeScore: Raw -127598.163421 + Penalty 3068.005654 = -124530.157767 Iteration 29Q: 3 clusters Score -124530.2 nChanged 22 ComputeScore: Raw -127610.300946 + Penalty 3068.005654 = -124542.295292 Iteration 30Q: 3 clusters Score -124542.3 nChanged 17 ComputeScore: Raw -127618.591845 + Penalty 3068.005654 = -124550.586192 Iteration 31Q: 3 clusters Score -124550.6 nChanged 12 ComputeScore: Raw -127623.905785 + Penalty 3068.005654 = -124555.900131 Iteration 32Q: 3 clusters Score -124555.9 nChanged 11 ComputeScore: Raw -127629.901297 + Penalty 3068.005654 = -124561.895644 Iteration 33Q: 3 clusters Score -124561.9 nChanged 13 ComputeScore: Raw -127637.716115 + Penalty 3068.005654 = -124569.710461 Iteration 34Q: 3 clusters Score -124569.7 nChanged 15 ComputeScore: Raw -127648.284060 + Penalty 3068.005654 = -124580.278406 Iteration 35Q: 3 clusters Score -124580.3 nChanged 19 ComputeScore: Raw -127661.803898 + Penalty 3068.005654 = -124593.798245 Iteration 36Q: 3 clusters Score -124593.8 nChanged 20 ComputeScore: Raw -127673.296845 + Penalty 3068.005654 = -124605.291192 Iteration 37Q: 3 clusters Score -124605.3 nChanged 16 ComputeScore: Raw -127681.287848 + Penalty 3068.005654 = -124613.282195 Iteration 38Q: 3 clusters Score -124613.3 nChanged 16 ComputeScore: Raw -127690.057143 + Penalty 3068.005654 = -124622.051489 Iteration 39Q: 3 clusters Score -124622.1 nChanged 16 ComputeScore: Raw -127699.643407 + Penalty 3068.005654 = -124631.637754 Iteration 40F: 3 clusters Score -124631.6 nChanged 16 ComputeScore: Raw -127707.504317 + Penalty 3068.005654 = -124639.498664 Iteration 41Q: 3 clusters Score -124639.5 nChanged 10 ComputeScore: Raw -127714.362787 + Penalty 3068.005654 = -124646.357134 Iteration 42Q: 3 clusters Score -124646.4 nChanged 14 ComputeScore: Raw -127722.512608 + Penalty 3068.005654 = -124654.506955 Iteration 43Q: 3 clusters Score -124654.5 nChanged 14 ComputeScore: Raw -127731.213620 + Penalty 3068.005654 = -124663.207966 Iteration 44Q: 3 clusters Score -124663.2 nChanged 14 ComputeScore: Raw -127738.930249 + Penalty 3068.005654 = -124670.924595 Iteration 45Q: 3 clusters Score -124670.9 nChanged 5 ComputeScore: Raw -127740.350289 + Penalty 3068.005654 = -124672.344635 Iteration 46Q: 3 clusters Score -124672.3 nChanged 3 ComputeScore: Raw -127742.201719 + Penalty 3068.005654 = -124674.196066 Iteration 47Q: 3 clusters Score -124674.2 nChanged 2 ComputeScore: Raw -127742.657902 + Penalty 3068.005654 = -124674.652248 Iteration 48Q: 3 clusters Score -124674.7 nChanged 1 ComputeScore: Raw -127743.356182 + Penalty 3068.005654 = -124675.350528 Iteration 49Q: 3 clusters Score -124675.4 nChanged 2 ComputeScore: Raw -127744.199134 + Penalty 3068.005654 = -124676.193480 Iteration 50Q: 3 clusters Score -124676.2 nChanged 1 ComputeScore: Raw -127744.648492 + Penalty 3068.005654 = -124676.642838 Iteration 51Q: 3 clusters Score -124676.6 nChanged 0 ComputeScore: Raw -127744.648492 + Penalty 3068.005654 = -124676.642838 Iteration 52F: 3 clusters Score -124676.6 nChanged 0 Trying to split cluster 26 (4626 points) Assigned 2 initial classes randomly. ComputeScore: Raw -175041.837780 + Penalty 1595.055642 = -173446.782138 Iteration 0F: 2 clusters Score -173446.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -172682.530978 + Penalty 3190.111285 = -169492.419694 Iteration 0F: 3 clusters Score -169492.4 nChanged 1847 ComputeScore: Raw -173705.751074 + Penalty 3190.111285 = -170515.639790 Iteration 1F: 3 clusters Score -170515.6 nChanged 383 ComputeScore: Raw -173959.236556 + Penalty 3190.111285 = -170769.125272 Iteration 2F: 3 clusters Score -170769.1 nChanged 289 ComputeScore: Raw -174160.437863 + Penalty 3190.111285 = -170970.326579 Iteration 3F: 3 clusters Score -170970.3 nChanged 226 ComputeScore: Raw -174311.586740 + Penalty 3190.111285 = -171121.475456 Iteration 4Q: 3 clusters Score -171121.5 nChanged 195 ComputeScore: Raw -174419.157279 + Penalty 3190.111285 = -171229.045994 Iteration 5Q: 3 clusters Score -171229 nChanged 163 ComputeScore: Raw -174521.373239 + Penalty 3190.111285 = -171331.261954 Iteration 6Q: 3 clusters Score -171331.3 nChanged 147 ComputeScore: Raw -174603.237335 + Penalty 3190.111285 = -171413.126051 Iteration 7Q: 3 clusters Score -171413.1 nChanged 130 ComputeScore: Raw -174672.634950 + Penalty 3190.111285 = -171482.523666 Iteration 8Q: 3 clusters Score -171482.5 nChanged 116 ComputeScore: Raw -174726.793467 + Penalty 3190.111285 = -171536.682182 Iteration 9Q: 3 clusters Score -171536.7 nChanged 85 ComputeScore: Raw -174776.897702 + Penalty 3190.111285 = -171586.786418 Iteration 10Q: 3 clusters Score -171586.8 nChanged 88 ComputeScore: Raw -174834.200557 + Penalty 3190.111285 = -171644.089273 Iteration 11Q: 3 clusters Score -171644.1 nChanged 109 ComputeScore: Raw -174899.866782 + Penalty 3190.111285 = -171709.755498 Iteration 12Q: 3 clusters Score -171709.8 nChanged 94 ComputeScore: Raw -174956.703082 + Penalty 3190.111285 = -171766.591797 Iteration 13Q: 3 clusters Score -171766.6 nChanged 76 ComputeScore: Raw -174998.445868 + Penalty 3190.111285 = -171808.334583 Iteration 14Q: 3 clusters Score -171808.3 nChanged 78 ComputeScore: Raw -175042.991611 + Penalty 3190.111285 = -171852.880327 Iteration 15Q: 3 clusters Score -171852.9 nChanged 80 ComputeScore: Raw -175090.274204 + Penalty 3190.111285 = -171900.162919 Iteration 16Q: 3 clusters Score -171900.2 nChanged 87 ComputeScore: Raw -175152.872023 + Penalty 3190.111285 = -171962.760738 Iteration 17Q: 3 clusters Score -171962.8 nChanged 83 ComputeScore: Raw -175200.593972 + Penalty 3190.111285 = -172010.482687 Iteration 18Q: 3 clusters Score -172010.5 nChanged 68 ComputeScore: Raw -175240.106113 + Penalty 3190.111285 = -172049.994828 Iteration 19Q: 3 clusters Score -172050 nChanged 74 ComputeScore: Raw -175286.309561 + Penalty 3190.111285 = -172096.198277 Iteration 20F: 3 clusters Score -172096.2 nChanged 82 ComputeScore: Raw -175348.135458 + Penalty 3190.111285 = -172158.024173 Iteration 21Q: 3 clusters Score -172158 nChanged 89 ComputeScore: Raw -175422.703003 + Penalty 3190.111285 = -172232.591718 Iteration 22Q: 3 clusters Score -172232.6 nChanged 85 ComputeScore: Raw -175485.024724 + Penalty 3190.111285 = -172294.913439 Iteration 23Q: 3 clusters Score -172294.9 nChanged 86 ComputeScore: Raw -175545.066621 + Penalty 3190.111285 = -172354.955336 Iteration 24Q: 3 clusters Score -172355 nChanged 87 ComputeScore: Raw -175600.160784 + Penalty 3190.111285 = -172410.049500 Iteration 25Q: 3 clusters Score -172410 nChanged 86 ComputeScore: Raw -175660.095746 + Penalty 3190.111285 = -172469.984462 Iteration 26Q: 3 clusters Score -172470 nChanged 78 ComputeScore: Raw -175712.769011 + Penalty 3190.111285 = -172522.657727 Iteration 27Q: 3 clusters Score -172522.7 nChanged 59 ComputeScore: Raw -175752.117617 + Penalty 3190.111285 = -172562.006332 Iteration 28Q: 3 clusters Score -172562 nChanged 51 ComputeScore: Raw -175787.143477 + Penalty 3190.111285 = -172597.032192 Iteration 29Q: 3 clusters Score -172597 nChanged 54 ComputeScore: Raw -175832.328017 + Penalty 3190.111285 = -172642.216732 Iteration 30Q: 3 clusters Score -172642.2 nChanged 67 ComputeScore: Raw -175874.944193 + Penalty 3190.111285 = -172684.832908 Iteration 31Q: 3 clusters Score -172684.8 nChanged 57 ComputeScore: Raw -175908.678584 + Penalty 3190.111285 = -172718.567299 Iteration 32Q: 3 clusters Score -172718.6 nChanged 34 ComputeScore: Raw -175925.541313 + Penalty 3190.111285 = -172735.430029 Iteration 33Q: 3 clusters Score -172735.4 nChanged 31 ComputeScore: Raw -175938.361825 + Penalty 3190.111285 = -172748.250540 Iteration 34Q: 3 clusters Score -172748.3 nChanged 28 ComputeScore: Raw -175953.149463 + Penalty 3190.111285 = -172763.038179 Iteration 35Q: 3 clusters Score -172763 nChanged 23 ComputeScore: Raw -175960.785706 + Penalty 3190.111285 = -172770.674422 Iteration 36Q: 3 clusters Score -172770.7 nChanged 16 ComputeScore: Raw -175966.004058 + Penalty 3190.111285 = -172775.892774 Iteration 37Q: 3 clusters Score -172775.9 nChanged 11 ComputeScore: Raw -175973.536416 + Penalty 3190.111285 = -172783.425132 Iteration 38Q: 3 clusters Score -172783.4 nChanged 5 ComputeScore: Raw -175977.411844 + Penalty 3190.111285 = -172787.300559 Iteration 39Q: 3 clusters Score -172787.3 nChanged 6 ComputeScore: Raw -175985.568597 + Penalty 3190.111285 = -172795.457313 Iteration 40F: 3 clusters Score -172795.5 nChanged 12 ComputeScore: Raw -175993.607598 + Penalty 3190.111285 = -172803.496313 Iteration 41Q: 3 clusters Score -172803.5 nChanged 13 ComputeScore: Raw -176000.568851 + Penalty 3190.111285 = -172810.457567 Iteration 42Q: 3 clusters Score -172810.5 nChanged 13 ComputeScore: Raw -176005.412523 + Penalty 3190.111285 = -172815.301238 Iteration 43Q: 3 clusters Score -172815.3 nChanged 11 ComputeScore: Raw -176010.256028 + Penalty 3190.111285 = -172820.144743 Iteration 44Q: 3 clusters Score -172820.1 nChanged 13 ComputeScore: Raw -176015.423150 + Penalty 3190.111285 = -172825.311865 Iteration 45Q: 3 clusters Score -172825.3 nChanged 11 ComputeScore: Raw -176018.726162 + Penalty 3190.111285 = -172828.614877 Iteration 46Q: 3 clusters Score -172828.6 nChanged 9 ComputeScore: Raw -176022.391465 + Penalty 3190.111285 = -172832.280180 Iteration 47Q: 3 clusters Score -172832.3 nChanged 7 ComputeScore: Raw -176024.775920 + Penalty 3190.111285 = -172834.664635 Iteration 48Q: 3 clusters Score -172834.7 nChanged 5 ComputeScore: Raw -176026.187276 + Penalty 3190.111285 = -172836.075991 Iteration 49Q: 3 clusters Score -172836.1 nChanged 4 ComputeScore: Raw -176027.201508 + Penalty 3190.111285 = -172837.090223 Iteration 50Q: 3 clusters Score -172837.1 nChanged 3 ComputeScore: Raw -176028.022550 + Penalty 3190.111285 = -172837.911265 Iteration 51Q: 3 clusters Score -172837.9 nChanged 3 ComputeScore: Raw -176029.155241 + Penalty 3190.111285 = -172839.043957 Iteration 52Q: 3 clusters Score -172839 nChanged 3 ComputeScore: Raw -176029.979803 + Penalty 3190.111285 = -172839.868518 Iteration 53Q: 3 clusters Score -172839.9 nChanged 0 ComputeScore: Raw -176029.979803 + Penalty 3190.111285 = -172839.868518 Iteration 54F: 3 clusters Score -172839.9 nChanged 0 Trying to split cluster 27 (4487 points) Assigned 2 initial classes randomly. ComputeScore: Raw -171194.447104 + Penalty 1589.289586 = -169605.157519 Iteration 0F: 2 clusters Score -169605.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -168936.159164 + Penalty 3178.579171 = -165757.579993 Iteration 0F: 3 clusters Score -165757.6 nChanged 1818 ComputeScore: Raw -170023.504518 + Penalty 3178.579171 = -166844.925347 Iteration 1F: 3 clusters Score -166844.9 nChanged 367 ComputeScore: Raw -170260.543785 + Penalty 3178.579171 = -167081.964614 Iteration 2F: 3 clusters Score -167082 nChanged 268 ComputeScore: Raw -170451.111652 + Penalty 3178.579171 = -167272.532481 Iteration 3F: 3 clusters Score -167272.5 nChanged 241 ComputeScore: Raw -170638.189869 + Penalty 3178.579171 = -167459.610698 Iteration 4F: 3 clusters Score -167459.6 nChanged 187 ComputeScore: Raw -170769.537028 + Penalty 3178.579171 = -167590.957857 Iteration 5Q: 3 clusters Score -167591 nChanged 165 ComputeScore: Raw -170872.685458 + Penalty 3178.579171 = -167694.106287 Iteration 6Q: 3 clusters Score -167694.1 nChanged 148 ComputeScore: Raw -170960.509864 + Penalty 3178.579171 = -167781.930693 Iteration 7Q: 3 clusters Score -167781.9 nChanged 132 ComputeScore: Raw -171039.916662 + Penalty 3178.579171 = -167861.337491 Iteration 8Q: 3 clusters Score -167861.3 nChanged 117 ComputeScore: Raw -171105.640091 + Penalty 3178.579171 = -167927.060920 Iteration 9Q: 3 clusters Score -167927.1 nChanged 93 ComputeScore: Raw -171158.666216 + Penalty 3178.579171 = -167980.087045 Iteration 10Q: 3 clusters Score -167980.1 nChanged 78 ComputeScore: Raw -171200.619148 + Penalty 3178.579171 = -168022.039977 Iteration 11Q: 3 clusters Score -168022 nChanged 75 ComputeScore: Raw -171237.075547 + Penalty 3178.579171 = -168058.496376 Iteration 12Q: 3 clusters Score -168058.5 nChanged 72 ComputeScore: Raw -171273.164709 + Penalty 3178.579171 = -168094.585538 Iteration 13Q: 3 clusters Score -168094.6 nChanged 65 ComputeScore: Raw -171303.369207 + Penalty 3178.579171 = -168124.790036 Iteration 14Q: 3 clusters Score -168124.8 nChanged 54 ComputeScore: Raw -171322.318463 + Penalty 3178.579171 = -168143.739292 Iteration 15Q: 3 clusters Score -168143.7 nChanged 37 ComputeScore: Raw -171338.566330 + Penalty 3178.579171 = -168159.987159 Iteration 16Q: 3 clusters Score -168160 nChanged 35 ComputeScore: Raw -171355.111581 + Penalty 3178.579171 = -168176.532410 Iteration 17Q: 3 clusters Score -168176.5 nChanged 41 ComputeScore: Raw -171371.621602 + Penalty 3178.579171 = -168193.042431 Iteration 18Q: 3 clusters Score -168193 nChanged 40 ComputeScore: Raw -171385.566402 + Penalty 3178.579171 = -168206.987231 Iteration 19Q: 3 clusters Score -168207 nChanged 32 ComputeScore: Raw -171397.662000 + Penalty 3178.579171 = -168219.082829 Iteration 20F: 3 clusters Score -168219.1 nChanged 33 ComputeScore: Raw -171412.698679 + Penalty 3178.579171 = -168234.119508 Iteration 21Q: 3 clusters Score -168234.1 nChanged 42 ComputeScore: Raw -171432.021953 + Penalty 3178.579171 = -168253.442782 Iteration 22Q: 3 clusters Score -168253.4 nChanged 33 ComputeScore: Raw -171444.276307 + Penalty 3178.579171 = -168265.697136 Iteration 23Q: 3 clusters Score -168265.7 nChanged 30 ComputeScore: Raw -171460.426754 + Penalty 3178.579171 = -168281.847583 Iteration 24Q: 3 clusters Score -168281.8 nChanged 39 ComputeScore: Raw -171479.957307 + Penalty 3178.579171 = -168301.378136 Iteration 25Q: 3 clusters Score -168301.4 nChanged 36 ComputeScore: Raw -171498.926129 + Penalty 3178.579171 = -168320.346958 Iteration 26Q: 3 clusters Score -168320.3 nChanged 44 ComputeScore: Raw -171524.222567 + Penalty 3178.579171 = -168345.643396 Iteration 27Q: 3 clusters Score -168345.6 nChanged 38 ComputeScore: Raw -171546.233957 + Penalty 3178.579171 = -168367.654786 Iteration 28Q: 3 clusters Score -168367.7 nChanged 34 ComputeScore: Raw -171563.501799 + Penalty 3178.579171 = -168384.922628 Iteration 29Q: 3 clusters Score -168384.9 nChanged 41 ComputeScore: Raw -171581.533912 + Penalty 3178.579171 = -168402.954741 Iteration 30Q: 3 clusters Score -168403 nChanged 39 ComputeScore: Raw -171598.347228 + Penalty 3178.579171 = -168419.768057 Iteration 31Q: 3 clusters Score -168419.8 nChanged 33 ComputeScore: Raw -171611.705489 + Penalty 3178.579171 = -168433.126318 Iteration 32Q: 3 clusters Score -168433.1 nChanged 20 ComputeScore: Raw -171623.212670 + Penalty 3178.579171 = -168444.633499 Iteration 33Q: 3 clusters Score -168444.6 nChanged 27 ComputeScore: Raw -171633.225120 + Penalty 3178.579171 = -168454.645949 Iteration 34Q: 3 clusters Score -168454.6 nChanged 15 ComputeScore: Raw -171638.384202 + Penalty 3178.579171 = -168459.805031 Iteration 35Q: 3 clusters Score -168459.8 nChanged 21 ComputeScore: Raw -171644.158809 + Penalty 3178.579171 = -168465.579638 Iteration 36Q: 3 clusters Score -168465.6 nChanged 11 ComputeScore: Raw -171647.476166 + Penalty 3178.579171 = -168468.896995 Iteration 37Q: 3 clusters Score -168468.9 nChanged 11 ComputeScore: Raw -171651.114176 + Penalty 3178.579171 = -168472.535005 Iteration 38Q: 3 clusters Score -168472.5 nChanged 14 ComputeScore: Raw -171655.222480 + Penalty 3178.579171 = -168476.643309 Iteration 39Q: 3 clusters Score -168476.6 nChanged 11 ComputeScore: Raw -171659.622817 + Penalty 3178.579171 = -168481.043646 Iteration 40F: 3 clusters Score -168481 nChanged 17 ComputeScore: Raw -171665.547364 + Penalty 3178.579171 = -168486.968193 Iteration 41Q: 3 clusters Score -168487 nChanged 11 ComputeScore: Raw -171668.834153 + Penalty 3178.579171 = -168490.254982 Iteration 42Q: 3 clusters Score -168490.3 nChanged 11 ComputeScore: Raw -171670.776803 + Penalty 3178.579171 = -168492.197632 Iteration 43Q: 3 clusters Score -168492.2 nChanged 2 ComputeScore: Raw -171671.078246 + Penalty 3178.579171 = -168492.499075 Iteration 44Q: 3 clusters Score -168492.5 nChanged 1 ComputeScore: Raw -171671.244266 + Penalty 3178.579171 = -168492.665095 Iteration 45Q: 3 clusters Score -168492.7 nChanged 2 ComputeScore: Raw -171671.483283 + Penalty 3178.579171 = -168492.904112 Iteration 46Q: 3 clusters Score -168492.9 nChanged 2 ComputeScore: Raw -171672.099946 + Penalty 3178.579171 = -168493.520775 Iteration 47Q: 3 clusters Score -168493.5 nChanged 2 ComputeScore: Raw -171672.402298 + Penalty 3178.579171 = -168493.823127 Iteration 48Q: 3 clusters Score -168493.8 nChanged 1 ComputeScore: Raw -171672.663936 + Penalty 3178.579171 = -168494.084765 Iteration 49Q: 3 clusters Score -168494.1 nChanged 3 ComputeScore: Raw -171673.410371 + Penalty 3178.579171 = -168494.831200 Iteration 50Q: 3 clusters Score -168494.8 nChanged 3 ComputeScore: Raw -171674.359411 + Penalty 3178.579171 = -168495.780240 Iteration 51Q: 3 clusters Score -168495.8 nChanged 2 ComputeScore: Raw -171675.338885 + Penalty 3178.579171 = -168496.759714 Iteration 52Q: 3 clusters Score -168496.8 nChanged 1 ComputeScore: Raw -171675.496222 + Penalty 3178.579171 = -168496.917050 Iteration 53Q: 3 clusters Score -168496.9 nChanged 0 ComputeScore: Raw -171675.496222 + Penalty 3178.579171 = -168496.917050 Iteration 54F: 3 clusters Score -168496.9 nChanged 0 Trying to split cluster 28 (7281 points) Assigned 2 initial classes randomly. ComputeScore: Raw -273193.415251 + Penalty 1680.781440 = -271512.633810 Iteration 0F: 2 clusters Score -271512.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -269293.180982 + Penalty 3361.562881 = -265931.618101 Iteration 0F: 3 clusters Score -265931.6 nChanged 3016 ComputeScore: Raw -270840.923323 + Penalty 3361.562881 = -267479.360442 Iteration 1F: 3 clusters Score -267479.4 nChanged 484 ComputeScore: Raw -271101.022673 + Penalty 3361.562881 = -267739.459792 Iteration 2F: 3 clusters Score -267739.5 nChanged 423 ComputeScore: Raw -271324.053297 + Penalty 3361.562881 = -267962.490417 Iteration 3F: 3 clusters Score -267962.5 nChanged 363 ComputeScore: Raw -271519.352237 + Penalty 3361.562881 = -268157.789356 Iteration 4Q: 3 clusters Score -268157.8 nChanged 323 ComputeScore: Raw -271692.921083 + Penalty 3361.562881 = -268331.358202 Iteration 5Q: 3 clusters Score -268331.4 nChanged 331 ComputeScore: Raw -271891.183788 + Penalty 3361.562881 = -268529.620908 Iteration 6Q: 3 clusters Score -268529.6 nChanged 336 ComputeScore: Raw -272110.635268 + Penalty 3361.562881 = -268749.072387 Iteration 7Q: 3 clusters Score -268749.1 nChanged 364 ComputeScore: Raw -272369.766540 + Penalty 3361.562881 = -269008.203659 Iteration 8Q: 3 clusters Score -269008.2 nChanged 317 ComputeScore: Raw -272594.734212 + Penalty 3361.562881 = -269233.171331 Iteration 9Q: 3 clusters Score -269233.2 nChanged 277 ComputeScore: Raw -272800.644641 + Penalty 3361.562881 = -269439.081761 Iteration 10Q: 3 clusters Score -269439.1 nChanged 238 ComputeScore: Raw -272973.650923 + Penalty 3361.562881 = -269612.088042 Iteration 11Q: 3 clusters Score -269612.1 nChanged 202 ComputeScore: Raw -273122.610292 + Penalty 3361.562881 = -269761.047412 Iteration 12Q: 3 clusters Score -269761 nChanged 175 ComputeScore: Raw -273229.366722 + Penalty 3361.562881 = -269867.803841 Iteration 13Q: 3 clusters Score -269867.8 nChanged 127 ComputeScore: Raw -273316.969189 + Penalty 3361.562881 = -269955.406308 Iteration 14Q: 3 clusters Score -269955.4 nChanged 90 ComputeScore: Raw -273388.543383 + Penalty 3361.562881 = -270026.980502 Iteration 15Q: 3 clusters Score -270027 nChanged 75 ComputeScore: Raw -273443.384776 + Penalty 3361.562881 = -270081.821895 Iteration 16Q: 3 clusters Score -270081.8 nChanged 60 ComputeScore: Raw -273494.341432 + Penalty 3361.562881 = -270132.778551 Iteration 17Q: 3 clusters Score -270132.8 nChanged 54 ComputeScore: Raw -273536.958686 + Penalty 3361.562881 = -270175.395806 Iteration 18Q: 3 clusters Score -270175.4 nChanged 57 ComputeScore: Raw -273578.038395 + Penalty 3361.562881 = -270216.475514 Iteration 19Q: 3 clusters Score -270216.5 nChanged 47 ComputeScore: Raw -273610.447930 + Penalty 3361.562881 = -270248.885049 Iteration 20F: 3 clusters Score -270248.9 nChanged 40 ComputeScore: Raw -273640.172080 + Penalty 3361.562881 = -270278.609199 Iteration 21Q: 3 clusters Score -270278.6 nChanged 40 ComputeScore: Raw -273658.730851 + Penalty 3361.562881 = -270297.167970 Iteration 22Q: 3 clusters Score -270297.2 nChanged 24 ComputeScore: Raw -273667.382074 + Penalty 3361.562881 = -270305.819193 Iteration 23Q: 3 clusters Score -270305.8 nChanged 16 ComputeScore: Raw -273675.345939 + Penalty 3361.562881 = -270313.783059 Iteration 24Q: 3 clusters Score -270313.8 nChanged 23 ComputeScore: Raw -273686.861444 + Penalty 3361.562881 = -270325.298563 Iteration 25Q: 3 clusters Score -270325.3 nChanged 16 ComputeScore: Raw -273697.636098 + Penalty 3361.562881 = -270336.073217 Iteration 26Q: 3 clusters Score -270336.1 nChanged 22 ComputeScore: Raw -273708.404747 + Penalty 3361.562881 = -270346.841866 Iteration 27Q: 3 clusters Score -270346.8 nChanged 18 ComputeScore: Raw -273717.153173 + Penalty 3361.562881 = -270355.590292 Iteration 28Q: 3 clusters Score -270355.6 nChanged 16 ComputeScore: Raw -273723.154081 + Penalty 3361.562881 = -270361.591200 Iteration 29Q: 3 clusters Score -270361.6 nChanged 17 ComputeScore: Raw -273731.212341 + Penalty 3361.562881 = -270369.649460 Iteration 30Q: 3 clusters Score -270369.6 nChanged 10 ComputeScore: Raw -273734.323528 + Penalty 3361.562881 = -270372.760648 Iteration 31Q: 3 clusters Score -270372.8 nChanged 8 ComputeScore: Raw -273737.601248 + Penalty 3361.562881 = -270376.038367 Iteration 32Q: 3 clusters Score -270376 nChanged 6 ComputeScore: Raw -273740.721682 + Penalty 3361.562881 = -270379.158802 Iteration 33Q: 3 clusters Score -270379.2 nChanged 13 ComputeScore: Raw -273747.134874 + Penalty 3361.562881 = -270385.571993 Iteration 34Q: 3 clusters Score -270385.6 nChanged 13 ComputeScore: Raw -273752.310821 + Penalty 3361.562881 = -270390.747940 Iteration 35Q: 3 clusters Score -270390.7 nChanged 10 ComputeScore: Raw -273756.477464 + Penalty 3361.562881 = -270394.914583 Iteration 36Q: 3 clusters Score -270394.9 nChanged 5 ComputeScore: Raw -273757.846316 + Penalty 3361.562881 = -270396.283435 Iteration 37Q: 3 clusters Score -270396.3 nChanged 4 ComputeScore: Raw -273758.915503 + Penalty 3361.562881 = -270397.352622 Iteration 38Q: 3 clusters Score -270397.4 nChanged 4 ComputeScore: Raw -273759.630798 + Penalty 3361.562881 = -270398.067917 Iteration 39Q: 3 clusters Score -270398.1 nChanged 3 ComputeScore: Raw -273760.641487 + Penalty 3361.562881 = -270399.078606 Iteration 40F: 3 clusters Score -270399.1 nChanged 4 ComputeScore: Raw -273761.817828 + Penalty 3361.562881 = -270400.254947 Iteration 41Q: 3 clusters Score -270400.3 nChanged 4 ComputeScore: Raw -273763.216612 + Penalty 3361.562881 = -270401.653731 Iteration 42Q: 3 clusters Score -270401.7 nChanged 1 ComputeScore: Raw -273764.169408 + Penalty 3361.562881 = -270402.606527 Iteration 43Q: 3 clusters Score -270402.6 nChanged 5 ComputeScore: Raw -273766.202873 + Penalty 3361.562881 = -270404.639992 Iteration 44Q: 3 clusters Score -270404.6 nChanged 3 ComputeScore: Raw -273767.223772 + Penalty 3361.562881 = -270405.660892 Iteration 45Q: 3 clusters Score -270405.7 nChanged 4 ComputeScore: Raw -273768.910216 + Penalty 3361.562881 = -270407.347335 Iteration 46Q: 3 clusters Score -270407.3 nChanged 4 ComputeScore: Raw -273769.704479 + Penalty 3361.562881 = -270408.141598 Iteration 47Q: 3 clusters Score -270408.1 nChanged 2 ComputeScore: Raw -273770.356861 + Penalty 3361.562881 = -270408.793980 Iteration 48Q: 3 clusters Score -270408.8 nChanged 2 ComputeScore: Raw -273770.730798 + Penalty 3361.562881 = -270409.167917 Iteration 49Q: 3 clusters Score -270409.2 nChanged 2 ComputeScore: Raw -273771.331292 + Penalty 3361.562881 = -270409.768411 Iteration 50Q: 3 clusters Score -270409.8 nChanged 1 ComputeScore: Raw -273771.530570 + Penalty 3361.562881 = -270409.967689 Iteration 51Q: 3 clusters Score -270410 nChanged 0 ComputeScore: Raw -273771.530570 + Penalty 3361.562881 = -270409.967689 Iteration 52F: 3 clusters Score -270410 nChanged 0 Trying to split cluster 29 (5440 points) Assigned 2 initial classes randomly. ComputeScore: Raw -206233.138703 + Penalty 1625.689990 = -204607.448713 Iteration 0F: 2 clusters Score -204607.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -203404.989663 + Penalty 3251.379980 = -200153.609682 Iteration 0F: 3 clusters Score -200153.6 nChanged 2202 ComputeScore: Raw -204655.316010 + Penalty 3251.379980 = -201403.936030 Iteration 1F: 3 clusters Score -201403.9 nChanged 406 ComputeScore: Raw -204894.281299 + Penalty 3251.379980 = -201642.901318 Iteration 2F: 3 clusters Score -201642.9 nChanged 302 ComputeScore: Raw -205081.377141 + Penalty 3251.379980 = -201829.997161 Iteration 3F: 3 clusters Score -201830 nChanged 266 ComputeScore: Raw -205237.690664 + Penalty 3251.379980 = -201986.310684 Iteration 4Q: 3 clusters Score -201986.3 nChanged 219 ComputeScore: Raw -205355.465615 + Penalty 3251.379980 = -202104.085634 Iteration 5Q: 3 clusters Score -202104.1 nChanged 205 ComputeScore: Raw -205476.085430 + Penalty 3251.379980 = -202224.705450 Iteration 6Q: 3 clusters Score -202224.7 nChanged 202 ComputeScore: Raw -205611.770291 + Penalty 3251.379980 = -202360.390310 Iteration 7Q: 3 clusters Score -202360.4 nChanged 197 ComputeScore: Raw -205760.977351 + Penalty 3251.379980 = -202509.597371 Iteration 8Q: 3 clusters Score -202509.6 nChanged 205 ComputeScore: Raw -205926.180732 + Penalty 3251.379980 = -202674.800752 Iteration 9Q: 3 clusters Score -202674.8 nChanged 206 ComputeScore: Raw -206112.279828 + Penalty 3251.379980 = -202860.899848 Iteration 10Q: 3 clusters Score -202860.9 nChanged 225 ComputeScore: Raw -206336.348531 + Penalty 3251.379980 = -203084.968551 Iteration 11Q: 3 clusters Score -203085 nChanged 221 ComputeScore: Raw -206577.831070 + Penalty 3251.379980 = -203326.451089 Iteration 12Q: 3 clusters Score -203326.5 nChanged 224 ComputeScore: Raw -206807.297499 + Penalty 3251.379980 = -203555.917519 Iteration 13Q: 3 clusters Score -203555.9 nChanged 200 ComputeScore: Raw -206983.539127 + Penalty 3251.379980 = -203732.159146 Iteration 14Q: 3 clusters Score -203732.2 nChanged 170 ComputeScore: Raw -207138.180782 + Penalty 3251.379980 = -203886.800801 Iteration 15Q: 3 clusters Score -203886.8 nChanged 159 ComputeScore: Raw -207280.208094 + Penalty 3251.379980 = -204028.828113 Iteration 16Q: 3 clusters Score -204028.8 nChanged 129 ComputeScore: Raw -207389.965572 + Penalty 3251.379980 = -204138.585592 Iteration 17Q: 3 clusters Score -204138.6 nChanged 117 ComputeScore: Raw -207469.971291 + Penalty 3251.379980 = -204218.591310 Iteration 18Q: 3 clusters Score -204218.6 nChanged 102 ComputeScore: Raw -207530.354392 + Penalty 3251.379980 = -204278.974411 Iteration 19Q: 3 clusters Score -204279 nChanged 72 ComputeScore: Raw -207562.870493 + Penalty 3251.379980 = -204311.490513 Iteration 20F: 3 clusters Score -204311.5 nChanged 65 ComputeScore: Raw -207591.853063 + Penalty 3251.379980 = -204340.473082 Iteration 21Q: 3 clusters Score -204340.5 nChanged 45 ComputeScore: Raw -207617.858992 + Penalty 3251.379980 = -204366.479011 Iteration 22Q: 3 clusters Score -204366.5 nChanged 48 ComputeScore: Raw -207643.857811 + Penalty 3251.379980 = -204392.477831 Iteration 23Q: 3 clusters Score -204392.5 nChanged 57 ComputeScore: Raw -207671.661207 + Penalty 3251.379980 = -204420.281227 Iteration 24Q: 3 clusters Score -204420.3 nChanged 42 ComputeScore: Raw -207688.909101 + Penalty 3251.379980 = -204437.529120 Iteration 25Q: 3 clusters Score -204437.5 nChanged 34 ComputeScore: Raw -207705.049318 + Penalty 3251.379980 = -204453.669337 Iteration 26Q: 3 clusters Score -204453.7 nChanged 39 ComputeScore: Raw -207719.353488 + Penalty 3251.379980 = -204467.973508 Iteration 27Q: 3 clusters Score -204468 nChanged 21 ComputeScore: Raw -207725.204594 + Penalty 3251.379980 = -204473.824613 Iteration 28Q: 3 clusters Score -204473.8 nChanged 15 ComputeScore: Raw -207729.047873 + Penalty 3251.379980 = -204477.667893 Iteration 29Q: 3 clusters Score -204477.7 nChanged 6 ComputeScore: Raw -207730.958883 + Penalty 3251.379980 = -204479.578902 Iteration 30Q: 3 clusters Score -204479.6 nChanged 11 ComputeScore: Raw -207733.385737 + Penalty 3251.379980 = -204482.005757 Iteration 31Q: 3 clusters Score -204482 nChanged 4 ComputeScore: Raw -207733.991090 + Penalty 3251.379980 = -204482.611109 Iteration 32Q: 3 clusters Score -204482.6 nChanged 3 ComputeScore: Raw -207734.939114 + Penalty 3251.379980 = -204483.559134 Iteration 33Q: 3 clusters Score -204483.6 nChanged 5 ComputeScore: Raw -207735.927955 + Penalty 3251.379980 = -204484.547975 Iteration 34Q: 3 clusters Score -204484.5 nChanged 4 ComputeScore: Raw -207736.869751 + Penalty 3251.379980 = -204485.489770 Iteration 35Q: 3 clusters Score -204485.5 nChanged 7 ComputeScore: Raw -207737.967249 + Penalty 3251.379980 = -204486.587269 Iteration 36Q: 3 clusters Score -204486.6 nChanged 6 ComputeScore: Raw -207738.970578 + Penalty 3251.379980 = -204487.590598 Iteration 37Q: 3 clusters Score -204487.6 nChanged 5 ComputeScore: Raw -207740.239367 + Penalty 3251.379980 = -204488.859387 Iteration 38Q: 3 clusters Score -204488.9 nChanged 3 ComputeScore: Raw -207741.465500 + Penalty 3251.379980 = -204490.085519 Iteration 39Q: 3 clusters Score -204490.1 nChanged 7 ComputeScore: Raw -207742.953827 + Penalty 3251.379980 = -204491.573846 Iteration 40F: 3 clusters Score -204491.6 nChanged 2 ComputeScore: Raw -207743.435764 + Penalty 3251.379980 = -204492.055783 Iteration 41Q: 3 clusters Score -204492.1 nChanged 3 ComputeScore: Raw -207744.228274 + Penalty 3251.379980 = -204492.848293 Iteration 42Q: 3 clusters Score -204492.8 nChanged 3 ComputeScore: Raw -207745.082499 + Penalty 3251.379980 = -204493.702518 Iteration 43Q: 3 clusters Score -204493.7 nChanged 6 ComputeScore: Raw -207746.062627 + Penalty 3251.379980 = -204494.682647 Iteration 44Q: 3 clusters Score -204494.7 nChanged 5 ComputeScore: Raw -207747.027677 + Penalty 3251.379980 = -204495.647696 Iteration 45Q: 3 clusters Score -204495.6 nChanged 5 ComputeScore: Raw -207748.188591 + Penalty 3251.379980 = -204496.808611 Iteration 46Q: 3 clusters Score -204496.8 nChanged 4 ComputeScore: Raw -207749.132695 + Penalty 3251.379980 = -204497.752714 Iteration 47Q: 3 clusters Score -204497.8 nChanged 5 ComputeScore: Raw -207750.479433 + Penalty 3251.379980 = -204499.099452 Iteration 48Q: 3 clusters Score -204499.1 nChanged 4 ComputeScore: Raw -207751.938545 + Penalty 3251.379980 = -204500.558564 Iteration 49Q: 3 clusters Score -204500.6 nChanged 4 ComputeScore: Raw -207752.592951 + Penalty 3251.379980 = -204501.212971 Iteration 50Q: 3 clusters Score -204501.2 nChanged 3 ComputeScore: Raw -207753.106544 + Penalty 3251.379980 = -204501.726564 Iteration 51Q: 3 clusters Score -204501.7 nChanged 4 ComputeScore: Raw -207754.020182 + Penalty 3251.379980 = -204502.640201 Iteration 52Q: 3 clusters Score -204502.6 nChanged 6 ComputeScore: Raw -207755.711475 + Penalty 3251.379980 = -204504.331495 Iteration 53Q: 3 clusters Score -204504.3 nChanged 7 ComputeScore: Raw -207756.869051 + Penalty 3251.379980 = -204505.489070 Iteration 54Q: 3 clusters Score -204505.5 nChanged 2 ComputeScore: Raw -207757.326847 + Penalty 3251.379980 = -204505.946867 Iteration 55Q: 3 clusters Score -204505.9 nChanged 2 ComputeScore: Raw -207757.660267 + Penalty 3251.379980 = -204506.280286 Iteration 56Q: 3 clusters Score -204506.3 nChanged 6 ComputeScore: Raw -207758.682816 + Penalty 3251.379980 = -204507.302836 Iteration 57Q: 3 clusters Score -204507.3 nChanged 4 ComputeScore: Raw -207759.207245 + Penalty 3251.379980 = -204507.827265 Iteration 58Q: 3 clusters Score -204507.8 nChanged 1 ComputeScore: Raw -207759.329447 + Penalty 3251.379980 = -204507.949466 Iteration 59Q: 3 clusters Score -204507.9 nChanged 0 ComputeScore: Raw -207759.329447 + Penalty 3251.379980 = -204507.949466 Iteration 60F: 3 clusters Score -204507.9 nChanged 0 Trying to split cluster 30 (3992 points) Assigned 2 initial classes randomly. ComputeScore: Raw -151408.179254 + Penalty 1567.197003 = -149840.982250 Iteration 0F: 2 clusters Score -149841 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -149460.112795 + Penalty 3134.394007 = -146325.718788 Iteration 0F: 3 clusters Score -146325.7 nChanged 1571 ComputeScore: Raw -150393.340437 + Penalty 3134.394007 = -147258.946430 Iteration 1F: 3 clusters Score -147258.9 nChanged 357 ComputeScore: Raw -150677.955743 + Penalty 3134.394007 = -147543.561736 Iteration 2F: 3 clusters Score -147543.6 nChanged 249 ComputeScore: Raw -150857.496630 + Penalty 3134.394007 = -147723.102623 Iteration 3F: 3 clusters Score -147723.1 nChanged 195 ComputeScore: Raw -151015.738804 + Penalty 3134.394007 = -147881.344797 Iteration 4Q: 3 clusters Score -147881.3 nChanged 192 ComputeScore: Raw -151171.063162 + Penalty 3134.394007 = -148036.669155 Iteration 5Q: 3 clusters Score -148036.7 nChanged 178 ComputeScore: Raw -151291.731323 + Penalty 3134.394007 = -148157.337316 Iteration 6Q: 3 clusters Score -148157.3 nChanged 146 ComputeScore: Raw -151378.431146 + Penalty 3134.394007 = -148244.037139 Iteration 7Q: 3 clusters Score -148244 nChanged 111 ComputeScore: Raw -151446.719152 + Penalty 3134.394007 = -148312.325145 Iteration 8Q: 3 clusters Score -148312.3 nChanged 88 ComputeScore: Raw -151502.095104 + Penalty 3134.394007 = -148367.701097 Iteration 9Q: 3 clusters Score -148367.7 nChanged 78 ComputeScore: Raw -151548.922628 + Penalty 3134.394007 = -148414.528621 Iteration 10Q: 3 clusters Score -148414.5 nChanged 70 ComputeScore: Raw -151579.705639 + Penalty 3134.394007 = -148445.311632 Iteration 11Q: 3 clusters Score -148445.3 nChanged 46 ComputeScore: Raw -151606.923486 + Penalty 3134.394007 = -148472.529479 Iteration 12Q: 3 clusters Score -148472.5 nChanged 57 ComputeScore: Raw -151640.728407 + Penalty 3134.394007 = -148506.334400 Iteration 13Q: 3 clusters Score -148506.3 nChanged 43 ComputeScore: Raw -151676.630591 + Penalty 3134.394007 = -148542.236584 Iteration 14Q: 3 clusters Score -148542.2 nChanged 42 ComputeScore: Raw -151705.198817 + Penalty 3134.394007 = -148570.804810 Iteration 15Q: 3 clusters Score -148570.8 nChanged 40 ComputeScore: Raw -151738.323387 + Penalty 3134.394007 = -148603.929380 Iteration 16Q: 3 clusters Score -148603.9 nChanged 41 ComputeScore: Raw -151758.665657 + Penalty 3134.394007 = -148624.271650 Iteration 17Q: 3 clusters Score -148624.3 nChanged 27 ComputeScore: Raw -151775.152687 + Penalty 3134.394007 = -148640.758680 Iteration 18Q: 3 clusters Score -148640.8 nChanged 36 ComputeScore: Raw -151795.982165 + Penalty 3134.394007 = -148661.588158 Iteration 19Q: 3 clusters Score -148661.6 nChanged 33 ComputeScore: Raw -151818.201963 + Penalty 3134.394007 = -148683.807957 Iteration 20F: 3 clusters Score -148683.8 nChanged 32 ComputeScore: Raw -151837.264768 + Penalty 3134.394007 = -148702.870761 Iteration 21Q: 3 clusters Score -148702.9 nChanged 25 ComputeScore: Raw -151851.250891 + Penalty 3134.394007 = -148716.856884 Iteration 22Q: 3 clusters Score -148716.9 nChanged 26 ComputeScore: Raw -151868.896827 + Penalty 3134.394007 = -148734.502820 Iteration 23Q: 3 clusters Score -148734.5 nChanged 27 ComputeScore: Raw -151889.690259 + Penalty 3134.394007 = -148755.296252 Iteration 24Q: 3 clusters Score -148755.3 nChanged 33 ComputeScore: Raw -151926.771999 + Penalty 3134.394007 = -148792.377992 Iteration 25Q: 3 clusters Score -148792.4 nChanged 40 ComputeScore: Raw -151956.940725 + Penalty 3134.394007 = -148822.546718 Iteration 26Q: 3 clusters Score -148822.5 nChanged 35 ComputeScore: Raw -151983.710867 + Penalty 3134.394007 = -148849.316860 Iteration 27Q: 3 clusters Score -148849.3 nChanged 23 ComputeScore: Raw -152002.033393 + Penalty 3134.394007 = -148867.639386 Iteration 28Q: 3 clusters Score -148867.6 nChanged 18 ComputeScore: Raw -152016.877508 + Penalty 3134.394007 = -148882.483501 Iteration 29Q: 3 clusters Score -148882.5 nChanged 24 ComputeScore: Raw -152045.523233 + Penalty 3134.394007 = -148911.129226 Iteration 30Q: 3 clusters Score -148911.1 nChanged 27 ComputeScore: Raw -152076.963165 + Penalty 3134.394007 = -148942.569158 Iteration 31Q: 3 clusters Score -148942.6 nChanged 22 ComputeScore: Raw -152094.481763 + Penalty 3134.394007 = -148960.087756 Iteration 32Q: 3 clusters Score -148960.1 nChanged 15 ComputeScore: Raw -152111.384452 + Penalty 3134.394007 = -148976.990445 Iteration 33Q: 3 clusters Score -148977 nChanged 16 ComputeScore: Raw -152123.361953 + Penalty 3134.394007 = -148988.967946 Iteration 34Q: 3 clusters Score -148989 nChanged 15 ComputeScore: Raw -152136.219793 + Penalty 3134.394007 = -149001.825786 Iteration 35Q: 3 clusters Score -149001.8 nChanged 20 ComputeScore: Raw -152154.147536 + Penalty 3134.394007 = -149019.753529 Iteration 36Q: 3 clusters Score -149019.8 nChanged 15 ComputeScore: Raw -152170.327279 + Penalty 3134.394007 = -149035.933272 Iteration 37Q: 3 clusters Score -149035.9 nChanged 10 ComputeScore: Raw -152178.636429 + Penalty 3134.394007 = -149044.242422 Iteration 38Q: 3 clusters Score -149044.2 nChanged 8 ComputeScore: Raw -152182.641726 + Penalty 3134.394007 = -149048.247719 Iteration 39Q: 3 clusters Score -149048.2 nChanged 3 ComputeScore: Raw -152184.597037 + Penalty 3134.394007 = -149050.203030 Iteration 40F: 3 clusters Score -149050.2 nChanged 4 ComputeScore: Raw -152186.082940 + Penalty 3134.394007 = -149051.688934 Iteration 41Q: 3 clusters Score -149051.7 nChanged 1 ComputeScore: Raw -152186.265662 + Penalty 3134.394007 = -149051.871655 Iteration 42Q: 3 clusters Score -149051.9 nChanged 1 ComputeScore: Raw -152187.293376 + Penalty 3134.394007 = -149052.899370 Iteration 43Q: 3 clusters Score -149052.9 nChanged 0 ComputeScore: Raw -152187.293376 + Penalty 3134.394007 = -149052.899370 Iteration 44F: 3 clusters Score -149052.9 nChanged 0 Trying to split cluster 31 (2986 points) Assigned 2 initial classes randomly. ComputeScore: Raw -115963.173995 + Penalty 1512.319406 = -114450.854589 Iteration 0F: 2 clusters Score -114450.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -114590.002288 + Penalty 3024.638812 = -111565.363476 Iteration 0F: 3 clusters Score -111565.4 nChanged 1111 ComputeScore: Raw -115319.880474 + Penalty 3024.638812 = -112295.241663 Iteration 1F: 3 clusters Score -112295.2 nChanged 213 ComputeScore: Raw -115470.902874 + Penalty 3024.638812 = -112446.264062 Iteration 2F: 3 clusters Score -112446.3 nChanged 143 ComputeScore: Raw -115556.847722 + Penalty 3024.638812 = -112532.208910 Iteration 3Q: 3 clusters Score -112532.2 nChanged 109 ComputeScore: Raw -115611.013625 + Penalty 3024.638812 = -112586.374813 Iteration 4Q: 3 clusters Score -112586.4 nChanged 58 ComputeScore: Raw -115643.007694 + Penalty 3024.638812 = -112618.368883 Iteration 5Q: 3 clusters Score -112618.4 nChanged 42 ComputeScore: Raw -115663.086846 + Penalty 3024.638812 = -112638.448034 Iteration 6Q: 3 clusters Score -112638.4 nChanged 47 ComputeScore: Raw -115686.053380 + Penalty 3024.638812 = -112661.414568 Iteration 7Q: 3 clusters Score -112661.4 nChanged 37 ComputeScore: Raw -115704.263079 + Penalty 3024.638812 = -112679.624267 Iteration 8Q: 3 clusters Score -112679.6 nChanged 36 ComputeScore: Raw -115721.933234 + Penalty 3024.638812 = -112697.294423 Iteration 9Q: 3 clusters Score -112697.3 nChanged 36 ComputeScore: Raw -115734.897835 + Penalty 3024.638812 = -112710.259023 Iteration 10Q: 3 clusters Score -112710.3 nChanged 22 ComputeScore: Raw -115742.644374 + Penalty 3024.638812 = -112718.005562 Iteration 11Q: 3 clusters Score -112718 nChanged 17 ComputeScore: Raw -115750.105601 + Penalty 3024.638812 = -112725.466790 Iteration 12Q: 3 clusters Score -112725.5 nChanged 21 ComputeScore: Raw -115758.039562 + Penalty 3024.638812 = -112733.400750 Iteration 13Q: 3 clusters Score -112733.4 nChanged 19 ComputeScore: Raw -115766.009163 + Penalty 3024.638812 = -112741.370351 Iteration 14Q: 3 clusters Score -112741.4 nChanged 21 ComputeScore: Raw -115775.110742 + Penalty 3024.638812 = -112750.471931 Iteration 15Q: 3 clusters Score -112750.5 nChanged 19 ComputeScore: Raw -115781.611284 + Penalty 3024.638812 = -112756.972472 Iteration 16Q: 3 clusters Score -112757 nChanged 18 ComputeScore: Raw -115787.623802 + Penalty 3024.638812 = -112762.984990 Iteration 17Q: 3 clusters Score -112763 nChanged 17 ComputeScore: Raw -115792.955853 + Penalty 3024.638812 = -112768.317041 Iteration 18Q: 3 clusters Score -112768.3 nChanged 10 ComputeScore: Raw -115797.149623 + Penalty 3024.638812 = -112772.510812 Iteration 19Q: 3 clusters Score -112772.5 nChanged 11 ComputeScore: Raw -115800.812457 + Penalty 3024.638812 = -112776.173646 Iteration 20F: 3 clusters Score -112776.2 nChanged 9 ComputeScore: Raw -115804.859499 + Penalty 3024.638812 = -112780.220687 Iteration 21Q: 3 clusters Score -112780.2 nChanged 6 ComputeScore: Raw -115807.180493 + Penalty 3024.638812 = -112782.541681 Iteration 22Q: 3 clusters Score -112782.5 nChanged 2 ComputeScore: Raw -115807.751108 + Penalty 3024.638812 = -112783.112297 Iteration 23Q: 3 clusters Score -112783.1 nChanged 2 ComputeScore: Raw -115809.070115 + Penalty 3024.638812 = -112784.431304 Iteration 24Q: 3 clusters Score -112784.4 nChanged 5 ComputeScore: Raw -115810.777472 + Penalty 3024.638812 = -112786.138660 Iteration 25Q: 3 clusters Score -112786.1 nChanged 3 ComputeScore: Raw -115811.243052 + Penalty 3024.638812 = -112786.604241 Iteration 26Q: 3 clusters Score -112786.6 nChanged 2 ComputeScore: Raw -115811.553103 + Penalty 3024.638812 = -112786.914291 Iteration 27Q: 3 clusters Score -112786.9 nChanged 1 ComputeScore: Raw -115811.941405 + Penalty 3024.638812 = -112787.302593 Iteration 28Q: 3 clusters Score -112787.3 nChanged 3 ComputeScore: Raw -115812.736330 + Penalty 3024.638812 = -112788.097519 Iteration 29Q: 3 clusters Score -112788.1 nChanged 4 ComputeScore: Raw -115813.678627 + Penalty 3024.638812 = -112789.039815 Iteration 30Q: 3 clusters Score -112789 nChanged 2 ComputeScore: Raw -115814.165246 + Penalty 3024.638812 = -112789.526435 Iteration 31Q: 3 clusters Score -112789.5 nChanged 2 ComputeScore: Raw -115815.006206 + Penalty 3024.638812 = -112790.367394 Iteration 32Q: 3 clusters Score -112790.4 nChanged 2 ComputeScore: Raw -115815.363392 + Penalty 3024.638812 = -112790.724580 Iteration 33Q: 3 clusters Score -112790.7 nChanged 2 ComputeScore: Raw -115816.266101 + Penalty 3024.638812 = -112791.627289 Iteration 34Q: 3 clusters Score -112791.6 nChanged 3 ComputeScore: Raw -115817.415269 + Penalty 3024.638812 = -112792.776458 Iteration 35Q: 3 clusters Score -112792.8 nChanged 2 ComputeScore: Raw -115818.103577 + Penalty 3024.638812 = -112793.464765 Iteration 36Q: 3 clusters Score -112793.5 nChanged 1 ComputeScore: Raw -115819.488926 + Penalty 3024.638812 = -112794.850114 Iteration 37Q: 3 clusters Score -112794.9 nChanged 2 ComputeScore: Raw -115819.966234 + Penalty 3024.638812 = -112795.327423 Iteration 38Q: 3 clusters Score -112795.3 nChanged 3 ComputeScore: Raw -115820.787496 + Penalty 3024.638812 = -112796.148685 Iteration 39Q: 3 clusters Score -112796.1 nChanged 1 ComputeScore: Raw -115821.207142 + Penalty 3024.638812 = -112796.568330 Iteration 40F: 3 clusters Score -112796.6 nChanged 2 ComputeScore: Raw -115821.604705 + Penalty 3024.638812 = -112796.965894 Iteration 41Q: 3 clusters Score -112797 nChanged 0 ComputeScore: Raw -115821.604705 + Penalty 3024.638812 = -112796.965894 Iteration 42F: 3 clusters Score -112797 nChanged 0 Trying to split cluster 32 (4072 points) Assigned 2 initial classes randomly. ComputeScore: Raw -150054.403018 + Penalty 1570.947127 = -148483.455891 Iteration 0F: 2 clusters Score -148483.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -148124.340046 + Penalty 3141.894253 = -144982.445793 Iteration 0F: 3 clusters Score -144982.4 nChanged 1559 ComputeScore: Raw -149026.576025 + Penalty 3141.894253 = -145884.681772 Iteration 1F: 3 clusters Score -145884.7 nChanged 318 ComputeScore: Raw -149248.608672 + Penalty 3141.894253 = -146106.714419 Iteration 2F: 3 clusters Score -146106.7 nChanged 262 ComputeScore: Raw -149412.970523 + Penalty 3141.894253 = -146271.076270 Iteration 3F: 3 clusters Score -146271.1 nChanged 188 ComputeScore: Raw -149519.519270 + Penalty 3141.894253 = -146377.625017 Iteration 4Q: 3 clusters Score -146377.6 nChanged 164 ComputeScore: Raw -149608.531306 + Penalty 3141.894253 = -146466.637053 Iteration 5Q: 3 clusters Score -146466.6 nChanged 136 ComputeScore: Raw -149690.734375 + Penalty 3141.894253 = -146548.840122 Iteration 6Q: 3 clusters Score -146548.8 nChanged 131 ComputeScore: Raw -149774.034178 + Penalty 3141.894253 = -146632.139925 Iteration 7Q: 3 clusters Score -146632.1 nChanged 119 ComputeScore: Raw -149845.800697 + Penalty 3141.894253 = -146703.906444 Iteration 8Q: 3 clusters Score -146703.9 nChanged 84 ComputeScore: Raw -149898.854293 + Penalty 3141.894253 = -146756.960040 Iteration 9Q: 3 clusters Score -146757 nChanged 89 ComputeScore: Raw -149946.576939 + Penalty 3141.894253 = -146804.682686 Iteration 10Q: 3 clusters Score -146804.7 nChanged 75 ComputeScore: Raw -149981.270269 + Penalty 3141.894253 = -146839.376016 Iteration 11Q: 3 clusters Score -146839.4 nChanged 66 ComputeScore: Raw -150002.541577 + Penalty 3141.894253 = -146860.647324 Iteration 12Q: 3 clusters Score -146860.6 nChanged 43 ComputeScore: Raw -150015.991832 + Penalty 3141.894253 = -146874.097579 Iteration 13Q: 3 clusters Score -146874.1 nChanged 34 ComputeScore: Raw -150026.195821 + Penalty 3141.894253 = -146884.301567 Iteration 14Q: 3 clusters Score -146884.3 nChanged 30 ComputeScore: Raw -150037.621762 + Penalty 3141.894253 = -146895.727509 Iteration 15Q: 3 clusters Score -146895.7 nChanged 25 ComputeScore: Raw -150046.280998 + Penalty 3141.894253 = -146904.386745 Iteration 16Q: 3 clusters Score -146904.4 nChanged 19 ComputeScore: Raw -150052.985977 + Penalty 3141.894253 = -146911.091724 Iteration 17Q: 3 clusters Score -146911.1 nChanged 16 ComputeScore: Raw -150056.740314 + Penalty 3141.894253 = -146914.846061 Iteration 18Q: 3 clusters Score -146914.8 nChanged 11 ComputeScore: Raw -150060.538038 + Penalty 3141.894253 = -146918.643785 Iteration 19Q: 3 clusters Score -146918.6 nChanged 7 ComputeScore: Raw -150062.018727 + Penalty 3141.894253 = -146920.124474 Iteration 20F: 3 clusters Score -146920.1 nChanged 6 ComputeScore: Raw -150064.273301 + Penalty 3141.894253 = -146922.379048 Iteration 21Q: 3 clusters Score -146922.4 nChanged 11 ComputeScore: Raw -150066.737147 + Penalty 3141.894253 = -146924.842894 Iteration 22Q: 3 clusters Score -146924.8 nChanged 7 ComputeScore: Raw -150068.614576 + Penalty 3141.894253 = -146926.720323 Iteration 23Q: 3 clusters Score -146926.7 nChanged 5 ComputeScore: Raw -150069.820686 + Penalty 3141.894253 = -146927.926433 Iteration 24Q: 3 clusters Score -146927.9 nChanged 5 ComputeScore: Raw -150071.210589 + Penalty 3141.894253 = -146929.316336 Iteration 25Q: 3 clusters Score -146929.3 nChanged 6 ComputeScore: Raw -150072.641286 + Penalty 3141.894253 = -146930.747033 Iteration 26Q: 3 clusters Score -146930.7 nChanged 10 ComputeScore: Raw -150075.899313 + Penalty 3141.894253 = -146934.005060 Iteration 27Q: 3 clusters Score -146934 nChanged 10 ComputeScore: Raw -150078.930015 + Penalty 3141.894253 = -146937.035762 Iteration 28Q: 3 clusters Score -146937 nChanged 9 ComputeScore: Raw -150082.469696 + Penalty 3141.894253 = -146940.575443 Iteration 29Q: 3 clusters Score -146940.6 nChanged 12 ComputeScore: Raw -150086.250831 + Penalty 3141.894253 = -146944.356578 Iteration 30Q: 3 clusters Score -146944.4 nChanged 11 ComputeScore: Raw -150088.510236 + Penalty 3141.894253 = -146946.615983 Iteration 31Q: 3 clusters Score -146946.6 nChanged 4 ComputeScore: Raw -150090.047013 + Penalty 3141.894253 = -146948.152760 Iteration 32Q: 3 clusters Score -146948.2 nChanged 4 ComputeScore: Raw -150091.115164 + Penalty 3141.894253 = -146949.220911 Iteration 33Q: 3 clusters Score -146949.2 nChanged 4 ComputeScore: Raw -150092.142929 + Penalty 3141.894253 = -146950.248676 Iteration 34Q: 3 clusters Score -146950.2 nChanged 2 ComputeScore: Raw -150092.767648 + Penalty 3141.894253 = -146950.873395 Iteration 35Q: 3 clusters Score -146950.9 nChanged 6 ComputeScore: Raw -150093.866405 + Penalty 3141.894253 = -146951.972152 Iteration 36Q: 3 clusters Score -146952 nChanged 4 ComputeScore: Raw -150094.660352 + Penalty 3141.894253 = -146952.766099 Iteration 37Q: 3 clusters Score -146952.8 nChanged 4 ComputeScore: Raw -150095.388562 + Penalty 3141.894253 = -146953.494309 Iteration 38Q: 3 clusters Score -146953.5 nChanged 5 ComputeScore: Raw -150096.657761 + Penalty 3141.894253 = -146954.763508 Iteration 39Q: 3 clusters Score -146954.8 nChanged 3 ComputeScore: Raw -150097.267581 + Penalty 3141.894253 = -146955.373328 Iteration 40F: 3 clusters Score -146955.4 nChanged 3 ComputeScore: Raw -150098.078818 + Penalty 3141.894253 = -146956.184565 Iteration 41Q: 3 clusters Score -146956.2 nChanged 5 ComputeScore: Raw -150099.032488 + Penalty 3141.894253 = -146957.138235 Iteration 42Q: 3 clusters Score -146957.1 nChanged 5 ComputeScore: Raw -150100.354282 + Penalty 3141.894253 = -146958.460029 Iteration 43Q: 3 clusters Score -146958.5 nChanged 6 ComputeScore: Raw -150102.881996 + Penalty 3141.894253 = -146960.987743 Iteration 44Q: 3 clusters Score -146961 nChanged 5 ComputeScore: Raw -150104.119856 + Penalty 3141.894253 = -146962.225603 Iteration 45Q: 3 clusters Score -146962.2 nChanged 5 ComputeScore: Raw -150105.330656 + Penalty 3141.894253 = -146963.436403 Iteration 46Q: 3 clusters Score -146963.4 nChanged 9 ComputeScore: Raw -150107.033071 + Penalty 3141.894253 = -146965.138818 Iteration 47Q: 3 clusters Score -146965.1 nChanged 7 ComputeScore: Raw -150108.803120 + Penalty 3141.894253 = -146966.908867 Iteration 48Q: 3 clusters Score -146966.9 nChanged 8 ComputeScore: Raw -150110.688204 + Penalty 3141.894253 = -146968.793951 Iteration 49Q: 3 clusters Score -146968.8 nChanged 8 ComputeScore: Raw -150112.575996 + Penalty 3141.894253 = -146970.681743 Iteration 50Q: 3 clusters Score -146970.7 nChanged 9 ComputeScore: Raw -150114.309061 + Penalty 3141.894253 = -146972.414808 Iteration 51Q: 3 clusters Score -146972.4 nChanged 4 ComputeScore: Raw -150115.141932 + Penalty 3141.894253 = -146973.247679 Iteration 52Q: 3 clusters Score -146973.2 nChanged 5 ComputeScore: Raw -150115.751025 + Penalty 3141.894253 = -146973.856772 Iteration 53Q: 3 clusters Score -146973.9 nChanged 2 ComputeScore: Raw -150116.435272 + Penalty 3141.894253 = -146974.541019 Iteration 54Q: 3 clusters Score -146974.5 nChanged 5 ComputeScore: Raw -150117.778932 + Penalty 3141.894253 = -146975.884679 Iteration 55Q: 3 clusters Score -146975.9 nChanged 7 ComputeScore: Raw -150119.465246 + Penalty 3141.894253 = -146977.570993 Iteration 56Q: 3 clusters Score -146977.6 nChanged 6 ComputeScore: Raw -150120.965297 + Penalty 3141.894253 = -146979.071044 Iteration 57Q: 3 clusters Score -146979.1 nChanged 6 ComputeScore: Raw -150122.586080 + Penalty 3141.894253 = -146980.691827 Iteration 58Q: 3 clusters Score -146980.7 nChanged 7 ComputeScore: Raw -150124.674345 + Penalty 3141.894253 = -146982.780092 Iteration 59Q: 3 clusters Score -146982.8 nChanged 6 ComputeScore: Raw -150126.343621 + Penalty 3141.894253 = -146984.449368 Iteration 60F: 3 clusters Score -146984.4 nChanged 3 ComputeScore: Raw -150127.094357 + Penalty 3141.894253 = -146985.200104 Iteration 61Q: 3 clusters Score -146985.2 nChanged 6 ComputeScore: Raw -150129.495374 + Penalty 3141.894253 = -146987.601121 Iteration 62Q: 3 clusters Score -146987.6 nChanged 9 ComputeScore: Raw -150131.405469 + Penalty 3141.894253 = -146989.511216 Iteration 63Q: 3 clusters Score -146989.5 nChanged 10 ComputeScore: Raw -150134.549408 + Penalty 3141.894253 = -146992.655155 Iteration 64Q: 3 clusters Score -146992.7 nChanged 13 ComputeScore: Raw -150139.270587 + Penalty 3141.894253 = -146997.376334 Iteration 65Q: 3 clusters Score -146997.4 nChanged 11 ComputeScore: Raw -150141.806247 + Penalty 3141.894253 = -146999.911994 Iteration 66Q: 3 clusters Score -146999.9 nChanged 7 ComputeScore: Raw -150143.110840 + Penalty 3141.894253 = -147001.216587 Iteration 67Q: 3 clusters Score -147001.2 nChanged 8 ComputeScore: Raw -150144.236184 + Penalty 3141.894253 = -147002.341931 Iteration 68Q: 3 clusters Score -147002.3 nChanged 4 ComputeScore: Raw -150145.044230 + Penalty 3141.894253 = -147003.149977 Iteration 69Q: 3 clusters Score -147003.1 nChanged 2 ComputeScore: Raw -150145.323316 + Penalty 3141.894253 = -147003.429063 Iteration 70Q: 3 clusters Score -147003.4 nChanged 0 ComputeScore: Raw -150145.323316 + Penalty 3141.894253 = -147003.429063 Iteration 71F: 3 clusters Score -147003.4 nChanged 0 Trying to split cluster 33 (2947 points) Assigned 2 initial classes randomly. ComputeScore: Raw -114764.974988 + Penalty 1509.834624 = -113255.140364 Iteration 0F: 2 clusters Score -113255.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -113435.525836 + Penalty 3019.669247 = -110415.856588 Iteration 0F: 3 clusters Score -110415.9 nChanged 1083 ComputeScore: Raw -114093.308778 + Penalty 3019.669247 = -111073.639530 Iteration 1F: 3 clusters Score -111073.6 nChanged 221 ComputeScore: Raw -114236.988964 + Penalty 3019.669247 = -111217.319716 Iteration 2F: 3 clusters Score -111217.3 nChanged 149 ComputeScore: Raw -114347.432189 + Penalty 3019.669247 = -111327.762941 Iteration 3F: 3 clusters Score -111327.8 nChanged 122 ComputeScore: Raw -114425.671134 + Penalty 3019.669247 = -111406.001887 Iteration 4Q: 3 clusters Score -111406 nChanged 78 ComputeScore: Raw -114472.861336 + Penalty 3019.669247 = -111453.192088 Iteration 5Q: 3 clusters Score -111453.2 nChanged 63 ComputeScore: Raw -114506.039773 + Penalty 3019.669247 = -111486.370526 Iteration 6Q: 3 clusters Score -111486.4 nChanged 41 ComputeScore: Raw -114522.541794 + Penalty 3019.669247 = -111502.872546 Iteration 7Q: 3 clusters Score -111502.9 nChanged 22 ComputeScore: Raw -114532.117206 + Penalty 3019.669247 = -111512.447958 Iteration 8Q: 3 clusters Score -111512.4 nChanged 23 ComputeScore: Raw -114541.051784 + Penalty 3019.669247 = -111521.382537 Iteration 9Q: 3 clusters Score -111521.4 nChanged 18 ComputeScore: Raw -114549.301993 + Penalty 3019.669247 = -111529.632745 Iteration 10Q: 3 clusters Score -111529.6 nChanged 17 ComputeScore: Raw -114557.574036 + Penalty 3019.669247 = -111537.904788 Iteration 11Q: 3 clusters Score -111537.9 nChanged 18 ComputeScore: Raw -114565.508300 + Penalty 3019.669247 = -111545.839052 Iteration 12Q: 3 clusters Score -111545.8 nChanged 20 ComputeScore: Raw -114578.066198 + Penalty 3019.669247 = -111558.396950 Iteration 13Q: 3 clusters Score -111558.4 nChanged 27 ComputeScore: Raw -114591.515568 + Penalty 3019.669247 = -111571.846320 Iteration 14Q: 3 clusters Score -111571.8 nChanged 19 ComputeScore: Raw -114599.588808 + Penalty 3019.669247 = -111579.919560 Iteration 15Q: 3 clusters Score -111579.9 nChanged 24 ComputeScore: Raw -114613.773990 + Penalty 3019.669247 = -111594.104742 Iteration 16Q: 3 clusters Score -111594.1 nChanged 29 ComputeScore: Raw -114627.859845 + Penalty 3019.669247 = -111608.190598 Iteration 17Q: 3 clusters Score -111608.2 nChanged 35 ComputeScore: Raw -114649.891685 + Penalty 3019.669247 = -111630.222438 Iteration 18Q: 3 clusters Score -111630.2 nChanged 34 ComputeScore: Raw -114667.236692 + Penalty 3019.669247 = -111647.567444 Iteration 19Q: 3 clusters Score -111647.6 nChanged 30 ComputeScore: Raw -114686.615090 + Penalty 3019.669247 = -111666.945843 Iteration 20F: 3 clusters Score -111666.9 nChanged 34 ComputeScore: Raw -114702.450907 + Penalty 3019.669247 = -111682.781660 Iteration 21Q: 3 clusters Score -111682.8 nChanged 23 ComputeScore: Raw -114714.782767 + Penalty 3019.669247 = -111695.113520 Iteration 22Q: 3 clusters Score -111695.1 nChanged 24 ComputeScore: Raw -114727.572516 + Penalty 3019.669247 = -111707.903269 Iteration 23Q: 3 clusters Score -111707.9 nChanged 20 ComputeScore: Raw -114737.177262 + Penalty 3019.669247 = -111717.508014 Iteration 24Q: 3 clusters Score -111717.5 nChanged 19 ComputeScore: Raw -114744.359860 + Penalty 3019.669247 = -111724.690613 Iteration 25Q: 3 clusters Score -111724.7 nChanged 13 ComputeScore: Raw -114751.240800 + Penalty 3019.669247 = -111731.571553 Iteration 26Q: 3 clusters Score -111731.6 nChanged 16 ComputeScore: Raw -114757.088079 + Penalty 3019.669247 = -111737.418832 Iteration 27Q: 3 clusters Score -111737.4 nChanged 15 ComputeScore: Raw -114762.603590 + Penalty 3019.669247 = -111742.934343 Iteration 28Q: 3 clusters Score -111742.9 nChanged 15 ComputeScore: Raw -114768.677252 + Penalty 3019.669247 = -111749.008005 Iteration 29Q: 3 clusters Score -111749 nChanged 14 ComputeScore: Raw -114773.468197 + Penalty 3019.669247 = -111753.798949 Iteration 30Q: 3 clusters Score -111753.8 nChanged 17 ComputeScore: Raw -114779.721571 + Penalty 3019.669247 = -111760.052324 Iteration 31Q: 3 clusters Score -111760.1 nChanged 16 ComputeScore: Raw -114788.216812 + Penalty 3019.669247 = -111768.547564 Iteration 32Q: 3 clusters Score -111768.5 nChanged 22 ComputeScore: Raw -114798.013289 + Penalty 3019.669247 = -111778.344041 Iteration 33Q: 3 clusters Score -111778.3 nChanged 22 ComputeScore: Raw -114809.253281 + Penalty 3019.669247 = -111789.584033 Iteration 34Q: 3 clusters Score -111789.6 nChanged 18 ComputeScore: Raw -114821.425193 + Penalty 3019.669247 = -111801.755946 Iteration 35Q: 3 clusters Score -111801.8 nChanged 24 ComputeScore: Raw -114833.858250 + Penalty 3019.669247 = -111814.189003 Iteration 36Q: 3 clusters Score -111814.2 nChanged 17 ComputeScore: Raw -114842.650147 + Penalty 3019.669247 = -111822.980900 Iteration 37Q: 3 clusters Score -111823 nChanged 19 ComputeScore: Raw -114852.122528 + Penalty 3019.669247 = -111832.453281 Iteration 38Q: 3 clusters Score -111832.5 nChanged 21 ComputeScore: Raw -114860.467339 + Penalty 3019.669247 = -111840.798092 Iteration 39Q: 3 clusters Score -111840.8 nChanged 18 ComputeScore: Raw -114868.831133 + Penalty 3019.669247 = -111849.161886 Iteration 40F: 3 clusters Score -111849.2 nChanged 17 ComputeScore: Raw -114875.207592 + Penalty 3019.669247 = -111855.538344 Iteration 41Q: 3 clusters Score -111855.5 nChanged 12 ComputeScore: Raw -114882.525736 + Penalty 3019.669247 = -111862.856489 Iteration 42Q: 3 clusters Score -111862.9 nChanged 9 ComputeScore: Raw -114887.551967 + Penalty 3019.669247 = -111867.882720 Iteration 43Q: 3 clusters Score -111867.9 nChanged 9 ComputeScore: Raw -114893.361464 + Penalty 3019.669247 = -111873.692216 Iteration 44Q: 3 clusters Score -111873.7 nChanged 9 ComputeScore: Raw -114899.693929 + Penalty 3019.669247 = -111880.024682 Iteration 45Q: 3 clusters Score -111880 nChanged 10 ComputeScore: Raw -114904.029362 + Penalty 3019.669247 = -111884.360115 Iteration 46Q: 3 clusters Score -111884.4 nChanged 10 ComputeScore: Raw -114909.707229 + Penalty 3019.669247 = -111890.037982 Iteration 47Q: 3 clusters Score -111890 nChanged 6 ComputeScore: Raw -114912.158869 + Penalty 3019.669247 = -111892.489621 Iteration 48Q: 3 clusters Score -111892.5 nChanged 3 ComputeScore: Raw -114913.231175 + Penalty 3019.669247 = -111893.561928 Iteration 49Q: 3 clusters Score -111893.6 nChanged 3 ComputeScore: Raw -114913.930281 + Penalty 3019.669247 = -111894.261033 Iteration 50Q: 3 clusters Score -111894.3 nChanged 1 ComputeScore: Raw -114914.259177 + Penalty 3019.669247 = -111894.589930 Iteration 51Q: 3 clusters Score -111894.6 nChanged 2 ComputeScore: Raw -114914.902287 + Penalty 3019.669247 = -111895.233040 Iteration 52Q: 3 clusters Score -111895.2 nChanged 1 ComputeScore: Raw -114915.244937 + Penalty 3019.669247 = -111895.575689 Iteration 53Q: 3 clusters Score -111895.6 nChanged 0 ComputeScore: Raw -114915.244937 + Penalty 3019.669247 = -111895.575689 Iteration 54F: 3 clusters Score -111895.6 nChanged 0 ConsiderDeletion: ComputeScore: Raw -5222593.376756 + Penalty 74434.577009 = -5148158.799747Iteration 159F: 34 clusters Score -5148159 nChanged 0 ComputeScore: Raw -5222593.376756 + Penalty 74434.577009 = -5148158.799747Trying to split cluster 1 (6578 points) Assigned 2 initial classes randomly. ComputeScore: Raw -243325.090568 + Penalty 1661.590859 = -241663.499709 Iteration 0F: 2 clusters Score -241663.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -239861.795311 + Penalty 3323.181718 = -236538.613593 Iteration 0F: 3 clusters Score -236538.6 nChanged 2682 ComputeScore: Raw -241401.985593 + Penalty 3323.181718 = -238078.803875 Iteration 1F: 3 clusters Score -238078.8 nChanged 503 ComputeScore: Raw -241716.075924 + Penalty 3323.181718 = -238392.894205 Iteration 2F: 3 clusters Score -238392.9 nChanged 401 ComputeScore: Raw -241948.348533 + Penalty 3323.181718 = -238625.166815 Iteration 3F: 3 clusters Score -238625.2 nChanged 335 ComputeScore: Raw -242146.896222 + Penalty 3323.181718 = -238823.714504 Iteration 4F: 3 clusters Score -238823.7 nChanged 305 ComputeScore: Raw -242348.828702 + Penalty 3323.181718 = -239025.646984 Iteration 5Q: 3 clusters Score -239025.6 nChanged 306 ComputeScore: Raw -242573.577956 + Penalty 3323.181718 = -239250.396238 Iteration 6Q: 3 clusters Score -239250.4 nChanged 312 ComputeScore: Raw -242879.541925 + Penalty 3323.181718 = -239556.360207 Iteration 7Q: 3 clusters Score -239556.4 nChanged 352 ComputeScore: Raw -243380.364613 + Penalty 3323.181718 = -240057.182895 Iteration 8F: 3 clusters Score -240057.2 nChanged 381 ComputeScore: Raw -243965.921171 + Penalty 3323.181718 = -240642.739453 Iteration 9F: 3 clusters Score -240642.7 nChanged 389 ComputeScore: Raw -244526.833880 + Penalty 3323.181718 = -241203.652162 Iteration 10F: 3 clusters Score -241203.7 nChanged 419 ComputeScore: Raw -245535.826924 + Penalty 3323.181718 = -242212.645206 Iteration 11F: 3 clusters Score -242212.6 nChanged 399 ComputeScore: Raw -249511.250294 + Penalty 3323.181718 = -246188.068576 Iteration 12F: 3 clusters Score -246188.1 nChanged 364 Unmasked E-step: Deleting class 2: covariance matrix is singular ComputeScore: Raw -249459.613054 + Penalty 3323.181718 = -246136.431336 Iteration 13F: 3 clusters Score -246136.4 nChanged 97 ComputeScore: Raw -220755.132214 + Penalty 1661.590859 = -219093.541355 Iteration 14F: 2 clusters Score -219093.5 nChanged 3110 ComputeScore: Raw -243325.090568 + Penalty 1661.590859 = -241663.499709 Iteration 15F: 2 clusters Score -241663.5 nChanged 0 Trying to split cluster 2 (600 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22165.742812 + Penalty 1209.019705 = -20956.723107 Iteration 0F: 2 clusters Score -20956.72 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -22094.151297 + Penalty 2418.039410 = -19676.111887 Iteration 0F: 3 clusters Score -19676.11 nChanged 126 ComputeScore: Raw -22265.373149 + Penalty 2418.039410 = -19847.333740 Iteration 1F: 3 clusters Score -19847.33 nChanged 21 ComputeScore: Raw -22297.058015 + Penalty 2418.039410 = -19879.018605 Iteration 2Q: 3 clusters Score -19879.02 nChanged 5 ComputeScore: Raw -22303.139416 + Penalty 2418.039410 = -19885.100007 Iteration 3Q: 3 clusters Score -19885.1 nChanged 1 ComputeScore: Raw -22304.099231 + Penalty 2418.039410 = -19886.059821 Iteration 4Q: 3 clusters Score -19886.06 nChanged 1 ComputeScore: Raw -22305.214124 + Penalty 2418.039410 = -19887.174714 Iteration 5Q: 3 clusters Score -19887.17 nChanged 1 ComputeScore: Raw -22307.571184 + Penalty 2418.039410 = -19889.531774 Iteration 6Q: 3 clusters Score -19889.53 nChanged 3 ComputeScore: Raw -22311.953228 + Penalty 2418.039410 = -19893.913818 Iteration 7Q: 3 clusters Score -19893.91 nChanged 1 ComputeScore: Raw -22312.363963 + Penalty 2418.039410 = -19894.324553 Iteration 8Q: 3 clusters Score -19894.32 nChanged 0 ComputeScore: Raw -22312.363963 + Penalty 2418.039410 = -19894.324553 Iteration 9F: 3 clusters Score -19894.32 nChanged 0 Trying to split cluster 3 (3889 points) Assigned 2 initial classes randomly. ComputeScore: Raw -149771.791598 + Penalty 1562.256486 = -148209.535112 Iteration 0F: 2 clusters Score -148209.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -147877.024970 + Penalty 3124.512972 = -144752.511998 Iteration 0F: 3 clusters Score -144752.5 nChanged 1448 ComputeScore: Raw -148640.748086 + Penalty 3124.512972 = -145516.235114 Iteration 1F: 3 clusters Score -145516.2 nChanged 292 ComputeScore: Raw -148819.500082 + Penalty 3124.512972 = -145694.987110 Iteration 2F: 3 clusters Score -145695 nChanged 210 ComputeScore: Raw -148946.364717 + Penalty 3124.512972 = -145821.851745 Iteration 3F: 3 clusters Score -145821.9 nChanged 156 ComputeScore: Raw -149026.880921 + Penalty 3124.512972 = -145902.367949 Iteration 4Q: 3 clusters Score -145902.4 nChanged 126 ComputeScore: Raw -149094.199537 + Penalty 3124.512972 = -145969.686565 Iteration 5Q: 3 clusters Score -145969.7 nChanged 126 ComputeScore: Raw -149172.862281 + Penalty 3124.512972 = -146048.349308 Iteration 6Q: 3 clusters Score -146048.3 nChanged 125 ComputeScore: Raw -149237.455446 + Penalty 3124.512972 = -146112.942474 Iteration 7Q: 3 clusters Score -146112.9 nChanged 98 ComputeScore: Raw -149282.380508 + Penalty 3124.512972 = -146157.867536 Iteration 8Q: 3 clusters Score -146157.9 nChanged 99 ComputeScore: Raw -149333.294588 + Penalty 3124.512972 = -146208.781615 Iteration 9Q: 3 clusters Score -146208.8 nChanged 80 ComputeScore: Raw -149369.478382 + Penalty 3124.512972 = -146244.965410 Iteration 10Q: 3 clusters Score -146245 nChanged 81 ComputeScore: Raw -149412.239679 + Penalty 3124.512972 = -146287.726707 Iteration 11Q: 3 clusters Score -146287.7 nChanged 65 ComputeScore: Raw -149451.005886 + Penalty 3124.512972 = -146326.492914 Iteration 12Q: 3 clusters Score -146326.5 nChanged 80 ComputeScore: Raw -149497.113331 + Penalty 3124.512972 = -146372.600359 Iteration 13Q: 3 clusters Score -146372.6 nChanged 82 ComputeScore: Raw -149540.310162 + Penalty 3124.512972 = -146415.797190 Iteration 14Q: 3 clusters Score -146415.8 nChanged 81 ComputeScore: Raw -149586.673778 + Penalty 3124.512972 = -146462.160806 Iteration 15Q: 3 clusters Score -146462.2 nChanged 75 ComputeScore: Raw -149626.170952 + Penalty 3124.512972 = -146501.657979 Iteration 16Q: 3 clusters Score -146501.7 nChanged 68 ComputeScore: Raw -149657.099311 + Penalty 3124.512972 = -146532.586338 Iteration 17Q: 3 clusters Score -146532.6 nChanged 43 ComputeScore: Raw -149675.806549 + Penalty 3124.512972 = -146551.293577 Iteration 18Q: 3 clusters Score -146551.3 nChanged 31 ComputeScore: Raw -149690.600509 + Penalty 3124.512972 = -146566.087537 Iteration 19Q: 3 clusters Score -146566.1 nChanged 30 ComputeScore: Raw -149700.780790 + Penalty 3124.512972 = -146576.267818 Iteration 20F: 3 clusters Score -146576.3 nChanged 27 ComputeScore: Raw -149710.305108 + Penalty 3124.512972 = -146585.792136 Iteration 21Q: 3 clusters Score -146585.8 nChanged 25 ComputeScore: Raw -149721.151844 + Penalty 3124.512972 = -146596.638871 Iteration 22Q: 3 clusters Score -146596.6 nChanged 29 ComputeScore: Raw -149732.069847 + Penalty 3124.512972 = -146607.556875 Iteration 23Q: 3 clusters Score -146607.6 nChanged 28 ComputeScore: Raw -149741.996602 + Penalty 3124.512972 = -146617.483630 Iteration 24Q: 3 clusters Score -146617.5 nChanged 20 ComputeScore: Raw -149749.052065 + Penalty 3124.512972 = -146624.539093 Iteration 25Q: 3 clusters Score -146624.5 nChanged 17 ComputeScore: Raw -149756.735708 + Penalty 3124.512972 = -146632.222736 Iteration 26Q: 3 clusters Score -146632.2 nChanged 24 ComputeScore: Raw -149765.435653 + Penalty 3124.512972 = -146640.922681 Iteration 27Q: 3 clusters Score -146640.9 nChanged 16 ComputeScore: Raw -149770.309566 + Penalty 3124.512972 = -146645.796594 Iteration 28Q: 3 clusters Score -146645.8 nChanged 16 ComputeScore: Raw -149774.488294 + Penalty 3124.512972 = -146649.975322 Iteration 29Q: 3 clusters Score -146650 nChanged 16 ComputeScore: Raw -149779.643920 + Penalty 3124.512972 = -146655.130948 Iteration 30Q: 3 clusters Score -146655.1 nChanged 14 ComputeScore: Raw -149785.775201 + Penalty 3124.512972 = -146661.262228 Iteration 31Q: 3 clusters Score -146661.3 nChanged 21 ComputeScore: Raw -149793.675867 + Penalty 3124.512972 = -146669.162895 Iteration 32Q: 3 clusters Score -146669.2 nChanged 18 ComputeScore: Raw -149800.390868 + Penalty 3124.512972 = -146675.877896 Iteration 33Q: 3 clusters Score -146675.9 nChanged 16 ComputeScore: Raw -149806.239156 + Penalty 3124.512972 = -146681.726184 Iteration 34Q: 3 clusters Score -146681.7 nChanged 21 ComputeScore: Raw -149814.161257 + Penalty 3124.512972 = -146689.648285 Iteration 35Q: 3 clusters Score -146689.6 nChanged 22 ComputeScore: Raw -149823.664441 + Penalty 3124.512972 = -146699.151469 Iteration 36Q: 3 clusters Score -146699.2 nChanged 26 ComputeScore: Raw -149835.880420 + Penalty 3124.512972 = -146711.367448 Iteration 37Q: 3 clusters Score -146711.4 nChanged 31 ComputeScore: Raw -149849.754542 + Penalty 3124.512972 = -146725.241569 Iteration 38Q: 3 clusters Score -146725.2 nChanged 25 ComputeScore: Raw -149862.899907 + Penalty 3124.512972 = -146738.386935 Iteration 39Q: 3 clusters Score -146738.4 nChanged 28 ComputeScore: Raw -149875.606222 + Penalty 3124.512972 = -146751.093250 Iteration 40F: 3 clusters Score -146751.1 nChanged 35 ComputeScore: Raw -149897.159739 + Penalty 3124.512972 = -146772.646767 Iteration 41Q: 3 clusters Score -146772.6 nChanged 34 ComputeScore: Raw -149920.615786 + Penalty 3124.512972 = -146796.102814 Iteration 42Q: 3 clusters Score -146796.1 nChanged 31 ComputeScore: Raw -149937.112824 + Penalty 3124.512972 = -146812.599852 Iteration 43Q: 3 clusters Score -146812.6 nChanged 28 ComputeScore: Raw -149950.827662 + Penalty 3124.512972 = -146826.314690 Iteration 44Q: 3 clusters Score -146826.3 nChanged 24 ComputeScore: Raw -149963.034792 + Penalty 3124.512972 = -146838.521820 Iteration 45Q: 3 clusters Score -146838.5 nChanged 31 ComputeScore: Raw -149978.043974 + Penalty 3124.512972 = -146853.531002 Iteration 46Q: 3 clusters Score -146853.5 nChanged 26 ComputeScore: Raw -149989.107414 + Penalty 3124.512972 = -146864.594441 Iteration 47Q: 3 clusters Score -146864.6 nChanged 22 ComputeScore: Raw -150000.052028 + Penalty 3124.512972 = -146875.539056 Iteration 48Q: 3 clusters Score -146875.5 nChanged 17 ComputeScore: Raw -150006.644683 + Penalty 3124.512972 = -146882.131711 Iteration 49Q: 3 clusters Score -146882.1 nChanged 14 ComputeScore: Raw -150013.277473 + Penalty 3124.512972 = -146888.764501 Iteration 50Q: 3 clusters Score -146888.8 nChanged 14 ComputeScore: Raw -150017.673544 + Penalty 3124.512972 = -146893.160572 Iteration 51Q: 3 clusters Score -146893.2 nChanged 11 ComputeScore: Raw -150021.883203 + Penalty 3124.512972 = -146897.370231 Iteration 52Q: 3 clusters Score -146897.4 nChanged 10 ComputeScore: Raw -150024.455471 + Penalty 3124.512972 = -146899.942499 Iteration 53Q: 3 clusters Score -146899.9 nChanged 7 ComputeScore: Raw -150026.474919 + Penalty 3124.512972 = -146901.961947 Iteration 54Q: 3 clusters Score -146902 nChanged 3 ComputeScore: Raw -150027.223418 + Penalty 3124.512972 = -146902.710446 Iteration 55Q: 3 clusters Score -146902.7 nChanged 2 ComputeScore: Raw -150028.023797 + Penalty 3124.512972 = -146903.510825 Iteration 56Q: 3 clusters Score -146903.5 nChanged 2 ComputeScore: Raw -150028.912633 + Penalty 3124.512972 = -146904.399661 Iteration 57Q: 3 clusters Score -146904.4 nChanged 4 ComputeScore: Raw -150031.306564 + Penalty 3124.512972 = -146906.793592 Iteration 58Q: 3 clusters Score -146906.8 nChanged 4 ComputeScore: Raw -150032.610378 + Penalty 3124.512972 = -146908.097405 Iteration 59Q: 3 clusters Score -146908.1 nChanged 6 ComputeScore: Raw -150035.090169 + Penalty 3124.512972 = -146910.577196 Iteration 60F: 3 clusters Score -146910.6 nChanged 7 ComputeScore: Raw -150038.068517 + Penalty 3124.512972 = -146913.555545 Iteration 61Q: 3 clusters Score -146913.6 nChanged 11 ComputeScore: Raw -150042.480923 + Penalty 3124.512972 = -146917.967951 Iteration 62Q: 3 clusters Score -146918 nChanged 12 ComputeScore: Raw -150049.125247 + Penalty 3124.512972 = -146924.612274 Iteration 63Q: 3 clusters Score -146924.6 nChanged 11 ComputeScore: Raw -150053.186974 + Penalty 3124.512972 = -146928.674002 Iteration 64Q: 3 clusters Score -146928.7 nChanged 8 ComputeScore: Raw -150056.035976 + Penalty 3124.512972 = -146931.523003 Iteration 65Q: 3 clusters Score -146931.5 nChanged 7 ComputeScore: Raw -150058.723145 + Penalty 3124.512972 = -146934.210173 Iteration 66Q: 3 clusters Score -146934.2 nChanged 8 ComputeScore: Raw -150061.382655 + Penalty 3124.512972 = -146936.869683 Iteration 67Q: 3 clusters Score -146936.9 nChanged 7 ComputeScore: Raw -150064.736150 + Penalty 3124.512972 = -146940.223178 Iteration 68Q: 3 clusters Score -146940.2 nChanged 6 ComputeScore: Raw -150066.331861 + Penalty 3124.512972 = -146941.818889 Iteration 69Q: 3 clusters Score -146941.8 nChanged 2 ComputeScore: Raw -150066.843654 + Penalty 3124.512972 = -146942.330682 Iteration 70Q: 3 clusters Score -146942.3 nChanged 2 ComputeScore: Raw -150067.261876 + Penalty 3124.512972 = -146942.748904 Iteration 71Q: 3 clusters Score -146942.7 nChanged 1 ComputeScore: Raw -150067.415958 + Penalty 3124.512972 = -146942.902986 Iteration 72Q: 3 clusters Score -146942.9 nChanged 0 ComputeScore: Raw -150067.415958 + Penalty 3124.512972 = -146942.902986 Iteration 73F: 3 clusters Score -146942.9 nChanged 0 Trying to split cluster 4 (2802 points) Assigned 2 initial classes randomly. ComputeScore: Raw -106198.414359 + Penalty 1500.298769 = -104698.115590 Iteration 0F: 2 clusters Score -104698.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -104923.799651 + Penalty 3000.597539 = -101923.202113 Iteration 0F: 3 clusters Score -101923.2 nChanged 1031 ComputeScore: Raw -105593.990282 + Penalty 3000.597539 = -102593.392743 Iteration 1F: 3 clusters Score -102593.4 nChanged 232 ComputeScore: Raw -105761.442997 + Penalty 3000.597539 = -102760.845458 Iteration 2F: 3 clusters Score -102760.8 nChanged 135 ComputeScore: Raw -105850.347188 + Penalty 3000.597539 = -102849.749649 Iteration 3Q: 3 clusters Score -102849.7 nChanged 99 ComputeScore: Raw -105920.593250 + Penalty 3000.597539 = -102919.995712 Iteration 4Q: 3 clusters Score -102920 nChanged 80 ComputeScore: Raw -105969.342151 + Penalty 3000.597539 = -102968.744612 Iteration 5Q: 3 clusters Score -102968.7 nChanged 70 ComputeScore: Raw -106010.383066 + Penalty 3000.597539 = -103009.785528 Iteration 6Q: 3 clusters Score -103009.8 nChanged 57 ComputeScore: Raw -106045.990846 + Penalty 3000.597539 = -103045.393307 Iteration 7Q: 3 clusters Score -103045.4 nChanged 51 ComputeScore: Raw -106074.925237 + Penalty 3000.597539 = -103074.327699 Iteration 8Q: 3 clusters Score -103074.3 nChanged 37 ComputeScore: Raw -106094.109258 + Penalty 3000.597539 = -103093.511720 Iteration 9Q: 3 clusters Score -103093.5 nChanged 33 ComputeScore: Raw -106112.594562 + Penalty 3000.597539 = -103111.997024 Iteration 10Q: 3 clusters Score -103112 nChanged 32 ComputeScore: Raw -106130.311189 + Penalty 3000.597539 = -103129.713650 Iteration 11Q: 3 clusters Score -103129.7 nChanged 31 ComputeScore: Raw -106150.857510 + Penalty 3000.597539 = -103150.259971 Iteration 12Q: 3 clusters Score -103150.3 nChanged 32 ComputeScore: Raw -106168.648908 + Penalty 3000.597539 = -103168.051369 Iteration 13Q: 3 clusters Score -103168.1 nChanged 26 ComputeScore: Raw -106179.805353 + Penalty 3000.597539 = -103179.207814 Iteration 14Q: 3 clusters Score -103179.2 nChanged 20 ComputeScore: Raw -106188.993477 + Penalty 3000.597539 = -103188.395939 Iteration 15Q: 3 clusters Score -103188.4 nChanged 24 ComputeScore: Raw -106201.161963 + Penalty 3000.597539 = -103200.564424 Iteration 16Q: 3 clusters Score -103200.6 nChanged 25 ComputeScore: Raw -106214.016772 + Penalty 3000.597539 = -103213.419234 Iteration 17Q: 3 clusters Score -103213.4 nChanged 21 ComputeScore: Raw -106224.923643 + Penalty 3000.597539 = -103224.326104 Iteration 18Q: 3 clusters Score -103224.3 nChanged 17 ComputeScore: Raw -106235.075330 + Penalty 3000.597539 = -103234.477791 Iteration 19Q: 3 clusters Score -103234.5 nChanged 10 ComputeScore: Raw -106240.020672 + Penalty 3000.597539 = -103239.423134 Iteration 20F: 3 clusters Score -103239.4 nChanged 8 ComputeScore: Raw -106244.752654 + Penalty 3000.597539 = -103244.155116 Iteration 21Q: 3 clusters Score -103244.2 nChanged 5 ComputeScore: Raw -106250.550301 + Penalty 3000.597539 = -103249.952762 Iteration 22Q: 3 clusters Score -103250 nChanged 5 ComputeScore: Raw -106254.222730 + Penalty 3000.597539 = -103253.625191 Iteration 23Q: 3 clusters Score -103253.6 nChanged 3 ComputeScore: Raw -106256.209375 + Penalty 3000.597539 = -103255.611836 Iteration 24Q: 3 clusters Score -103255.6 nChanged 4 ComputeScore: Raw -106257.647310 + Penalty 3000.597539 = -103257.049772 Iteration 25Q: 3 clusters Score -103257 nChanged 4 ComputeScore: Raw -106260.513288 + Penalty 3000.597539 = -103259.915749 Iteration 26Q: 3 clusters Score -103259.9 nChanged 9 ComputeScore: Raw -106263.727950 + Penalty 3000.597539 = -103263.130411 Iteration 27Q: 3 clusters Score -103263.1 nChanged 7 ComputeScore: Raw -106268.990789 + Penalty 3000.597539 = -103268.393251 Iteration 28Q: 3 clusters Score -103268.4 nChanged 10 ComputeScore: Raw -106273.140506 + Penalty 3000.597539 = -103272.542967 Iteration 29Q: 3 clusters Score -103272.5 nChanged 9 ComputeScore: Raw -106277.640034 + Penalty 3000.597539 = -103277.042495 Iteration 30Q: 3 clusters Score -103277 nChanged 10 ComputeScore: Raw -106282.440230 + Penalty 3000.597539 = -103281.842691 Iteration 31Q: 3 clusters Score -103281.8 nChanged 12 ComputeScore: Raw -106289.015185 + Penalty 3000.597539 = -103288.417646 Iteration 32Q: 3 clusters Score -103288.4 nChanged 7 ComputeScore: Raw -106291.013153 + Penalty 3000.597539 = -103290.415615 Iteration 33Q: 3 clusters Score -103290.4 nChanged 3 ComputeScore: Raw -106291.911225 + Penalty 3000.597539 = -103291.313687 Iteration 34Q: 3 clusters Score -103291.3 nChanged 3 ComputeScore: Raw -106294.138281 + Penalty 3000.597539 = -103293.540742 Iteration 35Q: 3 clusters Score -103293.5 nChanged 4 ComputeScore: Raw -106295.626946 + Penalty 3000.597539 = -103295.029407 Iteration 36Q: 3 clusters Score -103295 nChanged 3 ComputeScore: Raw -106297.024077 + Penalty 3000.597539 = -103296.426538 Iteration 37Q: 3 clusters Score -103296.4 nChanged 3 ComputeScore: Raw -106298.493773 + Penalty 3000.597539 = -103297.896234 Iteration 38Q: 3 clusters Score -103297.9 nChanged 4 ComputeScore: Raw -106299.813689 + Penalty 3000.597539 = -103299.216150 Iteration 39Q: 3 clusters Score -103299.2 nChanged 4 ComputeScore: Raw -106301.871507 + Penalty 3000.597539 = -103301.273969 Iteration 40F: 3 clusters Score -103301.3 nChanged 5 ComputeScore: Raw -106304.354833 + Penalty 3000.597539 = -103303.757295 Iteration 41Q: 3 clusters Score -103303.8 nChanged 7 ComputeScore: Raw -106307.620530 + Penalty 3000.597539 = -103307.022991 Iteration 42Q: 3 clusters Score -103307 nChanged 5 ComputeScore: Raw -106308.952964 + Penalty 3000.597539 = -103308.355426 Iteration 43Q: 3 clusters Score -103308.4 nChanged 8 ComputeScore: Raw -106312.496670 + Penalty 3000.597539 = -103311.899131 Iteration 44Q: 3 clusters Score -103311.9 nChanged 6 ComputeScore: Raw -106314.396190 + Penalty 3000.597539 = -103313.798651 Iteration 45Q: 3 clusters Score -103313.8 nChanged 0 ComputeScore: Raw -106314.396190 + Penalty 3000.597539 = -103313.798651 Iteration 46F: 3 clusters Score -103313.8 nChanged 0 Trying to split cluster 5 (4492 points) Assigned 2 initial classes randomly. ComputeScore: Raw -165291.910390 + Penalty 1589.500077 = -163702.410313 Iteration 0F: 2 clusters Score -163702.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -163065.042250 + Penalty 3179.000153 = -159886.042097 Iteration 0F: 3 clusters Score -159886 nChanged 1803 ComputeScore: Raw -164217.053179 + Penalty 3179.000153 = -161038.053025 Iteration 1F: 3 clusters Score -161038.1 nChanged 363 ComputeScore: Raw -164441.886976 + Penalty 3179.000153 = -161262.886823 Iteration 2F: 3 clusters Score -161262.9 nChanged 250 ComputeScore: Raw -164611.245565 + Penalty 3179.000153 = -161432.245412 Iteration 3F: 3 clusters Score -161432.2 nChanged 216 ComputeScore: Raw -164739.591538 + Penalty 3179.000153 = -161560.591384 Iteration 4Q: 3 clusters Score -161560.6 nChanged 170 ComputeScore: Raw -164830.757565 + Penalty 3179.000153 = -161651.757412 Iteration 5Q: 3 clusters Score -161651.8 nChanged 133 ComputeScore: Raw -164913.399836 + Penalty 3179.000153 = -161734.399683 Iteration 6Q: 3 clusters Score -161734.4 nChanged 136 ComputeScore: Raw -164994.465448 + Penalty 3179.000153 = -161815.465294 Iteration 7Q: 3 clusters Score -161815.5 nChanged 118 ComputeScore: Raw -165064.223911 + Penalty 3179.000153 = -161885.223758 Iteration 8Q: 3 clusters Score -161885.2 nChanged 116 ComputeScore: Raw -165127.807663 + Penalty 3179.000153 = -161948.807509 Iteration 9Q: 3 clusters Score -161948.8 nChanged 113 ComputeScore: Raw -165192.708631 + Penalty 3179.000153 = -162013.708478 Iteration 10Q: 3 clusters Score -162013.7 nChanged 88 ComputeScore: Raw -165250.592058 + Penalty 3179.000153 = -162071.591904 Iteration 11Q: 3 clusters Score -162071.6 nChanged 80 ComputeScore: Raw -165306.177668 + Penalty 3179.000153 = -162127.177514 Iteration 12Q: 3 clusters Score -162127.2 nChanged 78 ComputeScore: Raw -165357.301878 + Penalty 3179.000153 = -162178.301724 Iteration 13Q: 3 clusters Score -162178.3 nChanged 96 ComputeScore: Raw -165422.581548 + Penalty 3179.000153 = -162243.581395 Iteration 14Q: 3 clusters Score -162243.6 nChanged 78 ComputeScore: Raw -165458.437671 + Penalty 3179.000153 = -162279.437518 Iteration 15Q: 3 clusters Score -162279.4 nChanged 49 ComputeScore: Raw -165484.541827 + Penalty 3179.000153 = -162305.541674 Iteration 16Q: 3 clusters Score -162305.5 nChanged 51 ComputeScore: Raw -165510.401005 + Penalty 3179.000153 = -162331.400852 Iteration 17Q: 3 clusters Score -162331.4 nChanged 51 ComputeScore: Raw -165535.901027 + Penalty 3179.000153 = -162356.900874 Iteration 18Q: 3 clusters Score -162356.9 nChanged 48 ComputeScore: Raw -165557.124563 + Penalty 3179.000153 = -162378.124410 Iteration 19Q: 3 clusters Score -162378.1 nChanged 33 ComputeScore: Raw -165575.750309 + Penalty 3179.000153 = -162396.750155 Iteration 20F: 3 clusters Score -162396.8 nChanged 34 ComputeScore: Raw -165597.090153 + Penalty 3179.000153 = -162418.090000 Iteration 21Q: 3 clusters Score -162418.1 nChanged 34 ComputeScore: Raw -165613.099895 + Penalty 3179.000153 = -162434.099741 Iteration 22Q: 3 clusters Score -162434.1 nChanged 24 ComputeScore: Raw -165624.972354 + Penalty 3179.000153 = -162445.972201 Iteration 23Q: 3 clusters Score -162446 nChanged 19 ComputeScore: Raw -165636.616531 + Penalty 3179.000153 = -162457.616378 Iteration 24Q: 3 clusters Score -162457.6 nChanged 19 ComputeScore: Raw -165649.644451 + Penalty 3179.000153 = -162470.644297 Iteration 25Q: 3 clusters Score -162470.6 nChanged 19 ComputeScore: Raw -165660.299912 + Penalty 3179.000153 = -162481.299758 Iteration 26Q: 3 clusters Score -162481.3 nChanged 21 ComputeScore: Raw -165670.246201 + Penalty 3179.000153 = -162491.246048 Iteration 27Q: 3 clusters Score -162491.2 nChanged 21 ComputeScore: Raw -165683.071337 + Penalty 3179.000153 = -162504.071184 Iteration 28Q: 3 clusters Score -162504.1 nChanged 19 ComputeScore: Raw -165691.542394 + Penalty 3179.000153 = -162512.542240 Iteration 29Q: 3 clusters Score -162512.5 nChanged 15 ComputeScore: Raw -165699.801013 + Penalty 3179.000153 = -162520.800859 Iteration 30Q: 3 clusters Score -162520.8 nChanged 15 ComputeScore: Raw -165705.266654 + Penalty 3179.000153 = -162526.266501 Iteration 31Q: 3 clusters Score -162526.3 nChanged 14 ComputeScore: Raw -165712.448508 + Penalty 3179.000153 = -162533.448355 Iteration 32Q: 3 clusters Score -162533.4 nChanged 13 ComputeScore: Raw -165716.349765 + Penalty 3179.000153 = -162537.349611 Iteration 33Q: 3 clusters Score -162537.3 nChanged 7 ComputeScore: Raw -165718.464979 + Penalty 3179.000153 = -162539.464825 Iteration 34Q: 3 clusters Score -162539.5 nChanged 7 ComputeScore: Raw -165720.160651 + Penalty 3179.000153 = -162541.160498 Iteration 35Q: 3 clusters Score -162541.2 nChanged 3 ComputeScore: Raw -165721.019422 + Penalty 3179.000153 = -162542.019268 Iteration 36Q: 3 clusters Score -162542 nChanged 1 ComputeScore: Raw -165721.903385 + Penalty 3179.000153 = -162542.903232 Iteration 37Q: 3 clusters Score -162542.9 nChanged 6 ComputeScore: Raw -165723.345264 + Penalty 3179.000153 = -162544.345111 Iteration 38Q: 3 clusters Score -162544.3 nChanged 4 ComputeScore: Raw -165724.311732 + Penalty 3179.000153 = -162545.311579 Iteration 39Q: 3 clusters Score -162545.3 nChanged 1 ComputeScore: Raw -165724.481293 + Penalty 3179.000153 = -162545.481139 Iteration 40F: 3 clusters Score -162545.5 nChanged 1 ComputeScore: Raw -165724.624437 + Penalty 3179.000153 = -162545.624284 Iteration 41Q: 3 clusters Score -162545.6 nChanged 1 ComputeScore: Raw -165724.770659 + Penalty 3179.000153 = -162545.770506 Iteration 42Q: 3 clusters Score -162545.8 nChanged 1 ComputeScore: Raw -165725.256821 + Penalty 3179.000153 = -162546.256667 Iteration 43Q: 3 clusters Score -162546.3 nChanged 0 ComputeScore: Raw -165725.256821 + Penalty 3179.000153 = -162546.256667 Iteration 44F: 3 clusters Score -162546.3 nChanged 0 Trying to split cluster 6 (5480 points) Assigned 2 initial classes randomly. ComputeScore: Raw -202189.045608 + Penalty 1627.074612 = -200561.970996 Iteration 0F: 2 clusters Score -200562 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -199364.644937 + Penalty 3254.149224 = -196110.495713 Iteration 0F: 3 clusters Score -196110.5 nChanged 2212 ComputeScore: Raw -200523.779186 + Penalty 3254.149224 = -197269.629962 Iteration 1F: 3 clusters Score -197269.6 nChanged 377 ComputeScore: Raw -200714.422970 + Penalty 3254.149224 = -197460.273746 Iteration 2F: 3 clusters Score -197460.3 nChanged 278 ComputeScore: Raw -200843.447765 + Penalty 3254.149224 = -197589.298541 Iteration 3F: 3 clusters Score -197589.3 nChanged 211 ComputeScore: Raw -200945.710400 + Penalty 3254.149224 = -197691.561177 Iteration 4Q: 3 clusters Score -197691.6 nChanged 185 ComputeScore: Raw -201025.198971 + Penalty 3254.149224 = -197771.049748 Iteration 5Q: 3 clusters Score -197771 nChanged 160 ComputeScore: Raw -201105.819780 + Penalty 3254.149224 = -197851.670556 Iteration 6Q: 3 clusters Score -197851.7 nChanged 142 ComputeScore: Raw -201173.888263 + Penalty 3254.149224 = -197919.739039 Iteration 7Q: 3 clusters Score -197919.7 nChanged 131 ComputeScore: Raw -201250.110113 + Penalty 3254.149224 = -197995.960889 Iteration 8Q: 3 clusters Score -197996 nChanged 149 ComputeScore: Raw -201315.898842 + Penalty 3254.149224 = -198061.749619 Iteration 9Q: 3 clusters Score -198061.7 nChanged 120 ComputeScore: Raw -201370.364587 + Penalty 3254.149224 = -198116.215364 Iteration 10Q: 3 clusters Score -198116.2 nChanged 133 ComputeScore: Raw -201432.931080 + Penalty 3254.149224 = -198178.781856 Iteration 11Q: 3 clusters Score -198178.8 nChanged 143 ComputeScore: Raw -201503.750816 + Penalty 3254.149224 = -198249.601592 Iteration 12Q: 3 clusters Score -198249.6 nChanged 149 ComputeScore: Raw -201585.936070 + Penalty 3254.149224 = -198331.786846 Iteration 13Q: 3 clusters Score -198331.8 nChanged 151 ComputeScore: Raw -201681.029940 + Penalty 3254.149224 = -198426.880716 Iteration 14Q: 3 clusters Score -198426.9 nChanged 159 ComputeScore: Raw -201788.822323 + Penalty 3254.149224 = -198534.673099 Iteration 15Q: 3 clusters Score -198534.7 nChanged 156 ComputeScore: Raw -201892.112354 + Penalty 3254.149224 = -198637.963130 Iteration 16Q: 3 clusters Score -198638 nChanged 149 ComputeScore: Raw -201992.567939 + Penalty 3254.149224 = -198738.418716 Iteration 17Q: 3 clusters Score -198738.4 nChanged 131 ComputeScore: Raw -202077.330644 + Penalty 3254.149224 = -198823.181420 Iteration 18Q: 3 clusters Score -198823.2 nChanged 109 ComputeScore: Raw -202154.887703 + Penalty 3254.149224 = -198900.738479 Iteration 19Q: 3 clusters Score -198900.7 nChanged 90 ComputeScore: Raw -202210.260234 + Penalty 3254.149224 = -198956.111010 Iteration 20F: 3 clusters Score -198956.1 nChanged 63 ComputeScore: Raw -202246.587199 + Penalty 3254.149224 = -198992.437976 Iteration 21Q: 3 clusters Score -198992.4 nChanged 52 ComputeScore: Raw -202280.342146 + Penalty 3254.149224 = -199026.192922 Iteration 22Q: 3 clusters Score -199026.2 nChanged 49 ComputeScore: Raw -202310.865628 + Penalty 3254.149224 = -199056.716405 Iteration 23Q: 3 clusters Score -199056.7 nChanged 41 ComputeScore: Raw -202349.299610 + Penalty 3254.149224 = -199095.150387 Iteration 24Q: 3 clusters Score -199095.2 nChanged 38 ComputeScore: Raw -202376.629039 + Penalty 3254.149224 = -199122.479816 Iteration 25Q: 3 clusters Score -199122.5 nChanged 31 ComputeScore: Raw -202403.491863 + Penalty 3254.149224 = -199149.342640 Iteration 26Q: 3 clusters Score -199149.3 nChanged 25 ComputeScore: Raw -202420.666647 + Penalty 3254.149224 = -199166.517423 Iteration 27Q: 3 clusters Score -199166.5 nChanged 19 ComputeScore: Raw -202436.076201 + Penalty 3254.149224 = -199181.926977 Iteration 28Q: 3 clusters Score -199181.9 nChanged 15 ComputeScore: Raw -202445.074103 + Penalty 3254.149224 = -199190.924879 Iteration 29Q: 3 clusters Score -199190.9 nChanged 14 ComputeScore: Raw -202452.947208 + Penalty 3254.149224 = -199198.797985 Iteration 30Q: 3 clusters Score -199198.8 nChanged 9 ComputeScore: Raw -202459.003360 + Penalty 3254.149224 = -199204.854136 Iteration 31Q: 3 clusters Score -199204.9 nChanged 12 ComputeScore: Raw -202469.494995 + Penalty 3254.149224 = -199215.345771 Iteration 32Q: 3 clusters Score -199215.3 nChanged 12 ComputeScore: Raw -202476.203819 + Penalty 3254.149224 = -199222.054596 Iteration 33Q: 3 clusters Score -199222.1 nChanged 8 ComputeScore: Raw -202480.939643 + Penalty 3254.149224 = -199226.790420 Iteration 34Q: 3 clusters Score -199226.8 nChanged 9 ComputeScore: Raw -202486.823751 + Penalty 3254.149224 = -199232.674527 Iteration 35Q: 3 clusters Score -199232.7 nChanged 9 ComputeScore: Raw -202492.681702 + Penalty 3254.149224 = -199238.532479 Iteration 36Q: 3 clusters Score -199238.5 nChanged 7 ComputeScore: Raw -202496.829627 + Penalty 3254.149224 = -199242.680404 Iteration 37Q: 3 clusters Score -199242.7 nChanged 6 ComputeScore: Raw -202500.246715 + Penalty 3254.149224 = -199246.097491 Iteration 38Q: 3 clusters Score -199246.1 nChanged 5 ComputeScore: Raw -202503.638198 + Penalty 3254.149224 = -199249.488974 Iteration 39Q: 3 clusters Score -199249.5 nChanged 5 ComputeScore: Raw -202509.276620 + Penalty 3254.149224 = -199255.127396 Iteration 40F: 3 clusters Score -199255.1 nChanged 3 ComputeScore: Raw -202510.898836 + Penalty 3254.149224 = -199256.749612 Iteration 41Q: 3 clusters Score -199256.7 nChanged 3 ComputeScore: Raw -202513.111275 + Penalty 3254.149224 = -199258.962052 Iteration 42Q: 3 clusters Score -199259 nChanged 3 ComputeScore: Raw -202515.625514 + Penalty 3254.149224 = -199261.476290 Iteration 43Q: 3 clusters Score -199261.5 nChanged 3 ComputeScore: Raw -202517.351577 + Penalty 3254.149224 = -199263.202353 Iteration 44Q: 3 clusters Score -199263.2 nChanged 1 ComputeScore: Raw -202517.681375 + Penalty 3254.149224 = -199263.532151 Iteration 45Q: 3 clusters Score -199263.5 nChanged 0 ComputeScore: Raw -202517.681375 + Penalty 3254.149224 = -199263.532151 Iteration 46F: 3 clusters Score -199263.5 nChanged 0 Trying to split cluster 7 (3457 points) Assigned 2 initial classes randomly. ComputeScore: Raw -131001.556504 + Penalty 1540.001567 = -129461.554937 Iteration 0F: 2 clusters Score -129461.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -129389.034702 + Penalty 3080.003134 = -126309.031568 Iteration 0F: 3 clusters Score -126309 nChanged 1292 ComputeScore: Raw -130143.873009 + Penalty 3080.003134 = -127063.869875 Iteration 1F: 3 clusters Score -127063.9 nChanged 282 ComputeScore: Raw -130306.011878 + Penalty 3080.003134 = -127226.008744 Iteration 2F: 3 clusters Score -127226 nChanged 151 ComputeScore: Raw -130389.861249 + Penalty 3080.003134 = -127309.858115 Iteration 3Q: 3 clusters Score -127309.9 nChanged 113 ComputeScore: Raw -130449.297374 + Penalty 3080.003134 = -127369.294240 Iteration 4Q: 3 clusters Score -127369.3 nChanged 89 ComputeScore: Raw -130491.993715 + Penalty 3080.003134 = -127411.990581 Iteration 5Q: 3 clusters Score -127412 nChanged 75 ComputeScore: Raw -130525.913945 + Penalty 3080.003134 = -127445.910811 Iteration 6Q: 3 clusters Score -127445.9 nChanged 68 ComputeScore: Raw -130554.605127 + Penalty 3080.003134 = -127474.601992 Iteration 7Q: 3 clusters Score -127474.6 nChanged 69 ComputeScore: Raw -130587.309158 + Penalty 3080.003134 = -127507.306024 Iteration 8Q: 3 clusters Score -127507.3 nChanged 58 ComputeScore: Raw -130618.084439 + Penalty 3080.003134 = -127538.081305 Iteration 9Q: 3 clusters Score -127538.1 nChanged 61 ComputeScore: Raw -130643.148464 + Penalty 3080.003134 = -127563.145330 Iteration 10Q: 3 clusters Score -127563.1 nChanged 54 ComputeScore: Raw -130664.447228 + Penalty 3080.003134 = -127584.444093 Iteration 11Q: 3 clusters Score -127584.4 nChanged 37 ComputeScore: Raw -130681.759726 + Penalty 3080.003134 = -127601.756592 Iteration 12Q: 3 clusters Score -127601.8 nChanged 42 ComputeScore: Raw -130699.747223 + Penalty 3080.003134 = -127619.744088 Iteration 13Q: 3 clusters Score -127619.7 nChanged 38 ComputeScore: Raw -130715.848653 + Penalty 3080.003134 = -127635.845519 Iteration 14Q: 3 clusters Score -127635.8 nChanged 35 ComputeScore: Raw -130730.377751 + Penalty 3080.003134 = -127650.374617 Iteration 15Q: 3 clusters Score -127650.4 nChanged 26 ComputeScore: Raw -130739.130918 + Penalty 3080.003134 = -127659.127784 Iteration 16Q: 3 clusters Score -127659.1 nChanged 22 ComputeScore: Raw -130745.638250 + Penalty 3080.003134 = -127665.635116 Iteration 17Q: 3 clusters Score -127665.6 nChanged 13 ComputeScore: Raw -130748.521455 + Penalty 3080.003134 = -127668.518321 Iteration 18Q: 3 clusters Score -127668.5 nChanged 7 ComputeScore: Raw -130751.386445 + Penalty 3080.003134 = -127671.383311 Iteration 19Q: 3 clusters Score -127671.4 nChanged 7 ComputeScore: Raw -130753.704066 + Penalty 3080.003134 = -127673.700931 Iteration 20F: 3 clusters Score -127673.7 nChanged 5 ComputeScore: Raw -130754.921053 + Penalty 3080.003134 = -127674.917918 Iteration 21Q: 3 clusters Score -127674.9 nChanged 5 ComputeScore: Raw -130756.413548 + Penalty 3080.003134 = -127676.410414 Iteration 22Q: 3 clusters Score -127676.4 nChanged 6 ComputeScore: Raw -130758.166562 + Penalty 3080.003134 = -127678.163428 Iteration 23Q: 3 clusters Score -127678.2 nChanged 2 ComputeScore: Raw -130758.560828 + Penalty 3080.003134 = -127678.557694 Iteration 24Q: 3 clusters Score -127678.6 nChanged 2 ComputeScore: Raw -130758.789749 + Penalty 3080.003134 = -127678.786615 Iteration 25Q: 3 clusters Score -127678.8 nChanged 2 ComputeScore: Raw -130759.883123 + Penalty 3080.003134 = -127679.879988 Iteration 26Q: 3 clusters Score -127679.9 nChanged 3 ComputeScore: Raw -130760.247950 + Penalty 3080.003134 = -127680.244815 Iteration 27Q: 3 clusters Score -127680.2 nChanged 0 ComputeScore: Raw -130760.247950 + Penalty 3080.003134 = -127680.244815 Iteration 28F: 3 clusters Score -127680.2 nChanged 0 Trying to split cluster 8 (3414 points) Assigned 2 initial classes randomly. ComputeScore: Raw -132712.332064 + Penalty 1537.635942 = -131174.696122 Iteration 0F: 2 clusters Score -131174.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -131097.470423 + Penalty 3075.271883 = -128022.198540 Iteration 0F: 3 clusters Score -128022.2 nChanged 1304 ComputeScore: Raw -131834.587878 + Penalty 3075.271883 = -128759.315994 Iteration 1F: 3 clusters Score -128759.3 nChanged 246 ComputeScore: Raw -131990.069240 + Penalty 3075.271883 = -128914.797357 Iteration 2F: 3 clusters Score -128914.8 nChanged 185 ComputeScore: Raw -132108.127480 + Penalty 3075.271883 = -129032.855596 Iteration 3F: 3 clusters Score -129032.9 nChanged 139 ComputeScore: Raw -132190.387780 + Penalty 3075.271883 = -129115.115896 Iteration 4Q: 3 clusters Score -129115.1 nChanged 124 ComputeScore: Raw -132268.855820 + Penalty 3075.271883 = -129193.583937 Iteration 5Q: 3 clusters Score -129193.6 nChanged 103 ComputeScore: Raw -132334.877128 + Penalty 3075.271883 = -129259.605244 Iteration 6Q: 3 clusters Score -129259.6 nChanged 88 ComputeScore: Raw -132396.354150 + Penalty 3075.271883 = -129321.082267 Iteration 7Q: 3 clusters Score -129321.1 nChanged 95 ComputeScore: Raw -132456.473778 + Penalty 3075.271883 = -129381.201894 Iteration 8Q: 3 clusters Score -129381.2 nChanged 86 ComputeScore: Raw -132516.010073 + Penalty 3075.271883 = -129440.738189 Iteration 9Q: 3 clusters Score -129440.7 nChanged 76 ComputeScore: Raw -132570.004737 + Penalty 3075.271883 = -129494.732853 Iteration 10Q: 3 clusters Score -129494.7 nChanged 77 ComputeScore: Raw -132625.312246 + Penalty 3075.271883 = -129550.040362 Iteration 11Q: 3 clusters Score -129550 nChanged 80 ComputeScore: Raw -132689.211569 + Penalty 3075.271883 = -129613.939685 Iteration 12Q: 3 clusters Score -129613.9 nChanged 84 ComputeScore: Raw -132760.595961 + Penalty 3075.271883 = -129685.324078 Iteration 13Q: 3 clusters Score -129685.3 nChanged 71 ComputeScore: Raw -132811.423617 + Penalty 3075.271883 = -129736.151734 Iteration 14Q: 3 clusters Score -129736.2 nChanged 63 ComputeScore: Raw -132859.163300 + Penalty 3075.271883 = -129783.891416 Iteration 15Q: 3 clusters Score -129783.9 nChanged 56 ComputeScore: Raw -132898.239662 + Penalty 3075.271883 = -129822.967778 Iteration 16Q: 3 clusters Score -129823 nChanged 48 ComputeScore: Raw -132935.146875 + Penalty 3075.271883 = -129859.874991 Iteration 17Q: 3 clusters Score -129859.9 nChanged 40 ComputeScore: Raw -132973.007736 + Penalty 3075.271883 = -129897.735853 Iteration 18Q: 3 clusters Score -129897.7 nChanged 52 ComputeScore: Raw -133021.779698 + Penalty 3075.271883 = -129946.507815 Iteration 19Q: 3 clusters Score -129946.5 nChanged 35 ComputeScore: Raw -133053.723420 + Penalty 3075.271883 = -129978.451537 Iteration 20F: 3 clusters Score -129978.5 nChanged 30 ComputeScore: Raw -133079.761845 + Penalty 3075.271883 = -130004.489962 Iteration 21Q: 3 clusters Score -130004.5 nChanged 30 ComputeScore: Raw -133105.637764 + Penalty 3075.271883 = -130030.365880 Iteration 22Q: 3 clusters Score -130030.4 nChanged 32 ComputeScore: Raw -133137.920431 + Penalty 3075.271883 = -130062.648547 Iteration 23Q: 3 clusters Score -130062.6 nChanged 28 ComputeScore: Raw -133158.744641 + Penalty 3075.271883 = -130083.472757 Iteration 24Q: 3 clusters Score -130083.5 nChanged 18 ComputeScore: Raw -133169.751086 + Penalty 3075.271883 = -130094.479203 Iteration 25Q: 3 clusters Score -130094.5 nChanged 15 ComputeScore: Raw -133182.248412 + Penalty 3075.271883 = -130106.976528 Iteration 26Q: 3 clusters Score -130107 nChanged 10 ComputeScore: Raw -133186.969407 + Penalty 3075.271883 = -130111.697523 Iteration 27Q: 3 clusters Score -130111.7 nChanged 9 ComputeScore: Raw -133190.766278 + Penalty 3075.271883 = -130115.494395 Iteration 28Q: 3 clusters Score -130115.5 nChanged 8 ComputeScore: Raw -133195.615263 + Penalty 3075.271883 = -130120.343380 Iteration 29Q: 3 clusters Score -130120.3 nChanged 7 ComputeScore: Raw -133199.883295 + Penalty 3075.271883 = -130124.611411 Iteration 30Q: 3 clusters Score -130124.6 nChanged 5 ComputeScore: Raw -133202.888611 + Penalty 3075.271883 = -130127.616727 Iteration 31Q: 3 clusters Score -130127.6 nChanged 6 ComputeScore: Raw -133206.722894 + Penalty 3075.271883 = -130131.451011 Iteration 32Q: 3 clusters Score -130131.5 nChanged 6 ComputeScore: Raw -133210.679993 + Penalty 3075.271883 = -130135.408110 Iteration 33Q: 3 clusters Score -130135.4 nChanged 10 ComputeScore: Raw -133218.498206 + Penalty 3075.271883 = -130143.226323 Iteration 34Q: 3 clusters Score -130143.2 nChanged 9 ComputeScore: Raw -133222.605838 + Penalty 3075.271883 = -130147.333954 Iteration 35Q: 3 clusters Score -130147.3 nChanged 5 ComputeScore: Raw -133227.049966 + Penalty 3075.271883 = -130151.778082 Iteration 36Q: 3 clusters Score -130151.8 nChanged 5 ComputeScore: Raw -133230.782186 + Penalty 3075.271883 = -130155.510302 Iteration 37Q: 3 clusters Score -130155.5 nChanged 7 ComputeScore: Raw -133235.874024 + Penalty 3075.271883 = -130160.602141 Iteration 38Q: 3 clusters Score -130160.6 nChanged 8 ComputeScore: Raw -133243.159200 + Penalty 3075.271883 = -130167.887317 Iteration 39Q: 3 clusters Score -130167.9 nChanged 10 ComputeScore: Raw -133249.824704 + Penalty 3075.271883 = -130174.552820 Iteration 40F: 3 clusters Score -130174.6 nChanged 4 ComputeScore: Raw -133252.148052 + Penalty 3075.271883 = -130176.876169 Iteration 41Q: 3 clusters Score -130176.9 nChanged 5 ComputeScore: Raw -133255.170519 + Penalty 3075.271883 = -130179.898635 Iteration 42Q: 3 clusters Score -130179.9 nChanged 3 ComputeScore: Raw -133256.673669 + Penalty 3075.271883 = -130181.401785 Iteration 43Q: 3 clusters Score -130181.4 nChanged 0 ComputeScore: Raw -133256.673669 + Penalty 3075.271883 = -130181.401785 Iteration 44F: 3 clusters Score -130181.4 nChanged 0 Trying to split cluster 9 (5501 points) Assigned 2 initial classes randomly. ComputeScore: Raw -201443.999718 + Penalty 1627.797498 = -199816.202221 Iteration 0F: 2 clusters Score -199816.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -198678.040847 + Penalty 3255.594995 = -195422.445851 Iteration 0F: 3 clusters Score -195422.4 nChanged 2171 ComputeScore: Raw -199836.090228 + Penalty 3255.594995 = -196580.495233 Iteration 1F: 3 clusters Score -196580.5 nChanged 388 ComputeScore: Raw -200070.762139 + Penalty 3255.594995 = -196815.167144 Iteration 2F: 3 clusters Score -196815.2 nChanged 322 ComputeScore: Raw -200261.891743 + Penalty 3255.594995 = -197006.296747 Iteration 3F: 3 clusters Score -197006.3 nChanged 254 ComputeScore: Raw -200378.585434 + Penalty 3255.594995 = -197122.990438 Iteration 4Q: 3 clusters Score -197123 nChanged 197 ComputeScore: Raw -200479.202961 + Penalty 3255.594995 = -197223.607966 Iteration 5Q: 3 clusters Score -197223.6 nChanged 177 ComputeScore: Raw -200567.475048 + Penalty 3255.594995 = -197311.880052 Iteration 6Q: 3 clusters Score -197311.9 nChanged 167 ComputeScore: Raw -200658.094985 + Penalty 3255.594995 = -197402.499989 Iteration 7Q: 3 clusters Score -197402.5 nChanged 164 ComputeScore: Raw -200740.809633 + Penalty 3255.594995 = -197485.214638 Iteration 8Q: 3 clusters Score -197485.2 nChanged 142 ComputeScore: Raw -200809.328379 + Penalty 3255.594995 = -197553.733384 Iteration 9Q: 3 clusters Score -197553.7 nChanged 125 ComputeScore: Raw -200863.522104 + Penalty 3255.594995 = -197607.927109 Iteration 10Q: 3 clusters Score -197607.9 nChanged 110 ComputeScore: Raw -200906.377046 + Penalty 3255.594995 = -197650.782051 Iteration 11Q: 3 clusters Score -197650.8 nChanged 102 ComputeScore: Raw -200939.122807 + Penalty 3255.594995 = -197683.527811 Iteration 12Q: 3 clusters Score -197683.5 nChanged 71 ComputeScore: Raw -200962.042630 + Penalty 3255.594995 = -197706.447634 Iteration 13Q: 3 clusters Score -197706.4 nChanged 72 ComputeScore: Raw -200983.250344 + Penalty 3255.594995 = -197727.655348 Iteration 14Q: 3 clusters Score -197727.7 nChanged 56 ComputeScore: Raw -201001.985665 + Penalty 3255.594995 = -197746.390670 Iteration 15Q: 3 clusters Score -197746.4 nChanged 65 ComputeScore: Raw -201020.324290 + Penalty 3255.594995 = -197764.729295 Iteration 16Q: 3 clusters Score -197764.7 nChanged 47 ComputeScore: Raw -201031.849621 + Penalty 3255.594995 = -197776.254626 Iteration 17Q: 3 clusters Score -197776.3 nChanged 43 ComputeScore: Raw -201042.996883 + Penalty 3255.594995 = -197787.401888 Iteration 18Q: 3 clusters Score -197787.4 nChanged 43 ComputeScore: Raw -201055.902353 + Penalty 3255.594995 = -197800.307357 Iteration 19Q: 3 clusters Score -197800.3 nChanged 41 ComputeScore: Raw -201066.663172 + Penalty 3255.594995 = -197811.068177 Iteration 20F: 3 clusters Score -197811.1 nChanged 31 ComputeScore: Raw -201075.561795 + Penalty 3255.594995 = -197819.966799 Iteration 21Q: 3 clusters Score -197820 nChanged 34 ComputeScore: Raw -201086.024031 + Penalty 3255.594995 = -197830.429036 Iteration 22Q: 3 clusters Score -197830.4 nChanged 43 ComputeScore: Raw -201098.002842 + Penalty 3255.594995 = -197842.407847 Iteration 23Q: 3 clusters Score -197842.4 nChanged 37 ComputeScore: Raw -201108.792264 + Penalty 3255.594995 = -197853.197269 Iteration 24Q: 3 clusters Score -197853.2 nChanged 37 ComputeScore: Raw -201119.114619 + Penalty 3255.594995 = -197863.519623 Iteration 25Q: 3 clusters Score -197863.5 nChanged 31 ComputeScore: Raw -201126.470949 + Penalty 3255.594995 = -197870.875953 Iteration 26Q: 3 clusters Score -197870.9 nChanged 32 ComputeScore: Raw -201133.710189 + Penalty 3255.594995 = -197878.115194 Iteration 27Q: 3 clusters Score -197878.1 nChanged 37 ComputeScore: Raw -201143.222350 + Penalty 3255.594995 = -197887.627354 Iteration 28Q: 3 clusters Score -197887.6 nChanged 33 ComputeScore: Raw -201152.317674 + Penalty 3255.594995 = -197896.722679 Iteration 29Q: 3 clusters Score -197896.7 nChanged 41 ComputeScore: Raw -201163.225148 + Penalty 3255.594995 = -197907.630153 Iteration 30Q: 3 clusters Score -197907.6 nChanged 48 ComputeScore: Raw -201176.084081 + Penalty 3255.594995 = -197920.489085 Iteration 31Q: 3 clusters Score -197920.5 nChanged 48 ComputeScore: Raw -201190.432703 + Penalty 3255.594995 = -197934.837708 Iteration 32Q: 3 clusters Score -197934.8 nChanged 51 ComputeScore: Raw -201206.657843 + Penalty 3255.594995 = -197951.062848 Iteration 33Q: 3 clusters Score -197951.1 nChanged 49 ComputeScore: Raw -201220.231950 + Penalty 3255.594995 = -197964.636954 Iteration 34Q: 3 clusters Score -197964.6 nChanged 49 ComputeScore: Raw -201234.828618 + Penalty 3255.594995 = -197979.233623 Iteration 35Q: 3 clusters Score -197979.2 nChanged 51 ComputeScore: Raw -201250.918265 + Penalty 3255.594995 = -197995.323270 Iteration 36Q: 3 clusters Score -197995.3 nChanged 60 ComputeScore: Raw -201270.475202 + Penalty 3255.594995 = -198014.880207 Iteration 37Q: 3 clusters Score -198014.9 nChanged 54 ComputeScore: Raw -201288.488947 + Penalty 3255.594995 = -198032.893952 Iteration 38Q: 3 clusters Score -198032.9 nChanged 57 ComputeScore: Raw -201305.958114 + Penalty 3255.594995 = -198050.363119 Iteration 39Q: 3 clusters Score -198050.4 nChanged 66 ComputeScore: Raw -201328.889448 + Penalty 3255.594995 = -198073.294453 Iteration 40F: 3 clusters Score -198073.3 nChanged 63 ComputeScore: Raw -201352.314168 + Penalty 3255.594995 = -198096.719173 Iteration 41Q: 3 clusters Score -198096.7 nChanged 72 ComputeScore: Raw -201379.052129 + Penalty 3255.594995 = -198123.457134 Iteration 42Q: 3 clusters Score -198123.5 nChanged 79 ComputeScore: Raw -201412.443227 + Penalty 3255.594995 = -198156.848232 Iteration 43Q: 3 clusters Score -198156.8 nChanged 74 ComputeScore: Raw -201445.024347 + Penalty 3255.594995 = -198189.429352 Iteration 44Q: 3 clusters Score -198189.4 nChanged 82 ComputeScore: Raw -201486.240182 + Penalty 3255.594995 = -198230.645187 Iteration 45Q: 3 clusters Score -198230.6 nChanged 87 ComputeScore: Raw -201527.446957 + Penalty 3255.594995 = -198271.851962 Iteration 46Q: 3 clusters Score -198271.9 nChanged 80 ComputeScore: Raw -201568.127667 + Penalty 3255.594995 = -198312.532672 Iteration 47Q: 3 clusters Score -198312.5 nChanged 100 ComputeScore: Raw -201613.652054 + Penalty 3255.594995 = -198358.057058 Iteration 48Q: 3 clusters Score -198358.1 nChanged 88 ComputeScore: Raw -201653.223188 + Penalty 3255.594995 = -198397.628192 Iteration 49Q: 3 clusters Score -198397.6 nChanged 73 ComputeScore: Raw -201686.413608 + Penalty 3255.594995 = -198430.818613 Iteration 50Q: 3 clusters Score -198430.8 nChanged 73 ComputeScore: Raw -201721.811560 + Penalty 3255.594995 = -198466.216565 Iteration 51Q: 3 clusters Score -198466.2 nChanged 59 ComputeScore: Raw -201753.261797 + Penalty 3255.594995 = -198497.666802 Iteration 52Q: 3 clusters Score -198497.7 nChanged 61 ComputeScore: Raw -201783.732846 + Penalty 3255.594995 = -198528.137851 Iteration 53Q: 3 clusters Score -198528.1 nChanged 49 ComputeScore: Raw -201809.870804 + Penalty 3255.594995 = -198554.275809 Iteration 54Q: 3 clusters Score -198554.3 nChanged 53 ComputeScore: Raw -201839.090401 + Penalty 3255.594995 = -198583.495406 Iteration 55Q: 3 clusters Score -198583.5 nChanged 45 ComputeScore: Raw -201863.297408 + Penalty 3255.594995 = -198607.702413 Iteration 56Q: 3 clusters Score -198607.7 nChanged 34 ComputeScore: Raw -201878.858671 + Penalty 3255.594995 = -198623.263675 Iteration 57Q: 3 clusters Score -198623.3 nChanged 23 ComputeScore: Raw -201887.991903 + Penalty 3255.594995 = -198632.396907 Iteration 58Q: 3 clusters Score -198632.4 nChanged 17 ComputeScore: Raw -201894.799956 + Penalty 3255.594995 = -198639.204961 Iteration 59Q: 3 clusters Score -198639.2 nChanged 17 ComputeScore: Raw -201900.750064 + Penalty 3255.594995 = -198645.155069 Iteration 60F: 3 clusters Score -198645.2 nChanged 20 ComputeScore: Raw -201908.030978 + Penalty 3255.594995 = -198652.435983 Iteration 61Q: 3 clusters Score -198652.4 nChanged 18 ComputeScore: Raw -201915.098184 + Penalty 3255.594995 = -198659.503188 Iteration 62Q: 3 clusters Score -198659.5 nChanged 15 ComputeScore: Raw -201921.730910 + Penalty 3255.594995 = -198666.135914 Iteration 63Q: 3 clusters Score -198666.1 nChanged 12 ComputeScore: Raw -201926.604696 + Penalty 3255.594995 = -198671.009701 Iteration 64Q: 3 clusters Score -198671 nChanged 12 ComputeScore: Raw -201931.301514 + Penalty 3255.594995 = -198675.706519 Iteration 65Q: 3 clusters Score -198675.7 nChanged 13 ComputeScore: Raw -201936.496680 + Penalty 3255.594995 = -198680.901685 Iteration 66Q: 3 clusters Score -198680.9 nChanged 9 ComputeScore: Raw -201940.555112 + Penalty 3255.594995 = -198684.960117 Iteration 67Q: 3 clusters Score -198685 nChanged 8 ComputeScore: Raw -201943.591239 + Penalty 3255.594995 = -198687.996243 Iteration 68Q: 3 clusters Score -198688 nChanged 9 ComputeScore: Raw -201946.382699 + Penalty 3255.594995 = -198690.787703 Iteration 69Q: 3 clusters Score -198690.8 nChanged 3 ComputeScore: Raw -201947.811444 + Penalty 3255.594995 = -198692.216449 Iteration 70Q: 3 clusters Score -198692.2 nChanged 6 ComputeScore: Raw -201949.332931 + Penalty 3255.594995 = -198693.737936 Iteration 71Q: 3 clusters Score -198693.7 nChanged 4 ComputeScore: Raw -201951.089887 + Penalty 3255.594995 = -198695.494892 Iteration 72Q: 3 clusters Score -198695.5 nChanged 5 ComputeScore: Raw -201952.762595 + Penalty 3255.594995 = -198697.167599 Iteration 73Q: 3 clusters Score -198697.2 nChanged 6 ComputeScore: Raw -201954.762559 + Penalty 3255.594995 = -198699.167563 Iteration 74Q: 3 clusters Score -198699.2 nChanged 5 ComputeScore: Raw -201956.397540 + Penalty 3255.594995 = -198700.802545 Iteration 75Q: 3 clusters Score -198700.8 nChanged 5 ComputeScore: Raw -201957.481783 + Penalty 3255.594995 = -198701.886787 Iteration 76Q: 3 clusters Score -198701.9 nChanged 3 ComputeScore: Raw -201958.036377 + Penalty 3255.594995 = -198702.441382 Iteration 77Q: 3 clusters Score -198702.4 nChanged 1 ComputeScore: Raw -201958.289979 + Penalty 3255.594995 = -198702.694984 Iteration 78Q: 3 clusters Score -198702.7 nChanged 0 ComputeScore: Raw -201958.289979 + Penalty 3255.594995 = -198702.694984 Iteration 79F: 3 clusters Score -198702.7 nChanged 0 Trying to split cluster 10 (3234 points) Assigned 2 initial classes randomly. ComputeScore: Raw -122008.636461 + Penalty 1527.398783 = -120481.237678 Iteration 0F: 2 clusters Score -120481.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -120499.813345 + Penalty 3054.797565 = -117445.015780 Iteration 0F: 3 clusters Score -117445 nChanged 1194 ComputeScore: Raw -121204.225069 + Penalty 3054.797565 = -118149.427504 Iteration 1F: 3 clusters Score -118149.4 nChanged 252 ComputeScore: Raw -121359.576809 + Penalty 3054.797565 = -118304.779243 Iteration 2F: 3 clusters Score -118304.8 nChanged 162 ComputeScore: Raw -121462.230402 + Penalty 3054.797565 = -118407.432837 Iteration 3F: 3 clusters Score -118407.4 nChanged 128 ComputeScore: Raw -121543.590965 + Penalty 3054.797565 = -118488.793400 Iteration 4Q: 3 clusters Score -118488.8 nChanged 104 ComputeScore: Raw -121604.734322 + Penalty 3054.797565 = -118549.936757 Iteration 5Q: 3 clusters Score -118549.9 nChanged 92 ComputeScore: Raw -121660.057956 + Penalty 3054.797565 = -118605.260391 Iteration 6Q: 3 clusters Score -118605.3 nChanged 69 ComputeScore: Raw -121701.228327 + Penalty 3054.797565 = -118646.430762 Iteration 7Q: 3 clusters Score -118646.4 nChanged 62 ComputeScore: Raw -121737.958216 + Penalty 3054.797565 = -118683.160651 Iteration 8Q: 3 clusters Score -118683.2 nChanged 54 ComputeScore: Raw -121762.797859 + Penalty 3054.797565 = -118708.000294 Iteration 9Q: 3 clusters Score -118708 nChanged 47 ComputeScore: Raw -121786.345423 + Penalty 3054.797565 = -118731.547858 Iteration 10Q: 3 clusters Score -118731.5 nChanged 35 ComputeScore: Raw -121802.375751 + Penalty 3054.797565 = -118747.578186 Iteration 11Q: 3 clusters Score -118747.6 nChanged 32 ComputeScore: Raw -121816.394211 + Penalty 3054.797565 = -118761.596646 Iteration 12Q: 3 clusters Score -118761.6 nChanged 41 ComputeScore: Raw -121833.787838 + Penalty 3054.797565 = -118778.990273 Iteration 13Q: 3 clusters Score -118779 nChanged 32 ComputeScore: Raw -121847.692174 + Penalty 3054.797565 = -118792.894608 Iteration 14Q: 3 clusters Score -118792.9 nChanged 30 ComputeScore: Raw -121859.680582 + Penalty 3054.797565 = -118804.883017 Iteration 15Q: 3 clusters Score -118804.9 nChanged 27 ComputeScore: Raw -121871.500725 + Penalty 3054.797565 = -118816.703160 Iteration 16Q: 3 clusters Score -118816.7 nChanged 21 ComputeScore: Raw -121880.465159 + Penalty 3054.797565 = -118825.667594 Iteration 17Q: 3 clusters Score -118825.7 nChanged 22 ComputeScore: Raw -121889.542766 + Penalty 3054.797565 = -118834.745201 Iteration 18Q: 3 clusters Score -118834.7 nChanged 22 ComputeScore: Raw -121902.329322 + Penalty 3054.797565 = -118847.531756 Iteration 19Q: 3 clusters Score -118847.5 nChanged 22 ComputeScore: Raw -121912.772466 + Penalty 3054.797565 = -118857.974900 Iteration 20F: 3 clusters Score -118858 nChanged 26 ComputeScore: Raw -121926.253054 + Penalty 3054.797565 = -118871.455489 Iteration 21Q: 3 clusters Score -118871.5 nChanged 30 ComputeScore: Raw -121941.177076 + Penalty 3054.797565 = -118886.379511 Iteration 22Q: 3 clusters Score -118886.4 nChanged 28 ComputeScore: Raw -121954.101058 + Penalty 3054.797565 = -118899.303493 Iteration 23Q: 3 clusters Score -118899.3 nChanged 22 ComputeScore: Raw -121964.168045 + Penalty 3054.797565 = -118909.370480 Iteration 24Q: 3 clusters Score -118909.4 nChanged 20 ComputeScore: Raw -121975.545164 + Penalty 3054.797565 = -118920.747599 Iteration 25Q: 3 clusters Score -118920.7 nChanged 18 ComputeScore: Raw -121984.486129 + Penalty 3054.797565 = -118929.688564 Iteration 26Q: 3 clusters Score -118929.7 nChanged 15 ComputeScore: Raw -121992.080129 + Penalty 3054.797565 = -118937.282564 Iteration 27Q: 3 clusters Score -118937.3 nChanged 18 ComputeScore: Raw -122001.525243 + Penalty 3054.797565 = -118946.727677 Iteration 28Q: 3 clusters Score -118946.7 nChanged 16 ComputeScore: Raw -122012.056345 + Penalty 3054.797565 = -118957.258780 Iteration 29Q: 3 clusters Score -118957.3 nChanged 23 ComputeScore: Raw -122023.267183 + Penalty 3054.797565 = -118968.469618 Iteration 30Q: 3 clusters Score -118968.5 nChanged 15 ComputeScore: Raw -122033.223934 + Penalty 3054.797565 = -118978.426369 Iteration 31Q: 3 clusters Score -118978.4 nChanged 24 ComputeScore: Raw -122045.407257 + Penalty 3054.797565 = -118990.609692 Iteration 32Q: 3 clusters Score -118990.6 nChanged 15 ComputeScore: Raw -122053.250783 + Penalty 3054.797565 = -118998.453218 Iteration 33Q: 3 clusters Score -118998.5 nChanged 12 ComputeScore: Raw -122060.558011 + Penalty 3054.797565 = -119005.760445 Iteration 34Q: 3 clusters Score -119005.8 nChanged 12 ComputeScore: Raw -122065.892237 + Penalty 3054.797565 = -119011.094672 Iteration 35Q: 3 clusters Score -119011.1 nChanged 14 ComputeScore: Raw -122072.362258 + Penalty 3054.797565 = -119017.564693 Iteration 36Q: 3 clusters Score -119017.6 nChanged 8 ComputeScore: Raw -122076.913435 + Penalty 3054.797565 = -119022.115870 Iteration 37Q: 3 clusters Score -119022.1 nChanged 7 ComputeScore: Raw -122080.833171 + Penalty 3054.797565 = -119026.035606 Iteration 38Q: 3 clusters Score -119026 nChanged 8 ComputeScore: Raw -122086.961830 + Penalty 3054.797565 = -119032.164265 Iteration 39Q: 3 clusters Score -119032.2 nChanged 14 ComputeScore: Raw -122094.832445 + Penalty 3054.797565 = -119040.034880 Iteration 40F: 3 clusters Score -119040 nChanged 14 ComputeScore: Raw -122104.727888 + Penalty 3054.797565 = -119049.930323 Iteration 41Q: 3 clusters Score -119049.9 nChanged 15 ComputeScore: Raw -122116.488104 + Penalty 3054.797565 = -119061.690539 Iteration 42Q: 3 clusters Score -119061.7 nChanged 16 ComputeScore: Raw -122126.880251 + Penalty 3054.797565 = -119072.082686 Iteration 43Q: 3 clusters Score -119072.1 nChanged 17 ComputeScore: Raw -122138.963249 + Penalty 3054.797565 = -119084.165684 Iteration 44Q: 3 clusters Score -119084.2 nChanged 11 ComputeScore: Raw -122147.278269 + Penalty 3054.797565 = -119092.480704 Iteration 45Q: 3 clusters Score -119092.5 nChanged 12 ComputeScore: Raw -122153.572600 + Penalty 3054.797565 = -119098.775035 Iteration 46Q: 3 clusters Score -119098.8 nChanged 5 ComputeScore: Raw -122155.567841 + Penalty 3054.797565 = -119100.770276 Iteration 47Q: 3 clusters Score -119100.8 nChanged 5 ComputeScore: Raw -122157.436771 + Penalty 3054.797565 = -119102.639206 Iteration 48Q: 3 clusters Score -119102.6 nChanged 2 ComputeScore: Raw -122158.235275 + Penalty 3054.797565 = -119103.437710 Iteration 49Q: 3 clusters Score -119103.4 nChanged 5 ComputeScore: Raw -122161.756874 + Penalty 3054.797565 = -119106.959309 Iteration 50Q: 3 clusters Score -119107 nChanged 5 ComputeScore: Raw -122164.432511 + Penalty 3054.797565 = -119109.634946 Iteration 51Q: 3 clusters Score -119109.6 nChanged 3 ComputeScore: Raw -122165.275435 + Penalty 3054.797565 = -119110.477869 Iteration 52Q: 3 clusters Score -119110.5 nChanged 1 ComputeScore: Raw -122165.612478 + Penalty 3054.797565 = -119110.814912 Iteration 53Q: 3 clusters Score -119110.8 nChanged 1 ComputeScore: Raw -122166.115734 + Penalty 3054.797565 = -119111.318169 Iteration 54Q: 3 clusters Score -119111.3 nChanged 0 ComputeScore: Raw -122166.115734 + Penalty 3054.797565 = -119111.318169 Iteration 55F: 3 clusters Score -119111.3 nChanged 0 Trying to split cluster 11 (4597 points) Assigned 2 initial classes randomly. ComputeScore: Raw -175666.306495 + Penalty 1593.867088 = -174072.439407 Iteration 0F: 2 clusters Score -174072.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -173353.970542 + Penalty 3187.734176 = -170166.236366 Iteration 0F: 3 clusters Score -170166.2 nChanged 1803 ComputeScore: Raw -174390.832559 + Penalty 3187.734176 = -171203.098383 Iteration 1F: 3 clusters Score -171203.1 nChanged 367 ComputeScore: Raw -174581.299322 + Penalty 3187.734176 = -171393.565146 Iteration 2F: 3 clusters Score -171393.6 nChanged 225 ComputeScore: Raw -174692.203476 + Penalty 3187.734176 = -171504.469300 Iteration 3Q: 3 clusters Score -171504.5 nChanged 151 ComputeScore: Raw -174770.529721 + Penalty 3187.734176 = -171582.795545 Iteration 4Q: 3 clusters Score -171582.8 nChanged 140 ComputeScore: Raw -174835.882762 + Penalty 3187.734176 = -171648.148586 Iteration 5Q: 3 clusters Score -171648.1 nChanged 132 ComputeScore: Raw -174897.277526 + Penalty 3187.734176 = -171709.543350 Iteration 6Q: 3 clusters Score -171709.5 nChanged 113 ComputeScore: Raw -174959.365940 + Penalty 3187.734176 = -171771.631764 Iteration 7Q: 3 clusters Score -171771.6 nChanged 116 ComputeScore: Raw -175017.529516 + Penalty 3187.734176 = -171829.795340 Iteration 8Q: 3 clusters Score -171829.8 nChanged 124 ComputeScore: Raw -175089.492419 + Penalty 3187.734176 = -171901.758243 Iteration 9Q: 3 clusters Score -171901.8 nChanged 119 ComputeScore: Raw -175162.682058 + Penalty 3187.734176 = -171974.947882 Iteration 10Q: 3 clusters Score -171974.9 nChanged 106 ComputeScore: Raw -175229.795233 + Penalty 3187.734176 = -172042.061057 Iteration 11Q: 3 clusters Score -172042.1 nChanged 106 ComputeScore: Raw -175292.576030 + Penalty 3187.734176 = -172104.841854 Iteration 12Q: 3 clusters Score -172104.8 nChanged 111 ComputeScore: Raw -175365.581613 + Penalty 3187.734176 = -172177.847437 Iteration 13Q: 3 clusters Score -172177.8 nChanged 108 ComputeScore: Raw -175436.335910 + Penalty 3187.734176 = -172248.601734 Iteration 14Q: 3 clusters Score -172248.6 nChanged 78 ComputeScore: Raw -175483.345739 + Penalty 3187.734176 = -172295.611563 Iteration 15Q: 3 clusters Score -172295.6 nChanged 76 ComputeScore: Raw -175532.509510 + Penalty 3187.734176 = -172344.775334 Iteration 16Q: 3 clusters Score -172344.8 nChanged 67 ComputeScore: Raw -175576.504468 + Penalty 3187.734176 = -172388.770292 Iteration 17Q: 3 clusters Score -172388.8 nChanged 56 ComputeScore: Raw -175614.903861 + Penalty 3187.734176 = -172427.169685 Iteration 18Q: 3 clusters Score -172427.2 nChanged 50 ComputeScore: Raw -175647.438019 + Penalty 3187.734176 = -172459.703843 Iteration 19Q: 3 clusters Score -172459.7 nChanged 41 ComputeScore: Raw -175671.483220 + Penalty 3187.734176 = -172483.749044 Iteration 20F: 3 clusters Score -172483.7 nChanged 39 ComputeScore: Raw -175696.525419 + Penalty 3187.734176 = -172508.791243 Iteration 21Q: 3 clusters Score -172508.8 nChanged 35 ComputeScore: Raw -175718.944893 + Penalty 3187.734176 = -172531.210717 Iteration 22Q: 3 clusters Score -172531.2 nChanged 32 ComputeScore: Raw -175742.655987 + Penalty 3187.734176 = -172554.921811 Iteration 23Q: 3 clusters Score -172554.9 nChanged 33 ComputeScore: Raw -175763.052251 + Penalty 3187.734176 = -172575.318075 Iteration 24Q: 3 clusters Score -172575.3 nChanged 26 ComputeScore: Raw -175783.963620 + Penalty 3187.734176 = -172596.229444 Iteration 25Q: 3 clusters Score -172596.2 nChanged 25 ComputeScore: Raw -175806.957483 + Penalty 3187.734176 = -172619.223307 Iteration 26Q: 3 clusters Score -172619.2 nChanged 24 ComputeScore: Raw -175827.236911 + Penalty 3187.734176 = -172639.502735 Iteration 27Q: 3 clusters Score -172639.5 nChanged 19 ComputeScore: Raw -175841.255370 + Penalty 3187.734176 = -172653.521194 Iteration 28Q: 3 clusters Score -172653.5 nChanged 10 ComputeScore: Raw -175845.883427 + Penalty 3187.734176 = -172658.149251 Iteration 29Q: 3 clusters Score -172658.1 nChanged 8 ComputeScore: Raw -175851.899634 + Penalty 3187.734176 = -172664.165458 Iteration 30Q: 3 clusters Score -172664.2 nChanged 8 ComputeScore: Raw -175855.103822 + Penalty 3187.734176 = -172667.369646 Iteration 31Q: 3 clusters Score -172667.4 nChanged 5 ComputeScore: Raw -175858.588995 + Penalty 3187.734176 = -172670.854819 Iteration 32Q: 3 clusters Score -172670.9 nChanged 3 ComputeScore: Raw -175861.863859 + Penalty 3187.734176 = -172674.129683 Iteration 33Q: 3 clusters Score -172674.1 nChanged 3 ComputeScore: Raw -175863.347396 + Penalty 3187.734176 = -172675.613220 Iteration 34Q: 3 clusters Score -172675.6 nChanged 2 ComputeScore: Raw -175864.591840 + Penalty 3187.734176 = -172676.857664 Iteration 35Q: 3 clusters Score -172676.9 nChanged 1 ComputeScore: Raw -175865.325649 + Penalty 3187.734176 = -172677.591473 Iteration 36Q: 3 clusters Score -172677.6 nChanged 2 ComputeScore: Raw -175867.996970 + Penalty 3187.734176 = -172680.262794 Iteration 37Q: 3 clusters Score -172680.3 nChanged 5 ComputeScore: Raw -175872.571807 + Penalty 3187.734176 = -172684.837631 Iteration 38Q: 3 clusters Score -172684.8 nChanged 4 ComputeScore: Raw -175875.483494 + Penalty 3187.734176 = -172687.749318 Iteration 39Q: 3 clusters Score -172687.7 nChanged 4 ComputeScore: Raw -175878.378847 + Penalty 3187.734176 = -172690.644671 Iteration 40F: 3 clusters Score -172690.6 nChanged 6 ComputeScore: Raw -175882.097827 + Penalty 3187.734176 = -172694.363651 Iteration 41Q: 3 clusters Score -172694.4 nChanged 5 ComputeScore: Raw -175884.384645 + Penalty 3187.734176 = -172696.650469 Iteration 42Q: 3 clusters Score -172696.7 nChanged 1 ComputeScore: Raw -175884.691307 + Penalty 3187.734176 = -172696.957131 Iteration 43Q: 3 clusters Score -172697 nChanged 1 ComputeScore: Raw -175884.894227 + Penalty 3187.734176 = -172697.160051 Iteration 44Q: 3 clusters Score -172697.2 nChanged 0 ComputeScore: Raw -175884.894227 + Penalty 3187.734176 = -172697.160051 Iteration 45F: 3 clusters Score -172697.2 nChanged 0 Trying to split cluster 12 (5694 points) Assigned 2 initial classes randomly. ComputeScore: Raw -216243.394003 + Penalty 1634.314803 = -214609.079201 Iteration 0F: 2 clusters Score -214609.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -213304.521357 + Penalty 3268.629605 = -210035.891752 Iteration 0F: 3 clusters Score -210035.9 nChanged 2265 ComputeScore: Raw -214598.475667 + Penalty 3268.629605 = -211329.846062 Iteration 1F: 3 clusters Score -211329.8 nChanged 393 ComputeScore: Raw -214824.007942 + Penalty 3268.629605 = -211555.378337 Iteration 2F: 3 clusters Score -211555.4 nChanged 288 ComputeScore: Raw -214962.275216 + Penalty 3268.629605 = -211693.645611 Iteration 3F: 3 clusters Score -211693.6 nChanged 220 ComputeScore: Raw -215057.364560 + Penalty 3268.629605 = -211788.734954 Iteration 4Q: 3 clusters Score -211788.7 nChanged 183 ComputeScore: Raw -215130.179702 + Penalty 3268.629605 = -211861.550097 Iteration 5Q: 3 clusters Score -211861.6 nChanged 166 ComputeScore: Raw -215198.114871 + Penalty 3268.629605 = -211929.485265 Iteration 6Q: 3 clusters Score -211929.5 nChanged 135 ComputeScore: Raw -215255.033987 + Penalty 3268.629605 = -211986.404382 Iteration 7Q: 3 clusters Score -211986.4 nChanged 116 ComputeScore: Raw -215307.676501 + Penalty 3268.629605 = -212039.046896 Iteration 8Q: 3 clusters Score -212039 nChanged 110 ComputeScore: Raw -215360.846932 + Penalty 3268.629605 = -212092.217327 Iteration 9Q: 3 clusters Score -212092.2 nChanged 136 ComputeScore: Raw -215420.643197 + Penalty 3268.629605 = -212152.013592 Iteration 10Q: 3 clusters Score -212152 nChanged 136 ComputeScore: Raw -215484.163058 + Penalty 3268.629605 = -212215.533452 Iteration 11Q: 3 clusters Score -212215.5 nChanged 114 ComputeScore: Raw -215533.857927 + Penalty 3268.629605 = -212265.228322 Iteration 12Q: 3 clusters Score -212265.2 nChanged 102 ComputeScore: Raw -215577.032660 + Penalty 3268.629605 = -212308.403055 Iteration 13Q: 3 clusters Score -212308.4 nChanged 99 ComputeScore: Raw -215620.420061 + Penalty 3268.629605 = -212351.790456 Iteration 14Q: 3 clusters Score -212351.8 nChanged 109 ComputeScore: Raw -215670.500153 + Penalty 3268.629605 = -212401.870548 Iteration 15Q: 3 clusters Score -212401.9 nChanged 117 ComputeScore: Raw -215723.954265 + Penalty 3268.629605 = -212455.324660 Iteration 16Q: 3 clusters Score -212455.3 nChanged 116 ComputeScore: Raw -215778.021068 + Penalty 3268.629605 = -212509.391463 Iteration 17Q: 3 clusters Score -212509.4 nChanged 108 ComputeScore: Raw -215833.132695 + Penalty 3268.629605 = -212564.503090 Iteration 18Q: 3 clusters Score -212564.5 nChanged 105 ComputeScore: Raw -215879.893981 + Penalty 3268.629605 = -212611.264376 Iteration 19Q: 3 clusters Score -212611.3 nChanged 90 ComputeScore: Raw -215915.164749 + Penalty 3268.629605 = -212646.535144 Iteration 20F: 3 clusters Score -212646.5 nChanged 80 ComputeScore: Raw -215948.713720 + Penalty 3268.629605 = -212680.084115 Iteration 21Q: 3 clusters Score -212680.1 nChanged 87 ComputeScore: Raw -215981.852571 + Penalty 3268.629605 = -212713.222966 Iteration 22Q: 3 clusters Score -212713.2 nChanged 72 ComputeScore: Raw -216012.014785 + Penalty 3268.629605 = -212743.385180 Iteration 23Q: 3 clusters Score -212743.4 nChanged 81 ComputeScore: Raw -216049.093825 + Penalty 3268.629605 = -212780.464220 Iteration 24Q: 3 clusters Score -212780.5 nChanged 77 ComputeScore: Raw -216074.322214 + Penalty 3268.629605 = -212805.692609 Iteration 25Q: 3 clusters Score -212805.7 nChanged 64 ComputeScore: Raw -216093.095910 + Penalty 3268.629605 = -212824.466305 Iteration 26Q: 3 clusters Score -212824.5 nChanged 52 ComputeScore: Raw -216109.309703 + Penalty 3268.629605 = -212840.680098 Iteration 27Q: 3 clusters Score -212840.7 nChanged 43 ComputeScore: Raw -216119.888699 + Penalty 3268.629605 = -212851.259094 Iteration 28Q: 3 clusters Score -212851.3 nChanged 34 ComputeScore: Raw -216130.079952 + Penalty 3268.629605 = -212861.450347 Iteration 29Q: 3 clusters Score -212861.5 nChanged 34 ComputeScore: Raw -216139.817972 + Penalty 3268.629605 = -212871.188367 Iteration 30Q: 3 clusters Score -212871.2 nChanged 33 ComputeScore: Raw -216149.439664 + Penalty 3268.629605 = -212880.810059 Iteration 31Q: 3 clusters Score -212880.8 nChanged 30 ComputeScore: Raw -216157.362538 + Penalty 3268.629605 = -212888.732933 Iteration 32Q: 3 clusters Score -212888.7 nChanged 23 ComputeScore: Raw -216163.928012 + Penalty 3268.629605 = -212895.298406 Iteration 33Q: 3 clusters Score -212895.3 nChanged 24 ComputeScore: Raw -216169.231558 + Penalty 3268.629605 = -212900.601953 Iteration 34Q: 3 clusters Score -212900.6 nChanged 19 ComputeScore: Raw -216173.974419 + Penalty 3268.629605 = -212905.344813 Iteration 35Q: 3 clusters Score -212905.3 nChanged 18 ComputeScore: Raw -216180.823731 + Penalty 3268.629605 = -212912.194125 Iteration 36Q: 3 clusters Score -212912.2 nChanged 16 ComputeScore: Raw -216184.721507 + Penalty 3268.629605 = -212916.091902 Iteration 37Q: 3 clusters Score -212916.1 nChanged 15 ComputeScore: Raw -216188.543380 + Penalty 3268.629605 = -212919.913774 Iteration 38Q: 3 clusters Score -212919.9 nChanged 13 ComputeScore: Raw -216192.470317 + Penalty 3268.629605 = -212923.840711 Iteration 39Q: 3 clusters Score -212923.8 nChanged 12 ComputeScore: Raw -216195.496048 + Penalty 3268.629605 = -212926.866443 Iteration 40F: 3 clusters Score -212926.9 nChanged 10 ComputeScore: Raw -216197.192639 + Penalty 3268.629605 = -212928.563034 Iteration 41Q: 3 clusters Score -212928.6 nChanged 7 ComputeScore: Raw -216198.417800 + Penalty 3268.629605 = -212929.788195 Iteration 42Q: 3 clusters Score -212929.8 nChanged 6 ComputeScore: Raw -216199.254848 + Penalty 3268.629605 = -212930.625243 Iteration 43Q: 3 clusters Score -212930.6 nChanged 5 ComputeScore: Raw -216200.221520 + Penalty 3268.629605 = -212931.591915 Iteration 44Q: 3 clusters Score -212931.6 nChanged 5 ComputeScore: Raw -216201.573766 + Penalty 3268.629605 = -212932.944161 Iteration 45Q: 3 clusters Score -212932.9 nChanged 3 ComputeScore: Raw -216202.630492 + Penalty 3268.629605 = -212934.000887 Iteration 46Q: 3 clusters Score -212934 nChanged 5 ComputeScore: Raw -216203.700501 + Penalty 3268.629605 = -212935.070895 Iteration 47Q: 3 clusters Score -212935.1 nChanged 6 ComputeScore: Raw -216204.879957 + Penalty 3268.629605 = -212936.250352 Iteration 48Q: 3 clusters Score -212936.3 nChanged 7 ComputeScore: Raw -216206.407681 + Penalty 3268.629605 = -212937.778076 Iteration 49Q: 3 clusters Score -212937.8 nChanged 8 ComputeScore: Raw -216207.530348 + Penalty 3268.629605 = -212938.900743 Iteration 50Q: 3 clusters Score -212938.9 nChanged 6 ComputeScore: Raw -216209.011540 + Penalty 3268.629605 = -212940.381935 Iteration 51Q: 3 clusters Score -212940.4 nChanged 9 ComputeScore: Raw -216211.874223 + Penalty 3268.629605 = -212943.244617 Iteration 52Q: 3 clusters Score -212943.2 nChanged 10 ComputeScore: Raw -216215.613253 + Penalty 3268.629605 = -212946.983648 Iteration 53Q: 3 clusters Score -212947 nChanged 11 ComputeScore: Raw -216217.947293 + Penalty 3268.629605 = -212949.317687 Iteration 54Q: 3 clusters Score -212949.3 nChanged 9 ComputeScore: Raw -216219.387210 + Penalty 3268.629605 = -212950.757605 Iteration 55Q: 3 clusters Score -212950.8 nChanged 6 ComputeScore: Raw -216220.420092 + Penalty 3268.629605 = -212951.790487 Iteration 56Q: 3 clusters Score -212951.8 nChanged 3 ComputeScore: Raw -216220.978065 + Penalty 3268.629605 = -212952.348460 Iteration 57Q: 3 clusters Score -212952.3 nChanged 2 ComputeScore: Raw -216221.157584 + Penalty 3268.629605 = -212952.527979 Iteration 58Q: 3 clusters Score -212952.5 nChanged 1 ComputeScore: Raw -216221.321883 + Penalty 3268.629605 = -212952.692277 Iteration 59Q: 3 clusters Score -212952.7 nChanged 4 ComputeScore: Raw -216222.117988 + Penalty 3268.629605 = -212953.488383 Iteration 60F: 3 clusters Score -212953.5 nChanged 3 ComputeScore: Raw -216222.991720 + Penalty 3268.629605 = -212954.362115 Iteration 61Q: 3 clusters Score -212954.4 nChanged 4 ComputeScore: Raw -216223.609819 + Penalty 3268.629605 = -212954.980213 Iteration 62Q: 3 clusters Score -212955 nChanged 5 ComputeScore: Raw -216225.096968 + Penalty 3268.629605 = -212956.467363 Iteration 63Q: 3 clusters Score -212956.5 nChanged 4 ComputeScore: Raw -216226.282321 + Penalty 3268.629605 = -212957.652715 Iteration 64Q: 3 clusters Score -212957.7 nChanged 5 ComputeScore: Raw -216227.191392 + Penalty 3268.629605 = -212958.561787 Iteration 65Q: 3 clusters Score -212958.6 nChanged 4 ComputeScore: Raw -216227.961027 + Penalty 3268.629605 = -212959.331422 Iteration 66Q: 3 clusters Score -212959.3 nChanged 6 ComputeScore: Raw -216228.996959 + Penalty 3268.629605 = -212960.367354 Iteration 67Q: 3 clusters Score -212960.4 nChanged 7 ComputeScore: Raw -216230.542914 + Penalty 3268.629605 = -212961.913308 Iteration 68Q: 3 clusters Score -212961.9 nChanged 6 ComputeScore: Raw -216231.780329 + Penalty 3268.629605 = -212963.150724 Iteration 69Q: 3 clusters Score -212963.2 nChanged 5 ComputeScore: Raw -216232.654525 + Penalty 3268.629605 = -212964.024920 Iteration 70Q: 3 clusters Score -212964 nChanged 8 ComputeScore: Raw -216234.414753 + Penalty 3268.629605 = -212965.785148 Iteration 71Q: 3 clusters Score -212965.8 nChanged 8 ComputeScore: Raw -216235.970074 + Penalty 3268.629605 = -212967.340468 Iteration 72Q: 3 clusters Score -212967.3 nChanged 7 ComputeScore: Raw -216237.108402 + Penalty 3268.629605 = -212968.478796 Iteration 73Q: 3 clusters Score -212968.5 nChanged 7 ComputeScore: Raw -216238.269803 + Penalty 3268.629605 = -212969.640198 Iteration 74Q: 3 clusters Score -212969.6 nChanged 4 ComputeScore: Raw -216238.812975 + Penalty 3268.629605 = -212970.183370 Iteration 75Q: 3 clusters Score -212970.2 nChanged 3 ComputeScore: Raw -216239.324337 + Penalty 3268.629605 = -212970.694732 Iteration 76Q: 3 clusters Score -212970.7 nChanged 4 ComputeScore: Raw -216240.182389 + Penalty 3268.629605 = -212971.552783 Iteration 77Q: 3 clusters Score -212971.6 nChanged 2 ComputeScore: Raw -216240.391709 + Penalty 3268.629605 = -212971.762104 Iteration 78Q: 3 clusters Score -212971.8 nChanged 2 ComputeScore: Raw -216240.762171 + Penalty 3268.629605 = -212972.132566 Iteration 79Q: 3 clusters Score -212972.1 nChanged 5 ComputeScore: Raw -216241.551752 + Penalty 3268.629605 = -212972.922146 Iteration 80F: 3 clusters Score -212972.9 nChanged 7 ComputeScore: Raw -216242.880140 + Penalty 3268.629605 = -212974.250534 Iteration 81Q: 3 clusters Score -212974.3 nChanged 8 ComputeScore: Raw -216245.166886 + Penalty 3268.629605 = -212976.537280 Iteration 82Q: 3 clusters Score -212976.5 nChanged 9 ComputeScore: Raw -216247.524437 + Penalty 3268.629605 = -212978.894832 Iteration 83Q: 3 clusters Score -212978.9 nChanged 12 ComputeScore: Raw -216250.212858 + Penalty 3268.629605 = -212981.583253 Iteration 84Q: 3 clusters Score -212981.6 nChanged 6 ComputeScore: Raw -216252.260522 + Penalty 3268.629605 = -212983.630917 Iteration 85Q: 3 clusters Score -212983.6 nChanged 12 ComputeScore: Raw -216255.923279 + Penalty 3268.629605 = -212987.293674 Iteration 86Q: 3 clusters Score -212987.3 nChanged 10 ComputeScore: Raw -216257.681848 + Penalty 3268.629605 = -212989.052243 Iteration 87Q: 3 clusters Score -212989.1 nChanged 7 ComputeScore: Raw -216259.083685 + Penalty 3268.629605 = -212990.454080 Iteration 88Q: 3 clusters Score -212990.5 nChanged 5 ComputeScore: Raw -216260.106697 + Penalty 3268.629605 = -212991.477091 Iteration 89Q: 3 clusters Score -212991.5 nChanged 8 ComputeScore: Raw -216261.249840 + Penalty 3268.629605 = -212992.620234 Iteration 90Q: 3 clusters Score -212992.6 nChanged 6 ComputeScore: Raw -216261.928233 + Penalty 3268.629605 = -212993.298627 Iteration 91Q: 3 clusters Score -212993.3 nChanged 4 ComputeScore: Raw -216262.934133 + Penalty 3268.629605 = -212994.304527 Iteration 92Q: 3 clusters Score -212994.3 nChanged 1 ComputeScore: Raw -216263.044789 + Penalty 3268.629605 = -212994.415184 Iteration 93Q: 3 clusters Score -212994.4 nChanged 1 ComputeScore: Raw -216263.327735 + Penalty 3268.629605 = -212994.698130 Iteration 94Q: 3 clusters Score -212994.7 nChanged 2 ComputeScore: Raw -216263.537137 + Penalty 3268.629605 = -212994.907532 Iteration 95Q: 3 clusters Score -212994.9 nChanged 1 ComputeScore: Raw -216263.632435 + Penalty 3268.629605 = -212995.002830 Iteration 96Q: 3 clusters Score -212995 nChanged 0 ComputeScore: Raw -216263.632435 + Penalty 3268.629605 = -212995.002830 Iteration 97F: 3 clusters Score -212995 nChanged 0 Trying to split cluster 13 (6067 points) Assigned 2 initial classes randomly. ComputeScore: Raw -229978.145986 + Penalty 1646.307091 = -228331.838895 Iteration 0F: 2 clusters Score -228331.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -226861.588119 + Penalty 3292.614182 = -223568.973937 Iteration 0F: 3 clusters Score -223569 nChanged 2459 ComputeScore: Raw -228189.367259 + Penalty 3292.614182 = -224896.753077 Iteration 1F: 3 clusters Score -224896.8 nChanged 389 ComputeScore: Raw -228394.038417 + Penalty 3292.614182 = -225101.424235 Iteration 2F: 3 clusters Score -225101.4 nChanged 331 ComputeScore: Raw -228582.462953 + Penalty 3292.614182 = -225289.848772 Iteration 3F: 3 clusters Score -225289.8 nChanged 278 ComputeScore: Raw -228756.226107 + Penalty 3292.614182 = -225463.611926 Iteration 4Q: 3 clusters Score -225463.6 nChanged 247 ComputeScore: Raw -228905.356511 + Penalty 3292.614182 = -225612.742330 Iteration 5Q: 3 clusters Score -225612.7 nChanged 238 ComputeScore: Raw -229071.513713 + Penalty 3292.614182 = -225778.899532 Iteration 6Q: 3 clusters Score -225778.9 nChanged 241 ComputeScore: Raw -229263.964577 + Penalty 3292.614182 = -225971.350395 Iteration 7Q: 3 clusters Score -225971.4 nChanged 255 ComputeScore: Raw -229459.716738 + Penalty 3292.614182 = -226167.102557 Iteration 8Q: 3 clusters Score -226167.1 nChanged 232 ComputeScore: Raw -229648.186499 + Penalty 3292.614182 = -226355.572318 Iteration 9Q: 3 clusters Score -226355.6 nChanged 242 ComputeScore: Raw -229827.402434 + Penalty 3292.614182 = -226534.788252 Iteration 10Q: 3 clusters Score -226534.8 nChanged 221 ComputeScore: Raw -229990.027377 + Penalty 3292.614182 = -226697.413195 Iteration 11Q: 3 clusters Score -226697.4 nChanged 190 ComputeScore: Raw -230141.131996 + Penalty 3292.614182 = -226848.517815 Iteration 12Q: 3 clusters Score -226848.5 nChanged 183 ComputeScore: Raw -230268.495734 + Penalty 3292.614182 = -226975.881552 Iteration 13Q: 3 clusters Score -226975.9 nChanged 157 ComputeScore: Raw -230388.140901 + Penalty 3292.614182 = -227095.526720 Iteration 14Q: 3 clusters Score -227095.5 nChanged 138 ComputeScore: Raw -230470.716611 + Penalty 3292.614182 = -227178.102430 Iteration 15Q: 3 clusters Score -227178.1 nChanged 93 ComputeScore: Raw -230514.787673 + Penalty 3292.614182 = -227222.173491 Iteration 16Q: 3 clusters Score -227222.2 nChanged 80 ComputeScore: Raw -230547.886164 + Penalty 3292.614182 = -227255.271983 Iteration 17Q: 3 clusters Score -227255.3 nChanged 68 ComputeScore: Raw -230573.017631 + Penalty 3292.614182 = -227280.403450 Iteration 18Q: 3 clusters Score -227280.4 nChanged 43 ComputeScore: Raw -230586.610073 + Penalty 3292.614182 = -227293.995891 Iteration 19Q: 3 clusters Score -227294 nChanged 28 ComputeScore: Raw -230595.061547 + Penalty 3292.614182 = -227302.447366 Iteration 20F: 3 clusters Score -227302.4 nChanged 23 ComputeScore: Raw -230601.437132 + Penalty 3292.614182 = -227308.822951 Iteration 21Q: 3 clusters Score -227308.8 nChanged 14 ComputeScore: Raw -230605.454393 + Penalty 3292.614182 = -227312.840211 Iteration 22Q: 3 clusters Score -227312.8 nChanged 12 ComputeScore: Raw -230609.598388 + Penalty 3292.614182 = -227316.984206 Iteration 23Q: 3 clusters Score -227317 nChanged 17 ComputeScore: Raw -230614.616382 + Penalty 3292.614182 = -227322.002201 Iteration 24Q: 3 clusters Score -227322 nChanged 14 ComputeScore: Raw -230619.308931 + Penalty 3292.614182 = -227326.694750 Iteration 25Q: 3 clusters Score -227326.7 nChanged 18 ComputeScore: Raw -230624.889813 + Penalty 3292.614182 = -227332.275632 Iteration 26Q: 3 clusters Score -227332.3 nChanged 13 ComputeScore: Raw -230628.912112 + Penalty 3292.614182 = -227336.297930 Iteration 27Q: 3 clusters Score -227336.3 nChanged 9 ComputeScore: Raw -230631.333794 + Penalty 3292.614182 = -227338.719612 Iteration 28Q: 3 clusters Score -227338.7 nChanged 8 ComputeScore: Raw -230633.456262 + Penalty 3292.614182 = -227340.842080 Iteration 29Q: 3 clusters Score -227340.8 nChanged 7 ComputeScore: Raw -230634.810409 + Penalty 3292.614182 = -227342.196227 Iteration 30Q: 3 clusters Score -227342.2 nChanged 2 ComputeScore: Raw -230635.237853 + Penalty 3292.614182 = -227342.623671 Iteration 31Q: 3 clusters Score -227342.6 nChanged 4 ComputeScore: Raw -230636.031242 + Penalty 3292.614182 = -227343.417060 Iteration 32Q: 3 clusters Score -227343.4 nChanged 2 ComputeScore: Raw -230636.344431 + Penalty 3292.614182 = -227343.730250 Iteration 33Q: 3 clusters Score -227343.7 nChanged 3 ComputeScore: Raw -230637.103674 + Penalty 3292.614182 = -227344.489492 Iteration 34Q: 3 clusters Score -227344.5 nChanged 4 ComputeScore: Raw -230638.269638 + Penalty 3292.614182 = -227345.655457 Iteration 35Q: 3 clusters Score -227345.7 nChanged 3 ComputeScore: Raw -230638.606177 + Penalty 3292.614182 = -227345.991996 Iteration 36Q: 3 clusters Score -227346 nChanged 0 ComputeScore: Raw -230638.606177 + Penalty 3292.614182 = -227345.991996 Iteration 37F: 3 clusters Score -227346 nChanged 0 Trying to split cluster 14 (7006 points) Assigned 2 initial classes randomly. ComputeScore: Raw -266451.193780 + Penalty 1673.504697 = -264777.689083 Iteration 0F: 2 clusters Score -264777.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -262729.865400 + Penalty 3347.009393 = -259382.856007 Iteration 0F: 3 clusters Score -259382.9 nChanged 2904 ComputeScore: Raw -264277.589177 + Penalty 3347.009393 = -260930.579784 Iteration 1F: 3 clusters Score -260930.6 nChanged 531 ComputeScore: Raw -264588.017826 + Penalty 3347.009393 = -261241.008433 Iteration 2F: 3 clusters Score -261241 nChanged 447 ComputeScore: Raw -264854.981966 + Penalty 3347.009393 = -261507.972573 Iteration 3F: 3 clusters Score -261508 nChanged 352 ComputeScore: Raw -265061.714317 + Penalty 3347.009393 = -261714.704924 Iteration 4F: 3 clusters Score -261714.7 nChanged 322 ComputeScore: Raw -265278.347182 + Penalty 3347.009393 = -261931.337789 Iteration 5Q: 3 clusters Score -261931.3 nChanged 346 ComputeScore: Raw -265500.582262 + Penalty 3347.009393 = -262153.572869 Iteration 6Q: 3 clusters Score -262153.6 nChanged 289 ComputeScore: Raw -265688.360724 + Penalty 3347.009393 = -262341.351331 Iteration 7Q: 3 clusters Score -262341.4 nChanged 286 ComputeScore: Raw -265894.869994 + Penalty 3347.009393 = -262547.860601 Iteration 8Q: 3 clusters Score -262547.9 nChanged 296 ComputeScore: Raw -266162.019689 + Penalty 3347.009393 = -262815.010296 Iteration 9Q: 3 clusters Score -262815 nChanged 370 ComputeScore: Raw -266768.406348 + Penalty 3347.009393 = -263421.396955 Iteration 10F: 3 clusters Score -263421.4 nChanged 468 ComputeScore: Raw -268517.937877 + Penalty 3347.009393 = -265170.928484 Iteration 11F: 3 clusters Score -265170.9 nChanged 545 ComputeScore: Raw -276480.798866 + Penalty 3347.009393 = -273133.789473 Iteration 12F: 3 clusters Score -273133.8 nChanged 461 Unmasked E-step: Deleting class 2: covariance matrix is singular ComputeScore: Raw -277303.109702 + Penalty 3347.009393 = -273956.100309 Iteration 13F: 3 clusters Score -273956.1 nChanged 120 ComputeScore: Raw -204470.191000 + Penalty 1673.504697 = -202796.686303 Iteration 14Q: 2 clusters Score -202796.7 nChanged 4732 ComputeScore: Raw -266451.193780 + Penalty 1673.504697 = -264777.689083 Iteration 15F: 2 clusters Score -264777.7 nChanged 0 Trying to split cluster 15 (6062 points) Assigned 2 initial classes randomly. ComputeScore: Raw -229666.500903 + Penalty 1646.151266 = -228020.349637 Iteration 0F: 2 clusters Score -228020.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -226531.468769 + Penalty 3292.302532 = -223239.166238 Iteration 0F: 3 clusters Score -223239.2 nChanged 2430 ComputeScore: Raw -227867.458447 + Penalty 3292.302532 = -224575.155915 Iteration 1F: 3 clusters Score -224575.2 nChanged 438 ComputeScore: Raw -228117.090457 + Penalty 3292.302532 = -224824.787925 Iteration 2F: 3 clusters Score -224824.8 nChanged 341 ComputeScore: Raw -228300.044631 + Penalty 3292.302532 = -225007.742100 Iteration 3F: 3 clusters Score -225007.7 nChanged 287 ComputeScore: Raw -228476.651025 + Penalty 3292.302532 = -225184.348493 Iteration 4Q: 3 clusters Score -225184.3 nChanged 250 ComputeScore: Raw -228629.720156 + Penalty 3292.302532 = -225337.417625 Iteration 5Q: 3 clusters Score -225337.4 nChanged 220 ComputeScore: Raw -228751.155551 + Penalty 3292.302532 = -225458.853019 Iteration 6Q: 3 clusters Score -225458.9 nChanged 199 ComputeScore: Raw -228851.541285 + Penalty 3292.302532 = -225559.238754 Iteration 7Q: 3 clusters Score -225559.2 nChanged 188 ComputeScore: Raw -228944.406074 + Penalty 3292.302532 = -225652.103542 Iteration 8Q: 3 clusters Score -225652.1 nChanged 184 ComputeScore: Raw -229041.755973 + Penalty 3292.302532 = -225749.453441 Iteration 9Q: 3 clusters Score -225749.5 nChanged 191 ComputeScore: Raw -229133.346965 + Penalty 3292.302532 = -225841.044433 Iteration 10Q: 3 clusters Score -225841 nChanged 175 ComputeScore: Raw -229213.558873 + Penalty 3292.302532 = -225921.256342 Iteration 11Q: 3 clusters Score -225921.3 nChanged 154 ComputeScore: Raw -229286.028004 + Penalty 3292.302532 = -225993.725472 Iteration 12Q: 3 clusters Score -225993.7 nChanged 146 ComputeScore: Raw -229357.408533 + Penalty 3292.302532 = -226065.106001 Iteration 13Q: 3 clusters Score -226065.1 nChanged 135 ComputeScore: Raw -229426.005131 + Penalty 3292.302532 = -226133.702599 Iteration 14Q: 3 clusters Score -226133.7 nChanged 125 ComputeScore: Raw -229476.819590 + Penalty 3292.302532 = -226184.517058 Iteration 15Q: 3 clusters Score -226184.5 nChanged 97 ComputeScore: Raw -229516.449409 + Penalty 3292.302532 = -226224.146878 Iteration 16Q: 3 clusters Score -226224.1 nChanged 90 ComputeScore: Raw -229558.050647 + Penalty 3292.302532 = -226265.748116 Iteration 17Q: 3 clusters Score -226265.7 nChanged 88 ComputeScore: Raw -229594.317289 + Penalty 3292.302532 = -226302.014758 Iteration 18Q: 3 clusters Score -226302 nChanged 75 ComputeScore: Raw -229623.309293 + Penalty 3292.302532 = -226331.006761 Iteration 19Q: 3 clusters Score -226331 nChanged 61 ComputeScore: Raw -229646.219130 + Penalty 3292.302532 = -226353.916598 Iteration 20F: 3 clusters Score -226353.9 nChanged 46 ComputeScore: Raw -229661.695251 + Penalty 3292.302532 = -226369.392719 Iteration 21Q: 3 clusters Score -226369.4 nChanged 42 ComputeScore: Raw -229672.910841 + Penalty 3292.302532 = -226380.608309 Iteration 22Q: 3 clusters Score -226380.6 nChanged 35 ComputeScore: Raw -229681.893212 + Penalty 3292.302532 = -226389.590680 Iteration 23Q: 3 clusters Score -226389.6 nChanged 29 ComputeScore: Raw -229689.400454 + Penalty 3292.302532 = -226397.097922 Iteration 24Q: 3 clusters Score -226397.1 nChanged 19 ComputeScore: Raw -229694.105701 + Penalty 3292.302532 = -226401.803170 Iteration 25Q: 3 clusters Score -226401.8 nChanged 20 ComputeScore: Raw -229698.465944 + Penalty 3292.302532 = -226406.163413 Iteration 26Q: 3 clusters Score -226406.2 nChanged 14 ComputeScore: Raw -229701.526430 + Penalty 3292.302532 = -226409.223899 Iteration 27Q: 3 clusters Score -226409.2 nChanged 15 ComputeScore: Raw -229706.439551 + Penalty 3292.302532 = -226414.137020 Iteration 28Q: 3 clusters Score -226414.1 nChanged 16 ComputeScore: Raw -229710.229652 + Penalty 3292.302532 = -226417.927121 Iteration 29Q: 3 clusters Score -226417.9 nChanged 15 ComputeScore: Raw -229713.197763 + Penalty 3292.302532 = -226420.895231 Iteration 30Q: 3 clusters Score -226420.9 nChanged 13 ComputeScore: Raw -229715.787509 + Penalty 3292.302532 = -226423.484977 Iteration 31Q: 3 clusters Score -226423.5 nChanged 12 ComputeScore: Raw -229718.215347 + Penalty 3292.302532 = -226425.912815 Iteration 32Q: 3 clusters Score -226425.9 nChanged 4 ComputeScore: Raw -229718.617909 + Penalty 3292.302532 = -226426.315378 Iteration 33Q: 3 clusters Score -226426.3 nChanged 3 ComputeScore: Raw -229719.010527 + Penalty 3292.302532 = -226426.707995 Iteration 34Q: 3 clusters Score -226426.7 nChanged 1 ComputeScore: Raw -229719.175464 + Penalty 3292.302532 = -226426.872932 Iteration 35Q: 3 clusters Score -226426.9 nChanged 2 ComputeScore: Raw -229719.572608 + Penalty 3292.302532 = -226427.270076 Iteration 36Q: 3 clusters Score -226427.3 nChanged 2 ComputeScore: Raw -229719.933450 + Penalty 3292.302532 = -226427.630918 Iteration 37Q: 3 clusters Score -226427.6 nChanged 2 ComputeScore: Raw -229720.214644 + Penalty 3292.302532 = -226427.912113 Iteration 38Q: 3 clusters Score -226427.9 nChanged 3 ComputeScore: Raw -229720.525210 + Penalty 3292.302532 = -226428.222678 Iteration 39Q: 3 clusters Score -226428.2 nChanged 1 ComputeScore: Raw -229720.601318 + Penalty 3292.302532 = -226428.298786 Iteration 40F: 3 clusters Score -226428.3 nChanged 2 ComputeScore: Raw -229720.758949 + Penalty 3292.302532 = -226428.456417 Iteration 41Q: 3 clusters Score -226428.5 nChanged 1 ComputeScore: Raw -229720.881338 + Penalty 3292.302532 = -226428.578806 Iteration 42Q: 3 clusters Score -226428.6 nChanged 0 ComputeScore: Raw -229720.881338 + Penalty 3292.302532 = -226428.578806 Iteration 43F: 3 clusters Score -226428.6 nChanged 0 Trying to split cluster 16 (7251 points) Assigned 2 initial classes randomly. ComputeScore: Raw -274822.649898 + Penalty 1680.001093 = -273142.648805 Iteration 0F: 2 clusters Score -273142.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -270880.053750 + Penalty 3360.002185 = -267520.051565 Iteration 0F: 3 clusters Score -267520.1 nChanged 3031 ComputeScore: Raw -272548.024492 + Penalty 3360.002185 = -269188.022307 Iteration 1F: 3 clusters Score -269188 nChanged 470 ComputeScore: Raw -272773.252861 + Penalty 3360.002185 = -269413.250676 Iteration 2F: 3 clusters Score -269413.3 nChanged 371 ComputeScore: Raw -272924.007971 + Penalty 3360.002185 = -269564.005786 Iteration 3F: 3 clusters Score -269564 nChanged 270 ComputeScore: Raw -273030.952547 + Penalty 3360.002185 = -269670.950362 Iteration 4Q: 3 clusters Score -269671 nChanged 235 ComputeScore: Raw -273127.969861 + Penalty 3360.002185 = -269767.967676 Iteration 5Q: 3 clusters Score -269768 nChanged 216 ComputeScore: Raw -273218.632839 + Penalty 3360.002185 = -269858.630654 Iteration 6Q: 3 clusters Score -269858.6 nChanged 220 ComputeScore: Raw -273310.529045 + Penalty 3360.002185 = -269950.526860 Iteration 7Q: 3 clusters Score -269950.5 nChanged 194 ComputeScore: Raw -273397.984600 + Penalty 3360.002185 = -270037.982415 Iteration 8Q: 3 clusters Score -270038 nChanged 211 ComputeScore: Raw -273500.398673 + Penalty 3360.002185 = -270140.396488 Iteration 9Q: 3 clusters Score -270140.4 nChanged 200 ComputeScore: Raw -273605.864494 + Penalty 3360.002185 = -270245.862309 Iteration 10Q: 3 clusters Score -270245.9 nChanged 203 ComputeScore: Raw -273707.669163 + Penalty 3360.002185 = -270347.666978 Iteration 11Q: 3 clusters Score -270347.7 nChanged 200 ComputeScore: Raw -273820.482305 + Penalty 3360.002185 = -270460.480120 Iteration 12Q: 3 clusters Score -270460.5 nChanged 213 ComputeScore: Raw -273931.890512 + Penalty 3360.002185 = -270571.888327 Iteration 13Q: 3 clusters Score -270571.9 nChanged 205 ComputeScore: Raw -274048.803031 + Penalty 3360.002185 = -270688.800846 Iteration 14Q: 3 clusters Score -270688.8 nChanged 200 ComputeScore: Raw -274155.617852 + Penalty 3360.002185 = -270795.615667 Iteration 15Q: 3 clusters Score -270795.6 nChanged 185 ComputeScore: Raw -274252.520735 + Penalty 3360.002185 = -270892.518550 Iteration 16Q: 3 clusters Score -270892.5 nChanged 175 ComputeScore: Raw -274344.870726 + Penalty 3360.002185 = -270984.868541 Iteration 17Q: 3 clusters Score -270984.9 nChanged 148 ComputeScore: Raw -274421.629074 + Penalty 3360.002185 = -271061.626889 Iteration 18Q: 3 clusters Score -271061.6 nChanged 141 ComputeScore: Raw -274500.056813 + Penalty 3360.002185 = -271140.054628 Iteration 19Q: 3 clusters Score -271140.1 nChanged 126 ComputeScore: Raw -274566.368690 + Penalty 3360.002185 = -271206.366505 Iteration 20F: 3 clusters Score -271206.4 nChanged 122 ComputeScore: Raw -274640.648124 + Penalty 3360.002185 = -271280.645939 Iteration 21Q: 3 clusters Score -271280.6 nChanged 121 ComputeScore: Raw -274711.911790 + Penalty 3360.002185 = -271351.909605 Iteration 22Q: 3 clusters Score -271351.9 nChanged 99 ComputeScore: Raw -274755.382006 + Penalty 3360.002185 = -271395.379821 Iteration 23Q: 3 clusters Score -271395.4 nChanged 83 ComputeScore: Raw -274795.760417 + Penalty 3360.002185 = -271435.758232 Iteration 24Q: 3 clusters Score -271435.8 nChanged 76 ComputeScore: Raw -274831.969544 + Penalty 3360.002185 = -271471.967359 Iteration 25Q: 3 clusters Score -271472 nChanged 65 ComputeScore: Raw -274866.389753 + Penalty 3360.002185 = -271506.387568 Iteration 26Q: 3 clusters Score -271506.4 nChanged 59 ComputeScore: Raw -274894.289997 + Penalty 3360.002185 = -271534.287812 Iteration 27Q: 3 clusters Score -271534.3 nChanged 55 ComputeScore: Raw -274916.879494 + Penalty 3360.002185 = -271556.877309 Iteration 28Q: 3 clusters Score -271556.9 nChanged 37 ComputeScore: Raw -274932.497343 + Penalty 3360.002185 = -271572.495158 Iteration 29Q: 3 clusters Score -271572.5 nChanged 40 ComputeScore: Raw -274947.850773 + Penalty 3360.002185 = -271587.848588 Iteration 30Q: 3 clusters Score -271587.8 nChanged 29 ComputeScore: Raw -274958.896153 + Penalty 3360.002185 = -271598.893968 Iteration 31Q: 3 clusters Score -271598.9 nChanged 29 ComputeScore: Raw -274971.383604 + Penalty 3360.002185 = -271611.381419 Iteration 32Q: 3 clusters Score -271611.4 nChanged 28 ComputeScore: Raw -274981.726785 + Penalty 3360.002185 = -271621.724600 Iteration 33Q: 3 clusters Score -271621.7 nChanged 26 ComputeScore: Raw -274990.114619 + Penalty 3360.002185 = -271630.112434 Iteration 34Q: 3 clusters Score -271630.1 nChanged 25 ComputeScore: Raw -275002.331718 + Penalty 3360.002185 = -271642.329533 Iteration 35Q: 3 clusters Score -271642.3 nChanged 21 ComputeScore: Raw -275013.122310 + Penalty 3360.002185 = -271653.120125 Iteration 36Q: 3 clusters Score -271653.1 nChanged 36 ComputeScore: Raw -275029.225112 + Penalty 3360.002185 = -271669.222927 Iteration 37Q: 3 clusters Score -271669.2 nChanged 27 ComputeScore: Raw -275041.979192 + Penalty 3360.002185 = -271681.977007 Iteration 38Q: 3 clusters Score -271682 nChanged 25 ComputeScore: Raw -275052.193046 + Penalty 3360.002185 = -271692.190861 Iteration 39Q: 3 clusters Score -271692.2 nChanged 24 ComputeScore: Raw -275064.179912 + Penalty 3360.002185 = -271704.177727 Iteration 40F: 3 clusters Score -271704.2 nChanged 21 ComputeScore: Raw -275073.879896 + Penalty 3360.002185 = -271713.877710 Iteration 41Q: 3 clusters Score -271713.9 nChanged 14 ComputeScore: Raw -275080.935377 + Penalty 3360.002185 = -271720.933192 Iteration 42Q: 3 clusters Score -271720.9 nChanged 16 ComputeScore: Raw -275091.717918 + Penalty 3360.002185 = -271731.715733 Iteration 43Q: 3 clusters Score -271731.7 nChanged 24 ComputeScore: Raw -275104.655645 + Penalty 3360.002185 = -271744.653460 Iteration 44Q: 3 clusters Score -271744.7 nChanged 18 ComputeScore: Raw -275113.689671 + Penalty 3360.002185 = -271753.687486 Iteration 45Q: 3 clusters Score -271753.7 nChanged 15 ComputeScore: Raw -275121.069263 + Penalty 3360.002185 = -271761.067078 Iteration 46Q: 3 clusters Score -271761.1 nChanged 8 ComputeScore: Raw -275123.887026 + Penalty 3360.002185 = -271763.884841 Iteration 47Q: 3 clusters Score -271763.9 nChanged 4 ComputeScore: Raw -275126.301422 + Penalty 3360.002185 = -271766.299237 Iteration 48Q: 3 clusters Score -271766.3 nChanged 7 ComputeScore: Raw -275130.384819 + Penalty 3360.002185 = -271770.382634 Iteration 49Q: 3 clusters Score -271770.4 nChanged 9 ComputeScore: Raw -275136.288489 + Penalty 3360.002185 = -271776.286304 Iteration 50Q: 3 clusters Score -271776.3 nChanged 10 ComputeScore: Raw -275140.726118 + Penalty 3360.002185 = -271780.723933 Iteration 51Q: 3 clusters Score -271780.7 nChanged 6 ComputeScore: Raw -275143.237645 + Penalty 3360.002185 = -271783.235460 Iteration 52Q: 3 clusters Score -271783.2 nChanged 6 ComputeScore: Raw -275145.623135 + Penalty 3360.002185 = -271785.620950 Iteration 53Q: 3 clusters Score -271785.6 nChanged 4 ComputeScore: Raw -275147.094340 + Penalty 3360.002185 = -271787.092155 Iteration 54Q: 3 clusters Score -271787.1 nChanged 4 ComputeScore: Raw -275149.457434 + Penalty 3360.002185 = -271789.455249 Iteration 55Q: 3 clusters Score -271789.5 nChanged 6 ComputeScore: Raw -275153.278559 + Penalty 3360.002185 = -271793.276374 Iteration 56Q: 3 clusters Score -271793.3 nChanged 4 ComputeScore: Raw -275155.135915 + Penalty 3360.002185 = -271795.133730 Iteration 57Q: 3 clusters Score -271795.1 nChanged 1 ComputeScore: Raw -275156.113082 + Penalty 3360.002185 = -271796.110897 Iteration 58Q: 3 clusters Score -271796.1 nChanged 2 ComputeScore: Raw -275157.328425 + Penalty 3360.002185 = -271797.326240 Iteration 59Q: 3 clusters Score -271797.3 nChanged 3 ComputeScore: Raw -275158.632516 + Penalty 3360.002185 = -271798.630331 Iteration 60F: 3 clusters Score -271798.6 nChanged 1 ComputeScore: Raw -275158.996276 + Penalty 3360.002185 = -271798.994091 Iteration 61Q: 3 clusters Score -271799 nChanged 0 ComputeScore: Raw -275158.996276 + Penalty 3360.002185 = -271798.994091 Iteration 62F: 3 clusters Score -271799 nChanged 0 Trying to split cluster 17 (5155 points) Assigned 2 initial classes randomly. ComputeScore: Raw -192643.249977 + Penalty 1615.519533 = -191027.730444 Iteration 0F: 2 clusters Score -191027.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -190012.518961 + Penalty 3231.039066 = -186781.479895 Iteration 0F: 3 clusters Score -186781.5 nChanged 2045 ComputeScore: Raw -191166.847680 + Penalty 3231.039066 = -187935.808614 Iteration 1F: 3 clusters Score -187935.8 nChanged 419 ComputeScore: Raw -191448.413155 + Penalty 3231.039066 = -188217.374089 Iteration 2F: 3 clusters Score -188217.4 nChanged 325 ComputeScore: Raw -191680.472850 + Penalty 3231.039066 = -188449.433784 Iteration 3F: 3 clusters Score -188449.4 nChanged 288 ComputeScore: Raw -191912.632786 + Penalty 3231.039066 = -188681.593720 Iteration 4F: 3 clusters Score -188681.6 nChanged 265 ComputeScore: Raw -192130.373293 + Penalty 3231.039066 = -188899.334227 Iteration 5F: 3 clusters Score -188899.3 nChanged 280 ComputeScore: Raw -192333.859173 + Penalty 3231.039066 = -189102.820107 Iteration 6F: 3 clusters Score -189102.8 nChanged 226 ComputeScore: Raw -192485.392112 + Penalty 3231.039066 = -189254.353046 Iteration 7Q: 3 clusters Score -189254.4 nChanged 177 ComputeScore: Raw -192585.135724 + Penalty 3231.039066 = -189354.096658 Iteration 8Q: 3 clusters Score -189354.1 nChanged 128 ComputeScore: Raw -192653.314020 + Penalty 3231.039066 = -189422.274954 Iteration 9Q: 3 clusters Score -189422.3 nChanged 114 ComputeScore: Raw -192709.847711 + Penalty 3231.039066 = -189478.808645 Iteration 10Q: 3 clusters Score -189478.8 nChanged 104 ComputeScore: Raw -192760.208370 + Penalty 3231.039066 = -189529.169304 Iteration 11Q: 3 clusters Score -189529.2 nChanged 96 ComputeScore: Raw -192805.678775 + Penalty 3231.039066 = -189574.639709 Iteration 12Q: 3 clusters Score -189574.6 nChanged 102 ComputeScore: Raw -192867.517161 + Penalty 3231.039066 = -189636.478095 Iteration 13Q: 3 clusters Score -189636.5 nChanged 94 ComputeScore: Raw -192919.261570 + Penalty 3231.039066 = -189688.222504 Iteration 14Q: 3 clusters Score -189688.2 nChanged 86 ComputeScore: Raw -192966.369916 + Penalty 3231.039066 = -189735.330850 Iteration 15Q: 3 clusters Score -189735.3 nChanged 92 ComputeScore: Raw -193006.615462 + Penalty 3231.039066 = -189775.576396 Iteration 16Q: 3 clusters Score -189775.6 nChanged 69 ComputeScore: Raw -193037.220793 + Penalty 3231.039066 = -189806.181727 Iteration 17Q: 3 clusters Score -189806.2 nChanged 46 ComputeScore: Raw -193057.989096 + Penalty 3231.039066 = -189826.950030 Iteration 18Q: 3 clusters Score -189827 nChanged 44 ComputeScore: Raw -193077.455505 + Penalty 3231.039066 = -189846.416439 Iteration 19Q: 3 clusters Score -189846.4 nChanged 39 ComputeScore: Raw -193096.115095 + Penalty 3231.039066 = -189865.076029 Iteration 20F: 3 clusters Score -189865.1 nChanged 45 ComputeScore: Raw -193117.917944 + Penalty 3231.039066 = -189886.878878 Iteration 21Q: 3 clusters Score -189886.9 nChanged 50 ComputeScore: Raw -193144.095128 + Penalty 3231.039066 = -189913.056062 Iteration 22Q: 3 clusters Score -189913.1 nChanged 57 ComputeScore: Raw -193171.542369 + Penalty 3231.039066 = -189940.503303 Iteration 23Q: 3 clusters Score -189940.5 nChanged 49 ComputeScore: Raw -193194.608034 + Penalty 3231.039066 = -189963.568968 Iteration 24Q: 3 clusters Score -189963.6 nChanged 50 ComputeScore: Raw -193219.757696 + Penalty 3231.039066 = -189988.718630 Iteration 25Q: 3 clusters Score -189988.7 nChanged 53 ComputeScore: Raw -193251.657692 + Penalty 3231.039066 = -190020.618626 Iteration 26Q: 3 clusters Score -190020.6 nChanged 66 ComputeScore: Raw -193301.676028 + Penalty 3231.039066 = -190070.636962 Iteration 27Q: 3 clusters Score -190070.6 nChanged 83 ComputeScore: Raw -193370.492082 + Penalty 3231.039066 = -190139.453016 Iteration 28Q: 3 clusters Score -190139.5 nChanged 72 ComputeScore: Raw -193443.321143 + Penalty 3231.039066 = -190212.282077 Iteration 29Q: 3 clusters Score -190212.3 nChanged 96 ComputeScore: Raw -193536.617297 + Penalty 3231.039066 = -190305.578231 Iteration 30Q: 3 clusters Score -190305.6 nChanged 84 ComputeScore: Raw -193636.818138 + Penalty 3231.039066 = -190405.779072 Iteration 31Q: 3 clusters Score -190405.8 nChanged 87 ComputeScore: Raw -193719.755151 + Penalty 3231.039066 = -190488.716085 Iteration 32Q: 3 clusters Score -190488.7 nChanged 78 ComputeScore: Raw -193776.178015 + Penalty 3231.039066 = -190545.138949 Iteration 33Q: 3 clusters Score -190545.1 nChanged 66 ComputeScore: Raw -193828.803221 + Penalty 3231.039066 = -190597.764156 Iteration 34Q: 3 clusters Score -190597.8 nChanged 63 ComputeScore: Raw -193882.227931 + Penalty 3231.039066 = -190651.188865 Iteration 35Q: 3 clusters Score -190651.2 nChanged 58 ComputeScore: Raw -193921.337286 + Penalty 3231.039066 = -190690.298220 Iteration 36Q: 3 clusters Score -190690.3 nChanged 42 ComputeScore: Raw -193948.688907 + Penalty 3231.039066 = -190717.649841 Iteration 37Q: 3 clusters Score -190717.6 nChanged 29 ComputeScore: Raw -193964.688622 + Penalty 3231.039066 = -190733.649556 Iteration 38Q: 3 clusters Score -190733.6 nChanged 21 ComputeScore: Raw -193971.194337 + Penalty 3231.039066 = -190740.155271 Iteration 39Q: 3 clusters Score -190740.2 nChanged 15 ComputeScore: Raw -193984.483156 + Penalty 3231.039066 = -190753.444090 Iteration 40F: 3 clusters Score -190753.4 nChanged 13 ComputeScore: Raw -193990.330423 + Penalty 3231.039066 = -190759.291357 Iteration 41Q: 3 clusters Score -190759.3 nChanged 13 ComputeScore: Raw -193994.943871 + Penalty 3231.039066 = -190763.904805 Iteration 42Q: 3 clusters Score -190763.9 nChanged 11 ComputeScore: Raw -193997.992186 + Penalty 3231.039066 = -190766.953120 Iteration 43Q: 3 clusters Score -190767 nChanged 5 ComputeScore: Raw -193998.845037 + Penalty 3231.039066 = -190767.805971 Iteration 44Q: 3 clusters Score -190767.8 nChanged 2 ComputeScore: Raw -193999.197031 + Penalty 3231.039066 = -190768.157965 Iteration 45Q: 3 clusters Score -190768.2 nChanged 5 ComputeScore: Raw -194000.197739 + Penalty 3231.039066 = -190769.158673 Iteration 46Q: 3 clusters Score -190769.2 nChanged 5 ComputeScore: Raw -194002.550294 + Penalty 3231.039066 = -190771.511228 Iteration 47Q: 3 clusters Score -190771.5 nChanged 5 ComputeScore: Raw -194004.216728 + Penalty 3231.039066 = -190773.177662 Iteration 48Q: 3 clusters Score -190773.2 nChanged 5 ComputeScore: Raw -194005.434206 + Penalty 3231.039066 = -190774.395140 Iteration 49Q: 3 clusters Score -190774.4 nChanged 8 ComputeScore: Raw -194007.019661 + Penalty 3231.039066 = -190775.980595 Iteration 50Q: 3 clusters Score -190776 nChanged 3 ComputeScore: Raw -194007.736900 + Penalty 3231.039066 = -190776.697834 Iteration 51Q: 3 clusters Score -190776.7 nChanged 4 ComputeScore: Raw -194008.836904 + Penalty 3231.039066 = -190777.797838 Iteration 52Q: 3 clusters Score -190777.8 nChanged 6 ComputeScore: Raw -194010.292113 + Penalty 3231.039066 = -190779.253047 Iteration 53Q: 3 clusters Score -190779.3 nChanged 2 ComputeScore: Raw -194010.853467 + Penalty 3231.039066 = -190779.814401 Iteration 54Q: 3 clusters Score -190779.8 nChanged 1 ComputeScore: Raw -194011.100704 + Penalty 3231.039066 = -190780.061638 Iteration 55Q: 3 clusters Score -190780.1 nChanged 1 ComputeScore: Raw -194011.167629 + Penalty 3231.039066 = -190780.128563 Iteration 56Q: 3 clusters Score -190780.1 nChanged 0 ComputeScore: Raw -194011.167629 + Penalty 3231.039066 = -190780.128563 Iteration 57F: 3 clusters Score -190780.1 nChanged 0 Trying to split cluster 18 (6762 points) Assigned 2 initial classes randomly. ComputeScore: Raw -251578.246411 + Penalty 1666.804983 = -249911.441429 Iteration 0F: 2 clusters Score -249911.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -248056.700127 + Penalty 3333.609966 = -244723.090162 Iteration 0F: 3 clusters Score -244723.1 nChanged 2792 ComputeScore: Raw -249695.040812 + Penalty 3333.609966 = -246361.430847 Iteration 1F: 3 clusters Score -246361.4 nChanged 490 ComputeScore: Raw -249973.845604 + Penalty 3333.609966 = -246640.235638 Iteration 2F: 3 clusters Score -246640.2 nChanged 403 ComputeScore: Raw -250184.467195 + Penalty 3333.609966 = -246850.857229 Iteration 3F: 3 clusters Score -246850.9 nChanged 337 ComputeScore: Raw -250368.082135 + Penalty 3333.609966 = -247034.472170 Iteration 4Q: 3 clusters Score -247034.5 nChanged 298 ComputeScore: Raw -250532.690844 + Penalty 3333.609966 = -247199.080879 Iteration 5Q: 3 clusters Score -247199.1 nChanged 285 ComputeScore: Raw -250691.950878 + Penalty 3333.609966 = -247358.340913 Iteration 6Q: 3 clusters Score -247358.3 nChanged 273 ComputeScore: Raw -250857.425637 + Penalty 3333.609966 = -247523.815671 Iteration 7Q: 3 clusters Score -247523.8 nChanged 247 ComputeScore: Raw -251012.652915 + Penalty 3333.609966 = -247679.042950 Iteration 8Q: 3 clusters Score -247679 nChanged 234 ComputeScore: Raw -251148.566864 + Penalty 3333.609966 = -247814.956898 Iteration 9Q: 3 clusters Score -247815 nChanged 213 ComputeScore: Raw -251286.936593 + Penalty 3333.609966 = -247953.326627 Iteration 10Q: 3 clusters Score -247953.3 nChanged 223 ComputeScore: Raw -251433.746144 + Penalty 3333.609966 = -248100.136178 Iteration 11Q: 3 clusters Score -248100.1 nChanged 204 ComputeScore: Raw -251560.548754 + Penalty 3333.609966 = -248226.938789 Iteration 12Q: 3 clusters Score -248226.9 nChanged 185 ComputeScore: Raw -251689.161695 + Penalty 3333.609966 = -248355.551729 Iteration 13Q: 3 clusters Score -248355.6 nChanged 162 ComputeScore: Raw -251802.576873 + Penalty 3333.609966 = -248468.966907 Iteration 14Q: 3 clusters Score -248469 nChanged 121 ComputeScore: Raw -251883.072495 + Penalty 3333.609966 = -248549.462530 Iteration 15Q: 3 clusters Score -248549.5 nChanged 106 ComputeScore: Raw -251947.650723 + Penalty 3333.609966 = -248614.040758 Iteration 16Q: 3 clusters Score -248614 nChanged 75 ComputeScore: Raw -251991.671945 + Penalty 3333.609966 = -248658.061980 Iteration 17Q: 3 clusters Score -248658.1 nChanged 56 ComputeScore: Raw -252025.203623 + Penalty 3333.609966 = -248691.593657 Iteration 18Q: 3 clusters Score -248691.6 nChanged 46 ComputeScore: Raw -252050.337821 + Penalty 3333.609966 = -248716.727856 Iteration 19Q: 3 clusters Score -248716.7 nChanged 29 ComputeScore: Raw -252065.290545 + Penalty 3333.609966 = -248731.680579 Iteration 20F: 3 clusters Score -248731.7 nChanged 22 ComputeScore: Raw -252076.430273 + Penalty 3333.609966 = -248742.820307 Iteration 21Q: 3 clusters Score -248742.8 nChanged 13 ComputeScore: Raw -252085.653747 + Penalty 3333.609966 = -248752.043781 Iteration 22Q: 3 clusters Score -248752 nChanged 12 ComputeScore: Raw -252090.576306 + Penalty 3333.609966 = -248756.966340 Iteration 23Q: 3 clusters Score -248757 nChanged 9 ComputeScore: Raw -252093.784629 + Penalty 3333.609966 = -248760.174664 Iteration 24Q: 3 clusters Score -248760.2 nChanged 7 ComputeScore: Raw -252097.174021 + Penalty 3333.609966 = -248763.564056 Iteration 25Q: 3 clusters Score -248763.6 nChanged 7 ComputeScore: Raw -252099.989723 + Penalty 3333.609966 = -248766.379758 Iteration 26Q: 3 clusters Score -248766.4 nChanged 7 ComputeScore: Raw -252102.617229 + Penalty 3333.609966 = -248769.007264 Iteration 27Q: 3 clusters Score -248769 nChanged 7 ComputeScore: Raw -252105.505687 + Penalty 3333.609966 = -248771.895721 Iteration 28Q: 3 clusters Score -248771.9 nChanged 5 ComputeScore: Raw -252106.956842 + Penalty 3333.609966 = -248773.346877 Iteration 29Q: 3 clusters Score -248773.3 nChanged 2 ComputeScore: Raw -252108.084297 + Penalty 3333.609966 = -248774.474331 Iteration 30Q: 3 clusters Score -248774.5 nChanged 3 ComputeScore: Raw -252108.916219 + Penalty 3333.609966 = -248775.306254 Iteration 31Q: 3 clusters Score -248775.3 nChanged 0 ComputeScore: Raw -252108.916219 + Penalty 3333.609966 = -248775.306254 Iteration 32F: 3 clusters Score -248775.3 nChanged 0 Trying to split cluster 19 (2635 points) Assigned 2 initial classes randomly. ComputeScore: Raw -102801.799057 + Penalty 1488.684669 = -101313.114388 Iteration 0F: 2 clusters Score -101313.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -101646.082087 + Penalty 2977.369338 = -98668.712749 Iteration 0F: 3 clusters Score -98668.71 nChanged 905 ComputeScore: Raw -102231.647233 + Penalty 2977.369338 = -99254.277895 Iteration 1F: 3 clusters Score -99254.28 nChanged 211 ComputeScore: Raw -102368.923729 + Penalty 2977.369338 = -99391.554391 Iteration 2F: 3 clusters Score -99391.55 nChanged 130 ComputeScore: Raw -102446.716382 + Penalty 2977.369338 = -99469.347044 Iteration 3Q: 3 clusters Score -99469.35 nChanged 85 ComputeScore: Raw -102501.219297 + Penalty 2977.369338 = -99523.849959 Iteration 4Q: 3 clusters Score -99523.85 nChanged 64 ComputeScore: Raw -102545.344141 + Penalty 2977.369338 = -99567.974802 Iteration 5Q: 3 clusters Score -99567.97 nChanged 69 ComputeScore: Raw -102585.432638 + Penalty 2977.369338 = -99608.063299 Iteration 6Q: 3 clusters Score -99608.06 nChanged 56 ComputeScore: Raw -102628.049059 + Penalty 2977.369338 = -99650.679721 Iteration 7Q: 3 clusters Score -99650.68 nChanged 60 ComputeScore: Raw -102678.845054 + Penalty 2977.369338 = -99701.475716 Iteration 8Q: 3 clusters Score -99701.48 nChanged 59 ComputeScore: Raw -102720.416799 + Penalty 2977.369338 = -99743.047461 Iteration 9Q: 3 clusters Score -99743.05 nChanged 55 ComputeScore: Raw -102750.078112 + Penalty 2977.369338 = -99772.708773 Iteration 10Q: 3 clusters Score -99772.71 nChanged 50 ComputeScore: Raw -102775.996566 + Penalty 2977.369338 = -99798.627228 Iteration 11Q: 3 clusters Score -99798.63 nChanged 37 ComputeScore: Raw -102794.837384 + Penalty 2977.369338 = -99817.468046 Iteration 12Q: 3 clusters Score -99817.47 nChanged 37 ComputeScore: Raw -102817.971881 + Penalty 2977.369338 = -99840.602543 Iteration 13Q: 3 clusters Score -99840.6 nChanged 33 ComputeScore: Raw -102837.435748 + Penalty 2977.369338 = -99860.066410 Iteration 14Q: 3 clusters Score -99860.07 nChanged 33 ComputeScore: Raw -102852.534441 + Penalty 2977.369338 = -99875.165103 Iteration 15Q: 3 clusters Score -99875.17 nChanged 26 ComputeScore: Raw -102869.495207 + Penalty 2977.369338 = -99892.125869 Iteration 16Q: 3 clusters Score -99892.13 nChanged 22 ComputeScore: Raw -102880.742292 + Penalty 2977.369338 = -99903.372954 Iteration 17Q: 3 clusters Score -99903.37 nChanged 20 ComputeScore: Raw -102891.286805 + Penalty 2977.369338 = -99913.917467 Iteration 18Q: 3 clusters Score -99913.92 nChanged 17 ComputeScore: Raw -102899.975104 + Penalty 2977.369338 = -99922.605766 Iteration 19Q: 3 clusters Score -99922.61 nChanged 12 ComputeScore: Raw -102905.749660 + Penalty 2977.369338 = -99928.380322 Iteration 20F: 3 clusters Score -99928.38 nChanged 15 ComputeScore: Raw -102915.591791 + Penalty 2977.369338 = -99938.222453 Iteration 21Q: 3 clusters Score -99938.22 nChanged 19 ComputeScore: Raw -102928.970694 + Penalty 2977.369338 = -99951.601356 Iteration 22Q: 3 clusters Score -99951.6 nChanged 14 ComputeScore: Raw -102935.133511 + Penalty 2977.369338 = -99957.764173 Iteration 23Q: 3 clusters Score -99957.76 nChanged 16 ComputeScore: Raw -102943.268169 + Penalty 2977.369338 = -99965.898831 Iteration 24Q: 3 clusters Score -99965.9 nChanged 15 ComputeScore: Raw -102949.772997 + Penalty 2977.369338 = -99972.403659 Iteration 25Q: 3 clusters Score -99972.4 nChanged 15 ComputeScore: Raw -102958.192474 + Penalty 2977.369338 = -99980.823136 Iteration 26Q: 3 clusters Score -99980.82 nChanged 11 ComputeScore: Raw -102964.533528 + Penalty 2977.369338 = -99987.164190 Iteration 27Q: 3 clusters Score -99987.16 nChanged 14 ComputeScore: Raw -102971.993182 + Penalty 2977.369338 = -99994.623844 Iteration 28Q: 3 clusters Score -99994.62 nChanged 10 ComputeScore: Raw -102976.917867 + Penalty 2977.369338 = -99999.548528 Iteration 29Q: 3 clusters Score -99999.55 nChanged 14 ComputeScore: Raw -102982.217996 + Penalty 2977.369338 = -100004.848658 Iteration 30Q: 3 clusters Score -100004.8 nChanged 11 ComputeScore: Raw -102987.084701 + Penalty 2977.369338 = -100009.715362 Iteration 31Q: 3 clusters Score -100009.7 nChanged 5 ComputeScore: Raw -102988.702362 + Penalty 2977.369338 = -100011.333024 Iteration 32Q: 3 clusters Score -100011.3 nChanged 6 ComputeScore: Raw -102990.641068 + Penalty 2977.369338 = -100013.271730 Iteration 33Q: 3 clusters Score -100013.3 nChanged 3 ComputeScore: Raw -102992.978153 + Penalty 2977.369338 = -100015.608815 Iteration 34Q: 3 clusters Score -100015.6 nChanged 5 ComputeScore: Raw -102994.348791 + Penalty 2977.369338 = -100016.979453 Iteration 35Q: 3 clusters Score -100017 nChanged 4 ComputeScore: Raw -102996.237614 + Penalty 2977.369338 = -100018.868276 Iteration 36Q: 3 clusters Score -100018.9 nChanged 5 ComputeScore: Raw -102998.826027 + Penalty 2977.369338 = -100021.456689 Iteration 37Q: 3 clusters Score -100021.5 nChanged 2 ComputeScore: Raw -103000.039447 + Penalty 2977.369338 = -100022.670109 Iteration 38Q: 3 clusters Score -100022.7 nChanged 2 ComputeScore: Raw -103001.049496 + Penalty 2977.369338 = -100023.680158 Iteration 39Q: 3 clusters Score -100023.7 nChanged 5 ComputeScore: Raw -103002.539065 + Penalty 2977.369338 = -100025.169727 Iteration 40F: 3 clusters Score -100025.2 nChanged 4 ComputeScore: Raw -103003.608530 + Penalty 2977.369338 = -100026.239191 Iteration 41Q: 3 clusters Score -100026.2 nChanged 2 ComputeScore: Raw -103004.028140 + Penalty 2977.369338 = -100026.658802 Iteration 42Q: 3 clusters Score -100026.7 nChanged 2 ComputeScore: Raw -103004.681434 + Penalty 2977.369338 = -100027.312096 Iteration 43Q: 3 clusters Score -100027.3 nChanged 2 ComputeScore: Raw -103005.514280 + Penalty 2977.369338 = -100028.144941 Iteration 44Q: 3 clusters Score -100028.1 nChanged 0 ComputeScore: Raw -103005.514280 + Penalty 2977.369338 = -100028.144941 Iteration 45F: 3 clusters Score -100028.1 nChanged 0 Trying to split cluster 20 (4683 points) Assigned 2 initial classes randomly. ComputeScore: Raw -175283.450794 + Penalty 1597.370206 = -173686.080588 Iteration 0F: 2 clusters Score -173686.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -172931.296445 + Penalty 3194.740411 = -169736.556034 Iteration 0F: 3 clusters Score -169736.6 nChanged 1846 ComputeScore: Raw -173957.673434 + Penalty 3194.740411 = -170762.933023 Iteration 1F: 3 clusters Score -170762.9 nChanged 336 ComputeScore: Raw -174145.329560 + Penalty 3194.740411 = -170950.589149 Iteration 2F: 3 clusters Score -170950.6 nChanged 252 ComputeScore: Raw -174270.947414 + Penalty 3194.740411 = -171076.207003 Iteration 3F: 3 clusters Score -171076.2 nChanged 184 ComputeScore: Raw -174353.769946 + Penalty 3194.740411 = -171159.029535 Iteration 4Q: 3 clusters Score -171159 nChanged 158 ComputeScore: Raw -174419.339379 + Penalty 3194.740411 = -171224.598967 Iteration 5Q: 3 clusters Score -171224.6 nChanged 112 ComputeScore: Raw -174468.662648 + Penalty 3194.740411 = -171273.922237 Iteration 6Q: 3 clusters Score -171273.9 nChanged 111 ComputeScore: Raw -174523.069104 + Penalty 3194.740411 = -171328.328693 Iteration 7Q: 3 clusters Score -171328.3 nChanged 109 ComputeScore: Raw -174574.562076 + Penalty 3194.740411 = -171379.821665 Iteration 8Q: 3 clusters Score -171379.8 nChanged 115 ComputeScore: Raw -174627.614714 + Penalty 3194.740411 = -171432.874303 Iteration 9Q: 3 clusters Score -171432.9 nChanged 99 ComputeScore: Raw -174675.085251 + Penalty 3194.740411 = -171480.344840 Iteration 10Q: 3 clusters Score -171480.3 nChanged 91 ComputeScore: Raw -174720.668037 + Penalty 3194.740411 = -171525.927626 Iteration 11Q: 3 clusters Score -171525.9 nChanged 100 ComputeScore: Raw -174768.061748 + Penalty 3194.740411 = -171573.321337 Iteration 12Q: 3 clusters Score -171573.3 nChanged 95 ComputeScore: Raw -174818.634534 + Penalty 3194.740411 = -171623.894123 Iteration 13Q: 3 clusters Score -171623.9 nChanged 92 ComputeScore: Raw -174872.180254 + Penalty 3194.740411 = -171677.439843 Iteration 14Q: 3 clusters Score -171677.4 nChanged 88 ComputeScore: Raw -174917.221044 + Penalty 3194.740411 = -171722.480633 Iteration 15Q: 3 clusters Score -171722.5 nChanged 95 ComputeScore: Raw -174966.421215 + Penalty 3194.740411 = -171771.680804 Iteration 16Q: 3 clusters Score -171771.7 nChanged 86 ComputeScore: Raw -175005.908541 + Penalty 3194.740411 = -171811.168130 Iteration 17Q: 3 clusters Score -171811.2 nChanged 86 ComputeScore: Raw -175050.615183 + Penalty 3194.740411 = -171855.874772 Iteration 18Q: 3 clusters Score -171855.9 nChanged 80 ComputeScore: Raw -175092.447893 + Penalty 3194.740411 = -171897.707482 Iteration 19Q: 3 clusters Score -171897.7 nChanged 79 ComputeScore: Raw -175135.522658 + Penalty 3194.740411 = -171940.782247 Iteration 20F: 3 clusters Score -171940.8 nChanged 82 ComputeScore: Raw -175179.062146 + Penalty 3194.740411 = -171984.321735 Iteration 21Q: 3 clusters Score -171984.3 nChanged 82 ComputeScore: Raw -175221.797518 + Penalty 3194.740411 = -172027.057107 Iteration 22Q: 3 clusters Score -172027.1 nChanged 75 ComputeScore: Raw -175264.253063 + Penalty 3194.740411 = -172069.512652 Iteration 23Q: 3 clusters Score -172069.5 nChanged 83 ComputeScore: Raw -175301.780051 + Penalty 3194.740411 = -172107.039640 Iteration 24Q: 3 clusters Score -172107 nChanged 74 ComputeScore: Raw -175344.021755 + Penalty 3194.740411 = -172149.281344 Iteration 25Q: 3 clusters Score -172149.3 nChanged 76 ComputeScore: Raw -175386.079172 + Penalty 3194.740411 = -172191.338761 Iteration 26Q: 3 clusters Score -172191.3 nChanged 66 ComputeScore: Raw -175419.161351 + Penalty 3194.740411 = -172224.420940 Iteration 27Q: 3 clusters Score -172224.4 nChanged 61 ComputeScore: Raw -175452.374848 + Penalty 3194.740411 = -172257.634437 Iteration 28Q: 3 clusters Score -172257.6 nChanged 60 ComputeScore: Raw -175478.052425 + Penalty 3194.740411 = -172283.312014 Iteration 29Q: 3 clusters Score -172283.3 nChanged 58 ComputeScore: Raw -175504.601117 + Penalty 3194.740411 = -172309.860706 Iteration 30Q: 3 clusters Score -172309.9 nChanged 51 ComputeScore: Raw -175526.536269 + Penalty 3194.740411 = -172331.795858 Iteration 31Q: 3 clusters Score -172331.8 nChanged 54 ComputeScore: Raw -175548.240455 + Penalty 3194.740411 = -172353.500044 Iteration 32Q: 3 clusters Score -172353.5 nChanged 47 ComputeScore: Raw -175568.866622 + Penalty 3194.740411 = -172374.126211 Iteration 33Q: 3 clusters Score -172374.1 nChanged 29 ComputeScore: Raw -175579.154032 + Penalty 3194.740411 = -172384.413621 Iteration 34Q: 3 clusters Score -172384.4 nChanged 23 ComputeScore: Raw -175586.683744 + Penalty 3194.740411 = -172391.943333 Iteration 35Q: 3 clusters Score -172391.9 nChanged 19 ComputeScore: Raw -175591.417279 + Penalty 3194.740411 = -172396.676868 Iteration 36Q: 3 clusters Score -172396.7 nChanged 13 ComputeScore: Raw -175595.604746 + Penalty 3194.740411 = -172400.864335 Iteration 37Q: 3 clusters Score -172400.9 nChanged 14 ComputeScore: Raw -175598.859702 + Penalty 3194.740411 = -172404.119291 Iteration 38Q: 3 clusters Score -172404.1 nChanged 8 ComputeScore: Raw -175601.145158 + Penalty 3194.740411 = -172406.404747 Iteration 39Q: 3 clusters Score -172406.4 nChanged 12 ComputeScore: Raw -175603.610018 + Penalty 3194.740411 = -172408.869607 Iteration 40F: 3 clusters Score -172408.9 nChanged 10 ComputeScore: Raw -175605.468438 + Penalty 3194.740411 = -172410.728027 Iteration 41Q: 3 clusters Score -172410.7 nChanged 8 ComputeScore: Raw -175606.799248 + Penalty 3194.740411 = -172412.058837 Iteration 42Q: 3 clusters Score -172412.1 nChanged 6 ComputeScore: Raw -175607.729863 + Penalty 3194.740411 = -172412.989452 Iteration 43Q: 3 clusters Score -172413 nChanged 1 ComputeScore: Raw -175608.274969 + Penalty 3194.740411 = -172413.534558 Iteration 44Q: 3 clusters Score -172413.5 nChanged 3 ComputeScore: Raw -175608.931448 + Penalty 3194.740411 = -172414.191037 Iteration 45Q: 3 clusters Score -172414.2 nChanged 3 ComputeScore: Raw -175609.364942 + Penalty 3194.740411 = -172414.624531 Iteration 46Q: 3 clusters Score -172414.6 nChanged 1 ComputeScore: Raw -175609.464044 + Penalty 3194.740411 = -172414.723633 Iteration 47Q: 3 clusters Score -172414.7 nChanged 0 ComputeScore: Raw -175609.464044 + Penalty 3194.740411 = -172414.723633 Iteration 48F: 3 clusters Score -172414.7 nChanged 0 Trying to split cluster 21 (3755 points) Assigned 2 initial classes randomly. ComputeScore: Raw -139331.881223 + Penalty 1555.629434 = -137776.251789 Iteration 0F: 2 clusters Score -137776.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -137511.424658 + Penalty 3111.258867 = -134400.165790 Iteration 0F: 3 clusters Score -134400.2 nChanged 1475 ComputeScore: Raw -138322.023690 + Penalty 3111.258867 = -135210.764823 Iteration 1F: 3 clusters Score -135210.8 nChanged 304 ComputeScore: Raw -138519.881318 + Penalty 3111.258867 = -135408.622450 Iteration 2F: 3 clusters Score -135408.6 nChanged 227 ComputeScore: Raw -138656.810165 + Penalty 3111.258867 = -135545.551298 Iteration 3F: 3 clusters Score -135545.6 nChanged 175 ComputeScore: Raw -138763.231149 + Penalty 3111.258867 = -135651.972282 Iteration 4Q: 3 clusters Score -135652 nChanged 137 ComputeScore: Raw -138837.623369 + Penalty 3111.258867 = -135726.364502 Iteration 5Q: 3 clusters Score -135726.4 nChanged 100 ComputeScore: Raw -138885.927246 + Penalty 3111.258867 = -135774.668379 Iteration 6Q: 3 clusters Score -135774.7 nChanged 88 ComputeScore: Raw -138930.492738 + Penalty 3111.258867 = -135819.233871 Iteration 7Q: 3 clusters Score -135819.2 nChanged 67 ComputeScore: Raw -138959.137565 + Penalty 3111.258867 = -135847.878698 Iteration 8Q: 3 clusters Score -135847.9 nChanged 60 ComputeScore: Raw -138981.743512 + Penalty 3111.258867 = -135870.484645 Iteration 9Q: 3 clusters Score -135870.5 nChanged 52 ComputeScore: Raw -139001.603451 + Penalty 3111.258867 = -135890.344584 Iteration 10Q: 3 clusters Score -135890.3 nChanged 47 ComputeScore: Raw -139016.221107 + Penalty 3111.258867 = -135904.962240 Iteration 11Q: 3 clusters Score -135905 nChanged 35 ComputeScore: Raw -139028.721518 + Penalty 3111.258867 = -135917.462651 Iteration 12Q: 3 clusters Score -135917.5 nChanged 35 ComputeScore: Raw -139041.147199 + Penalty 3111.258867 = -135929.888331 Iteration 13Q: 3 clusters Score -135929.9 nChanged 32 ComputeScore: Raw -139055.739560 + Penalty 3111.258867 = -135944.480692 Iteration 14Q: 3 clusters Score -135944.5 nChanged 32 ComputeScore: Raw -139071.003600 + Penalty 3111.258867 = -135959.744733 Iteration 15Q: 3 clusters Score -135959.7 nChanged 31 ComputeScore: Raw -139084.692648 + Penalty 3111.258867 = -135973.433780 Iteration 16Q: 3 clusters Score -135973.4 nChanged 33 ComputeScore: Raw -139097.827714 + Penalty 3111.258867 = -135986.568846 Iteration 17Q: 3 clusters Score -135986.6 nChanged 21 ComputeScore: Raw -139105.363652 + Penalty 3111.258867 = -135994.104785 Iteration 18Q: 3 clusters Score -135994.1 nChanged 21 ComputeScore: Raw -139115.637580 + Penalty 3111.258867 = -136004.378713 Iteration 19Q: 3 clusters Score -136004.4 nChanged 24 ComputeScore: Raw -139126.642639 + Penalty 3111.258867 = -136015.383771 Iteration 20F: 3 clusters Score -136015.4 nChanged 28 ComputeScore: Raw -139135.347257 + Penalty 3111.258867 = -136024.088389 Iteration 21Q: 3 clusters Score -136024.1 nChanged 28 ComputeScore: Raw -139149.317272 + Penalty 3111.258867 = -136038.058405 Iteration 22Q: 3 clusters Score -136038.1 nChanged 35 ComputeScore: Raw -139171.168917 + Penalty 3111.258867 = -136059.910050 Iteration 23Q: 3 clusters Score -136059.9 nChanged 47 ComputeScore: Raw -139198.991206 + Penalty 3111.258867 = -136087.732339 Iteration 24Q: 3 clusters Score -136087.7 nChanged 51 ComputeScore: Raw -139233.040299 + Penalty 3111.258867 = -136121.781432 Iteration 25Q: 3 clusters Score -136121.8 nChanged 55 ComputeScore: Raw -139272.280751 + Penalty 3111.258867 = -136161.021884 Iteration 26Q: 3 clusters Score -136161 nChanged 61 ComputeScore: Raw -139309.700271 + Penalty 3111.258867 = -136198.441404 Iteration 27Q: 3 clusters Score -136198.4 nChanged 66 ComputeScore: Raw -139346.538964 + Penalty 3111.258867 = -136235.280096 Iteration 28Q: 3 clusters Score -136235.3 nChanged 59 ComputeScore: Raw -139383.028104 + Penalty 3111.258867 = -136271.769237 Iteration 29Q: 3 clusters Score -136271.8 nChanged 55 ComputeScore: Raw -139410.996053 + Penalty 3111.258867 = -136299.737186 Iteration 30Q: 3 clusters Score -136299.7 nChanged 54 ComputeScore: Raw -139439.773248 + Penalty 3111.258867 = -136328.514381 Iteration 31Q: 3 clusters Score -136328.5 nChanged 66 ComputeScore: Raw -139482.008957 + Penalty 3111.258867 = -136370.750090 Iteration 32Q: 3 clusters Score -136370.8 nChanged 65 ComputeScore: Raw -139530.219658 + Penalty 3111.258867 = -136418.960790 Iteration 33Q: 3 clusters Score -136419 nChanged 70 ComputeScore: Raw -139603.909112 + Penalty 3111.258867 = -136492.650245 Iteration 34Q: 3 clusters Score -136492.7 nChanged 94 ComputeScore: Raw -139833.886639 + Penalty 3111.258867 = -136722.627772 Iteration 35Q: 3 clusters Score -136722.6 nChanged 112 ComputeScore: Raw -140712.307201 + Penalty 3111.258867 = -137601.048333 Iteration 36Q: 3 clusters Score -137601 nChanged 154 Unmasked E-step: Deleting class 2: covariance matrix is singular ComputeScore: Raw -140668.869014 + Penalty 3111.258867 = -137557.610147 Iteration 37Q: 3 clusters Score -137557.6 nChanged 45 ComputeScore: Raw -136020.962331 + Penalty 1555.629434 = -134465.332898 Iteration 38F: 2 clusters Score -134465.3 nChanged 1326 ComputeScore: Raw -139331.881223 + Penalty 1555.629434 = -137776.251789 Iteration 39F: 2 clusters Score -137776.3 nChanged 0 Trying to split cluster 22 (3571 points) Assigned 2 initial classes randomly. ComputeScore: Raw -134614.042274 + Penalty 1546.133579 = -133067.908694 Iteration 0F: 2 clusters Score -133067.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -132932.929071 + Penalty 3092.267158 = -129840.661912 Iteration 0F: 3 clusters Score -129840.7 nChanged 1328 ComputeScore: Raw -133658.558236 + Penalty 3092.267158 = -130566.291078 Iteration 1F: 3 clusters Score -130566.3 nChanged 258 ComputeScore: Raw -133823.616413 + Penalty 3092.267158 = -130731.349255 Iteration 2F: 3 clusters Score -130731.3 nChanged 182 ComputeScore: Raw -133928.326992 + Penalty 3092.267158 = -130836.059834 Iteration 3F: 3 clusters Score -130836.1 nChanged 132 ComputeScore: Raw -133992.508659 + Penalty 3092.267158 = -130900.241501 Iteration 4Q: 3 clusters Score -130900.2 nChanged 89 ComputeScore: Raw -134041.890294 + Penalty 3092.267158 = -130949.623136 Iteration 5Q: 3 clusters Score -130949.6 nChanged 88 ComputeScore: Raw -134089.068328 + Penalty 3092.267158 = -130996.801170 Iteration 6Q: 3 clusters Score -130996.8 nChanged 80 ComputeScore: Raw -134140.706353 + Penalty 3092.267158 = -131048.439195 Iteration 7Q: 3 clusters Score -131048.4 nChanged 93 ComputeScore: Raw -134216.144699 + Penalty 3092.267158 = -131123.877541 Iteration 8Q: 3 clusters Score -131123.9 nChanged 109 ComputeScore: Raw -134362.222216 + Penalty 3092.267158 = -131269.955058 Iteration 9Q: 3 clusters Score -131270 nChanged 137 ComputeScore: Raw -134827.418279 + Penalty 3092.267158 = -131735.151121 Iteration 10Q: 3 clusters Score -131735.2 nChanged 185 ComputeScore: Raw -138207.265567 + Penalty 3092.267158 = -135114.998409 Iteration 11F: 3 clusters Score -135115 nChanged 724 ComputeScore: Raw -174774.905000 + Penalty 3092.267158 = -171682.637842 Iteration 12F: 3 clusters Score -171682.6 nChanged 452 ComputeScore: Raw -168310.413227 + Penalty 3092.267158 = -165218.146068 Iteration 13F: 3 clusters Score -165218.1 nChanged 0 ComputeScore: Raw -5256289.747709 + Penalty 76690.170252 = -5179599.577457Splitting cluster 22 changes total score from -5148158.799747 to -5179599.577457 So it's getting split into cluster 34. Trying to split cluster 23 (4921 points) Assigned 2 initial classes randomly. ComputeScore: Raw -189999.814197 + Penalty 1606.739471 = -188393.074727 Iteration 0F: 2 clusters Score -188393.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -187538.700762 + Penalty 3213.478941 = -184325.221820 Iteration 0F: 3 clusters Score -184325.2 nChanged 1966 ComputeScore: Raw -188719.711330 + Penalty 3213.478941 = -185506.232388 Iteration 1F: 3 clusters Score -185506.2 nChanged 410 ComputeScore: Raw -188994.134783 + Penalty 3213.478941 = -185780.655841 Iteration 2F: 3 clusters Score -185780.7 nChanged 294 ComputeScore: Raw -189211.926916 + Penalty 3213.478941 = -185998.447974 Iteration 3F: 3 clusters Score -185998.4 nChanged 279 ComputeScore: Raw -189417.345756 + Penalty 3213.478941 = -186203.866815 Iteration 4F: 3 clusters Score -186203.9 nChanged 261 ComputeScore: Raw -189590.524877 + Penalty 3213.478941 = -186377.045936 Iteration 5F: 3 clusters Score -186377 nChanged 200 ComputeScore: Raw -189741.422381 + Penalty 3213.478941 = -186527.943439 Iteration 6Q: 3 clusters Score -186527.9 nChanged 174 ComputeScore: Raw -189870.331742 + Penalty 3213.478941 = -186656.852801 Iteration 7Q: 3 clusters Score -186656.9 nChanged 131 ComputeScore: Raw -189956.471931 + Penalty 3213.478941 = -186742.992989 Iteration 8Q: 3 clusters Score -186743 nChanged 97 ComputeScore: Raw -190010.104228 + Penalty 3213.478941 = -186796.625287 Iteration 9Q: 3 clusters Score -186796.6 nChanged 75 ComputeScore: Raw -190057.322814 + Penalty 3213.478941 = -186843.843873 Iteration 10Q: 3 clusters Score -186843.8 nChanged 65 ComputeScore: Raw -190096.934379 + Penalty 3213.478941 = -186883.455437 Iteration 11Q: 3 clusters Score -186883.5 nChanged 60 ComputeScore: Raw -190137.971186 + Penalty 3213.478941 = -186924.492245 Iteration 12Q: 3 clusters Score -186924.5 nChanged 54 ComputeScore: Raw -190187.776642 + Penalty 3213.478941 = -186974.297700 Iteration 13Q: 3 clusters Score -186974.3 nChanged 62 ComputeScore: Raw -190248.744313 + Penalty 3213.478941 = -187035.265371 Iteration 14Q: 3 clusters Score -187035.3 nChanged 54 ComputeScore: Raw -190298.485026 + Penalty 3213.478941 = -187085.006084 Iteration 15Q: 3 clusters Score -187085 nChanged 56 ComputeScore: Raw -190335.769113 + Penalty 3213.478941 = -187122.290172 Iteration 16Q: 3 clusters Score -187122.3 nChanged 32 ComputeScore: Raw -190357.341242 + Penalty 3213.478941 = -187143.862300 Iteration 17Q: 3 clusters Score -187143.9 nChanged 37 ComputeScore: Raw -190379.575784 + Penalty 3213.478941 = -187166.096843 Iteration 18Q: 3 clusters Score -187166.1 nChanged 22 ComputeScore: Raw -190393.938024 + Penalty 3213.478941 = -187180.459083 Iteration 19Q: 3 clusters Score -187180.5 nChanged 22 ComputeScore: Raw -190405.076891 + Penalty 3213.478941 = -187191.597949 Iteration 20F: 3 clusters Score -187191.6 nChanged 18 ComputeScore: Raw -190413.063882 + Penalty 3213.478941 = -187199.584941 Iteration 21Q: 3 clusters Score -187199.6 nChanged 17 ComputeScore: Raw -190422.427911 + Penalty 3213.478941 = -187208.948969 Iteration 22Q: 3 clusters Score -187208.9 nChanged 16 ComputeScore: Raw -190427.956045 + Penalty 3213.478941 = -187214.477104 Iteration 23Q: 3 clusters Score -187214.5 nChanged 5 ComputeScore: Raw -190428.951508 + Penalty 3213.478941 = -187215.472567 Iteration 24Q: 3 clusters Score -187215.5 nChanged 0 ComputeScore: Raw -190428.951508 + Penalty 3213.478941 = -187215.472567 Iteration 25F: 3 clusters Score -187215.5 nChanged 0 Trying to split cluster 24 (5627 points) Assigned 2 initial classes randomly. ComputeScore: Raw -205881.444703 + Penalty 1632.077695 = -204249.367008 Iteration 0F: 2 clusters Score -204249.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -203058.600970 + Penalty 3264.155390 = -199794.445581 Iteration 0F: 3 clusters Score -199794.4 nChanged 2270 ComputeScore: Raw -204353.187982 + Penalty 3264.155390 = -201089.032592 Iteration 1F: 3 clusters Score -201089 nChanged 428 ComputeScore: Raw -204640.239208 + Penalty 3264.155390 = -201376.083818 Iteration 2F: 3 clusters Score -201376.1 nChanged 328 ComputeScore: Raw -204857.693790 + Penalty 3264.155390 = -201593.538400 Iteration 3F: 3 clusters Score -201593.5 nChanged 297 ComputeScore: Raw -205047.770782 + Penalty 3264.155390 = -201783.615392 Iteration 4F: 3 clusters Score -201783.6 nChanged 244 ComputeScore: Raw -205203.705220 + Penalty 3264.155390 = -201939.549830 Iteration 5Q: 3 clusters Score -201939.5 nChanged 209 ComputeScore: Raw -205337.292423 + Penalty 3264.155390 = -202073.137033 Iteration 6Q: 3 clusters Score -202073.1 nChanged 216 ComputeScore: Raw -205473.803429 + Penalty 3264.155390 = -202209.648039 Iteration 7Q: 3 clusters Score -202209.6 nChanged 186 ComputeScore: Raw -205591.845689 + Penalty 3264.155390 = -202327.690299 Iteration 8Q: 3 clusters Score -202327.7 nChanged 158 ComputeScore: Raw -205683.673340 + Penalty 3264.155390 = -202419.517950 Iteration 9Q: 3 clusters Score -202419.5 nChanged 150 ComputeScore: Raw -205768.072185 + Penalty 3264.155390 = -202503.916795 Iteration 10Q: 3 clusters Score -202503.9 nChanged 146 ComputeScore: Raw -205849.688234 + Penalty 3264.155390 = -202585.532844 Iteration 11Q: 3 clusters Score -202585.5 nChanged 132 ComputeScore: Raw -205933.373160 + Penalty 3264.155390 = -202669.217770 Iteration 12Q: 3 clusters Score -202669.2 nChanged 130 ComputeScore: Raw -206016.077614 + Penalty 3264.155390 = -202751.922224 Iteration 13Q: 3 clusters Score -202751.9 nChanged 145 ComputeScore: Raw -206099.143737 + Penalty 3264.155390 = -202834.988347 Iteration 14Q: 3 clusters Score -202835 nChanged 142 ComputeScore: Raw -206190.800087 + Penalty 3264.155390 = -202926.644697 Iteration 15Q: 3 clusters Score -202926.6 nChanged 121 ComputeScore: Raw -206269.141168 + Penalty 3264.155390 = -203004.985778 Iteration 16Q: 3 clusters Score -203005 nChanged 105 ComputeScore: Raw -206333.629158 + Penalty 3264.155390 = -203069.473768 Iteration 17Q: 3 clusters Score -203069.5 nChanged 112 ComputeScore: Raw -206410.150740 + Penalty 3264.155390 = -203145.995350 Iteration 18Q: 3 clusters Score -203146 nChanged 113 ComputeScore: Raw -206493.391165 + Penalty 3264.155390 = -203229.235775 Iteration 19Q: 3 clusters Score -203229.2 nChanged 101 ComputeScore: Raw -206559.857214 + Penalty 3264.155390 = -203295.701824 Iteration 20F: 3 clusters Score -203295.7 nChanged 98 ComputeScore: Raw -206626.455058 + Penalty 3264.155390 = -203362.299668 Iteration 21Q: 3 clusters Score -203362.3 nChanged 94 ComputeScore: Raw -206687.269084 + Penalty 3264.155390 = -203423.113694 Iteration 22Q: 3 clusters Score -203423.1 nChanged 72 ComputeScore: Raw -206725.725671 + Penalty 3264.155390 = -203461.570281 Iteration 23Q: 3 clusters Score -203461.6 nChanged 69 ComputeScore: Raw -206760.614013 + Penalty 3264.155390 = -203496.458624 Iteration 24Q: 3 clusters Score -203496.5 nChanged 52 ComputeScore: Raw -206778.638479 + Penalty 3264.155390 = -203514.483089 Iteration 25Q: 3 clusters Score -203514.5 nChanged 25 ComputeScore: Raw -206786.108034 + Penalty 3264.155390 = -203521.952644 Iteration 26Q: 3 clusters Score -203522 nChanged 24 ComputeScore: Raw -206791.641002 + Penalty 3264.155390 = -203527.485612 Iteration 27Q: 3 clusters Score -203527.5 nChanged 16 ComputeScore: Raw -206796.048241 + Penalty 3264.155390 = -203531.892851 Iteration 28Q: 3 clusters Score -203531.9 nChanged 13 ComputeScore: Raw -206799.189949 + Penalty 3264.155390 = -203535.034559 Iteration 29Q: 3 clusters Score -203535 nChanged 12 ComputeScore: Raw -206801.526519 + Penalty 3264.155390 = -203537.371129 Iteration 30Q: 3 clusters Score -203537.4 nChanged 7 ComputeScore: Raw -206803.075115 + Penalty 3264.155390 = -203538.919725 Iteration 31Q: 3 clusters Score -203538.9 nChanged 5 ComputeScore: Raw -206804.203746 + Penalty 3264.155390 = -203540.048356 Iteration 32Q: 3 clusters Score -203540 nChanged 9 ComputeScore: Raw -206805.827993 + Penalty 3264.155390 = -203541.672603 Iteration 33Q: 3 clusters Score -203541.7 nChanged 8 ComputeScore: Raw -206807.379846 + Penalty 3264.155390 = -203543.224456 Iteration 34Q: 3 clusters Score -203543.2 nChanged 6 ComputeScore: Raw -206808.654037 + Penalty 3264.155390 = -203544.498647 Iteration 35Q: 3 clusters Score -203544.5 nChanged 6 ComputeScore: Raw -206809.823262 + Penalty 3264.155390 = -203545.667872 Iteration 36Q: 3 clusters Score -203545.7 nChanged 6 ComputeScore: Raw -206810.834422 + Penalty 3264.155390 = -203546.679032 Iteration 37Q: 3 clusters Score -203546.7 nChanged 5 ComputeScore: Raw -206811.912580 + Penalty 3264.155390 = -203547.757190 Iteration 38Q: 3 clusters Score -203547.8 nChanged 7 ComputeScore: Raw -206813.259823 + Penalty 3264.155390 = -203549.104434 Iteration 39Q: 3 clusters Score -203549.1 nChanged 11 ComputeScore: Raw -206815.495497 + Penalty 3264.155390 = -203551.340108 Iteration 40F: 3 clusters Score -203551.3 nChanged 10 ComputeScore: Raw -206817.148913 + Penalty 3264.155390 = -203552.993523 Iteration 41Q: 3 clusters Score -203553 nChanged 8 ComputeScore: Raw -206818.723452 + Penalty 3264.155390 = -203554.568062 Iteration 42Q: 3 clusters Score -203554.6 nChanged 7 ComputeScore: Raw -206820.312343 + Penalty 3264.155390 = -203556.156953 Iteration 43Q: 3 clusters Score -203556.2 nChanged 5 ComputeScore: Raw -206820.990838 + Penalty 3264.155390 = -203556.835448 Iteration 44Q: 3 clusters Score -203556.8 nChanged 3 ComputeScore: Raw -206821.404773 + Penalty 3264.155390 = -203557.249383 Iteration 45Q: 3 clusters Score -203557.2 nChanged 1 ComputeScore: Raw -206821.645134 + Penalty 3264.155390 = -203557.489744 Iteration 46Q: 3 clusters Score -203557.5 nChanged 3 ComputeScore: Raw -206821.993551 + Penalty 3264.155390 = -203557.838161 Iteration 47Q: 3 clusters Score -203557.8 nChanged 4 ComputeScore: Raw -206822.534327 + Penalty 3264.155390 = -203558.378937 Iteration 48Q: 3 clusters Score -203558.4 nChanged 3 ComputeScore: Raw -206823.241139 + Penalty 3264.155390 = -203559.085749 Iteration 49Q: 3 clusters Score -203559.1 nChanged 6 ComputeScore: Raw -206825.046178 + Penalty 3264.155390 = -203560.890788 Iteration 50Q: 3 clusters Score -203560.9 nChanged 9 ComputeScore: Raw -206827.777619 + Penalty 3264.155390 = -203563.622229 Iteration 51Q: 3 clusters Score -203563.6 nChanged 11 ComputeScore: Raw -206830.921560 + Penalty 3264.155390 = -203566.766170 Iteration 52Q: 3 clusters Score -203566.8 nChanged 12 ComputeScore: Raw -206834.942736 + Penalty 3264.155390 = -203570.787346 Iteration 53Q: 3 clusters Score -203570.8 nChanged 18 ComputeScore: Raw -206840.499115 + Penalty 3264.155390 = -203576.343725 Iteration 54Q: 3 clusters Score -203576.3 nChanged 16 ComputeScore: Raw -206844.854219 + Penalty 3264.155390 = -203580.698829 Iteration 55Q: 3 clusters Score -203580.7 nChanged 16 ComputeScore: Raw -206849.410484 + Penalty 3264.155390 = -203585.255094 Iteration 56Q: 3 clusters Score -203585.3 nChanged 20 ComputeScore: Raw -206855.611974 + Penalty 3264.155390 = -203591.456584 Iteration 57Q: 3 clusters Score -203591.5 nChanged 17 ComputeScore: Raw -206861.230702 + Penalty 3264.155390 = -203597.075312 Iteration 58Q: 3 clusters Score -203597.1 nChanged 27 ComputeScore: Raw -206869.194063 + Penalty 3264.155390 = -203605.038673 Iteration 59Q: 3 clusters Score -203605 nChanged 16 ComputeScore: Raw -206874.382129 + Penalty 3264.155390 = -203610.226739 Iteration 60F: 3 clusters Score -203610.2 nChanged 16 ComputeScore: Raw -206879.856452 + Penalty 3264.155390 = -203615.701062 Iteration 61Q: 3 clusters Score -203615.7 nChanged 20 ComputeScore: Raw -206885.997052 + Penalty 3264.155390 = -203621.841662 Iteration 62Q: 3 clusters Score -203621.8 nChanged 17 ComputeScore: Raw -206892.154252 + Penalty 3264.155390 = -203627.998862 Iteration 63Q: 3 clusters Score -203628 nChanged 20 ComputeScore: Raw -206900.993937 + Penalty 3264.155390 = -203636.838548 Iteration 64Q: 3 clusters Score -203636.8 nChanged 21 ComputeScore: Raw -206910.302052 + Penalty 3264.155390 = -203646.146662 Iteration 65Q: 3 clusters Score -203646.1 nChanged 27 ComputeScore: Raw -206922.257556 + Penalty 3264.155390 = -203658.102166 Iteration 66Q: 3 clusters Score -203658.1 nChanged 27 ComputeScore: Raw -206931.224404 + Penalty 3264.155390 = -203667.069014 Iteration 67Q: 3 clusters Score -203667.1 nChanged 21 ComputeScore: Raw -206937.835193 + Penalty 3264.155390 = -203673.679803 Iteration 68Q: 3 clusters Score -203673.7 nChanged 17 ComputeScore: Raw -206944.432855 + Penalty 3264.155390 = -203680.277465 Iteration 69Q: 3 clusters Score -203680.3 nChanged 15 ComputeScore: Raw -206949.465597 + Penalty 3264.155390 = -203685.310207 Iteration 70Q: 3 clusters Score -203685.3 nChanged 20 ComputeScore: Raw -206955.378736 + Penalty 3264.155390 = -203691.223347 Iteration 71Q: 3 clusters Score -203691.2 nChanged 14 ComputeScore: Raw -206959.648122 + Penalty 3264.155390 = -203695.492732 Iteration 72Q: 3 clusters Score -203695.5 nChanged 8 ComputeScore: Raw -206961.686990 + Penalty 3264.155390 = -203697.531600 Iteration 73Q: 3 clusters Score -203697.5 nChanged 3 ComputeScore: Raw -206962.101276 + Penalty 3264.155390 = -203697.945886 Iteration 74Q: 3 clusters Score -203697.9 nChanged 3 ComputeScore: Raw -206962.726925 + Penalty 3264.155390 = -203698.571535 Iteration 75Q: 3 clusters Score -203698.6 nChanged 4 ComputeScore: Raw -206963.792610 + Penalty 3264.155390 = -203699.637220 Iteration 76Q: 3 clusters Score -203699.6 nChanged 4 ComputeScore: Raw -206964.718666 + Penalty 3264.155390 = -203700.563276 Iteration 77Q: 3 clusters Score -203700.6 nChanged 4 ComputeScore: Raw -206965.327973 + Penalty 3264.155390 = -203701.172583 Iteration 78Q: 3 clusters Score -203701.2 nChanged 4 ComputeScore: Raw -206966.253541 + Penalty 3264.155390 = -203702.098151 Iteration 79Q: 3 clusters Score -203702.1 nChanged 3 ComputeScore: Raw -206966.976293 + Penalty 3264.155390 = -203702.820903 Iteration 80F: 3 clusters Score -203702.8 nChanged 3 ComputeScore: Raw -206968.351259 + Penalty 3264.155390 = -203704.195869 Iteration 81Q: 3 clusters Score -203704.2 nChanged 9 ComputeScore: Raw -206971.367150 + Penalty 3264.155390 = -203707.211760 Iteration 82Q: 3 clusters Score -203707.2 nChanged 6 ComputeScore: Raw -206973.361588 + Penalty 3264.155390 = -203709.206198 Iteration 83Q: 3 clusters Score -203709.2 nChanged 8 ComputeScore: Raw -206977.057696 + Penalty 3264.155390 = -203712.902306 Iteration 84Q: 3 clusters Score -203712.9 nChanged 11 ComputeScore: Raw -206980.547881 + Penalty 3264.155390 = -203716.392491 Iteration 85Q: 3 clusters Score -203716.4 nChanged 15 ComputeScore: Raw -206985.394564 + Penalty 3264.155390 = -203721.239174 Iteration 86Q: 3 clusters Score -203721.2 nChanged 17 ComputeScore: Raw -206994.312026 + Penalty 3264.155390 = -203730.156636 Iteration 87Q: 3 clusters Score -203730.2 nChanged 26 ComputeScore: Raw -207012.526392 + Penalty 3264.155390 = -203748.371002 Iteration 88Q: 3 clusters Score -203748.4 nChanged 41 ComputeScore: Raw -207050.766458 + Penalty 3264.155390 = -203786.611068 Iteration 89Q: 3 clusters Score -203786.6 nChanged 29 ComputeScore: Raw -207070.945973 + Penalty 3264.155390 = -203806.790583 Iteration 90Q: 3 clusters Score -203806.8 nChanged 18 ComputeScore: Raw -207078.052209 + Penalty 3264.155390 = -203813.896819 Iteration 91Q: 3 clusters Score -203813.9 nChanged 9 ComputeScore: Raw -207080.152971 + Penalty 3264.155390 = -203815.997581 Iteration 92Q: 3 clusters Score -203816 nChanged 5 ComputeScore: Raw -207081.423590 + Penalty 3264.155390 = -203817.268201 Iteration 93Q: 3 clusters Score -203817.3 nChanged 3 ComputeScore: Raw -207081.857054 + Penalty 3264.155390 = -203817.701664 Iteration 94Q: 3 clusters Score -203817.7 nChanged 2 ComputeScore: Raw -207082.187138 + Penalty 3264.155390 = -203818.031748 Iteration 95Q: 3 clusters Score -203818 nChanged 0 ComputeScore: Raw -207082.187138 + Penalty 3264.155390 = -203818.031748 Iteration 96F: 3 clusters Score -203818 nChanged 0 Trying to split cluster 25 (3349 points) Assigned 2 initial classes randomly. ComputeScore: Raw -127534.994817 + Penalty 1534.002827 = -126000.991990 Iteration 0F: 2 clusters Score -126001 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -125960.309938 + Penalty 3068.005654 = -122892.304284 Iteration 0F: 3 clusters Score -122892.3 nChanged 1242 ComputeScore: Raw -126689.225990 + Penalty 3068.005654 = -123621.220337 Iteration 1F: 3 clusters Score -123621.2 nChanged 238 ComputeScore: Raw -126850.782120 + Penalty 3068.005654 = -123782.776466 Iteration 2F: 3 clusters Score -123782.8 nChanged 175 ComputeScore: Raw -126977.659507 + Penalty 3068.005654 = -123909.653853 Iteration 3F: 3 clusters Score -123909.7 nChanged 154 ComputeScore: Raw -127087.757708 + Penalty 3068.005654 = -124019.752054 Iteration 4Q: 3 clusters Score -124019.8 nChanged 136 ComputeScore: Raw -127190.159953 + Penalty 3068.005654 = -124122.154299 Iteration 5Q: 3 clusters Score -124122.2 nChanged 119 ComputeScore: Raw -127279.095731 + Penalty 3068.005654 = -124211.090077 Iteration 6Q: 3 clusters Score -124211.1 nChanged 99 ComputeScore: Raw -127338.501367 + Penalty 3068.005654 = -124270.495714 Iteration 7Q: 3 clusters Score -124270.5 nChanged 78 ComputeScore: Raw -127388.856896 + Penalty 3068.005654 = -124320.851242 Iteration 8Q: 3 clusters Score -124320.9 nChanged 72 ComputeScore: Raw -127427.422207 + Penalty 3068.005654 = -124359.416554 Iteration 9Q: 3 clusters Score -124359.4 nChanged 57 ComputeScore: Raw -127458.401930 + Penalty 3068.005654 = -124390.396276 Iteration 10Q: 3 clusters Score -124390.4 nChanged 44 ComputeScore: Raw -127486.110117 + Penalty 3068.005654 = -124418.104464 Iteration 11Q: 3 clusters Score -124418.1 nChanged 40 ComputeScore: Raw -127511.816854 + Penalty 3068.005654 = -124443.811200 Iteration 12Q: 3 clusters Score -124443.8 nChanged 41 ComputeScore: Raw -127539.054495 + Penalty 3068.005654 = -124471.048842 Iteration 13Q: 3 clusters Score -124471 nChanged 35 ComputeScore: Raw -127557.893691 + Penalty 3068.005654 = -124489.888038 Iteration 14Q: 3 clusters Score -124489.9 nChanged 33 ComputeScore: Raw -127576.301411 + Penalty 3068.005654 = -124508.295758 Iteration 15Q: 3 clusters Score -124508.3 nChanged 38 ComputeScore: Raw -127600.631114 + Penalty 3068.005654 = -124532.625460 Iteration 16Q: 3 clusters Score -124532.6 nChanged 32 ComputeScore: Raw -127613.554192 + Penalty 3068.005654 = -124545.548539 Iteration 17Q: 3 clusters Score -124545.5 nChanged 23 ComputeScore: Raw -127623.094308 + Penalty 3068.005654 = -124555.088655 Iteration 18Q: 3 clusters Score -124555.1 nChanged 21 ComputeScore: Raw -127630.761732 + Penalty 3068.005654 = -124562.756078 Iteration 19Q: 3 clusters Score -124562.8 nChanged 15 ComputeScore: Raw -127637.943124 + Penalty 3068.005654 = -124569.937471 Iteration 20F: 3 clusters Score -124569.9 nChanged 24 ComputeScore: Raw -127647.632318 + Penalty 3068.005654 = -124579.626664 Iteration 21Q: 3 clusters Score -124579.6 nChanged 13 ComputeScore: Raw -127652.487810 + Penalty 3068.005654 = -124584.482157 Iteration 22Q: 3 clusters Score -124584.5 nChanged 9 ComputeScore: Raw -127655.858946 + Penalty 3068.005654 = -124587.853292 Iteration 23Q: 3 clusters Score -124587.9 nChanged 9 ComputeScore: Raw -127660.468716 + Penalty 3068.005654 = -124592.463062 Iteration 24Q: 3 clusters Score -124592.5 nChanged 9 ComputeScore: Raw -127664.838859 + Penalty 3068.005654 = -124596.833206 Iteration 25Q: 3 clusters Score -124596.8 nChanged 12 ComputeScore: Raw -127668.613151 + Penalty 3068.005654 = -124600.607497 Iteration 26Q: 3 clusters Score -124600.6 nChanged 5 ComputeScore: Raw -127670.277914 + Penalty 3068.005654 = -124602.272260 Iteration 27Q: 3 clusters Score -124602.3 nChanged 7 ComputeScore: Raw -127673.889195 + Penalty 3068.005654 = -124605.883541 Iteration 28Q: 3 clusters Score -124605.9 nChanged 9 ComputeScore: Raw -127676.825543 + Penalty 3068.005654 = -124608.819889 Iteration 29Q: 3 clusters Score -124608.8 nChanged 11 ComputeScore: Raw -127682.328105 + Penalty 3068.005654 = -124614.322451 Iteration 30Q: 3 clusters Score -124614.3 nChanged 12 ComputeScore: Raw -127687.605967 + Penalty 3068.005654 = -124619.600313 Iteration 31Q: 3 clusters Score -124619.6 nChanged 9 ComputeScore: Raw -127690.766813 + Penalty 3068.005654 = -124622.761160 Iteration 32Q: 3 clusters Score -124622.8 nChanged 7 ComputeScore: Raw -127693.557684 + Penalty 3068.005654 = -124625.552031 Iteration 33Q: 3 clusters Score -124625.6 nChanged 12 ComputeScore: Raw -127699.706399 + Penalty 3068.005654 = -124631.700745 Iteration 34Q: 3 clusters Score -124631.7 nChanged 13 ComputeScore: Raw -127704.859425 + Penalty 3068.005654 = -124636.853771 Iteration 35Q: 3 clusters Score -124636.9 nChanged 6 ComputeScore: Raw -127706.491127 + Penalty 3068.005654 = -124638.485474 Iteration 36Q: 3 clusters Score -124638.5 nChanged 3 ComputeScore: Raw -127708.219430 + Penalty 3068.005654 = -124640.213776 Iteration 37Q: 3 clusters Score -124640.2 nChanged 7 ComputeScore: Raw -127710.539384 + Penalty 3068.005654 = -124642.533731 Iteration 38Q: 3 clusters Score -124642.5 nChanged 7 ComputeScore: Raw -127713.485963 + Penalty 3068.005654 = -124645.480309 Iteration 39Q: 3 clusters Score -124645.5 nChanged 4 ComputeScore: Raw -127715.176285 + Penalty 3068.005654 = -124647.170631 Iteration 40F: 3 clusters Score -124647.2 nChanged 5 ComputeScore: Raw -127716.610406 + Penalty 3068.005654 = -124648.604752 Iteration 41Q: 3 clusters Score -124648.6 nChanged 3 ComputeScore: Raw -127718.133907 + Penalty 3068.005654 = -124650.128254 Iteration 42Q: 3 clusters Score -124650.1 nChanged 2 ComputeScore: Raw -127718.792471 + Penalty 3068.005654 = -124650.786818 Iteration 43Q: 3 clusters Score -124650.8 nChanged 4 ComputeScore: Raw -127720.552833 + Penalty 3068.005654 = -124652.547180 Iteration 44Q: 3 clusters Score -124652.5 nChanged 6 ComputeScore: Raw -127723.255368 + Penalty 3068.005654 = -124655.249715 Iteration 45Q: 3 clusters Score -124655.2 nChanged 3 ComputeScore: Raw -127724.449388 + Penalty 3068.005654 = -124656.443735 Iteration 46Q: 3 clusters Score -124656.4 nChanged 3 ComputeScore: Raw -127724.994796 + Penalty 3068.005654 = -124656.989142 Iteration 47Q: 3 clusters Score -124657 nChanged 2 ComputeScore: Raw -127725.600876 + Penalty 3068.005654 = -124657.595223 Iteration 48Q: 3 clusters Score -124657.6 nChanged 2 ComputeScore: Raw -127726.352895 + Penalty 3068.005654 = -124658.347241 Iteration 49Q: 3 clusters Score -124658.3 nChanged 2 ComputeScore: Raw -127726.951855 + Penalty 3068.005654 = -124658.946202 Iteration 50Q: 3 clusters Score -124658.9 nChanged 1 ComputeScore: Raw -127727.137369 + Penalty 3068.005654 = -124659.131715 Iteration 51Q: 3 clusters Score -124659.1 nChanged 1 ComputeScore: Raw -127727.530279 + Penalty 3068.005654 = -124659.524625 Iteration 52Q: 3 clusters Score -124659.5 nChanged 1 ComputeScore: Raw -127727.927143 + Penalty 3068.005654 = -124659.921490 Iteration 53Q: 3 clusters Score -124659.9 nChanged 0 ComputeScore: Raw -127727.927143 + Penalty 3068.005654 = -124659.921490 Iteration 54F: 3 clusters Score -124659.9 nChanged 0 Trying to split cluster 26 (4626 points) Assigned 2 initial classes randomly. ComputeScore: Raw -175041.837780 + Penalty 1595.055642 = -173446.782138 Iteration 0F: 2 clusters Score -173446.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -172716.325056 + Penalty 3190.111285 = -169526.213772 Iteration 0F: 3 clusters Score -169526.2 nChanged 1792 ComputeScore: Raw -173746.916938 + Penalty 3190.111285 = -170556.805654 Iteration 1F: 3 clusters Score -170556.8 nChanged 350 ComputeScore: Raw -173930.763027 + Penalty 3190.111285 = -170740.651742 Iteration 2F: 3 clusters Score -170740.7 nChanged 238 ComputeScore: Raw -174047.376094 + Penalty 3190.111285 = -170857.264809 Iteration 3F: 3 clusters Score -170857.3 nChanged 170 ComputeScore: Raw -174120.929910 + Penalty 3190.111285 = -170930.818626 Iteration 4Q: 3 clusters Score -170930.8 nChanged 125 ComputeScore: Raw -174170.275612 + Penalty 3190.111285 = -170980.164328 Iteration 5Q: 3 clusters Score -170980.2 nChanged 101 ComputeScore: Raw -174212.541167 + Penalty 3190.111285 = -171022.429883 Iteration 6Q: 3 clusters Score -171022.4 nChanged 84 ComputeScore: Raw -174243.789117 + Penalty 3190.111285 = -171053.677833 Iteration 7Q: 3 clusters Score -171053.7 nChanged 87 ComputeScore: Raw -174274.317052 + Penalty 3190.111285 = -171084.205767 Iteration 8Q: 3 clusters Score -171084.2 nChanged 74 ComputeScore: Raw -174301.565020 + Penalty 3190.111285 = -171111.453735 Iteration 9Q: 3 clusters Score -171111.5 nChanged 66 ComputeScore: Raw -174327.088988 + Penalty 3190.111285 = -171136.977704 Iteration 10Q: 3 clusters Score -171137 nChanged 65 ComputeScore: Raw -174351.619620 + Penalty 3190.111285 = -171161.508335 Iteration 11Q: 3 clusters Score -171161.5 nChanged 77 ComputeScore: Raw -174385.085208 + Penalty 3190.111285 = -171194.973924 Iteration 12Q: 3 clusters Score -171195 nChanged 67 ComputeScore: Raw -174413.862545 + Penalty 3190.111285 = -171223.751261 Iteration 13Q: 3 clusters Score -171223.8 nChanged 70 ComputeScore: Raw -174443.841768 + Penalty 3190.111285 = -171253.730484 Iteration 14Q: 3 clusters Score -171253.7 nChanged 79 ComputeScore: Raw -174475.453704 + Penalty 3190.111285 = -171285.342420 Iteration 15Q: 3 clusters Score -171285.3 nChanged 79 ComputeScore: Raw -174507.871526 + Penalty 3190.111285 = -171317.760241 Iteration 16Q: 3 clusters Score -171317.8 nChanged 80 ComputeScore: Raw -174543.254030 + Penalty 3190.111285 = -171353.142745 Iteration 17Q: 3 clusters Score -171353.1 nChanged 66 ComputeScore: Raw -174571.478394 + Penalty 3190.111285 = -171381.367110 Iteration 18Q: 3 clusters Score -171381.4 nChanged 76 ComputeScore: Raw -174620.131117 + Penalty 3190.111285 = -171430.019833 Iteration 19Q: 3 clusters Score -171430 nChanged 104 ComputeScore: Raw -174695.288758 + Penalty 3190.111285 = -171505.177474 Iteration 20F: 3 clusters Score -171505.2 nChanged 119 ComputeScore: Raw -174770.701154 + Penalty 3190.111285 = -171580.589869 Iteration 21Q: 3 clusters Score -171580.6 nChanged 123 ComputeScore: Raw -174874.395161 + Penalty 3190.111285 = -171684.283877 Iteration 22Q: 3 clusters Score -171684.3 nChanged 159 ComputeScore: Raw -175026.165567 + Penalty 3190.111285 = -171836.054282 Iteration 23Q: 3 clusters Score -171836.1 nChanged 166 ComputeScore: Raw -175175.041359 + Penalty 3190.111285 = -171984.930074 Iteration 24Q: 3 clusters Score -171984.9 nChanged 158 ComputeScore: Raw -175328.830799 + Penalty 3190.111285 = -172138.719515 Iteration 25Q: 3 clusters Score -172138.7 nChanged 176 ComputeScore: Raw -175507.304281 + Penalty 3190.111285 = -172317.192997 Iteration 26Q: 3 clusters Score -172317.2 nChanged 155 ComputeScore: Raw -175656.564166 + Penalty 3190.111285 = -172466.452882 Iteration 27Q: 3 clusters Score -172466.5 nChanged 130 ComputeScore: Raw -175752.748645 + Penalty 3190.111285 = -172562.637361 Iteration 28Q: 3 clusters Score -172562.6 nChanged 97 ComputeScore: Raw -175828.110264 + Penalty 3190.111285 = -172637.998980 Iteration 29Q: 3 clusters Score -172638 nChanged 88 ComputeScore: Raw -175902.785476 + Penalty 3190.111285 = -172712.674192 Iteration 30Q: 3 clusters Score -172712.7 nChanged 87 ComputeScore: Raw -175978.880388 + Penalty 3190.111285 = -172788.769103 Iteration 31Q: 3 clusters Score -172788.8 nChanged 69 ComputeScore: Raw -176029.695273 + Penalty 3190.111285 = -172839.583989 Iteration 32Q: 3 clusters Score -172839.6 nChanged 63 ComputeScore: Raw -176070.546337 + Penalty 3190.111285 = -172880.435052 Iteration 33Q: 3 clusters Score -172880.4 nChanged 55 ComputeScore: Raw -176098.317615 + Penalty 3190.111285 = -172908.206330 Iteration 34Q: 3 clusters Score -172908.2 nChanged 28 ComputeScore: Raw -176107.617485 + Penalty 3190.111285 = -172917.506200 Iteration 35Q: 3 clusters Score -172917.5 nChanged 20 ComputeScore: Raw -176113.550428 + Penalty 3190.111285 = -172923.439143 Iteration 36Q: 3 clusters Score -172923.4 nChanged 12 ComputeScore: Raw -176116.904544 + Penalty 3190.111285 = -172926.793259 Iteration 37Q: 3 clusters Score -172926.8 nChanged 7 ComputeScore: Raw -176119.742014 + Penalty 3190.111285 = -172929.630730 Iteration 38Q: 3 clusters Score -172929.6 nChanged 4 ComputeScore: Raw -176120.478688 + Penalty 3190.111285 = -172930.367403 Iteration 39Q: 3 clusters Score -172930.4 nChanged 3 ComputeScore: Raw -176121.355229 + Penalty 3190.111285 = -172931.243944 Iteration 40F: 3 clusters Score -172931.2 nChanged 2 ComputeScore: Raw -176121.880781 + Penalty 3190.111285 = -172931.769497 Iteration 41Q: 3 clusters Score -172931.8 nChanged 1 ComputeScore: Raw -176122.234817 + Penalty 3190.111285 = -172932.123532 Iteration 42Q: 3 clusters Score -172932.1 nChanged 0 ComputeScore: Raw -176122.234817 + Penalty 3190.111285 = -172932.123532 Iteration 43F: 3 clusters Score -172932.1 nChanged 0 Trying to split cluster 27 (4487 points) Assigned 2 initial classes randomly. ComputeScore: Raw -171194.447104 + Penalty 1589.289586 = -169605.157519 Iteration 0F: 2 clusters Score -169605.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -168957.898893 + Penalty 3178.579171 = -165779.319722 Iteration 0F: 3 clusters Score -165779.3 nChanged 1786 ComputeScore: Raw -169989.383013 + Penalty 3178.579171 = -166810.803842 Iteration 1F: 3 clusters Score -166810.8 nChanged 374 ComputeScore: Raw -170224.717331 + Penalty 3178.579171 = -167046.138160 Iteration 2F: 3 clusters Score -167046.1 nChanged 252 ComputeScore: Raw -170392.380081 + Penalty 3178.579171 = -167213.800910 Iteration 3F: 3 clusters Score -167213.8 nChanged 202 ComputeScore: Raw -170540.752686 + Penalty 3178.579171 = -167362.173515 Iteration 4Q: 3 clusters Score -167362.2 nChanged 169 ComputeScore: Raw -170665.102892 + Penalty 3178.579171 = -167486.523721 Iteration 5Q: 3 clusters Score -167486.5 nChanged 163 ComputeScore: Raw -170791.404788 + Penalty 3178.579171 = -167612.825617 Iteration 6Q: 3 clusters Score -167612.8 nChanged 165 ComputeScore: Raw -170911.354714 + Penalty 3178.579171 = -167732.775543 Iteration 7Q: 3 clusters Score -167732.8 nChanged 157 ComputeScore: Raw -171011.473138 + Penalty 3178.579171 = -167832.893967 Iteration 8Q: 3 clusters Score -167832.9 nChanged 145 ComputeScore: Raw -171104.616965 + Penalty 3178.579171 = -167926.037794 Iteration 9Q: 3 clusters Score -167926 nChanged 113 ComputeScore: Raw -171178.085025 + Penalty 3178.579171 = -167999.505854 Iteration 10Q: 3 clusters Score -167999.5 nChanged 108 ComputeScore: Raw -171231.989226 + Penalty 3178.579171 = -168053.410055 Iteration 11Q: 3 clusters Score -168053.4 nChanged 87 ComputeScore: Raw -171277.281533 + Penalty 3178.579171 = -168098.702362 Iteration 12Q: 3 clusters Score -168098.7 nChanged 69 ComputeScore: Raw -171317.326014 + Penalty 3178.579171 = -168138.746843 Iteration 13Q: 3 clusters Score -168138.7 nChanged 70 ComputeScore: Raw -171350.473645 + Penalty 3178.579171 = -168171.894473 Iteration 14Q: 3 clusters Score -168171.9 nChanged 56 ComputeScore: Raw -171379.828325 + Penalty 3178.579171 = -168201.249154 Iteration 15Q: 3 clusters Score -168201.2 nChanged 57 ComputeScore: Raw -171410.153720 + Penalty 3178.579171 = -168231.574549 Iteration 16Q: 3 clusters Score -168231.6 nChanged 53 ComputeScore: Raw -171433.135427 + Penalty 3178.579171 = -168254.556256 Iteration 17Q: 3 clusters Score -168254.6 nChanged 43 ComputeScore: Raw -171454.068962 + Penalty 3178.579171 = -168275.489791 Iteration 18Q: 3 clusters Score -168275.5 nChanged 41 ComputeScore: Raw -171472.141839 + Penalty 3178.579171 = -168293.562668 Iteration 19Q: 3 clusters Score -168293.6 nChanged 35 ComputeScore: Raw -171488.771618 + Penalty 3178.579171 = -168310.192447 Iteration 20F: 3 clusters Score -168310.2 nChanged 34 ComputeScore: Raw -171504.232071 + Penalty 3178.579171 = -168325.652900 Iteration 21Q: 3 clusters Score -168325.7 nChanged 28 ComputeScore: Raw -171519.122339 + Penalty 3178.579171 = -168340.543168 Iteration 22Q: 3 clusters Score -168340.5 nChanged 32 ComputeScore: Raw -171533.257766 + Penalty 3178.579171 = -168354.678595 Iteration 23Q: 3 clusters Score -168354.7 nChanged 33 ComputeScore: Raw -171553.875163 + Penalty 3178.579171 = -168375.295992 Iteration 24Q: 3 clusters Score -168375.3 nChanged 31 ComputeScore: Raw -171571.945504 + Penalty 3178.579171 = -168393.366333 Iteration 25Q: 3 clusters Score -168393.4 nChanged 31 ComputeScore: Raw -171593.566858 + Penalty 3178.579171 = -168414.987687 Iteration 26Q: 3 clusters Score -168415 nChanged 35 ComputeScore: Raw -171619.165772 + Penalty 3178.579171 = -168440.586601 Iteration 27Q: 3 clusters Score -168440.6 nChanged 48 ComputeScore: Raw -171647.915747 + Penalty 3178.579171 = -168469.336576 Iteration 28Q: 3 clusters Score -168469.3 nChanged 44 ComputeScore: Raw -171673.181644 + Penalty 3178.579171 = -168494.602473 Iteration 29Q: 3 clusters Score -168494.6 nChanged 30 ComputeScore: Raw -171688.791095 + Penalty 3178.579171 = -168510.211924 Iteration 30Q: 3 clusters Score -168510.2 nChanged 22 ComputeScore: Raw -171696.020325 + Penalty 3178.579171 = -168517.441154 Iteration 31Q: 3 clusters Score -168517.4 nChanged 9 ComputeScore: Raw -171698.340418 + Penalty 3178.579171 = -168519.761246 Iteration 32Q: 3 clusters Score -168519.8 nChanged 11 ComputeScore: Raw -171701.857989 + Penalty 3178.579171 = -168523.278818 Iteration 33Q: 3 clusters Score -168523.3 nChanged 5 ComputeScore: Raw -171703.365280 + Penalty 3178.579171 = -168524.786109 Iteration 34Q: 3 clusters Score -168524.8 nChanged 7 ComputeScore: Raw -171705.903602 + Penalty 3178.579171 = -168527.324431 Iteration 35Q: 3 clusters Score -168527.3 nChanged 5 ComputeScore: Raw -171707.939637 + Penalty 3178.579171 = -168529.360466 Iteration 36Q: 3 clusters Score -168529.4 nChanged 3 ComputeScore: Raw -171708.672299 + Penalty 3178.579171 = -168530.093128 Iteration 37Q: 3 clusters Score -168530.1 nChanged 1 ComputeScore: Raw -171708.806973 + Penalty 3178.579171 = -168530.227802 Iteration 38Q: 3 clusters Score -168530.2 nChanged 2 ComputeScore: Raw -171709.153377 + Penalty 3178.579171 = -168530.574206 Iteration 39Q: 3 clusters Score -168530.6 nChanged 3 ComputeScore: Raw -171709.804822 + Penalty 3178.579171 = -168531.225651 Iteration 40F: 3 clusters Score -168531.2 nChanged 1 ComputeScore: Raw -171710.095763 + Penalty 3178.579171 = -168531.516592 Iteration 41Q: 3 clusters Score -168531.5 nChanged 4 ComputeScore: Raw -171711.171641 + Penalty 3178.579171 = -168532.592470 Iteration 42Q: 3 clusters Score -168532.6 nChanged 3 ComputeScore: Raw -171711.829667 + Penalty 3178.579171 = -168533.250496 Iteration 43Q: 3 clusters Score -168533.3 nChanged 4 ComputeScore: Raw -171712.929460 + Penalty 3178.579171 = -168534.350289 Iteration 44Q: 3 clusters Score -168534.4 nChanged 5 ComputeScore: Raw -171714.324010 + Penalty 3178.579171 = -168535.744839 Iteration 45Q: 3 clusters Score -168535.7 nChanged 6 ComputeScore: Raw -171715.550705 + Penalty 3178.579171 = -168536.971534 Iteration 46Q: 3 clusters Score -168537 nChanged 1 ComputeScore: Raw -171716.158839 + Penalty 3178.579171 = -168537.579668 Iteration 47Q: 3 clusters Score -168537.6 nChanged 2 ComputeScore: Raw -171716.502818 + Penalty 3178.579171 = -168537.923647 Iteration 48Q: 3 clusters Score -168537.9 nChanged 1 ComputeScore: Raw -171716.687464 + Penalty 3178.579171 = -168538.108293 Iteration 49Q: 3 clusters Score -168538.1 nChanged 0 ComputeScore: Raw -171716.687464 + Penalty 3178.579171 = -168538.108293 Iteration 50F: 3 clusters Score -168538.1 nChanged 0 Trying to split cluster 28 (7281 points) Assigned 2 initial classes randomly. ComputeScore: Raw -273193.415251 + Penalty 1680.781440 = -271512.633810 Iteration 0F: 2 clusters Score -271512.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -269342.519504 + Penalty 3361.562881 = -265980.956623 Iteration 0F: 3 clusters Score -265981 nChanged 3030 ComputeScore: Raw -271060.427723 + Penalty 3361.562881 = -267698.864842 Iteration 1F: 3 clusters Score -267698.9 nChanged 589 ComputeScore: Raw -271452.910455 + Penalty 3361.562881 = -268091.347574 Iteration 2F: 3 clusters Score -268091.3 nChanged 482 ComputeScore: Raw -271820.254976 + Penalty 3361.562881 = -268458.692095 Iteration 3F: 3 clusters Score -268458.7 nChanged 410 ComputeScore: Raw -272128.031859 + Penalty 3361.562881 = -268766.468978 Iteration 4F: 3 clusters Score -268766.5 nChanged 378 ComputeScore: Raw -272433.577038 + Penalty 3361.562881 = -269072.014157 Iteration 5F: 3 clusters Score -269072 nChanged 374 ComputeScore: Raw -272846.093178 + Penalty 3361.562881 = -269484.530297 Iteration 6F: 3 clusters Score -269484.5 nChanged 395 ComputeScore: Raw -273257.261489 + Penalty 3361.562881 = -269895.698608 Iteration 7F: 3 clusters Score -269895.7 nChanged 377 ComputeScore: Raw -273609.146318 + Penalty 3361.562881 = -270247.583437 Iteration 8F: 3 clusters Score -270247.6 nChanged 323 ComputeScore: Raw -273930.249743 + Penalty 3361.562881 = -270568.686862 Iteration 9Q: 3 clusters Score -270568.7 nChanged 305 ComputeScore: Raw -274189.744015 + Penalty 3361.562881 = -270828.181135 Iteration 10Q: 3 clusters Score -270828.2 nChanged 253 ComputeScore: Raw -274384.723968 + Penalty 3361.562881 = -271023.161087 Iteration 11Q: 3 clusters Score -271023.2 nChanged 173 ComputeScore: Raw -274506.287234 + Penalty 3361.562881 = -271144.724353 Iteration 12Q: 3 clusters Score -271144.7 nChanged 130 ComputeScore: Raw -274585.579690 + Penalty 3361.562881 = -271224.016809 Iteration 13Q: 3 clusters Score -271224 nChanged 97 ComputeScore: Raw -274638.126276 + Penalty 3361.562881 = -271276.563395 Iteration 14Q: 3 clusters Score -271276.6 nChanged 85 ComputeScore: Raw -274674.739409 + Penalty 3361.562881 = -271313.176529 Iteration 15Q: 3 clusters Score -271313.2 nChanged 61 ComputeScore: Raw -274697.387137 + Penalty 3361.562881 = -271335.824256 Iteration 16Q: 3 clusters Score -271335.8 nChanged 49 ComputeScore: Raw -274720.450472 + Penalty 3361.562881 = -271358.887591 Iteration 17Q: 3 clusters Score -271358.9 nChanged 50 ComputeScore: Raw -274743.955307 + Penalty 3361.562881 = -271382.392426 Iteration 18Q: 3 clusters Score -271382.4 nChanged 46 ComputeScore: Raw -274760.627865 + Penalty 3361.562881 = -271399.064984 Iteration 19Q: 3 clusters Score -271399.1 nChanged 37 ComputeScore: Raw -274776.363214 + Penalty 3361.562881 = -271414.800333 Iteration 20F: 3 clusters Score -271414.8 nChanged 29 ComputeScore: Raw -274785.579663 + Penalty 3361.562881 = -271424.016783 Iteration 21Q: 3 clusters Score -271424 nChanged 20 ComputeScore: Raw -274789.529897 + Penalty 3361.562881 = -271427.967016 Iteration 22Q: 3 clusters Score -271428 nChanged 11 ComputeScore: Raw -274792.580864 + Penalty 3361.562881 = -271431.017984 Iteration 23Q: 3 clusters Score -271431 nChanged 14 ComputeScore: Raw -274795.096363 + Penalty 3361.562881 = -271433.533482 Iteration 24Q: 3 clusters Score -271433.5 nChanged 11 ComputeScore: Raw -274796.859920 + Penalty 3361.562881 = -271435.297039 Iteration 25Q: 3 clusters Score -271435.3 nChanged 4 ComputeScore: Raw -274797.563562 + Penalty 3361.562881 = -271436.000681 Iteration 26Q: 3 clusters Score -271436 nChanged 6 ComputeScore: Raw -274798.850941 + Penalty 3361.562881 = -271437.288060 Iteration 27Q: 3 clusters Score -271437.3 nChanged 4 ComputeScore: Raw -274799.339629 + Penalty 3361.562881 = -271437.776748 Iteration 28Q: 3 clusters Score -271437.8 nChanged 3 ComputeScore: Raw -274799.759400 + Penalty 3361.562881 = -271438.196519 Iteration 29Q: 3 clusters Score -271438.2 nChanged 2 ComputeScore: Raw -274800.002544 + Penalty 3361.562881 = -271438.439663 Iteration 30Q: 3 clusters Score -271438.4 nChanged 1 ComputeScore: Raw -274800.088943 + Penalty 3361.562881 = -271438.526062 Iteration 31Q: 3 clusters Score -271438.5 nChanged 2 ComputeScore: Raw -274800.321369 + Penalty 3361.562881 = -271438.758489 Iteration 32Q: 3 clusters Score -271438.8 nChanged 1 ComputeScore: Raw -274800.485494 + Penalty 3361.562881 = -271438.922613 Iteration 33Q: 3 clusters Score -271438.9 nChanged 2 ComputeScore: Raw -274800.749304 + Penalty 3361.562881 = -271439.186423 Iteration 34Q: 3 clusters Score -271439.2 nChanged 1 ComputeScore: Raw -274800.816401 + Penalty 3361.562881 = -271439.253520 Iteration 35Q: 3 clusters Score -271439.3 nChanged 2 ComputeScore: Raw -274801.134822 + Penalty 3361.562881 = -271439.571941 Iteration 36Q: 3 clusters Score -271439.6 nChanged 2 ComputeScore: Raw -274801.282217 + Penalty 3361.562881 = -271439.719336 Iteration 37Q: 3 clusters Score -271439.7 nChanged 0 ComputeScore: Raw -274801.282217 + Penalty 3361.562881 = -271439.719336 Iteration 38F: 3 clusters Score -271439.7 nChanged 0 Trying to split cluster 29 (5440 points) Assigned 2 initial classes randomly. ComputeScore: Raw -206233.138703 + Penalty 1625.689990 = -204607.448713 Iteration 0F: 2 clusters Score -204607.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -203442.539570 + Penalty 3251.379980 = -200191.159589 Iteration 0F: 3 clusters Score -200191.2 nChanged 2171 ComputeScore: Raw -204563.904834 + Penalty 3251.379980 = -201312.524854 Iteration 1F: 3 clusters Score -201312.5 nChanged 380 ComputeScore: Raw -204778.070202 + Penalty 3251.379980 = -201526.690221 Iteration 2F: 3 clusters Score -201526.7 nChanged 293 ComputeScore: Raw -204934.840170 + Penalty 3251.379980 = -201683.460190 Iteration 3F: 3 clusters Score -201683.5 nChanged 246 ComputeScore: Raw -205051.298611 + Penalty 3251.379980 = -201799.918630 Iteration 4Q: 3 clusters Score -201799.9 nChanged 203 ComputeScore: Raw -205149.032274 + Penalty 3251.379980 = -201897.652294 Iteration 5Q: 3 clusters Score -201897.7 nChanged 182 ComputeScore: Raw -205238.186348 + Penalty 3251.379980 = -201986.806367 Iteration 6Q: 3 clusters Score -201986.8 nChanged 181 ComputeScore: Raw -205335.943510 + Penalty 3251.379980 = -202084.563530 Iteration 7Q: 3 clusters Score -202084.6 nChanged 179 ComputeScore: Raw -205440.678435 + Penalty 3251.379980 = -202189.298454 Iteration 8Q: 3 clusters Score -202189.3 nChanged 152 ComputeScore: Raw -205540.078929 + Penalty 3251.379980 = -202288.698948 Iteration 9Q: 3 clusters Score -202288.7 nChanged 166 ComputeScore: Raw -205665.534775 + Penalty 3251.379980 = -202414.154794 Iteration 10Q: 3 clusters Score -202414.2 nChanged 202 ComputeScore: Raw -205820.803339 + Penalty 3251.379980 = -202569.423359 Iteration 11Q: 3 clusters Score -202569.4 nChanged 210 ComputeScore: Raw -205994.869696 + Penalty 3251.379980 = -202743.489715 Iteration 12Q: 3 clusters Score -202743.5 nChanged 200 ComputeScore: Raw -206199.322990 + Penalty 3251.379980 = -202947.943010 Iteration 13Q: 3 clusters Score -202947.9 nChanged 220 ComputeScore: Raw -206423.593074 + Penalty 3251.379980 = -203172.213094 Iteration 14Q: 3 clusters Score -203172.2 nChanged 225 ComputeScore: Raw -206628.274852 + Penalty 3251.379980 = -203376.894871 Iteration 15Q: 3 clusters Score -203376.9 nChanged 208 ComputeScore: Raw -206823.289212 + Penalty 3251.379980 = -203571.909232 Iteration 16Q: 3 clusters Score -203571.9 nChanged 194 ComputeScore: Raw -206988.625466 + Penalty 3251.379980 = -203737.245485 Iteration 17Q: 3 clusters Score -203737.2 nChanged 161 ComputeScore: Raw -207140.206972 + Penalty 3251.379980 = -203888.826991 Iteration 18Q: 3 clusters Score -203888.8 nChanged 161 ComputeScore: Raw -207269.198885 + Penalty 3251.379980 = -204017.818904 Iteration 19Q: 3 clusters Score -204017.8 nChanged 136 ComputeScore: Raw -207381.532681 + Penalty 3251.379980 = -204130.152701 Iteration 20F: 3 clusters Score -204130.2 nChanged 119 ComputeScore: Raw -207472.388435 + Penalty 3251.379980 = -204221.008455 Iteration 21Q: 3 clusters Score -204221 nChanged 98 ComputeScore: Raw -207536.756107 + Penalty 3251.379980 = -204285.376127 Iteration 22Q: 3 clusters Score -204285.4 nChanged 61 ComputeScore: Raw -207569.313224 + Penalty 3251.379980 = -204317.933243 Iteration 23Q: 3 clusters Score -204317.9 nChanged 55 ComputeScore: Raw -207595.485000 + Penalty 3251.379980 = -204344.105019 Iteration 24Q: 3 clusters Score -204344.1 nChanged 37 ComputeScore: Raw -207611.154181 + Penalty 3251.379980 = -204359.774200 Iteration 25Q: 3 clusters Score -204359.8 nChanged 30 ComputeScore: Raw -207620.530705 + Penalty 3251.379980 = -204369.150724 Iteration 26Q: 3 clusters Score -204369.2 nChanged 23 ComputeScore: Raw -207629.187872 + Penalty 3251.379980 = -204377.807892 Iteration 27Q: 3 clusters Score -204377.8 nChanged 24 ComputeScore: Raw -207643.373346 + Penalty 3251.379980 = -204391.993365 Iteration 28Q: 3 clusters Score -204392 nChanged 44 ComputeScore: Raw -207671.049330 + Penalty 3251.379980 = -204419.669349 Iteration 29Q: 3 clusters Score -204419.7 nChanged 48 ComputeScore: Raw -207700.553992 + Penalty 3251.379980 = -204449.174011 Iteration 30Q: 3 clusters Score -204449.2 nChanged 48 ComputeScore: Raw -207728.333652 + Penalty 3251.379980 = -204476.953671 Iteration 31Q: 3 clusters Score -204477 nChanged 33 ComputeScore: Raw -207745.950537 + Penalty 3251.379980 = -204494.570556 Iteration 32Q: 3 clusters Score -204494.6 nChanged 20 ComputeScore: Raw -207755.028488 + Penalty 3251.379980 = -204503.648508 Iteration 33Q: 3 clusters Score -204503.6 nChanged 10 ComputeScore: Raw -207758.069846 + Penalty 3251.379980 = -204506.689865 Iteration 34Q: 3 clusters Score -204506.7 nChanged 4 ComputeScore: Raw -207759.097963 + Penalty 3251.379980 = -204507.717983 Iteration 35Q: 3 clusters Score -204507.7 nChanged 1 ComputeScore: Raw -207759.458716 + Penalty 3251.379980 = -204508.078735 Iteration 36Q: 3 clusters Score -204508.1 nChanged 1 ComputeScore: Raw -207759.590972 + Penalty 3251.379980 = -204508.210992 Iteration 37Q: 3 clusters Score -204508.2 nChanged 0 ComputeScore: Raw -207759.590972 + Penalty 3251.379980 = -204508.210992 Iteration 38F: 3 clusters Score -204508.2 nChanged 0 Trying to split cluster 30 (3992 points) Assigned 2 initial classes randomly. ComputeScore: Raw -151408.179254 + Penalty 1567.197003 = -149840.982250 Iteration 0F: 2 clusters Score -149841 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -149414.245347 + Penalty 3134.394007 = -146279.851340 Iteration 0F: 3 clusters Score -146279.9 nChanged 1555 ComputeScore: Raw -150339.679465 + Penalty 3134.394007 = -147205.285458 Iteration 1F: 3 clusters Score -147205.3 nChanged 321 ComputeScore: Raw -150557.564911 + Penalty 3134.394007 = -147423.170904 Iteration 2F: 3 clusters Score -147423.2 nChanged 209 ComputeScore: Raw -150739.515156 + Penalty 3134.394007 = -147605.121149 Iteration 3F: 3 clusters Score -147605.1 nChanged 195 ComputeScore: Raw -150906.522321 + Penalty 3134.394007 = -147772.128314 Iteration 4Q: 3 clusters Score -147772.1 nChanged 172 ComputeScore: Raw -151016.452003 + Penalty 3134.394007 = -147882.057996 Iteration 5Q: 3 clusters Score -147882.1 nChanged 140 ComputeScore: Raw -151107.705808 + Penalty 3134.394007 = -147973.311801 Iteration 6Q: 3 clusters Score -147973.3 nChanged 117 ComputeScore: Raw -151191.803467 + Penalty 3134.394007 = -148057.409460 Iteration 7Q: 3 clusters Score -148057.4 nChanged 134 ComputeScore: Raw -151288.725566 + Penalty 3134.394007 = -148154.331559 Iteration 8Q: 3 clusters Score -148154.3 nChanged 137 ComputeScore: Raw -151381.923211 + Penalty 3134.394007 = -148247.529204 Iteration 9Q: 3 clusters Score -148247.5 nChanged 129 ComputeScore: Raw -151458.363236 + Penalty 3134.394007 = -148323.969229 Iteration 10Q: 3 clusters Score -148324 nChanged 101 ComputeScore: Raw -151524.627523 + Penalty 3134.394007 = -148390.233516 Iteration 11Q: 3 clusters Score -148390.2 nChanged 108 ComputeScore: Raw -151594.738990 + Penalty 3134.394007 = -148460.344983 Iteration 12Q: 3 clusters Score -148460.3 nChanged 112 ComputeScore: Raw -151679.309026 + Penalty 3134.394007 = -148544.915019 Iteration 13Q: 3 clusters Score -148544.9 nChanged 113 ComputeScore: Raw -151769.896709 + Penalty 3134.394007 = -148635.502702 Iteration 14Q: 3 clusters Score -148635.5 nChanged 107 ComputeScore: Raw -151842.987655 + Penalty 3134.394007 = -148708.593648 Iteration 15Q: 3 clusters Score -148708.6 nChanged 85 ComputeScore: Raw -151905.570954 + Penalty 3134.394007 = -148771.176947 Iteration 16Q: 3 clusters Score -148771.2 nChanged 76 ComputeScore: Raw -151952.738404 + Penalty 3134.394007 = -148818.344397 Iteration 17Q: 3 clusters Score -148818.3 nChanged 62 ComputeScore: Raw -151981.990282 + Penalty 3134.394007 = -148847.596275 Iteration 18Q: 3 clusters Score -148847.6 nChanged 35 ComputeScore: Raw -151997.548171 + Penalty 3134.394007 = -148863.154164 Iteration 19Q: 3 clusters Score -148863.2 nChanged 24 ComputeScore: Raw -152009.752137 + Penalty 3134.394007 = -148875.358130 Iteration 20F: 3 clusters Score -148875.4 nChanged 27 ComputeScore: Raw -152022.128406 + Penalty 3134.394007 = -148887.734399 Iteration 21Q: 3 clusters Score -148887.7 nChanged 15 ComputeScore: Raw -152027.990169 + Penalty 3134.394007 = -148893.596162 Iteration 22Q: 3 clusters Score -148893.6 nChanged 17 ComputeScore: Raw -152034.649083 + Penalty 3134.394007 = -148900.255076 Iteration 23Q: 3 clusters Score -148900.3 nChanged 15 ComputeScore: Raw -152039.839041 + Penalty 3134.394007 = -148905.445034 Iteration 24Q: 3 clusters Score -148905.4 nChanged 10 ComputeScore: Raw -152043.309754 + Penalty 3134.394007 = -148908.915747 Iteration 25Q: 3 clusters Score -148908.9 nChanged 11 ComputeScore: Raw -152047.023993 + Penalty 3134.394007 = -148912.629986 Iteration 26Q: 3 clusters Score -148912.6 nChanged 7 ComputeScore: Raw -152049.329498 + Penalty 3134.394007 = -148914.935491 Iteration 27Q: 3 clusters Score -148914.9 nChanged 8 ComputeScore: Raw -152051.037725 + Penalty 3134.394007 = -148916.643718 Iteration 28Q: 3 clusters Score -148916.6 nChanged 3 ComputeScore: Raw -152051.859697 + Penalty 3134.394007 = -148917.465690 Iteration 29Q: 3 clusters Score -148917.5 nChanged 4 ComputeScore: Raw -152052.772286 + Penalty 3134.394007 = -148918.378279 Iteration 30Q: 3 clusters Score -148918.4 nChanged 2 ComputeScore: Raw -152053.294043 + Penalty 3134.394007 = -148918.900036 Iteration 31Q: 3 clusters Score -148918.9 nChanged 0 ComputeScore: Raw -152053.294043 + Penalty 3134.394007 = -148918.900036 Iteration 32F: 3 clusters Score -148918.9 nChanged 0 Trying to split cluster 31 (2986 points) Assigned 2 initial classes randomly. ComputeScore: Raw -115963.173995 + Penalty 1512.319406 = -114450.854589 Iteration 0F: 2 clusters Score -114450.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -114575.474180 + Penalty 3024.638812 = -111550.835368 Iteration 0F: 3 clusters Score -111550.8 nChanged 1132 ComputeScore: Raw -115238.947338 + Penalty 3024.638812 = -112214.308527 Iteration 1F: 3 clusters Score -112214.3 nChanged 263 ComputeScore: Raw -115428.729611 + Penalty 3024.638812 = -112404.090799 Iteration 2F: 3 clusters Score -112404.1 nChanged 182 ComputeScore: Raw -115579.951257 + Penalty 3024.638812 = -112555.312445 Iteration 3F: 3 clusters Score -112555.3 nChanged 154 ComputeScore: Raw -115696.076260 + Penalty 3024.638812 = -112671.437448 Iteration 4F: 3 clusters Score -112671.4 nChanged 112 ComputeScore: Raw -115764.741643 + Penalty 3024.638812 = -112740.102832 Iteration 5Q: 3 clusters Score -112740.1 nChanged 76 ComputeScore: Raw -115804.532845 + Penalty 3024.638812 = -112779.894034 Iteration 6Q: 3 clusters Score -112779.9 nChanged 56 ComputeScore: Raw -115835.420492 + Penalty 3024.638812 = -112810.781681 Iteration 7Q: 3 clusters Score -112810.8 nChanged 47 ComputeScore: Raw -115857.563018 + Penalty 3024.638812 = -112832.924206 Iteration 8Q: 3 clusters Score -112832.9 nChanged 31 ComputeScore: Raw -115871.643006 + Penalty 3024.638812 = -112847.004194 Iteration 9Q: 3 clusters Score -112847 nChanged 32 ComputeScore: Raw -115890.684307 + Penalty 3024.638812 = -112866.045495 Iteration 10Q: 3 clusters Score -112866 nChanged 38 ComputeScore: Raw -115908.746366 + Penalty 3024.638812 = -112884.107555 Iteration 11Q: 3 clusters Score -112884.1 nChanged 31 ComputeScore: Raw -115928.098444 + Penalty 3024.638812 = -112903.459633 Iteration 12Q: 3 clusters Score -112903.5 nChanged 36 ComputeScore: Raw -115947.204823 + Penalty 3024.638812 = -112922.566011 Iteration 13Q: 3 clusters Score -112922.6 nChanged 29 ComputeScore: Raw -115964.292995 + Penalty 3024.638812 = -112939.654183 Iteration 14Q: 3 clusters Score -112939.7 nChanged 29 ComputeScore: Raw -115982.836297 + Penalty 3024.638812 = -112958.197485 Iteration 15Q: 3 clusters Score -112958.2 nChanged 45 ComputeScore: Raw -116005.713254 + Penalty 3024.638812 = -112981.074442 Iteration 16Q: 3 clusters Score -112981.1 nChanged 35 ComputeScore: Raw -116025.123489 + Penalty 3024.638812 = -113000.484677 Iteration 17Q: 3 clusters Score -113000.5 nChanged 33 ComputeScore: Raw -116047.495704 + Penalty 3024.638812 = -113022.856893 Iteration 18Q: 3 clusters Score -113022.9 nChanged 36 ComputeScore: Raw -116069.100376 + Penalty 3024.638812 = -113044.461565 Iteration 19Q: 3 clusters Score -113044.5 nChanged 43 ComputeScore: Raw -116096.146902 + Penalty 3024.638812 = -113071.508091 Iteration 20F: 3 clusters Score -113071.5 nChanged 34 ComputeScore: Raw -116110.050553 + Penalty 3024.638812 = -113085.411741 Iteration 21Q: 3 clusters Score -113085.4 nChanged 19 ComputeScore: Raw -116118.263280 + Penalty 3024.638812 = -113093.624468 Iteration 22Q: 3 clusters Score -113093.6 nChanged 15 ComputeScore: Raw -116128.832036 + Penalty 3024.638812 = -113104.193224 Iteration 23Q: 3 clusters Score -113104.2 nChanged 21 ComputeScore: Raw -116140.167919 + Penalty 3024.638812 = -113115.529107 Iteration 24Q: 3 clusters Score -113115.5 nChanged 17 ComputeScore: Raw -116151.667087 + Penalty 3024.638812 = -113127.028275 Iteration 25Q: 3 clusters Score -113127 nChanged 14 ComputeScore: Raw -116158.411611 + Penalty 3024.638812 = -113133.772800 Iteration 26Q: 3 clusters Score -113133.8 nChanged 10 ComputeScore: Raw -116162.593353 + Penalty 3024.638812 = -113137.954541 Iteration 27Q: 3 clusters Score -113138 nChanged 6 ComputeScore: Raw -116165.403237 + Penalty 3024.638812 = -113140.764426 Iteration 28Q: 3 clusters Score -113140.8 nChanged 11 ComputeScore: Raw -116170.560397 + Penalty 3024.638812 = -113145.921585 Iteration 29Q: 3 clusters Score -113145.9 nChanged 10 ComputeScore: Raw -116175.981884 + Penalty 3024.638812 = -113151.343072 Iteration 30Q: 3 clusters Score -113151.3 nChanged 7 ComputeScore: Raw -116178.666892 + Penalty 3024.638812 = -113154.028080 Iteration 31Q: 3 clusters Score -113154 nChanged 6 ComputeScore: Raw -116181.258416 + Penalty 3024.638812 = -113156.619604 Iteration 32Q: 3 clusters Score -113156.6 nChanged 3 ComputeScore: Raw -116182.770763 + Penalty 3024.638812 = -113158.131951 Iteration 33Q: 3 clusters Score -113158.1 nChanged 4 ComputeScore: Raw -116185.087468 + Penalty 3024.638812 = -113160.448656 Iteration 34Q: 3 clusters Score -113160.4 nChanged 12 ComputeScore: Raw -116194.132306 + Penalty 3024.638812 = -113169.493494 Iteration 35Q: 3 clusters Score -113169.5 nChanged 14 ComputeScore: Raw -116203.297906 + Penalty 3024.638812 = -113178.659094 Iteration 36Q: 3 clusters Score -113178.7 nChanged 19 ComputeScore: Raw -116216.782041 + Penalty 3024.638812 = -113192.143230 Iteration 37Q: 3 clusters Score -113192.1 nChanged 18 ComputeScore: Raw -116226.056054 + Penalty 3024.638812 = -113201.417242 Iteration 38Q: 3 clusters Score -113201.4 nChanged 14 ComputeScore: Raw -116233.990698 + Penalty 3024.638812 = -113209.351886 Iteration 39Q: 3 clusters Score -113209.4 nChanged 10 ComputeScore: Raw -116239.883067 + Penalty 3024.638812 = -113215.244256 Iteration 40F: 3 clusters Score -113215.2 nChanged 12 ComputeScore: Raw -116245.451583 + Penalty 3024.638812 = -113220.812772 Iteration 41Q: 3 clusters Score -113220.8 nChanged 12 ComputeScore: Raw -116253.414149 + Penalty 3024.638812 = -113228.775337 Iteration 42Q: 3 clusters Score -113228.8 nChanged 15 ComputeScore: Raw -116260.081635 + Penalty 3024.638812 = -113235.442824 Iteration 43Q: 3 clusters Score -113235.4 nChanged 9 ComputeScore: Raw -116264.155350 + Penalty 3024.638812 = -113239.516538 Iteration 44Q: 3 clusters Score -113239.5 nChanged 5 ComputeScore: Raw -116267.000190 + Penalty 3024.638812 = -113242.361379 Iteration 45Q: 3 clusters Score -113242.4 nChanged 8 ComputeScore: Raw -116269.940131 + Penalty 3024.638812 = -113245.301320 Iteration 46Q: 3 clusters Score -113245.3 nChanged 7 ComputeScore: Raw -116272.776224 + Penalty 3024.638812 = -113248.137412 Iteration 47Q: 3 clusters Score -113248.1 nChanged 6 ComputeScore: Raw -116275.467066 + Penalty 3024.638812 = -113250.828254 Iteration 48Q: 3 clusters Score -113250.8 nChanged 6 ComputeScore: Raw -116277.296146 + Penalty 3024.638812 = -113252.657334 Iteration 49Q: 3 clusters Score -113252.7 nChanged 4 ComputeScore: Raw -116278.460672 + Penalty 3024.638812 = -113253.821860 Iteration 50Q: 3 clusters Score -113253.8 nChanged 4 ComputeScore: Raw -116279.938567 + Penalty 3024.638812 = -113255.299756 Iteration 51Q: 3 clusters Score -113255.3 nChanged 6 ComputeScore: Raw -116281.986833 + Penalty 3024.638812 = -113257.348021 Iteration 52Q: 3 clusters Score -113257.3 nChanged 3 ComputeScore: Raw -116283.032760 + Penalty 3024.638812 = -113258.393948 Iteration 53Q: 3 clusters Score -113258.4 nChanged 1 ComputeScore: Raw -116283.559167 + Penalty 3024.638812 = -113258.920356 Iteration 54Q: 3 clusters Score -113258.9 nChanged 0 ComputeScore: Raw -116283.559167 + Penalty 3024.638812 = -113258.920356 Iteration 55F: 3 clusters Score -113258.9 nChanged 0 Trying to split cluster 32 (4072 points) Assigned 2 initial classes randomly. ComputeScore: Raw -150054.403018 + Penalty 1570.947127 = -148483.455891 Iteration 0F: 2 clusters Score -148483.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -148083.831823 + Penalty 3141.894253 = -144941.937570 Iteration 0F: 3 clusters Score -144941.9 nChanged 1580 ComputeScore: Raw -149003.465054 + Penalty 3141.894253 = -145861.570801 Iteration 1F: 3 clusters Score -145861.6 nChanged 357 ComputeScore: Raw -149238.756428 + Penalty 3141.894253 = -146096.862175 Iteration 2F: 3 clusters Score -146096.9 nChanged 239 ComputeScore: Raw -149400.727131 + Penalty 3141.894253 = -146258.832878 Iteration 3F: 3 clusters Score -146258.8 nChanged 192 ComputeScore: Raw -149522.787924 + Penalty 3141.894253 = -146380.893671 Iteration 4Q: 3 clusters Score -146380.9 nChanged 143 ComputeScore: Raw -149621.466515 + Penalty 3141.894253 = -146479.572262 Iteration 5Q: 3 clusters Score -146479.6 nChanged 134 ComputeScore: Raw -149701.494757 + Penalty 3141.894253 = -146559.600504 Iteration 6Q: 3 clusters Score -146559.6 nChanged 111 ComputeScore: Raw -149770.397820 + Penalty 3141.894253 = -146628.503567 Iteration 7Q: 3 clusters Score -146628.5 nChanged 111 ComputeScore: Raw -149823.481310 + Penalty 3141.894253 = -146681.587057 Iteration 8Q: 3 clusters Score -146681.6 nChanged 90 ComputeScore: Raw -149864.117595 + Penalty 3141.894253 = -146722.223342 Iteration 9Q: 3 clusters Score -146722.2 nChanged 67 ComputeScore: Raw -149894.804459 + Penalty 3141.894253 = -146752.910206 Iteration 10Q: 3 clusters Score -146752.9 nChanged 53 ComputeScore: Raw -149913.894040 + Penalty 3141.894253 = -146771.999787 Iteration 11Q: 3 clusters Score -146772 nChanged 47 ComputeScore: Raw -149934.010898 + Penalty 3141.894253 = -146792.116645 Iteration 12Q: 3 clusters Score -146792.1 nChanged 58 ComputeScore: Raw -149955.154749 + Penalty 3141.894253 = -146813.260496 Iteration 13Q: 3 clusters Score -146813.3 nChanged 46 ComputeScore: Raw -149975.084541 + Penalty 3141.894253 = -146833.190288 Iteration 14Q: 3 clusters Score -146833.2 nChanged 36 ComputeScore: Raw -149988.283041 + Penalty 3141.894253 = -146846.388788 Iteration 15Q: 3 clusters Score -146846.4 nChanged 34 ComputeScore: Raw -150000.097890 + Penalty 3141.894253 = -146858.203637 Iteration 16Q: 3 clusters Score -146858.2 nChanged 35 ComputeScore: Raw -150015.170884 + Penalty 3141.894253 = -146873.276631 Iteration 17Q: 3 clusters Score -146873.3 nChanged 37 ComputeScore: Raw -150028.841420 + Penalty 3141.894253 = -146886.947167 Iteration 18Q: 3 clusters Score -146886.9 nChanged 32 ComputeScore: Raw -150040.734493 + Penalty 3141.894253 = -146898.840240 Iteration 19Q: 3 clusters Score -146898.8 nChanged 31 ComputeScore: Raw -150050.833894 + Penalty 3141.894253 = -146908.939641 Iteration 20F: 3 clusters Score -146908.9 nChanged 26 ComputeScore: Raw -150059.512736 + Penalty 3141.894253 = -146917.618483 Iteration 21Q: 3 clusters Score -146917.6 nChanged 27 ComputeScore: Raw -150067.374798 + Penalty 3141.894253 = -146925.480545 Iteration 22Q: 3 clusters Score -146925.5 nChanged 19 ComputeScore: Raw -150072.298922 + Penalty 3141.894253 = -146930.404669 Iteration 23Q: 3 clusters Score -146930.4 nChanged 12 ComputeScore: Raw -150075.504898 + Penalty 3141.894253 = -146933.610645 Iteration 24Q: 3 clusters Score -146933.6 nChanged 10 ComputeScore: Raw -150078.729518 + Penalty 3141.894253 = -146936.835265 Iteration 25Q: 3 clusters Score -146936.8 nChanged 12 ComputeScore: Raw -150082.219186 + Penalty 3141.894253 = -146940.324933 Iteration 26Q: 3 clusters Score -146940.3 nChanged 11 ComputeScore: Raw -150085.423634 + Penalty 3141.894253 = -146943.529381 Iteration 27Q: 3 clusters Score -146943.5 nChanged 12 ComputeScore: Raw -150088.152904 + Penalty 3141.894253 = -146946.258651 Iteration 28Q: 3 clusters Score -146946.3 nChanged 5 ComputeScore: Raw -150089.919506 + Penalty 3141.894253 = -146948.025253 Iteration 29Q: 3 clusters Score -146948 nChanged 9 ComputeScore: Raw -150091.929626 + Penalty 3141.894253 = -146950.035373 Iteration 30Q: 3 clusters Score -146950 nChanged 11 ComputeScore: Raw -150094.711948 + Penalty 3141.894253 = -146952.817695 Iteration 31Q: 3 clusters Score -146952.8 nChanged 11 ComputeScore: Raw -150097.618240 + Penalty 3141.894253 = -146955.723987 Iteration 32Q: 3 clusters Score -146955.7 nChanged 9 ComputeScore: Raw -150099.203377 + Penalty 3141.894253 = -146957.309124 Iteration 33Q: 3 clusters Score -146957.3 nChanged 9 ComputeScore: Raw -150101.260867 + Penalty 3141.894253 = -146959.366614 Iteration 34Q: 3 clusters Score -146959.4 nChanged 8 ComputeScore: Raw -150103.383547 + Penalty 3141.894253 = -146961.489294 Iteration 35Q: 3 clusters Score -146961.5 nChanged 6 ComputeScore: Raw -150105.184642 + Penalty 3141.894253 = -146963.290389 Iteration 36Q: 3 clusters Score -146963.3 nChanged 5 ComputeScore: Raw -150106.392070 + Penalty 3141.894253 = -146964.497817 Iteration 37Q: 3 clusters Score -146964.5 nChanged 3 ComputeScore: Raw -150106.764862 + Penalty 3141.894253 = -146964.870609 Iteration 38Q: 3 clusters Score -146964.9 nChanged 2 ComputeScore: Raw -150107.191491 + Penalty 3141.894253 = -146965.297238 Iteration 39Q: 3 clusters Score -146965.3 nChanged 3 ComputeScore: Raw -150108.491141 + Penalty 3141.894253 = -146966.596888 Iteration 40F: 3 clusters Score -146966.6 nChanged 2 ComputeScore: Raw -150109.068471 + Penalty 3141.894253 = -146967.174218 Iteration 41Q: 3 clusters Score -146967.2 nChanged 2 ComputeScore: Raw -150109.242504 + Penalty 3141.894253 = -146967.348251 Iteration 42Q: 3 clusters Score -146967.3 nChanged 2 ComputeScore: Raw -150109.727917 + Penalty 3141.894253 = -146967.833664 Iteration 43Q: 3 clusters Score -146967.8 nChanged 2 ComputeScore: Raw -150110.589702 + Penalty 3141.894253 = -146968.695449 Iteration 44Q: 3 clusters Score -146968.7 nChanged 3 ComputeScore: Raw -150111.164866 + Penalty 3141.894253 = -146969.270613 Iteration 45Q: 3 clusters Score -146969.3 nChanged 2 ComputeScore: Raw -150111.607491 + Penalty 3141.894253 = -146969.713238 Iteration 46Q: 3 clusters Score -146969.7 nChanged 2 ComputeScore: Raw -150111.870244 + Penalty 3141.894253 = -146969.975991 Iteration 47Q: 3 clusters Score -146970 nChanged 5 ComputeScore: Raw -150112.663643 + Penalty 3141.894253 = -146970.769390 Iteration 48Q: 3 clusters Score -146970.8 nChanged 4 ComputeScore: Raw -150113.483117 + Penalty 3141.894253 = -146971.588864 Iteration 49Q: 3 clusters Score -146971.6 nChanged 1 ComputeScore: Raw -150113.760163 + Penalty 3141.894253 = -146971.865910 Iteration 50Q: 3 clusters Score -146971.9 nChanged 2 ComputeScore: Raw -150114.020429 + Penalty 3141.894253 = -146972.126176 Iteration 51Q: 3 clusters Score -146972.1 nChanged 0 ComputeScore: Raw -150114.020429 + Penalty 3141.894253 = -146972.126176 Iteration 52F: 3 clusters Score -146972.1 nChanged 0 Trying to split cluster 33 (2947 points) Assigned 2 initial classes randomly. ComputeScore: Raw -114764.974988 + Penalty 1509.834624 = -113255.140364 Iteration 0F: 2 clusters Score -113255.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -113389.777537 + Penalty 3019.669247 = -110370.108289 Iteration 0F: 3 clusters Score -110370.1 nChanged 1110 ComputeScore: Raw -114042.438438 + Penalty 3019.669247 = -111022.769191 Iteration 1F: 3 clusters Score -111022.8 nChanged 200 ComputeScore: Raw -114176.503767 + Penalty 3019.669247 = -111156.834519 Iteration 2F: 3 clusters Score -111156.8 nChanged 151 ComputeScore: Raw -114267.515397 + Penalty 3019.669247 = -111247.846150 Iteration 3F: 3 clusters Score -111247.8 nChanged 111 ComputeScore: Raw -114329.052172 + Penalty 3019.669247 = -111309.382925 Iteration 4Q: 3 clusters Score -111309.4 nChanged 77 ComputeScore: Raw -114372.979605 + Penalty 3019.669247 = -111353.310357 Iteration 5Q: 3 clusters Score -111353.3 nChanged 70 ComputeScore: Raw -114408.023625 + Penalty 3019.669247 = -111388.354377 Iteration 6Q: 3 clusters Score -111388.4 nChanged 59 ComputeScore: Raw -114444.087834 + Penalty 3019.669247 = -111424.418586 Iteration 7Q: 3 clusters Score -111424.4 nChanged 60 ComputeScore: Raw -114478.608464 + Penalty 3019.669247 = -111458.939216 Iteration 8Q: 3 clusters Score -111458.9 nChanged 45 ComputeScore: Raw -114507.831881 + Penalty 3019.669247 = -111488.162634 Iteration 9Q: 3 clusters Score -111488.2 nChanged 44 ComputeScore: Raw -114530.645688 + Penalty 3019.669247 = -111510.976440 Iteration 10Q: 3 clusters Score -111511 nChanged 38 ComputeScore: Raw -114549.421306 + Penalty 3019.669247 = -111529.752058 Iteration 11Q: 3 clusters Score -111529.8 nChanged 30 ComputeScore: Raw -114563.224421 + Penalty 3019.669247 = -111543.555173 Iteration 12Q: 3 clusters Score -111543.6 nChanged 27 ComputeScore: Raw -114575.022972 + Penalty 3019.669247 = -111555.353725 Iteration 13Q: 3 clusters Score -111555.4 nChanged 24 ComputeScore: Raw -114585.986716 + Penalty 3019.669247 = -111566.317468 Iteration 14Q: 3 clusters Score -111566.3 nChanged 30 ComputeScore: Raw -114599.202205 + Penalty 3019.669247 = -111579.532957 Iteration 15Q: 3 clusters Score -111579.5 nChanged 24 ComputeScore: Raw -114611.140564 + Penalty 3019.669247 = -111591.471317 Iteration 16Q: 3 clusters Score -111591.5 nChanged 28 ComputeScore: Raw -114626.348277 + Penalty 3019.669247 = -111606.679030 Iteration 17Q: 3 clusters Score -111606.7 nChanged 32 ComputeScore: Raw -114648.646928 + Penalty 3019.669247 = -111628.977680 Iteration 18Q: 3 clusters Score -111629 nChanged 32 ComputeScore: Raw -114671.023106 + Penalty 3019.669247 = -111651.353859 Iteration 19Q: 3 clusters Score -111651.4 nChanged 37 ComputeScore: Raw -114692.578465 + Penalty 3019.669247 = -111672.909218 Iteration 20F: 3 clusters Score -111672.9 nChanged 29 ComputeScore: Raw -114712.575307 + Penalty 3019.669247 = -111692.906059 Iteration 21Q: 3 clusters Score -111692.9 nChanged 26 ComputeScore: Raw -114727.025664 + Penalty 3019.669247 = -111707.356416 Iteration 22Q: 3 clusters Score -111707.4 nChanged 24 ComputeScore: Raw -114741.861163 + Penalty 3019.669247 = -111722.191915 Iteration 23Q: 3 clusters Score -111722.2 nChanged 22 ComputeScore: Raw -114754.980375 + Penalty 3019.669247 = -111735.311127 Iteration 24Q: 3 clusters Score -111735.3 nChanged 20 ComputeScore: Raw -114764.045224 + Penalty 3019.669247 = -111744.375977 Iteration 25Q: 3 clusters Score -111744.4 nChanged 13 ComputeScore: Raw -114771.276369 + Penalty 3019.669247 = -111751.607121 Iteration 26Q: 3 clusters Score -111751.6 nChanged 13 ComputeScore: Raw -114778.704991 + Penalty 3019.669247 = -111759.035744 Iteration 27Q: 3 clusters Score -111759 nChanged 13 ComputeScore: Raw -114783.721226 + Penalty 3019.669247 = -111764.051978 Iteration 28Q: 3 clusters Score -111764.1 nChanged 9 ComputeScore: Raw -114789.203951 + Penalty 3019.669247 = -111769.534704 Iteration 29Q: 3 clusters Score -111769.5 nChanged 11 ComputeScore: Raw -114796.608133 + Penalty 3019.669247 = -111776.938886 Iteration 30Q: 3 clusters Score -111776.9 nChanged 18 ComputeScore: Raw -114807.117885 + Penalty 3019.669247 = -111787.448637 Iteration 31Q: 3 clusters Score -111787.4 nChanged 24 ComputeScore: Raw -114821.993636 + Penalty 3019.669247 = -111802.324389 Iteration 32Q: 3 clusters Score -111802.3 nChanged 21 ComputeScore: Raw -114836.512469 + Penalty 3019.669247 = -111816.843222 Iteration 33Q: 3 clusters Score -111816.8 nChanged 19 ComputeScore: Raw -114852.385592 + Penalty 3019.669247 = -111832.716344 Iteration 34Q: 3 clusters Score -111832.7 nChanged 15 ComputeScore: Raw -114861.837683 + Penalty 3019.669247 = -111842.168435 Iteration 35Q: 3 clusters Score -111842.2 nChanged 16 ComputeScore: Raw -114871.084624 + Penalty 3019.669247 = -111851.415377 Iteration 36Q: 3 clusters Score -111851.4 nChanged 16 ComputeScore: Raw -114880.957299 + Penalty 3019.669247 = -111861.288052 Iteration 37Q: 3 clusters Score -111861.3 nChanged 11 ComputeScore: Raw -114892.222781 + Penalty 3019.669247 = -111872.553533 Iteration 38Q: 3 clusters Score -111872.6 nChanged 14 ComputeScore: Raw -114900.670304 + Penalty 3019.669247 = -111881.001057 Iteration 39Q: 3 clusters Score -111881 nChanged 13 ComputeScore: Raw -114907.869124 + Penalty 3019.669247 = -111888.199877 Iteration 40F: 3 clusters Score -111888.2 nChanged 6 ComputeScore: Raw -114911.799097 + Penalty 3019.669247 = -111892.129849 Iteration 41Q: 3 clusters Score -111892.1 nChanged 8 ComputeScore: Raw -114916.490455 + Penalty 3019.669247 = -111896.821208 Iteration 42Q: 3 clusters Score -111896.8 nChanged 7 ComputeScore: Raw -114922.406555 + Penalty 3019.669247 = -111902.737308 Iteration 43Q: 3 clusters Score -111902.7 nChanged 6 ComputeScore: Raw -114928.196322 + Penalty 3019.669247 = -111908.527074 Iteration 44Q: 3 clusters Score -111908.5 nChanged 8 ComputeScore: Raw -114933.749693 + Penalty 3019.669247 = -111914.080446 Iteration 45Q: 3 clusters Score -111914.1 nChanged 5 ComputeScore: Raw -114937.780412 + Penalty 3019.669247 = -111918.111164 Iteration 46Q: 3 clusters Score -111918.1 nChanged 7 ComputeScore: Raw -114941.513561 + Penalty 3019.669247 = -111921.844313 Iteration 47Q: 3 clusters Score -111921.8 nChanged 3 ComputeScore: Raw -114943.133526 + Penalty 3019.669247 = -111923.464279 Iteration 48Q: 3 clusters Score -111923.5 nChanged 1 ComputeScore: Raw -114945.386525 + Penalty 3019.669247 = -111925.717278 Iteration 49Q: 3 clusters Score -111925.7 nChanged 5 ComputeScore: Raw -114947.429149 + Penalty 3019.669247 = -111927.759902 Iteration 50Q: 3 clusters Score -111927.8 nChanged 3 ComputeScore: Raw -114949.331096 + Penalty 3019.669247 = -111929.661848 Iteration 51Q: 3 clusters Score -111929.7 nChanged 0 ComputeScore: Raw -114949.331096 + Penalty 3019.669247 = -111929.661848 Iteration 52F: 3 clusters Score -111929.7 nChanged 0 ConsiderDeletion: ComputeScore: Raw -5265481.460045 + Penalty 76690.170252 = -5188791.289793Iteration 160F: 35 clusters Score -5188791 nChanged 821 ConsiderDeletion: ComputeScore: Raw -5267896.956634 + Penalty 76690.170252 = -5191206.786382Iteration 161Q: 35 clusters Score -5191207 nChanged 58 Unmasked E-step: Deleting class 22: covariance matrix is singular ConsiderDeletion: ComputeScore: Raw -5267911.605388 + Penalty 74434.577009 = -5193477.028378Iteration 162Q: 34 clusters Score -5193477 nChanged 18 ConsiderDeletion: ComputeScore: Raw -5261370.067410 + Penalty 74434.577009 = -5186935.490401Iteration 163Q: 34 clusters Score -5186935 nChanged 934 ConsiderDeletion: ComputeScore: Raw -5265657.925301 + Penalty 74434.577009 = -5191223.348291Iteration 164F: 34 clusters Score -5191223 nChanged 81 ConsiderDeletion: ComputeScore: Raw -5265695.963868 + Penalty 74434.577009 = -5191261.386858Iteration 165Q: 34 clusters Score -5191261 nChanged 55 ConsiderDeletion: ComputeScore: Raw -5265722.581676 + Penalty 74434.577009 = -5191288.004666Iteration 166Q: 34 clusters Score -5191288 nChanged 52 ConsiderDeletion: ComputeScore: Raw -5265751.724199 + Penalty 74434.577009 = -5191317.147189Iteration 167Q: 34 clusters Score -5191317 nChanged 48 ConsiderDeletion: ComputeScore: Raw -5265775.358686 + Penalty 74434.577009 = -5191340.781677Iteration 168Q: 34 clusters Score -5191341 nChanged 43 ConsiderDeletion: ComputeScore: Raw -5265800.336176 + Penalty 74434.577009 = -5191365.759167Iteration 169Q: 34 clusters Score -5191366 nChanged 44 ConsiderDeletion: ComputeScore: Raw -5265819.857297 + Penalty 74434.577009 = -5191385.280288Iteration 170Q: 34 clusters Score -5191385 nChanged 30 ConsiderDeletion: ComputeScore: Raw -5265830.386894 + Penalty 74434.577009 = -5191395.809884Iteration 171Q: 34 clusters Score -5191396 nChanged 27 ConsiderDeletion: ComputeScore: Raw -5265837.805835 + Penalty 74434.577009 = -5191403.228826Iteration 172Q: 34 clusters Score -5191403 nChanged 25 ConsiderDeletion: ComputeScore: Raw -5265843.327307 + Penalty 74434.577009 = -5191408.750298Iteration 173Q: 34 clusters Score -5191409 nChanged 13 ConsiderDeletion: ComputeScore: Raw -5265846.319318 + Penalty 74434.577009 = -5191411.742309Iteration 174Q: 34 clusters Score -5191412 nChanged 12 ConsiderDeletion: ComputeScore: Raw -5265848.630344 + Penalty 74434.577009 = -5191414.053335Iteration 175Q: 34 clusters Score -5191414 nChanged 6 ConsiderDeletion: ComputeScore: Raw -5265849.946795 + Penalty 74434.577009 = -5191415.369785Iteration 176Q: 34 clusters Score -5191415 nChanged 2 ConsiderDeletion: ComputeScore: Raw -5265850.519173 + Penalty 74434.577009 = -5191415.942164Iteration 177Q: 34 clusters Score -5191416 nChanged 3 ConsiderDeletion: ComputeScore: Raw -5265850.752320 + Penalty 74434.577009 = -5191416.175311Iteration 178Q: 34 clusters Score -5191416 nChanged 0 ConsiderDeletion: ComputeScore: Raw -5265850.752320 + Penalty 74434.577009 = -5191416.175311Iteration 179F: 34 clusters Score -5191416 nChanged 0 ComputeScore: Raw -5265850.752320 + Penalty 74434.577009 = -5191416.175311Trying to split cluster 1 (6578 points) Assigned 2 initial classes randomly. ComputeScore: Raw -243325.090568 + Penalty 1661.590859 = -241663.499709 Iteration 0F: 2 clusters Score -241663.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -239817.729092 + Penalty 3323.181718 = -236494.547374 Iteration 0F: 3 clusters Score -236494.5 nChanged 2724 ComputeScore: Raw -241436.565260 + Penalty 3323.181718 = -238113.383542 Iteration 1F: 3 clusters Score -238113.4 nChanged 523 ComputeScore: Raw -241782.525332 + Penalty 3323.181718 = -238459.343614 Iteration 2F: 3 clusters Score -238459.3 nChanged 463 ComputeScore: Raw -242119.521243 + Penalty 3323.181718 = -238796.339525 Iteration 3F: 3 clusters Score -238796.3 nChanged 379 ComputeScore: Raw -242437.534193 + Penalty 3323.181718 = -239114.352475 Iteration 4F: 3 clusters Score -239114.4 nChanged 333 ComputeScore: Raw -242703.847169 + Penalty 3323.181718 = -239380.665451 Iteration 5F: 3 clusters Score -239380.7 nChanged 317 ComputeScore: Raw -242956.732997 + Penalty 3323.181718 = -239633.551279 Iteration 6Q: 3 clusters Score -239633.6 nChanged 307 ComputeScore: Raw -243205.225826 + Penalty 3323.181718 = -239882.044108 Iteration 7Q: 3 clusters Score -239882 nChanged 281 ComputeScore: Raw -243495.441543 + Penalty 3323.181718 = -240172.259825 Iteration 8Q: 3 clusters Score -240172.3 nChanged 314 ComputeScore: Raw -243857.136903 + Penalty 3323.181718 = -240533.955185 Iteration 9Q: 3 clusters Score -240534 nChanged 290 ComputeScore: Raw -244244.232699 + Penalty 3323.181718 = -240921.050981 Iteration 10Q: 3 clusters Score -240921.1 nChanged 268 ComputeScore: Raw -244614.225986 + Penalty 3323.181718 = -241291.044268 Iteration 11Q: 3 clusters Score -241291 nChanged 299 ComputeScore: Raw -245036.246680 + Penalty 3323.181718 = -241713.064962 Iteration 12Q: 3 clusters Score -241713.1 nChanged 296 ComputeScore: Raw -245856.092625 + Penalty 3323.181718 = -242532.910907 Iteration 13Q: 3 clusters Score -242532.9 nChanged 316 ComputeScore: Raw -249383.076982 + Penalty 3323.181718 = -246059.895264 Iteration 14Q: 3 clusters Score -246059.9 nChanged 287 Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -249379.309165 + Penalty 3323.181718 = -246056.127446 Iteration 15Q: 3 clusters Score -246056.1 nChanged 44 ComputeScore: Raw -220544.741886 + Penalty 1661.590859 = -218883.151027 Iteration 16F: 2 clusters Score -218883.2 nChanged 3154 ComputeScore: Raw -243325.090568 + Penalty 1661.590859 = -241663.499709 Iteration 17F: 2 clusters Score -241663.5 nChanged 0 Trying to split cluster 2 (600 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22165.742812 + Penalty 1209.019705 = -20956.723107 Iteration 0F: 2 clusters Score -20956.72 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -22062.673768 + Penalty 2418.039410 = -19644.634359 Iteration 0F: 3 clusters Score -19644.63 nChanged 133 ComputeScore: Raw -22224.979176 + Penalty 2418.039410 = -19806.939766 Iteration 1F: 3 clusters Score -19806.94 nChanged 32 ComputeScore: Raw -22280.162820 + Penalty 2418.039410 = -19862.123410 Iteration 2F: 3 clusters Score -19862.12 nChanged 22 ComputeScore: Raw -22304.962164 + Penalty 2418.039410 = -19886.922754 Iteration 3Q: 3 clusters Score -19886.92 nChanged 6 ComputeScore: Raw -22313.279105 + Penalty 2418.039410 = -19895.239696 Iteration 4Q: 3 clusters Score -19895.24 nChanged 4 ComputeScore: Raw -22318.128808 + Penalty 2418.039410 = -19900.089399 Iteration 5Q: 3 clusters Score -19900.09 nChanged 1 ComputeScore: Raw -22318.653585 + Penalty 2418.039410 = -19900.614175 Iteration 6Q: 3 clusters Score -19900.61 nChanged 0 ComputeScore: Raw -22318.653585 + Penalty 2418.039410 = -19900.614175 Iteration 7F: 3 clusters Score -19900.61 nChanged 0 Trying to split cluster 3 (3889 points) Assigned 2 initial classes randomly. ComputeScore: Raw -149771.791598 + Penalty 1562.256486 = -148209.535112 Iteration 0F: 2 clusters Score -148209.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -147868.822854 + Penalty 3124.512972 = -144744.309882 Iteration 0F: 3 clusters Score -144744.3 nChanged 1481 ComputeScore: Raw -148803.112193 + Penalty 3124.512972 = -145678.599220 Iteration 1F: 3 clusters Score -145678.6 nChanged 312 ComputeScore: Raw -148981.976759 + Penalty 3124.512972 = -145857.463787 Iteration 2F: 3 clusters Score -145857.5 nChanged 187 ComputeScore: Raw -149088.006088 + Penalty 3124.512972 = -145963.493115 Iteration 3Q: 3 clusters Score -145963.5 nChanged 144 ComputeScore: Raw -149157.353846 + Penalty 3124.512972 = -146032.840874 Iteration 4Q: 3 clusters Score -146032.8 nChanged 110 ComputeScore: Raw -149212.114530 + Penalty 3124.512972 = -146087.601557 Iteration 5Q: 3 clusters Score -146087.6 nChanged 91 ComputeScore: Raw -149244.512827 + Penalty 3124.512972 = -146119.999855 Iteration 6Q: 3 clusters Score -146120 nChanged 69 ComputeScore: Raw -149275.637600 + Penalty 3124.512972 = -146151.124628 Iteration 7Q: 3 clusters Score -146151.1 nChanged 61 ComputeScore: Raw -149302.493787 + Penalty 3124.512972 = -146177.980815 Iteration 8Q: 3 clusters Score -146178 nChanged 45 ComputeScore: Raw -149318.969383 + Penalty 3124.512972 = -146194.456411 Iteration 9Q: 3 clusters Score -146194.5 nChanged 41 ComputeScore: Raw -149332.387615 + Penalty 3124.512972 = -146207.874643 Iteration 10Q: 3 clusters Score -146207.9 nChanged 31 ComputeScore: Raw -149342.370018 + Penalty 3124.512972 = -146217.857046 Iteration 11Q: 3 clusters Score -146217.9 nChanged 39 ComputeScore: Raw -149356.568415 + Penalty 3124.512972 = -146232.055443 Iteration 12Q: 3 clusters Score -146232.1 nChanged 41 ComputeScore: Raw -149372.924336 + Penalty 3124.512972 = -146248.411364 Iteration 13Q: 3 clusters Score -146248.4 nChanged 40 ComputeScore: Raw -149391.817511 + Penalty 3124.512972 = -146267.304539 Iteration 14Q: 3 clusters Score -146267.3 nChanged 48 ComputeScore: Raw -149412.817965 + Penalty 3124.512972 = -146288.304993 Iteration 15Q: 3 clusters Score -146288.3 nChanged 48 ComputeScore: Raw -149431.377076 + Penalty 3124.512972 = -146306.864104 Iteration 16Q: 3 clusters Score -146306.9 nChanged 58 ComputeScore: Raw -149456.685172 + Penalty 3124.512972 = -146332.172199 Iteration 17Q: 3 clusters Score -146332.2 nChanged 67 ComputeScore: Raw -149486.580165 + Penalty 3124.512972 = -146362.067193 Iteration 18Q: 3 clusters Score -146362.1 nChanged 60 ComputeScore: Raw -149510.955160 + Penalty 3124.512972 = -146386.442188 Iteration 19Q: 3 clusters Score -146386.4 nChanged 44 ComputeScore: Raw -149530.734259 + Penalty 3124.512972 = -146406.221287 Iteration 20F: 3 clusters Score -146406.2 nChanged 48 ComputeScore: Raw -149552.680874 + Penalty 3124.512972 = -146428.167902 Iteration 21Q: 3 clusters Score -146428.2 nChanged 52 ComputeScore: Raw -149577.935160 + Penalty 3124.512972 = -146453.422188 Iteration 22Q: 3 clusters Score -146453.4 nChanged 53 ComputeScore: Raw -149603.246185 + Penalty 3124.512972 = -146478.733212 Iteration 23Q: 3 clusters Score -146478.7 nChanged 41 ComputeScore: Raw -149621.986525 + Penalty 3124.512972 = -146497.473553 Iteration 24Q: 3 clusters Score -146497.5 nChanged 34 ComputeScore: Raw -149637.377804 + Penalty 3124.512972 = -146512.864832 Iteration 25Q: 3 clusters Score -146512.9 nChanged 31 ComputeScore: Raw -149654.441539 + Penalty 3124.512972 = -146529.928567 Iteration 26Q: 3 clusters Score -146529.9 nChanged 36 ComputeScore: Raw -149678.377508 + Penalty 3124.512972 = -146553.864535 Iteration 27Q: 3 clusters Score -146553.9 nChanged 47 ComputeScore: Raw -149708.654543 + Penalty 3124.512972 = -146584.141571 Iteration 28Q: 3 clusters Score -146584.1 nChanged 51 ComputeScore: Raw -149739.211726 + Penalty 3124.512972 = -146614.698753 Iteration 29Q: 3 clusters Score -146614.7 nChanged 46 ComputeScore: Raw -149766.805018 + Penalty 3124.512972 = -146642.292046 Iteration 30Q: 3 clusters Score -146642.3 nChanged 38 ComputeScore: Raw -149785.274708 + Penalty 3124.512972 = -146660.761736 Iteration 31Q: 3 clusters Score -146660.8 nChanged 27 ComputeScore: Raw -149797.774254 + Penalty 3124.512972 = -146673.261281 Iteration 32Q: 3 clusters Score -146673.3 nChanged 26 ComputeScore: Raw -149809.770211 + Penalty 3124.512972 = -146685.257239 Iteration 33Q: 3 clusters Score -146685.3 nChanged 24 ComputeScore: Raw -149824.882186 + Penalty 3124.512972 = -146700.369214 Iteration 34Q: 3 clusters Score -146700.4 nChanged 29 ComputeScore: Raw -149838.908766 + Penalty 3124.512972 = -146714.395794 Iteration 35Q: 3 clusters Score -146714.4 nChanged 16 ComputeScore: Raw -149844.129220 + Penalty 3124.512972 = -146719.616248 Iteration 36Q: 3 clusters Score -146719.6 nChanged 15 ComputeScore: Raw -149850.732057 + Penalty 3124.512972 = -146726.219085 Iteration 37Q: 3 clusters Score -146726.2 nChanged 8 ComputeScore: Raw -149854.571334 + Penalty 3124.512972 = -146730.058362 Iteration 38Q: 3 clusters Score -146730.1 nChanged 8 ComputeScore: Raw -149859.459409 + Penalty 3124.512972 = -146734.946436 Iteration 39Q: 3 clusters Score -146734.9 nChanged 9 ComputeScore: Raw -149864.057851 + Penalty 3124.512972 = -146739.544879 Iteration 40F: 3 clusters Score -146739.5 nChanged 11 ComputeScore: Raw -149868.333600 + Penalty 3124.512972 = -146743.820628 Iteration 41Q: 3 clusters Score -146743.8 nChanged 13 ComputeScore: Raw -149875.148292 + Penalty 3124.512972 = -146750.635320 Iteration 42Q: 3 clusters Score -146750.6 nChanged 15 ComputeScore: Raw -149886.974686 + Penalty 3124.512972 = -146762.461714 Iteration 43Q: 3 clusters Score -146762.5 nChanged 17 ComputeScore: Raw -149894.739654 + Penalty 3124.512972 = -146770.226682 Iteration 44Q: 3 clusters Score -146770.2 nChanged 10 ComputeScore: Raw -149899.530133 + Penalty 3124.512972 = -146775.017160 Iteration 45Q: 3 clusters Score -146775 nChanged 10 ComputeScore: Raw -149905.756034 + Penalty 3124.512972 = -146781.243061 Iteration 46Q: 3 clusters Score -146781.2 nChanged 7 ComputeScore: Raw -149910.029842 + Penalty 3124.512972 = -146785.516869 Iteration 47Q: 3 clusters Score -146785.5 nChanged 9 ComputeScore: Raw -149914.214016 + Penalty 3124.512972 = -146789.701043 Iteration 48Q: 3 clusters Score -146789.7 nChanged 8 ComputeScore: Raw -149917.657547 + Penalty 3124.512972 = -146793.144575 Iteration 49Q: 3 clusters Score -146793.1 nChanged 7 ComputeScore: Raw -149921.299588 + Penalty 3124.512972 = -146796.786616 Iteration 50Q: 3 clusters Score -146796.8 nChanged 5 ComputeScore: Raw -149922.771020 + Penalty 3124.512972 = -146798.258047 Iteration 51Q: 3 clusters Score -146798.3 nChanged 4 ComputeScore: Raw -149925.715420 + Penalty 3124.512972 = -146801.202448 Iteration 52Q: 3 clusters Score -146801.2 nChanged 5 ComputeScore: Raw -149928.520566 + Penalty 3124.512972 = -146804.007594 Iteration 53Q: 3 clusters Score -146804 nChanged 8 ComputeScore: Raw -149932.719440 + Penalty 3124.512972 = -146808.206468 Iteration 54Q: 3 clusters Score -146808.2 nChanged 6 ComputeScore: Raw -149935.526991 + Penalty 3124.512972 = -146811.014019 Iteration 55Q: 3 clusters Score -146811 nChanged 3 ComputeScore: Raw -149936.311414 + Penalty 3124.512972 = -146811.798442 Iteration 56Q: 3 clusters Score -146811.8 nChanged 1 ComputeScore: Raw -149936.693860 + Penalty 3124.512972 = -146812.180887 Iteration 57Q: 3 clusters Score -146812.2 nChanged 0 ComputeScore: Raw -149936.693860 + Penalty 3124.512972 = -146812.180887 Iteration 58F: 3 clusters Score -146812.2 nChanged 0 Trying to split cluster 4 (2802 points) Assigned 2 initial classes randomly. ComputeScore: Raw -106177.345434 + Penalty 1500.298769 = -104677.046665 Iteration 0F: 2 clusters Score -104677 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -104895.814964 + Penalty 3000.597539 = -101895.217426 Iteration 0F: 3 clusters Score -101895.2 nChanged 1043 ComputeScore: Raw -105499.713481 + Penalty 3000.597539 = -102499.115943 Iteration 1F: 3 clusters Score -102499.1 nChanged 226 ComputeScore: Raw -105652.761773 + Penalty 3000.597539 = -102652.164234 Iteration 2F: 3 clusters Score -102652.2 nChanged 156 ComputeScore: Raw -105755.834496 + Penalty 3000.597539 = -102755.236958 Iteration 3F: 3 clusters Score -102755.2 nChanged 100 ComputeScore: Raw -105810.822970 + Penalty 3000.597539 = -102810.225432 Iteration 4Q: 3 clusters Score -102810.2 nChanged 87 ComputeScore: Raw -105870.330317 + Penalty 3000.597539 = -102869.732779 Iteration 5Q: 3 clusters Score -102869.7 nChanged 76 ComputeScore: Raw -105918.029346 + Penalty 3000.597539 = -102917.431807 Iteration 6Q: 3 clusters Score -102917.4 nChanged 72 ComputeScore: Raw -105958.846383 + Penalty 3000.597539 = -102958.248845 Iteration 7Q: 3 clusters Score -102958.2 nChanged 63 ComputeScore: Raw -105993.106928 + Penalty 3000.597539 = -102992.509389 Iteration 8Q: 3 clusters Score -102992.5 nChanged 48 ComputeScore: Raw -106018.020438 + Penalty 3000.597539 = -103017.422899 Iteration 9Q: 3 clusters Score -103017.4 nChanged 32 ComputeScore: Raw -106035.663827 + Penalty 3000.597539 = -103035.066289 Iteration 10Q: 3 clusters Score -103035.1 nChanged 34 ComputeScore: Raw -106051.183265 + Penalty 3000.597539 = -103050.585726 Iteration 11Q: 3 clusters Score -103050.6 nChanged 24 ComputeScore: Raw -106061.806092 + Penalty 3000.597539 = -103061.208553 Iteration 12Q: 3 clusters Score -103061.2 nChanged 28 ComputeScore: Raw -106077.199412 + Penalty 3000.597539 = -103076.601873 Iteration 13Q: 3 clusters Score -103076.6 nChanged 24 ComputeScore: Raw -106093.014202 + Penalty 3000.597539 = -103092.416663 Iteration 14Q: 3 clusters Score -103092.4 nChanged 25 ComputeScore: Raw -106104.326232 + Penalty 3000.597539 = -103103.728693 Iteration 15Q: 3 clusters Score -103103.7 nChanged 15 ComputeScore: Raw -106111.640673 + Penalty 3000.597539 = -103111.043134 Iteration 16Q: 3 clusters Score -103111 nChanged 18 ComputeScore: Raw -106120.073995 + Penalty 3000.597539 = -103119.476456 Iteration 17Q: 3 clusters Score -103119.5 nChanged 25 ComputeScore: Raw -106136.044597 + Penalty 3000.597539 = -103135.447058 Iteration 18Q: 3 clusters Score -103135.4 nChanged 28 ComputeScore: Raw -106151.653120 + Penalty 3000.597539 = -103151.055581 Iteration 19Q: 3 clusters Score -103151.1 nChanged 28 ComputeScore: Raw -106167.237341 + Penalty 3000.597539 = -103166.639802 Iteration 20F: 3 clusters Score -103166.6 nChanged 23 ComputeScore: Raw -106179.254970 + Penalty 3000.597539 = -103178.657431 Iteration 21Q: 3 clusters Score -103178.7 nChanged 22 ComputeScore: Raw -106194.239535 + Penalty 3000.597539 = -103193.641996 Iteration 22Q: 3 clusters Score -103193.6 nChanged 19 ComputeScore: Raw -106208.423736 + Penalty 3000.597539 = -103207.826197 Iteration 23Q: 3 clusters Score -103207.8 nChanged 21 ComputeScore: Raw -106222.346271 + Penalty 3000.597539 = -103221.748733 Iteration 24Q: 3 clusters Score -103221.7 nChanged 22 ComputeScore: Raw -106235.422930 + Penalty 3000.597539 = -103234.825391 Iteration 25Q: 3 clusters Score -103234.8 nChanged 21 ComputeScore: Raw -106250.809507 + Penalty 3000.597539 = -103250.211968 Iteration 26Q: 3 clusters Score -103250.2 nChanged 18 ComputeScore: Raw -106260.268613 + Penalty 3000.597539 = -103259.671074 Iteration 27Q: 3 clusters Score -103259.7 nChanged 11 ComputeScore: Raw -106267.006404 + Penalty 3000.597539 = -103266.408866 Iteration 28Q: 3 clusters Score -103266.4 nChanged 12 ComputeScore: Raw -106276.099584 + Penalty 3000.597539 = -103275.502045 Iteration 29Q: 3 clusters Score -103275.5 nChanged 17 ComputeScore: Raw -106284.161810 + Penalty 3000.597539 = -103283.564271 Iteration 30Q: 3 clusters Score -103283.6 nChanged 7 ComputeScore: Raw -106287.430393 + Penalty 3000.597539 = -103286.832854 Iteration 31Q: 3 clusters Score -103286.8 nChanged 8 ComputeScore: Raw -106291.578881 + Penalty 3000.597539 = -103290.981343 Iteration 32Q: 3 clusters Score -103291 nChanged 7 ComputeScore: Raw -106294.267136 + Penalty 3000.597539 = -103293.669598 Iteration 33Q: 3 clusters Score -103293.7 nChanged 3 ComputeScore: Raw -106296.827270 + Penalty 3000.597539 = -103296.229731 Iteration 34Q: 3 clusters Score -103296.2 nChanged 7 ComputeScore: Raw -106300.376477 + Penalty 3000.597539 = -103299.778938 Iteration 35Q: 3 clusters Score -103299.8 nChanged 4 ComputeScore: Raw -106302.203015 + Penalty 3000.597539 = -103301.605476 Iteration 36Q: 3 clusters Score -103301.6 nChanged 4 ComputeScore: Raw -106304.266786 + Penalty 3000.597539 = -103303.669248 Iteration 37Q: 3 clusters Score -103303.7 nChanged 2 ComputeScore: Raw -106304.938528 + Penalty 3000.597539 = -103304.340990 Iteration 38Q: 3 clusters Score -103304.3 nChanged 1 ComputeScore: Raw -106305.630987 + Penalty 3000.597539 = -103305.033448 Iteration 39Q: 3 clusters Score -103305 nChanged 1 ComputeScore: Raw -106306.021200 + Penalty 3000.597539 = -103305.423661 Iteration 40F: 3 clusters Score -103305.4 nChanged 1 ComputeScore: Raw -106306.401331 + Penalty 3000.597539 = -103305.803793 Iteration 41Q: 3 clusters Score -103305.8 nChanged 0 ComputeScore: Raw -106306.401331 + Penalty 3000.597539 = -103305.803793 Iteration 42F: 3 clusters Score -103305.8 nChanged 0 Trying to split cluster 5 (4492 points) Assigned 2 initial classes randomly. ComputeScore: Raw -165291.910390 + Penalty 1589.500077 = -163702.410313 Iteration 0F: 2 clusters Score -163702.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -163022.692031 + Penalty 3179.000153 = -159843.691878 Iteration 0F: 3 clusters Score -159843.7 nChanged 1797 ComputeScore: Raw -164045.181321 + Penalty 3179.000153 = -160866.181168 Iteration 1F: 3 clusters Score -160866.2 nChanged 364 ComputeScore: Raw -164299.735273 + Penalty 3179.000153 = -161120.735120 Iteration 2F: 3 clusters Score -161120.7 nChanged 297 ComputeScore: Raw -164505.621045 + Penalty 3179.000153 = -161326.620892 Iteration 3F: 3 clusters Score -161326.6 nChanged 257 ComputeScore: Raw -164685.505922 + Penalty 3179.000153 = -161506.505769 Iteration 4F: 3 clusters Score -161506.5 nChanged 223 ComputeScore: Raw -164846.153415 + Penalty 3179.000153 = -161667.153262 Iteration 5Q: 3 clusters Score -161667.2 nChanged 228 ComputeScore: Raw -164990.462233 + Penalty 3179.000153 = -161811.462080 Iteration 6F: 3 clusters Score -161811.5 nChanged 184 ComputeScore: Raw -165102.729509 + Penalty 3179.000153 = -161923.729356 Iteration 7Q: 3 clusters Score -161923.7 nChanged 166 ComputeScore: Raw -165201.709233 + Penalty 3179.000153 = -162022.709079 Iteration 8Q: 3 clusters Score -162022.7 nChanged 145 ComputeScore: Raw -165284.999928 + Penalty 3179.000153 = -162105.999774 Iteration 9Q: 3 clusters Score -162106 nChanged 118 ComputeScore: Raw -165350.121808 + Penalty 3179.000153 = -162171.121654 Iteration 10Q: 3 clusters Score -162171.1 nChanged 113 ComputeScore: Raw -165414.517220 + Penalty 3179.000153 = -162235.517067 Iteration 11Q: 3 clusters Score -162235.5 nChanged 83 ComputeScore: Raw -165462.669246 + Penalty 3179.000153 = -162283.669092 Iteration 12Q: 3 clusters Score -162283.7 nChanged 84 ComputeScore: Raw -165512.175895 + Penalty 3179.000153 = -162333.175741 Iteration 13Q: 3 clusters Score -162333.2 nChanged 62 ComputeScore: Raw -165540.674286 + Penalty 3179.000153 = -162361.674133 Iteration 14Q: 3 clusters Score -162361.7 nChanged 40 ComputeScore: Raw -165554.670807 + Penalty 3179.000153 = -162375.670654 Iteration 15Q: 3 clusters Score -162375.7 nChanged 41 ComputeScore: Raw -165566.965601 + Penalty 3179.000153 = -162387.965448 Iteration 16Q: 3 clusters Score -162388 nChanged 31 ComputeScore: Raw -165579.104305 + Penalty 3179.000153 = -162400.104152 Iteration 17Q: 3 clusters Score -162400.1 nChanged 35 ComputeScore: Raw -165593.913617 + Penalty 3179.000153 = -162414.913463 Iteration 18Q: 3 clusters Score -162414.9 nChanged 31 ComputeScore: Raw -165606.183374 + Penalty 3179.000153 = -162427.183221 Iteration 19Q: 3 clusters Score -162427.2 nChanged 30 ComputeScore: Raw -165618.194113 + Penalty 3179.000153 = -162439.193960 Iteration 20F: 3 clusters Score -162439.2 nChanged 26 ComputeScore: Raw -165632.276641 + Penalty 3179.000153 = -162453.276487 Iteration 21Q: 3 clusters Score -162453.3 nChanged 26 ComputeScore: Raw -165646.479956 + Penalty 3179.000153 = -162467.479803 Iteration 22Q: 3 clusters Score -162467.5 nChanged 32 ComputeScore: Raw -165660.584616 + Penalty 3179.000153 = -162481.584463 Iteration 23Q: 3 clusters Score -162481.6 nChanged 29 ComputeScore: Raw -165676.563169 + Penalty 3179.000153 = -162497.563016 Iteration 24Q: 3 clusters Score -162497.6 nChanged 28 ComputeScore: Raw -165690.952199 + Penalty 3179.000153 = -162511.952046 Iteration 25Q: 3 clusters Score -162512 nChanged 26 ComputeScore: Raw -165704.606278 + Penalty 3179.000153 = -162525.606125 Iteration 26Q: 3 clusters Score -162525.6 nChanged 23 ComputeScore: Raw -165716.401483 + Penalty 3179.000153 = -162537.401329 Iteration 27Q: 3 clusters Score -162537.4 nChanged 19 ComputeScore: Raw -165726.035352 + Penalty 3179.000153 = -162547.035198 Iteration 28Q: 3 clusters Score -162547 nChanged 12 ComputeScore: Raw -165730.908009 + Penalty 3179.000153 = -162551.907856 Iteration 29Q: 3 clusters Score -162551.9 nChanged 10 ComputeScore: Raw -165734.310621 + Penalty 3179.000153 = -162555.310467 Iteration 30Q: 3 clusters Score -162555.3 nChanged 5 ComputeScore: Raw -165737.477014 + Penalty 3179.000153 = -162558.476861 Iteration 31Q: 3 clusters Score -162558.5 nChanged 10 ComputeScore: Raw -165742.725094 + Penalty 3179.000153 = -162563.724940 Iteration 32Q: 3 clusters Score -162563.7 nChanged 10 ComputeScore: Raw -165747.569917 + Penalty 3179.000153 = -162568.569763 Iteration 33Q: 3 clusters Score -162568.6 nChanged 14 ComputeScore: Raw -165755.395555 + Penalty 3179.000153 = -162576.395401 Iteration 34Q: 3 clusters Score -162576.4 nChanged 11 ComputeScore: Raw -165765.501829 + Penalty 3179.000153 = -162586.501676 Iteration 35Q: 3 clusters Score -162586.5 nChanged 13 ComputeScore: Raw -165777.529841 + Penalty 3179.000153 = -162598.529688 Iteration 36Q: 3 clusters Score -162598.5 nChanged 15 ComputeScore: Raw -165788.065448 + Penalty 3179.000153 = -162609.065295 Iteration 37Q: 3 clusters Score -162609.1 nChanged 14 ComputeScore: Raw -165794.427206 + Penalty 3179.000153 = -162615.427052 Iteration 38Q: 3 clusters Score -162615.4 nChanged 8 ComputeScore: Raw -165800.142621 + Penalty 3179.000153 = -162621.142467 Iteration 39Q: 3 clusters Score -162621.1 nChanged 7 ComputeScore: Raw -165803.564376 + Penalty 3179.000153 = -162624.564223 Iteration 40F: 3 clusters Score -162624.6 nChanged 4 ComputeScore: Raw -165805.502552 + Penalty 3179.000153 = -162626.502398 Iteration 41Q: 3 clusters Score -162626.5 nChanged 2 ComputeScore: Raw -165806.782138 + Penalty 3179.000153 = -162627.781985 Iteration 42Q: 3 clusters Score -162627.8 nChanged 3 ComputeScore: Raw -165808.391455 + Penalty 3179.000153 = -162629.391302 Iteration 43Q: 3 clusters Score -162629.4 nChanged 2 ComputeScore: Raw -165808.993800 + Penalty 3179.000153 = -162629.993646 Iteration 44Q: 3 clusters Score -162630 nChanged 1 ComputeScore: Raw -165809.223247 + Penalty 3179.000153 = -162630.223094 Iteration 45Q: 3 clusters Score -162630.2 nChanged 1 ComputeScore: Raw -165809.436800 + Penalty 3179.000153 = -162630.436647 Iteration 46Q: 3 clusters Score -162630.4 nChanged 0 ComputeScore: Raw -165809.436800 + Penalty 3179.000153 = -162630.436647 Iteration 47F: 3 clusters Score -162630.4 nChanged 0 Trying to split cluster 6 (5480 points) Assigned 2 initial classes randomly. ComputeScore: Raw -202189.045608 + Penalty 1627.074612 = -200561.970996 Iteration 0F: 2 clusters Score -200562 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -199435.918501 + Penalty 3254.149224 = -196181.769277 Iteration 0F: 3 clusters Score -196181.8 nChanged 2166 ComputeScore: Raw -200632.950213 + Penalty 3254.149224 = -197378.800989 Iteration 1F: 3 clusters Score -197378.8 nChanged 418 ComputeScore: Raw -200858.800419 + Penalty 3254.149224 = -197604.651195 Iteration 2F: 3 clusters Score -197604.7 nChanged 305 ComputeScore: Raw -201013.723854 + Penalty 3254.149224 = -197759.574631 Iteration 3F: 3 clusters Score -197759.6 nChanged 233 ComputeScore: Raw -201133.974477 + Penalty 3254.149224 = -197879.825253 Iteration 4Q: 3 clusters Score -197879.8 nChanged 205 ComputeScore: Raw -201224.563243 + Penalty 3254.149224 = -197970.414019 Iteration 5Q: 3 clusters Score -197970.4 nChanged 149 ComputeScore: Raw -201285.280500 + Penalty 3254.149224 = -198031.131276 Iteration 6Q: 3 clusters Score -198031.1 nChanged 143 ComputeScore: Raw -201340.376747 + Penalty 3254.149224 = -198086.227523 Iteration 7Q: 3 clusters Score -198086.2 nChanged 116 ComputeScore: Raw -201384.377698 + Penalty 3254.149224 = -198130.228474 Iteration 8Q: 3 clusters Score -198130.2 nChanged 115 ComputeScore: Raw -201425.344430 + Penalty 3254.149224 = -198171.195207 Iteration 9Q: 3 clusters Score -198171.2 nChanged 88 ComputeScore: Raw -201450.161851 + Penalty 3254.149224 = -198196.012627 Iteration 10Q: 3 clusters Score -198196 nChanged 55 ComputeScore: Raw -201466.992696 + Penalty 3254.149224 = -198212.843472 Iteration 11Q: 3 clusters Score -198212.8 nChanged 61 ComputeScore: Raw -201485.814512 + Penalty 3254.149224 = -198231.665288 Iteration 12Q: 3 clusters Score -198231.7 nChanged 67 ComputeScore: Raw -201511.727644 + Penalty 3254.149224 = -198257.578420 Iteration 13Q: 3 clusters Score -198257.6 nChanged 62 ComputeScore: Raw -201531.066710 + Penalty 3254.149224 = -198276.917486 Iteration 14Q: 3 clusters Score -198276.9 nChanged 55 ComputeScore: Raw -201546.875986 + Penalty 3254.149224 = -198292.726763 Iteration 15Q: 3 clusters Score -198292.7 nChanged 57 ComputeScore: Raw -201563.756309 + Penalty 3254.149224 = -198309.607085 Iteration 16Q: 3 clusters Score -198309.6 nChanged 53 ComputeScore: Raw -201578.657570 + Penalty 3254.149224 = -198324.508347 Iteration 17Q: 3 clusters Score -198324.5 nChanged 53 ComputeScore: Raw -201592.239233 + Penalty 3254.149224 = -198338.090009 Iteration 18Q: 3 clusters Score -198338.1 nChanged 46 ComputeScore: Raw -201605.072592 + Penalty 3254.149224 = -198350.923368 Iteration 19Q: 3 clusters Score -198350.9 nChanged 45 ComputeScore: Raw -201618.577910 + Penalty 3254.149224 = -198364.428687 Iteration 20F: 3 clusters Score -198364.4 nChanged 39 ComputeScore: Raw -201629.332212 + Penalty 3254.149224 = -198375.182989 Iteration 21Q: 3 clusters Score -198375.2 nChanged 43 ComputeScore: Raw -201641.081280 + Penalty 3254.149224 = -198386.932057 Iteration 22Q: 3 clusters Score -198386.9 nChanged 47 ComputeScore: Raw -201654.638922 + Penalty 3254.149224 = -198400.489699 Iteration 23Q: 3 clusters Score -198400.5 nChanged 44 ComputeScore: Raw -201665.247947 + Penalty 3254.149224 = -198411.098724 Iteration 24Q: 3 clusters Score -198411.1 nChanged 32 ComputeScore: Raw -201673.527924 + Penalty 3254.149224 = -198419.378701 Iteration 25Q: 3 clusters Score -198419.4 nChanged 34 ComputeScore: Raw -201682.288991 + Penalty 3254.149224 = -198428.139767 Iteration 26Q: 3 clusters Score -198428.1 nChanged 27 ComputeScore: Raw -201689.713455 + Penalty 3254.149224 = -198435.564232 Iteration 27Q: 3 clusters Score -198435.6 nChanged 32 ComputeScore: Raw -201696.457763 + Penalty 3254.149224 = -198442.308540 Iteration 28Q: 3 clusters Score -198442.3 nChanged 25 ComputeScore: Raw -201702.010344 + Penalty 3254.149224 = -198447.861121 Iteration 29Q: 3 clusters Score -198447.9 nChanged 18 ComputeScore: Raw -201704.823959 + Penalty 3254.149224 = -198450.674735 Iteration 30Q: 3 clusters Score -198450.7 nChanged 11 ComputeScore: Raw -201708.158140 + Penalty 3254.149224 = -198454.008917 Iteration 31Q: 3 clusters Score -198454 nChanged 15 ComputeScore: Raw -201710.704123 + Penalty 3254.149224 = -198456.554899 Iteration 32Q: 3 clusters Score -198456.6 nChanged 14 ComputeScore: Raw -201713.549108 + Penalty 3254.149224 = -198459.399884 Iteration 33Q: 3 clusters Score -198459.4 nChanged 9 ComputeScore: Raw -201715.582070 + Penalty 3254.149224 = -198461.432847 Iteration 34Q: 3 clusters Score -198461.4 nChanged 17 ComputeScore: Raw -201719.492496 + Penalty 3254.149224 = -198465.343272 Iteration 35Q: 3 clusters Score -198465.3 nChanged 17 ComputeScore: Raw -201723.994910 + Penalty 3254.149224 = -198469.845687 Iteration 36Q: 3 clusters Score -198469.8 nChanged 16 ComputeScore: Raw -201726.715796 + Penalty 3254.149224 = -198472.566573 Iteration 37Q: 3 clusters Score -198472.6 nChanged 17 ComputeScore: Raw -201731.058492 + Penalty 3254.149224 = -198476.909269 Iteration 38Q: 3 clusters Score -198476.9 nChanged 20 ComputeScore: Raw -201736.019589 + Penalty 3254.149224 = -198481.870365 Iteration 39Q: 3 clusters Score -198481.9 nChanged 22 ComputeScore: Raw -201742.807796 + Penalty 3254.149224 = -198488.658573 Iteration 40F: 3 clusters Score -198488.7 nChanged 31 ComputeScore: Raw -201752.493272 + Penalty 3254.149224 = -198498.344048 Iteration 41Q: 3 clusters Score -198498.3 nChanged 37 ComputeScore: Raw -201766.029064 + Penalty 3254.149224 = -198511.879841 Iteration 42Q: 3 clusters Score -198511.9 nChanged 41 ComputeScore: Raw -201777.368092 + Penalty 3254.149224 = -198523.218868 Iteration 43Q: 3 clusters Score -198523.2 nChanged 40 ComputeScore: Raw -201789.338778 + Penalty 3254.149224 = -198535.189555 Iteration 44Q: 3 clusters Score -198535.2 nChanged 43 ComputeScore: Raw -201805.715872 + Penalty 3254.149224 = -198551.566649 Iteration 45Q: 3 clusters Score -198551.6 nChanged 40 ComputeScore: Raw -201817.995358 + Penalty 3254.149224 = -198563.846134 Iteration 46Q: 3 clusters Score -198563.8 nChanged 43 ComputeScore: Raw -201829.418949 + Penalty 3254.149224 = -198575.269725 Iteration 47Q: 3 clusters Score -198575.3 nChanged 37 ComputeScore: Raw -201842.126540 + Penalty 3254.149224 = -198587.977316 Iteration 48Q: 3 clusters Score -198588 nChanged 46 ComputeScore: Raw -201859.010947 + Penalty 3254.149224 = -198604.861723 Iteration 49Q: 3 clusters Score -198604.9 nChanged 42 ComputeScore: Raw -201872.009414 + Penalty 3254.149224 = -198617.860191 Iteration 50Q: 3 clusters Score -198617.9 nChanged 46 ComputeScore: Raw -201887.432037 + Penalty 3254.149224 = -198633.282813 Iteration 51Q: 3 clusters Score -198633.3 nChanged 45 ComputeScore: Raw -201904.169390 + Penalty 3254.149224 = -198650.020167 Iteration 52Q: 3 clusters Score -198650 nChanged 45 ComputeScore: Raw -201919.884570 + Penalty 3254.149224 = -198665.735347 Iteration 53Q: 3 clusters Score -198665.7 nChanged 44 ComputeScore: Raw -201933.122133 + Penalty 3254.149224 = -198678.972910 Iteration 54Q: 3 clusters Score -198679 nChanged 50 ComputeScore: Raw -201945.430804 + Penalty 3254.149224 = -198691.281580 Iteration 55Q: 3 clusters Score -198691.3 nChanged 36 ComputeScore: Raw -201953.060556 + Penalty 3254.149224 = -198698.911332 Iteration 56Q: 3 clusters Score -198698.9 nChanged 26 ComputeScore: Raw -201961.366464 + Penalty 3254.149224 = -198707.217241 Iteration 57Q: 3 clusters Score -198707.2 nChanged 33 ComputeScore: Raw -201971.329908 + Penalty 3254.149224 = -198717.180684 Iteration 58Q: 3 clusters Score -198717.2 nChanged 32 ComputeScore: Raw -201981.901124 + Penalty 3254.149224 = -198727.751901 Iteration 59Q: 3 clusters Score -198727.8 nChanged 28 ComputeScore: Raw -201989.926908 + Penalty 3254.149224 = -198735.777685 Iteration 60F: 3 clusters Score -198735.8 nChanged 27 ComputeScore: Raw -201997.091629 + Penalty 3254.149224 = -198742.942406 Iteration 61Q: 3 clusters Score -198742.9 nChanged 29 ComputeScore: Raw -202006.085492 + Penalty 3254.149224 = -198751.936268 Iteration 62Q: 3 clusters Score -198751.9 nChanged 26 ComputeScore: Raw -202012.561786 + Penalty 3254.149224 = -198758.412563 Iteration 63Q: 3 clusters Score -198758.4 nChanged 24 ComputeScore: Raw -202019.008854 + Penalty 3254.149224 = -198764.859631 Iteration 64Q: 3 clusters Score -198764.9 nChanged 23 ComputeScore: Raw -202026.718721 + Penalty 3254.149224 = -198772.569497 Iteration 65Q: 3 clusters Score -198772.6 nChanged 19 ComputeScore: Raw -202031.468736 + Penalty 3254.149224 = -198777.319512 Iteration 66Q: 3 clusters Score -198777.3 nChanged 19 ComputeScore: Raw -202038.374866 + Penalty 3254.149224 = -198784.225642 Iteration 67Q: 3 clusters Score -198784.2 nChanged 27 ComputeScore: Raw -202047.406354 + Penalty 3254.149224 = -198793.257130 Iteration 68Q: 3 clusters Score -198793.3 nChanged 23 ComputeScore: Raw -202056.149301 + Penalty 3254.149224 = -198802.000078 Iteration 69Q: 3 clusters Score -198802 nChanged 22 ComputeScore: Raw -202063.254863 + Penalty 3254.149224 = -198809.105639 Iteration 70Q: 3 clusters Score -198809.1 nChanged 18 ComputeScore: Raw -202067.033015 + Penalty 3254.149224 = -198812.883791 Iteration 71Q: 3 clusters Score -198812.9 nChanged 16 ComputeScore: Raw -202070.169590 + Penalty 3254.149224 = -198816.020366 Iteration 72Q: 3 clusters Score -198816 nChanged 9 ComputeScore: Raw -202072.370489 + Penalty 3254.149224 = -198818.221265 Iteration 73Q: 3 clusters Score -198818.2 nChanged 7 ComputeScore: Raw -202074.319376 + Penalty 3254.149224 = -198820.170152 Iteration 74Q: 3 clusters Score -198820.2 nChanged 7 ComputeScore: Raw -202075.921838 + Penalty 3254.149224 = -198821.772615 Iteration 75Q: 3 clusters Score -198821.8 nChanged 4 ComputeScore: Raw -202076.418931 + Penalty 3254.149224 = -198822.269707 Iteration 76Q: 3 clusters Score -198822.3 nChanged 4 ComputeScore: Raw -202076.934925 + Penalty 3254.149224 = -198822.785701 Iteration 77Q: 3 clusters Score -198822.8 nChanged 4 ComputeScore: Raw -202077.682297 + Penalty 3254.149224 = -198823.533073 Iteration 78Q: 3 clusters Score -198823.5 nChanged 10 ComputeScore: Raw -202079.939605 + Penalty 3254.149224 = -198825.790382 Iteration 79Q: 3 clusters Score -198825.8 nChanged 6 ComputeScore: Raw -202081.266013 + Penalty 3254.149224 = -198827.116790 Iteration 80F: 3 clusters Score -198827.1 nChanged 5 ComputeScore: Raw -202082.377501 + Penalty 3254.149224 = -198828.228277 Iteration 81Q: 3 clusters Score -198828.2 nChanged 5 ComputeScore: Raw -202083.170870 + Penalty 3254.149224 = -198829.021646 Iteration 82Q: 3 clusters Score -198829 nChanged 4 ComputeScore: Raw -202083.901912 + Penalty 3254.149224 = -198829.752689 Iteration 83Q: 3 clusters Score -198829.8 nChanged 3 ComputeScore: Raw -202084.352445 + Penalty 3254.149224 = -198830.203221 Iteration 84Q: 3 clusters Score -198830.2 nChanged 3 ComputeScore: Raw -202085.050811 + Penalty 3254.149224 = -198830.901587 Iteration 85Q: 3 clusters Score -198830.9 nChanged 7 ComputeScore: Raw -202086.339326 + Penalty 3254.149224 = -198832.190102 Iteration 86Q: 3 clusters Score -198832.2 nChanged 4 ComputeScore: Raw -202087.037568 + Penalty 3254.149224 = -198832.888344 Iteration 87Q: 3 clusters Score -198832.9 nChanged 6 ComputeScore: Raw -202088.487111 + Penalty 3254.149224 = -198834.337887 Iteration 88Q: 3 clusters Score -198834.3 nChanged 6 ComputeScore: Raw -202089.593871 + Penalty 3254.149224 = -198835.444647 Iteration 89Q: 3 clusters Score -198835.4 nChanged 5 ComputeScore: Raw -202091.231379 + Penalty 3254.149224 = -198837.082155 Iteration 90Q: 3 clusters Score -198837.1 nChanged 7 ComputeScore: Raw -202093.005572 + Penalty 3254.149224 = -198838.856349 Iteration 91Q: 3 clusters Score -198838.9 nChanged 5 ComputeScore: Raw -202093.650867 + Penalty 3254.149224 = -198839.501643 Iteration 92Q: 3 clusters Score -198839.5 nChanged 2 ComputeScore: Raw -202093.986615 + Penalty 3254.149224 = -198839.837391 Iteration 93Q: 3 clusters Score -198839.8 nChanged 1 ComputeScore: Raw -202094.767061 + Penalty 3254.149224 = -198840.617837 Iteration 94Q: 3 clusters Score -198840.6 nChanged 5 ComputeScore: Raw -202095.855970 + Penalty 3254.149224 = -198841.706747 Iteration 95Q: 3 clusters Score -198841.7 nChanged 3 ComputeScore: Raw -202096.468685 + Penalty 3254.149224 = -198842.319462 Iteration 96Q: 3 clusters Score -198842.3 nChanged 7 ComputeScore: Raw -202097.820399 + Penalty 3254.149224 = -198843.671175 Iteration 97Q: 3 clusters Score -198843.7 nChanged 3 ComputeScore: Raw -202098.510727 + Penalty 3254.149224 = -198844.361503 Iteration 98Q: 3 clusters Score -198844.4 nChanged 5 ComputeScore: Raw -202099.200148 + Penalty 3254.149224 = -198845.050924 Iteration 99Q: 3 clusters Score -198845.1 nChanged 3 ComputeScore: Raw -202099.768591 + Penalty 3254.149224 = -198845.619368 Iteration 100F: 3 clusters Score -198845.6 nChanged 1 ComputeScore: Raw -202100.100689 + Penalty 3254.149224 = -198845.951465 Iteration 101Q: 3 clusters Score -198846 nChanged 3 ComputeScore: Raw -202100.734481 + Penalty 3254.149224 = -198846.585258 Iteration 102Q: 3 clusters Score -198846.6 nChanged 2 ComputeScore: Raw -202101.181014 + Penalty 3254.149224 = -198847.031790 Iteration 103Q: 3 clusters Score -198847 nChanged 2 ComputeScore: Raw -202101.810652 + Penalty 3254.149224 = -198847.661429 Iteration 104Q: 3 clusters Score -198847.7 nChanged 4 ComputeScore: Raw -202102.215011 + Penalty 3254.149224 = -198848.065788 Iteration 105Q: 3 clusters Score -198848.1 nChanged 1 ComputeScore: Raw -202102.399429 + Penalty 3254.149224 = -198848.250205 Iteration 106Q: 3 clusters Score -198848.3 nChanged 0 ComputeScore: Raw -202102.399429 + Penalty 3254.149224 = -198848.250205 Iteration 107F: 3 clusters Score -198848.3 nChanged 0 Trying to split cluster 7 (3487 points) Assigned 2 initial classes randomly. ComputeScore: Raw -131436.456701 + Penalty 1541.634642 = -129894.822059 Iteration 0F: 2 clusters Score -129894.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -129759.059243 + Penalty 3083.269284 = -126675.789960 Iteration 0F: 3 clusters Score -126675.8 nChanged 1326 ComputeScore: Raw -130497.918875 + Penalty 3083.269284 = -127414.649591 Iteration 1F: 3 clusters Score -127414.6 nChanged 291 ComputeScore: Raw -130685.811139 + Penalty 3083.269284 = -127602.541856 Iteration 2F: 3 clusters Score -127602.5 nChanged 213 ComputeScore: Raw -130827.395842 + Penalty 3083.269284 = -127744.126559 Iteration 3F: 3 clusters Score -127744.1 nChanged 163 ComputeScore: Raw -130944.219641 + Penalty 3083.269284 = -127860.950357 Iteration 4Q: 3 clusters Score -127861 nChanged 145 ComputeScore: Raw -131040.992004 + Penalty 3083.269284 = -127957.722721 Iteration 5Q: 3 clusters Score -127957.7 nChanged 135 ComputeScore: Raw -131157.240426 + Penalty 3083.269284 = -128073.971142 Iteration 6Q: 3 clusters Score -128074 nChanged 140 ComputeScore: Raw -131264.661961 + Penalty 3083.269284 = -128181.392677 Iteration 7Q: 3 clusters Score -128181.4 nChanged 107 ComputeScore: Raw -131354.648455 + Penalty 3083.269284 = -128271.379172 Iteration 8Q: 3 clusters Score -128271.4 nChanged 115 ComputeScore: Raw -131474.207625 + Penalty 3083.269284 = -128390.938342 Iteration 9Q: 3 clusters Score -128390.9 nChanged 117 ComputeScore: Raw -131571.570956 + Penalty 3083.269284 = -128488.301672 Iteration 10Q: 3 clusters Score -128488.3 nChanged 107 ComputeScore: Raw -131658.562535 + Penalty 3083.269284 = -128575.293251 Iteration 11Q: 3 clusters Score -128575.3 nChanged 95 ComputeScore: Raw -131727.810353 + Penalty 3083.269284 = -128644.541070 Iteration 12Q: 3 clusters Score -128644.5 nChanged 82 ComputeScore: Raw -131779.185706 + Penalty 3083.269284 = -128695.916423 Iteration 13Q: 3 clusters Score -128695.9 nChanged 64 ComputeScore: Raw -131812.118420 + Penalty 3083.269284 = -128728.849136 Iteration 14Q: 3 clusters Score -128728.8 nChanged 47 ComputeScore: Raw -131832.117741 + Penalty 3083.269284 = -128748.848457 Iteration 15Q: 3 clusters Score -128748.8 nChanged 24 ComputeScore: Raw -131840.978930 + Penalty 3083.269284 = -128757.709646 Iteration 16Q: 3 clusters Score -128757.7 nChanged 16 ComputeScore: Raw -131846.299842 + Penalty 3083.269284 = -128763.030558 Iteration 17Q: 3 clusters Score -128763 nChanged 15 ComputeScore: Raw -131851.114082 + Penalty 3083.269284 = -128767.844798 Iteration 18Q: 3 clusters Score -128767.8 nChanged 13 ComputeScore: Raw -131854.712268 + Penalty 3083.269284 = -128771.442984 Iteration 19Q: 3 clusters Score -128771.4 nChanged 9 ComputeScore: Raw -131858.649275 + Penalty 3083.269284 = -128775.379992 Iteration 20F: 3 clusters Score -128775.4 nChanged 9 ComputeScore: Raw -131861.304381 + Penalty 3083.269284 = -128778.035098 Iteration 21Q: 3 clusters Score -128778 nChanged 7 ComputeScore: Raw -131863.325625 + Penalty 3083.269284 = -128780.056341 Iteration 22Q: 3 clusters Score -128780.1 nChanged 3 ComputeScore: Raw -131864.231739 + Penalty 3083.269284 = -128780.962456 Iteration 23Q: 3 clusters Score -128781 nChanged 0 ComputeScore: Raw -131864.231739 + Penalty 3083.269284 = -128780.962456 Iteration 24F: 3 clusters Score -128781 nChanged 0 Trying to split cluster 8 (3414 points) Assigned 2 initial classes randomly. ComputeScore: Raw -132712.332064 + Penalty 1537.635942 = -131174.696122 Iteration 0F: 2 clusters Score -131174.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -131104.926706 + Penalty 3075.271883 = -128029.654822 Iteration 0F: 3 clusters Score -128029.7 nChanged 1327 ComputeScore: Raw -131869.037751 + Penalty 3075.271883 = -128793.765867 Iteration 1F: 3 clusters Score -128793.8 nChanged 267 ComputeScore: Raw -132029.670775 + Penalty 3075.271883 = -128954.398891 Iteration 2F: 3 clusters Score -128954.4 nChanged 176 ComputeScore: Raw -132123.448625 + Penalty 3075.271883 = -129048.176741 Iteration 3F: 3 clusters Score -129048.2 nChanged 104 ComputeScore: Raw -132172.602763 + Penalty 3075.271883 = -129097.330880 Iteration 4Q: 3 clusters Score -129097.3 nChanged 79 ComputeScore: Raw -132213.759415 + Penalty 3075.271883 = -129138.487532 Iteration 5Q: 3 clusters Score -129138.5 nChanged 64 ComputeScore: Raw -132238.660298 + Penalty 3075.271883 = -129163.388414 Iteration 6Q: 3 clusters Score -129163.4 nChanged 38 ComputeScore: Raw -132254.341559 + Penalty 3075.271883 = -129179.069676 Iteration 7Q: 3 clusters Score -129179.1 nChanged 36 ComputeScore: Raw -132268.048625 + Penalty 3075.271883 = -129192.776741 Iteration 8Q: 3 clusters Score -129192.8 nChanged 34 ComputeScore: Raw -132279.126065 + Penalty 3075.271883 = -129203.854181 Iteration 9Q: 3 clusters Score -129203.9 nChanged 30 ComputeScore: Raw -132286.315468 + Penalty 3075.271883 = -129211.043584 Iteration 10Q: 3 clusters Score -129211 nChanged 17 ComputeScore: Raw -132291.571708 + Penalty 3075.271883 = -129216.299824 Iteration 11Q: 3 clusters Score -129216.3 nChanged 18 ComputeScore: Raw -132297.331414 + Penalty 3075.271883 = -129222.059530 Iteration 12Q: 3 clusters Score -129222.1 nChanged 20 ComputeScore: Raw -132304.389980 + Penalty 3075.271883 = -129229.118097 Iteration 13Q: 3 clusters Score -129229.1 nChanged 18 ComputeScore: Raw -132311.836105 + Penalty 3075.271883 = -129236.564221 Iteration 14Q: 3 clusters Score -129236.6 nChanged 23 ComputeScore: Raw -132318.527734 + Penalty 3075.271883 = -129243.255851 Iteration 15Q: 3 clusters Score -129243.3 nChanged 16 ComputeScore: Raw -132325.094347 + Penalty 3075.271883 = -129249.822464 Iteration 16Q: 3 clusters Score -129249.8 nChanged 21 ComputeScore: Raw -132332.929293 + Penalty 3075.271883 = -129257.657409 Iteration 17Q: 3 clusters Score -129257.7 nChanged 21 ComputeScore: Raw -132340.597641 + Penalty 3075.271883 = -129265.325757 Iteration 18Q: 3 clusters Score -129265.3 nChanged 22 ComputeScore: Raw -132348.089996 + Penalty 3075.271883 = -129272.818112 Iteration 19Q: 3 clusters Score -129272.8 nChanged 23 ComputeScore: Raw -132356.000802 + Penalty 3075.271883 = -129280.728918 Iteration 20F: 3 clusters Score -129280.7 nChanged 21 ComputeScore: Raw -132363.650684 + Penalty 3075.271883 = -129288.378800 Iteration 21Q: 3 clusters Score -129288.4 nChanged 20 ComputeScore: Raw -132371.239780 + Penalty 3075.271883 = -129295.967896 Iteration 22Q: 3 clusters Score -129296 nChanged 19 ComputeScore: Raw -132377.632630 + Penalty 3075.271883 = -129302.360746 Iteration 23Q: 3 clusters Score -129302.4 nChanged 21 ComputeScore: Raw -132384.078807 + Penalty 3075.271883 = -129308.806924 Iteration 24Q: 3 clusters Score -129308.8 nChanged 15 ComputeScore: Raw -132389.790176 + Penalty 3075.271883 = -129314.518292 Iteration 25Q: 3 clusters Score -129314.5 nChanged 13 ComputeScore: Raw -132394.635286 + Penalty 3075.271883 = -129319.363403 Iteration 26Q: 3 clusters Score -129319.4 nChanged 14 ComputeScore: Raw -132401.525253 + Penalty 3075.271883 = -129326.253370 Iteration 27Q: 3 clusters Score -129326.3 nChanged 19 ComputeScore: Raw -132408.611700 + Penalty 3075.271883 = -129333.339816 Iteration 28Q: 3 clusters Score -129333.3 nChanged 14 ComputeScore: Raw -132413.072155 + Penalty 3075.271883 = -129337.800272 Iteration 29Q: 3 clusters Score -129337.8 nChanged 16 ComputeScore: Raw -132418.428539 + Penalty 3075.271883 = -129343.156655 Iteration 30Q: 3 clusters Score -129343.2 nChanged 11 ComputeScore: Raw -132422.674110 + Penalty 3075.271883 = -129347.402227 Iteration 31Q: 3 clusters Score -129347.4 nChanged 22 ComputeScore: Raw -132430.592712 + Penalty 3075.271883 = -129355.320828 Iteration 32Q: 3 clusters Score -129355.3 nChanged 18 ComputeScore: Raw -132438.449857 + Penalty 3075.271883 = -129363.177974 Iteration 33Q: 3 clusters Score -129363.2 nChanged 24 ComputeScore: Raw -132447.512151 + Penalty 3075.271883 = -129372.240268 Iteration 34Q: 3 clusters Score -129372.2 nChanged 24 ComputeScore: Raw -132455.408211 + Penalty 3075.271883 = -129380.136327 Iteration 35Q: 3 clusters Score -129380.1 nChanged 21 ComputeScore: Raw -132462.094603 + Penalty 3075.271883 = -129386.822719 Iteration 36Q: 3 clusters Score -129386.8 nChanged 19 ComputeScore: Raw -132469.267756 + Penalty 3075.271883 = -129393.995873 Iteration 37Q: 3 clusters Score -129394 nChanged 15 ComputeScore: Raw -132476.186967 + Penalty 3075.271883 = -129400.915084 Iteration 38Q: 3 clusters Score -129400.9 nChanged 21 ComputeScore: Raw -132483.265697 + Penalty 3075.271883 = -129407.993813 Iteration 39Q: 3 clusters Score -129408 nChanged 28 ComputeScore: Raw -132495.955856 + Penalty 3075.271883 = -129420.683972 Iteration 40F: 3 clusters Score -129420.7 nChanged 23 ComputeScore: Raw -132504.643328 + Penalty 3075.271883 = -129429.371445 Iteration 41Q: 3 clusters Score -129429.4 nChanged 20 ComputeScore: Raw -132514.069608 + Penalty 3075.271883 = -129438.797724 Iteration 42Q: 3 clusters Score -129438.8 nChanged 24 ComputeScore: Raw -132525.540831 + Penalty 3075.271883 = -129450.268948 Iteration 43Q: 3 clusters Score -129450.3 nChanged 24 ComputeScore: Raw -132538.280389 + Penalty 3075.271883 = -129463.008505 Iteration 44Q: 3 clusters Score -129463 nChanged 22 ComputeScore: Raw -132547.321659 + Penalty 3075.271883 = -129472.049775 Iteration 45Q: 3 clusters Score -129472 nChanged 25 ComputeScore: Raw -132555.031993 + Penalty 3075.271883 = -129479.760110 Iteration 46Q: 3 clusters Score -129479.8 nChanged 15 ComputeScore: Raw -132561.948717 + Penalty 3075.271883 = -129486.676834 Iteration 47Q: 3 clusters Score -129486.7 nChanged 14 ComputeScore: Raw -132570.435139 + Penalty 3075.271883 = -129495.163255 Iteration 48Q: 3 clusters Score -129495.2 nChanged 22 ComputeScore: Raw -132583.031220 + Penalty 3075.271883 = -129507.759337 Iteration 49Q: 3 clusters Score -129507.8 nChanged 22 ComputeScore: Raw -132594.298400 + Penalty 3075.271883 = -129519.026516 Iteration 50Q: 3 clusters Score -129519 nChanged 22 ComputeScore: Raw -132604.700446 + Penalty 3075.271883 = -129529.428562 Iteration 51Q: 3 clusters Score -129529.4 nChanged 22 ComputeScore: Raw -132612.198064 + Penalty 3075.271883 = -129536.926181 Iteration 52Q: 3 clusters Score -129536.9 nChanged 15 ComputeScore: Raw -132619.478444 + Penalty 3075.271883 = -129544.206561 Iteration 53Q: 3 clusters Score -129544.2 nChanged 17 ComputeScore: Raw -132627.345658 + Penalty 3075.271883 = -129552.073775 Iteration 54Q: 3 clusters Score -129552.1 nChanged 15 ComputeScore: Raw -132634.730127 + Penalty 3075.271883 = -129559.458243 Iteration 55Q: 3 clusters Score -129559.5 nChanged 19 ComputeScore: Raw -132645.737496 + Penalty 3075.271883 = -129570.465613 Iteration 56Q: 3 clusters Score -129570.5 nChanged 29 ComputeScore: Raw -132664.424227 + Penalty 3075.271883 = -129589.152343 Iteration 57Q: 3 clusters Score -129589.2 nChanged 33 ComputeScore: Raw -132684.189642 + Penalty 3075.271883 = -129608.917759 Iteration 58Q: 3 clusters Score -129608.9 nChanged 32 ComputeScore: Raw -132701.560256 + Penalty 3075.271883 = -129626.288373 Iteration 59Q: 3 clusters Score -129626.3 nChanged 34 ComputeScore: Raw -132721.866522 + Penalty 3075.271883 = -129646.594639 Iteration 60F: 3 clusters Score -129646.6 nChanged 35 ComputeScore: Raw -132742.034548 + Penalty 3075.271883 = -129666.762664 Iteration 61Q: 3 clusters Score -129666.8 nChanged 30 ComputeScore: Raw -132762.439057 + Penalty 3075.271883 = -129687.167174 Iteration 62Q: 3 clusters Score -129687.2 nChanged 39 ComputeScore: Raw -132788.355619 + Penalty 3075.271883 = -129713.083735 Iteration 63Q: 3 clusters Score -129713.1 nChanged 38 ComputeScore: Raw -132814.317910 + Penalty 3075.271883 = -129739.046027 Iteration 64Q: 3 clusters Score -129739 nChanged 27 ComputeScore: Raw -132829.584422 + Penalty 3075.271883 = -129754.312538 Iteration 65Q: 3 clusters Score -129754.3 nChanged 19 ComputeScore: Raw -132839.254708 + Penalty 3075.271883 = -129763.982824 Iteration 66Q: 3 clusters Score -129764 nChanged 18 ComputeScore: Raw -132854.148014 + Penalty 3075.271883 = -129778.876130 Iteration 67Q: 3 clusters Score -129778.9 nChanged 20 ComputeScore: Raw -132865.512986 + Penalty 3075.271883 = -129790.241103 Iteration 68Q: 3 clusters Score -129790.2 nChanged 13 ComputeScore: Raw -132875.039949 + Penalty 3075.271883 = -129799.768066 Iteration 69Q: 3 clusters Score -129799.8 nChanged 15 ComputeScore: Raw -132885.012562 + Penalty 3075.271883 = -129809.740678 Iteration 70Q: 3 clusters Score -129809.7 nChanged 13 ComputeScore: Raw -132893.764155 + Penalty 3075.271883 = -129818.492272 Iteration 71Q: 3 clusters Score -129818.5 nChanged 8 ComputeScore: Raw -132901.741972 + Penalty 3075.271883 = -129826.470089 Iteration 72Q: 3 clusters Score -129826.5 nChanged 9 ComputeScore: Raw -132907.154383 + Penalty 3075.271883 = -129831.882499 Iteration 73Q: 3 clusters Score -129831.9 nChanged 6 ComputeScore: Raw -132910.299349 + Penalty 3075.271883 = -129835.027465 Iteration 74Q: 3 clusters Score -129835 nChanged 7 ComputeScore: Raw -132913.636778 + Penalty 3075.271883 = -129838.364895 Iteration 75Q: 3 clusters Score -129838.4 nChanged 10 ComputeScore: Raw -132920.023235 + Penalty 3075.271883 = -129844.751351 Iteration 76Q: 3 clusters Score -129844.8 nChanged 5 ComputeScore: Raw -132923.692200 + Penalty 3075.271883 = -129848.420317 Iteration 77Q: 3 clusters Score -129848.4 nChanged 3 ComputeScore: Raw -132925.006295 + Penalty 3075.271883 = -129849.734412 Iteration 78Q: 3 clusters Score -129849.7 nChanged 3 ComputeScore: Raw -132926.690935 + Penalty 3075.271883 = -129851.419051 Iteration 79Q: 3 clusters Score -129851.4 nChanged 5 ComputeScore: Raw -132928.912917 + Penalty 3075.271883 = -129853.641034 Iteration 80F: 3 clusters Score -129853.6 nChanged 1 ComputeScore: Raw -132929.099305 + Penalty 3075.271883 = -129853.827421 Iteration 81Q: 3 clusters Score -129853.8 nChanged 0 ComputeScore: Raw -132929.099305 + Penalty 3075.271883 = -129853.827421 Iteration 82F: 3 clusters Score -129853.8 nChanged 0 Trying to split cluster 9 (5501 points) Assigned 2 initial classes randomly. ComputeScore: Raw -201443.999718 + Penalty 1627.797498 = -199816.202221 Iteration 0F: 2 clusters Score -199816.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -198645.827259 + Penalty 3255.594995 = -195390.232264 Iteration 0F: 3 clusters Score -195390.2 nChanged 2247 ComputeScore: Raw -199899.903649 + Penalty 3255.594995 = -196644.308654 Iteration 1F: 3 clusters Score -196644.3 nChanged 389 ComputeScore: Raw -200107.309255 + Penalty 3255.594995 = -196851.714260 Iteration 2F: 3 clusters Score -196851.7 nChanged 276 ComputeScore: Raw -200237.102568 + Penalty 3255.594995 = -196981.507572 Iteration 3F: 3 clusters Score -196981.5 nChanged 182 ComputeScore: Raw -200316.950454 + Penalty 3255.594995 = -197061.355459 Iteration 4Q: 3 clusters Score -197061.4 nChanged 162 ComputeScore: Raw -200389.478865 + Penalty 3255.594995 = -197133.883870 Iteration 5Q: 3 clusters Score -197133.9 nChanged 149 ComputeScore: Raw -200461.532943 + Penalty 3255.594995 = -197205.937947 Iteration 6Q: 3 clusters Score -197205.9 nChanged 135 ComputeScore: Raw -200522.185011 + Penalty 3255.594995 = -197266.590015 Iteration 7Q: 3 clusters Score -197266.6 nChanged 134 ComputeScore: Raw -200578.270141 + Penalty 3255.594995 = -197322.675146 Iteration 8Q: 3 clusters Score -197322.7 nChanged 118 ComputeScore: Raw -200620.118050 + Penalty 3255.594995 = -197364.523055 Iteration 9Q: 3 clusters Score -197364.5 nChanged 98 ComputeScore: Raw -200654.474455 + Penalty 3255.594995 = -197398.879459 Iteration 10Q: 3 clusters Score -197398.9 nChanged 79 ComputeScore: Raw -200682.641199 + Penalty 3255.594995 = -197427.046204 Iteration 11Q: 3 clusters Score -197427 nChanged 86 ComputeScore: Raw -200711.552389 + Penalty 3255.594995 = -197455.957394 Iteration 12Q: 3 clusters Score -197456 nChanged 74 ComputeScore: Raw -200733.928983 + Penalty 3255.594995 = -197478.333987 Iteration 13Q: 3 clusters Score -197478.3 nChanged 70 ComputeScore: Raw -200758.479734 + Penalty 3255.594995 = -197502.884739 Iteration 14Q: 3 clusters Score -197502.9 nChanged 78 ComputeScore: Raw -200792.350248 + Penalty 3255.594995 = -197536.755253 Iteration 15Q: 3 clusters Score -197536.8 nChanged 97 ComputeScore: Raw -200835.453022 + Penalty 3255.594995 = -197579.858027 Iteration 16Q: 3 clusters Score -197579.9 nChanged 118 ComputeScore: Raw -200880.548099 + Penalty 3255.594995 = -197624.953104 Iteration 17Q: 3 clusters Score -197625 nChanged 114 ComputeScore: Raw -200932.420107 + Penalty 3255.594995 = -197676.825112 Iteration 18Q: 3 clusters Score -197676.8 nChanged 114 ComputeScore: Raw -200984.071384 + Penalty 3255.594995 = -197728.476389 Iteration 19Q: 3 clusters Score -197728.5 nChanged 130 ComputeScore: Raw -201048.901228 + Penalty 3255.594995 = -197793.306233 Iteration 20F: 3 clusters Score -197793.3 nChanged 133 ComputeScore: Raw -201119.935282 + Penalty 3255.594995 = -197864.340286 Iteration 21Q: 3 clusters Score -197864.3 nChanged 147 ComputeScore: Raw -201201.499756 + Penalty 3255.594995 = -197945.904761 Iteration 22Q: 3 clusters Score -197945.9 nChanged 146 ComputeScore: Raw -201287.237911 + Penalty 3255.594995 = -198031.642916 Iteration 23Q: 3 clusters Score -198031.6 nChanged 143 ComputeScore: Raw -201378.275413 + Penalty 3255.594995 = -198122.680418 Iteration 24Q: 3 clusters Score -198122.7 nChanged 129 ComputeScore: Raw -201450.332463 + Penalty 3255.594995 = -198194.737468 Iteration 25Q: 3 clusters Score -198194.7 nChanged 107 ComputeScore: Raw -201510.895177 + Penalty 3255.594995 = -198255.300181 Iteration 26Q: 3 clusters Score -198255.3 nChanged 92 ComputeScore: Raw -201561.075231 + Penalty 3255.594995 = -198305.480236 Iteration 27Q: 3 clusters Score -198305.5 nChanged 89 ComputeScore: Raw -201606.030744 + Penalty 3255.594995 = -198350.435748 Iteration 28Q: 3 clusters Score -198350.4 nChanged 70 ComputeScore: Raw -201638.235913 + Penalty 3255.594995 = -198382.640917 Iteration 29Q: 3 clusters Score -198382.6 nChanged 61 ComputeScore: Raw -201670.595941 + Penalty 3255.594995 = -198415.000946 Iteration 30Q: 3 clusters Score -198415 nChanged 65 ComputeScore: Raw -201711.672435 + Penalty 3255.594995 = -198456.077440 Iteration 31Q: 3 clusters Score -198456.1 nChanged 60 ComputeScore: Raw -201747.818933 + Penalty 3255.594995 = -198492.223938 Iteration 32Q: 3 clusters Score -198492.2 nChanged 57 ComputeScore: Raw -201780.568125 + Penalty 3255.594995 = -198524.973130 Iteration 33Q: 3 clusters Score -198525 nChanged 46 ComputeScore: Raw -201803.375090 + Penalty 3255.594995 = -198547.780094 Iteration 34Q: 3 clusters Score -198547.8 nChanged 40 ComputeScore: Raw -201823.041589 + Penalty 3255.594995 = -198567.446593 Iteration 35Q: 3 clusters Score -198567.4 nChanged 34 ComputeScore: Raw -201840.016440 + Penalty 3255.594995 = -198584.421445 Iteration 36Q: 3 clusters Score -198584.4 nChanged 34 ComputeScore: Raw -201855.601077 + Penalty 3255.594995 = -198600.006082 Iteration 37Q: 3 clusters Score -198600 nChanged 29 ComputeScore: Raw -201867.466549 + Penalty 3255.594995 = -198611.871553 Iteration 38Q: 3 clusters Score -198611.9 nChanged 20 ComputeScore: Raw -201874.317159 + Penalty 3255.594995 = -198618.722164 Iteration 39Q: 3 clusters Score -198618.7 nChanged 20 ComputeScore: Raw -201881.711496 + Penalty 3255.594995 = -198626.116501 Iteration 40F: 3 clusters Score -198626.1 nChanged 24 ComputeScore: Raw -201893.021779 + Penalty 3255.594995 = -198637.426784 Iteration 41Q: 3 clusters Score -198637.4 nChanged 26 ComputeScore: Raw -201906.554973 + Penalty 3255.594995 = -198650.959978 Iteration 42Q: 3 clusters Score -198651 nChanged 21 ComputeScore: Raw -201917.515800 + Penalty 3255.594995 = -198661.920805 Iteration 43Q: 3 clusters Score -198661.9 nChanged 19 ComputeScore: Raw -201925.915379 + Penalty 3255.594995 = -198670.320384 Iteration 44Q: 3 clusters Score -198670.3 nChanged 11 ComputeScore: Raw -201931.620487 + Penalty 3255.594995 = -198676.025492 Iteration 45Q: 3 clusters Score -198676 nChanged 5 ComputeScore: Raw -201933.917625 + Penalty 3255.594995 = -198678.322629 Iteration 46Q: 3 clusters Score -198678.3 nChanged 6 ComputeScore: Raw -201935.979986 + Penalty 3255.594995 = -198680.384990 Iteration 47Q: 3 clusters Score -198680.4 nChanged 3 ComputeScore: Raw -201937.766903 + Penalty 3255.594995 = -198682.171907 Iteration 48Q: 3 clusters Score -198682.2 nChanged 6 ComputeScore: Raw -201940.141169 + Penalty 3255.594995 = -198684.546173 Iteration 49Q: 3 clusters Score -198684.5 nChanged 8 ComputeScore: Raw -201942.369808 + Penalty 3255.594995 = -198686.774813 Iteration 50Q: 3 clusters Score -198686.8 nChanged 3 ComputeScore: Raw -201943.753197 + Penalty 3255.594995 = -198688.158201 Iteration 51Q: 3 clusters Score -198688.2 nChanged 1 ComputeScore: Raw -201944.279061 + Penalty 3255.594995 = -198688.684065 Iteration 52Q: 3 clusters Score -198688.7 nChanged 2 ComputeScore: Raw -201944.719788 + Penalty 3255.594995 = -198689.124793 Iteration 53Q: 3 clusters Score -198689.1 nChanged 1 ComputeScore: Raw -201945.099022 + Penalty 3255.594995 = -198689.504027 Iteration 54Q: 3 clusters Score -198689.5 nChanged 1 ComputeScore: Raw -201945.532721 + Penalty 3255.594995 = -198689.937725 Iteration 55Q: 3 clusters Score -198689.9 nChanged 0 ComputeScore: Raw -201945.532721 + Penalty 3255.594995 = -198689.937725 Iteration 56F: 3 clusters Score -198689.9 nChanged 0 Trying to split cluster 10 (3239 points) Assigned 2 initial classes randomly. ComputeScore: Raw -121005.791980 + Penalty 1527.690765 = -119478.101215 Iteration 0F: 2 clusters Score -119478.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -119518.232104 + Penalty 3055.381529 = -116462.850574 Iteration 0F: 3 clusters Score -116462.9 nChanged 1192 ComputeScore: Raw -120233.369999 + Penalty 3055.381529 = -117177.988469 Iteration 1F: 3 clusters Score -117178 nChanged 256 ComputeScore: Raw -120392.639333 + Penalty 3055.381529 = -117337.257804 Iteration 2F: 3 clusters Score -117337.3 nChanged 178 ComputeScore: Raw -120537.992829 + Penalty 3055.381529 = -117482.611300 Iteration 3F: 3 clusters Score -117482.6 nChanged 158 ComputeScore: Raw -120697.398802 + Penalty 3055.381529 = -117642.017272 Iteration 4Q: 3 clusters Score -117642 nChanged 172 ComputeScore: Raw -120901.904241 + Penalty 3055.381529 = -117846.522711 Iteration 5F: 3 clusters Score -117846.5 nChanged 171 ComputeScore: Raw -121122.453058 + Penalty 3055.381529 = -118067.071529 Iteration 6F: 3 clusters Score -118067.1 nChanged 158 ComputeScore: Raw -121310.068880 + Penalty 3055.381529 = -118254.687350 Iteration 7Q: 3 clusters Score -118254.7 nChanged 157 ComputeScore: Raw -121478.673161 + Penalty 3055.381529 = -118423.291631 Iteration 8Q: 3 clusters Score -118423.3 nChanged 144 ComputeScore: Raw -121619.261115 + Penalty 3055.381529 = -118563.879585 Iteration 9Q: 3 clusters Score -118563.9 nChanged 106 ComputeScore: Raw -121725.789225 + Penalty 3055.381529 = -118670.407695 Iteration 10Q: 3 clusters Score -118670.4 nChanged 74 ComputeScore: Raw -121787.480769 + Penalty 3055.381529 = -118732.099240 Iteration 11Q: 3 clusters Score -118732.1 nChanged 57 ComputeScore: Raw -121839.605851 + Penalty 3055.381529 = -118784.224322 Iteration 12Q: 3 clusters Score -118784.2 nChanged 57 ComputeScore: Raw -121902.629799 + Penalty 3055.381529 = -118847.248270 Iteration 13Q: 3 clusters Score -118847.2 nChanged 44 ComputeScore: Raw -121942.768366 + Penalty 3055.381529 = -118887.386837 Iteration 14Q: 3 clusters Score -118887.4 nChanged 26 ComputeScore: Raw -121967.719258 + Penalty 3055.381529 = -118912.337729 Iteration 15Q: 3 clusters Score -118912.3 nChanged 24 ComputeScore: Raw -121985.360719 + Penalty 3055.381529 = -118929.979189 Iteration 16Q: 3 clusters Score -118930 nChanged 16 ComputeScore: Raw -121997.580603 + Penalty 3055.381529 = -118942.199074 Iteration 17Q: 3 clusters Score -118942.2 nChanged 21 ComputeScore: Raw -122012.287509 + Penalty 3055.381529 = -118956.905980 Iteration 18Q: 3 clusters Score -118956.9 nChanged 17 ComputeScore: Raw -122027.766805 + Penalty 3055.381529 = -118972.385275 Iteration 19Q: 3 clusters Score -118972.4 nChanged 10 ComputeScore: Raw -122037.889645 + Penalty 3055.381529 = -118982.508116 Iteration 20F: 3 clusters Score -118982.5 nChanged 7 ComputeScore: Raw -122042.127561 + Penalty 3055.381529 = -118986.746032 Iteration 21Q: 3 clusters Score -118986.7 nChanged 4 ComputeScore: Raw -122044.103712 + Penalty 3055.381529 = -118988.722182 Iteration 22Q: 3 clusters Score -118988.7 nChanged 5 ComputeScore: Raw -122045.803143 + Penalty 3055.381529 = -118990.421614 Iteration 23Q: 3 clusters Score -118990.4 nChanged 3 ComputeScore: Raw -122046.878391 + Penalty 3055.381529 = -118991.496861 Iteration 24Q: 3 clusters Score -118991.5 nChanged 3 ComputeScore: Raw -122048.179002 + Penalty 3055.381529 = -118992.797473 Iteration 25Q: 3 clusters Score -118992.8 nChanged 3 ComputeScore: Raw -122049.659799 + Penalty 3055.381529 = -118994.278270 Iteration 26Q: 3 clusters Score -118994.3 nChanged 1 ComputeScore: Raw -122050.459615 + Penalty 3055.381529 = -118995.078085 Iteration 27Q: 3 clusters Score -118995.1 nChanged 1 ComputeScore: Raw -122050.921491 + Penalty 3055.381529 = -118995.539961 Iteration 28Q: 3 clusters Score -118995.5 nChanged 2 ComputeScore: Raw -122051.863639 + Penalty 3055.381529 = -118996.482110 Iteration 29Q: 3 clusters Score -118996.5 nChanged 2 ComputeScore: Raw -122052.533399 + Penalty 3055.381529 = -118997.151870 Iteration 30Q: 3 clusters Score -118997.2 nChanged 1 ComputeScore: Raw -122053.209228 + Penalty 3055.381529 = -118997.827698 Iteration 31Q: 3 clusters Score -118997.8 nChanged 1 ComputeScore: Raw -122053.809452 + Penalty 3055.381529 = -118998.427923 Iteration 32Q: 3 clusters Score -118998.4 nChanged 1 ComputeScore: Raw -122054.418343 + Penalty 3055.381529 = -118999.036814 Iteration 33Q: 3 clusters Score -118999 nChanged 1 ComputeScore: Raw -122054.583889 + Penalty 3055.381529 = -118999.202359 Iteration 34Q: 3 clusters Score -118999.2 nChanged 0 ComputeScore: Raw -122054.583889 + Penalty 3055.381529 = -118999.202359 Iteration 35F: 3 clusters Score -118999.2 nChanged 0 Trying to split cluster 11 (4597 points) Assigned 2 initial classes randomly. ComputeScore: Raw -175666.306495 + Penalty 1593.867088 = -174072.439407 Iteration 0F: 2 clusters Score -174072.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -173376.289317 + Penalty 3187.734176 = -170188.555141 Iteration 0F: 3 clusters Score -170188.6 nChanged 1851 ComputeScore: Raw -174400.544626 + Penalty 3187.734176 = -171212.810450 Iteration 1F: 3 clusters Score -171212.8 nChanged 325 ComputeScore: Raw -174610.050765 + Penalty 3187.734176 = -171422.316589 Iteration 2F: 3 clusters Score -171422.3 nChanged 257 ComputeScore: Raw -174773.888380 + Penalty 3187.734176 = -171586.154204 Iteration 3F: 3 clusters Score -171586.2 nChanged 220 ComputeScore: Raw -174939.869890 + Penalty 3187.734176 = -171752.135714 Iteration 4Q: 3 clusters Score -171752.1 nChanged 211 ComputeScore: Raw -175099.292559 + Penalty 3187.734176 = -171911.558383 Iteration 5Q: 3 clusters Score -171911.6 nChanged 217 ComputeScore: Raw -175252.453944 + Penalty 3187.734176 = -172064.719768 Iteration 6Q: 3 clusters Score -172064.7 nChanged 204 ComputeScore: Raw -175403.327073 + Penalty 3187.734176 = -172215.592897 Iteration 7Q: 3 clusters Score -172215.6 nChanged 192 ComputeScore: Raw -175546.013591 + Penalty 3187.734176 = -172358.279415 Iteration 8Q: 3 clusters Score -172358.3 nChanged 167 ComputeScore: Raw -175670.757933 + Penalty 3187.734176 = -172483.023757 Iteration 9Q: 3 clusters Score -172483 nChanged 168 ComputeScore: Raw -175795.269358 + Penalty 3187.734176 = -172607.535182 Iteration 10Q: 3 clusters Score -172607.5 nChanged 138 ComputeScore: Raw -175889.340303 + Penalty 3187.734176 = -172701.606127 Iteration 11Q: 3 clusters Score -172701.6 nChanged 116 ComputeScore: Raw -175993.634458 + Penalty 3187.734176 = -172805.900282 Iteration 12Q: 3 clusters Score -172805.9 nChanged 114 ComputeScore: Raw -176082.243071 + Penalty 3187.734176 = -172894.508895 Iteration 13Q: 3 clusters Score -172894.5 nChanged 106 ComputeScore: Raw -176151.541141 + Penalty 3187.734176 = -172963.806965 Iteration 14Q: 3 clusters Score -172963.8 nChanged 79 ComputeScore: Raw -176204.384950 + Penalty 3187.734176 = -173016.650774 Iteration 15Q: 3 clusters Score -173016.7 nChanged 75 ComputeScore: Raw -176244.317813 + Penalty 3187.734176 = -173056.583637 Iteration 16Q: 3 clusters Score -173056.6 nChanged 53 ComputeScore: Raw -176267.607457 + Penalty 3187.734176 = -173079.873281 Iteration 17Q: 3 clusters Score -173079.9 nChanged 25 ComputeScore: Raw -176275.741099 + Penalty 3187.734176 = -173088.006923 Iteration 18Q: 3 clusters Score -173088 nChanged 16 ComputeScore: Raw -176281.396218 + Penalty 3187.734176 = -173093.662042 Iteration 19Q: 3 clusters Score -173093.7 nChanged 12 ComputeScore: Raw -176285.510893 + Penalty 3187.734176 = -173097.776717 Iteration 20F: 3 clusters Score -173097.8 nChanged 10 ComputeScore: Raw -176289.607006 + Penalty 3187.734176 = -173101.872830 Iteration 21Q: 3 clusters Score -173101.9 nChanged 12 ComputeScore: Raw -176294.262793 + Penalty 3187.734176 = -173106.528617 Iteration 22Q: 3 clusters Score -173106.5 nChanged 14 ComputeScore: Raw -176299.786559 + Penalty 3187.734176 = -173112.052383 Iteration 23Q: 3 clusters Score -173112.1 nChanged 13 ComputeScore: Raw -176304.690026 + Penalty 3187.734176 = -173116.955850 Iteration 24Q: 3 clusters Score -173117 nChanged 7 ComputeScore: Raw -176308.533875 + Penalty 3187.734176 = -173120.799699 Iteration 25Q: 3 clusters Score -173120.8 nChanged 10 ComputeScore: Raw -176312.271694 + Penalty 3187.734176 = -173124.537518 Iteration 26Q: 3 clusters Score -173124.5 nChanged 10 ComputeScore: Raw -176314.748718 + Penalty 3187.734176 = -173127.014542 Iteration 27Q: 3 clusters Score -173127 nChanged 5 ComputeScore: Raw -176316.573770 + Penalty 3187.734176 = -173128.839594 Iteration 28Q: 3 clusters Score -173128.8 nChanged 7 ComputeScore: Raw -176318.582384 + Penalty 3187.734176 = -173130.848208 Iteration 29Q: 3 clusters Score -173130.8 nChanged 8 ComputeScore: Raw -176321.804418 + Penalty 3187.734176 = -173134.070242 Iteration 30Q: 3 clusters Score -173134.1 nChanged 6 ComputeScore: Raw -176322.875227 + Penalty 3187.734176 = -173135.141051 Iteration 31Q: 3 clusters Score -173135.1 nChanged 3 ComputeScore: Raw -176323.714771 + Penalty 3187.734176 = -173135.980595 Iteration 32Q: 3 clusters Score -173136 nChanged 2 ComputeScore: Raw -176323.984953 + Penalty 3187.734176 = -173136.250777 Iteration 33Q: 3 clusters Score -173136.3 nChanged 2 ComputeScore: Raw -176324.271925 + Penalty 3187.734176 = -173136.537749 Iteration 34Q: 3 clusters Score -173136.5 nChanged 4 ComputeScore: Raw -176325.170782 + Penalty 3187.734176 = -173137.436606 Iteration 35Q: 3 clusters Score -173137.4 nChanged 1 ComputeScore: Raw -176325.375201 + Penalty 3187.734176 = -173137.641025 Iteration 36Q: 3 clusters Score -173137.6 nChanged 1 ComputeScore: Raw -176325.436601 + Penalty 3187.734176 = -173137.702425 Iteration 37Q: 3 clusters Score -173137.7 nChanged 0 ComputeScore: Raw -176325.436601 + Penalty 3187.734176 = -173137.702425 Iteration 38F: 3 clusters Score -173137.7 nChanged 0 Trying to split cluster 12 (5694 points) Assigned 2 initial classes randomly. ComputeScore: Raw -216243.394003 + Penalty 1634.314803 = -214609.079201 Iteration 0F: 2 clusters Score -214609.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -213250.667889 + Penalty 3268.629605 = -209982.038283 Iteration 0F: 3 clusters Score -209982 nChanged 2283 ComputeScore: Raw -214511.018213 + Penalty 3268.629605 = -211242.388608 Iteration 1F: 3 clusters Score -211242.4 nChanged 414 ComputeScore: Raw -214744.074952 + Penalty 3268.629605 = -211475.445347 Iteration 2F: 3 clusters Score -211475.4 nChanged 321 ComputeScore: Raw -214903.168484 + Penalty 3268.629605 = -211634.538878 Iteration 3F: 3 clusters Score -211634.5 nChanged 242 ComputeScore: Raw -215033.026146 + Penalty 3268.629605 = -211764.396541 Iteration 4Q: 3 clusters Score -211764.4 nChanged 228 ComputeScore: Raw -215147.675018 + Penalty 3268.629605 = -211879.045413 Iteration 5Q: 3 clusters Score -211879 nChanged 194 ComputeScore: Raw -215240.392939 + Penalty 3268.629605 = -211971.763334 Iteration 6Q: 3 clusters Score -211971.8 nChanged 192 ComputeScore: Raw -215342.705260 + Penalty 3268.629605 = -212074.075654 Iteration 7Q: 3 clusters Score -212074.1 nChanged 200 ComputeScore: Raw -215452.739302 + Penalty 3268.629605 = -212184.109697 Iteration 8Q: 3 clusters Score -212184.1 nChanged 178 ComputeScore: Raw -215568.004515 + Penalty 3268.629605 = -212299.374910 Iteration 9Q: 3 clusters Score -212299.4 nChanged 184 ComputeScore: Raw -215678.330359 + Penalty 3268.629605 = -212409.700753 Iteration 10Q: 3 clusters Score -212409.7 nChanged 194 ComputeScore: Raw -215811.081054 + Penalty 3268.629605 = -212542.451449 Iteration 11Q: 3 clusters Score -212542.5 nChanged 183 ComputeScore: Raw -215943.536752 + Penalty 3268.629605 = -212674.907147 Iteration 12Q: 3 clusters Score -212674.9 nChanged 183 ComputeScore: Raw -216100.292176 + Penalty 3268.629605 = -212831.662571 Iteration 13Q: 3 clusters Score -212831.7 nChanged 175 ComputeScore: Raw -216249.134556 + Penalty 3268.629605 = -212980.504951 Iteration 14Q: 3 clusters Score -212980.5 nChanged 138 ComputeScore: Raw -216367.300738 + Penalty 3268.629605 = -213098.671133 Iteration 15Q: 3 clusters Score -213098.7 nChanged 87 ComputeScore: Raw -216442.211361 + Penalty 3268.629605 = -213173.581756 Iteration 16Q: 3 clusters Score -213173.6 nChanged 61 ComputeScore: Raw -216494.816139 + Penalty 3268.629605 = -213226.186534 Iteration 17Q: 3 clusters Score -213226.2 nChanged 36 ComputeScore: Raw -216519.911232 + Penalty 3268.629605 = -213251.281627 Iteration 18Q: 3 clusters Score -213251.3 nChanged 24 ComputeScore: Raw -216534.765678 + Penalty 3268.629605 = -213266.136073 Iteration 19Q: 3 clusters Score -213266.1 nChanged 13 ComputeScore: Raw -216541.526742 + Penalty 3268.629605 = -213272.897137 Iteration 20F: 3 clusters Score -213272.9 nChanged 11 ComputeScore: Raw -216546.793647 + Penalty 3268.629605 = -213278.164042 Iteration 21Q: 3 clusters Score -213278.2 nChanged 8 ComputeScore: Raw -216553.804150 + Penalty 3268.629605 = -213285.174545 Iteration 22Q: 3 clusters Score -213285.2 nChanged 10 ComputeScore: Raw -216560.952964 + Penalty 3268.629605 = -213292.323359 Iteration 23Q: 3 clusters Score -213292.3 nChanged 7 ComputeScore: Raw -216564.325926 + Penalty 3268.629605 = -213295.696320 Iteration 24Q: 3 clusters Score -213295.7 nChanged 2 ComputeScore: Raw -216566.290378 + Penalty 3268.629605 = -213297.660773 Iteration 25Q: 3 clusters Score -213297.7 nChanged 3 ComputeScore: Raw -216569.118544 + Penalty 3268.629605 = -213300.488938 Iteration 26Q: 3 clusters Score -213300.5 nChanged 2 ComputeScore: Raw -216570.335325 + Penalty 3268.629605 = -213301.705720 Iteration 27Q: 3 clusters Score -213301.7 nChanged 1 ComputeScore: Raw -216570.687044 + Penalty 3268.629605 = -213302.057439 Iteration 28Q: 3 clusters Score -213302.1 nChanged 0 ComputeScore: Raw -216570.687044 + Penalty 3268.629605 = -213302.057439 Iteration 29F: 3 clusters Score -213302.1 nChanged 0 Trying to split cluster 13 (6067 points) Assigned 2 initial classes randomly. ComputeScore: Raw -229978.145986 + Penalty 1646.307091 = -228331.838895 Iteration 0F: 2 clusters Score -228331.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -226786.921455 + Penalty 3292.614182 = -223494.307273 Iteration 0F: 3 clusters Score -223494.3 nChanged 2498 ComputeScore: Raw -228241.013433 + Penalty 3292.614182 = -224948.399251 Iteration 1F: 3 clusters Score -224948.4 nChanged 493 ComputeScore: Raw -228560.274909 + Penalty 3292.614182 = -225267.660728 Iteration 2F: 3 clusters Score -225267.7 nChanged 384 ComputeScore: Raw -228804.891176 + Penalty 3292.614182 = -225512.276994 Iteration 3F: 3 clusters Score -225512.3 nChanged 315 ComputeScore: Raw -228973.282815 + Penalty 3292.614182 = -225680.668633 Iteration 4F: 3 clusters Score -225680.7 nChanged 255 ComputeScore: Raw -229122.629730 + Penalty 3292.614182 = -225830.015549 Iteration 5Q: 3 clusters Score -225830 nChanged 218 ComputeScore: Raw -229271.186514 + Penalty 3292.614182 = -225978.572332 Iteration 6Q: 3 clusters Score -225978.6 nChanged 208 ComputeScore: Raw -229428.872944 + Penalty 3292.614182 = -226136.258762 Iteration 7Q: 3 clusters Score -226136.3 nChanged 237 ComputeScore: Raw -229648.681151 + Penalty 3292.614182 = -226356.066969 Iteration 8Q: 3 clusters Score -226356.1 nChanged 239 ComputeScore: Raw -229944.417424 + Penalty 3292.614182 = -226651.803242 Iteration 9Q: 3 clusters Score -226651.8 nChanged 290 ComputeScore: Raw -230369.544758 + Penalty 3292.614182 = -227076.930577 Iteration 10Q: 3 clusters Score -227076.9 nChanged 344 ComputeScore: Raw -231150.008184 + Penalty 3292.614182 = -227857.394003 Iteration 11F: 3 clusters Score -227857.4 nChanged 405 ComputeScore: Raw -233152.295148 + Penalty 3292.614182 = -229859.680967 Iteration 12F: 3 clusters Score -229859.7 nChanged 363 Unmasked E-step: Deleting class 2: covariance matrix is singular ComputeScore: Raw -233161.644312 + Penalty 3292.614182 = -229869.030130 Iteration 13F: 3 clusters Score -229869 nChanged 96 ComputeScore: Raw -216762.875078 + Penalty 1646.307091 = -215116.567987 Iteration 14Q: 2 clusters Score -215116.6 nChanged 2054 ComputeScore: Raw -229978.145986 + Penalty 1646.307091 = -228331.838895 Iteration 15F: 2 clusters Score -228331.8 nChanged 0 Trying to split cluster 14 (7006 points) Assigned 2 initial classes randomly. ComputeScore: Raw -266451.193780 + Penalty 1673.504697 = -264777.689083 Iteration 0F: 2 clusters Score -264777.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -262694.200677 + Penalty 3347.009393 = -259347.191284 Iteration 0F: 3 clusters Score -259347.2 nChanged 2915 ComputeScore: Raw -264257.642735 + Penalty 3347.009393 = -260910.633342 Iteration 1F: 3 clusters Score -260910.6 nChanged 488 ComputeScore: Raw -264492.740070 + Penalty 3347.009393 = -261145.730677 Iteration 2F: 3 clusters Score -261145.7 nChanged 376 ComputeScore: Raw -264666.102298 + Penalty 3347.009393 = -261319.092905 Iteration 3F: 3 clusters Score -261319.1 nChanged 310 ComputeScore: Raw -264804.458740 + Penalty 3347.009393 = -261457.449347 Iteration 4Q: 3 clusters Score -261457.4 nChanged 259 ComputeScore: Raw -264923.526212 + Penalty 3347.009393 = -261576.516819 Iteration 5Q: 3 clusters Score -261576.5 nChanged 237 ComputeScore: Raw -265045.380210 + Penalty 3347.009393 = -261698.370817 Iteration 6Q: 3 clusters Score -261698.4 nChanged 258 ComputeScore: Raw -265186.587804 + Penalty 3347.009393 = -261839.578411 Iteration 7Q: 3 clusters Score -261839.6 nChanged 265 ComputeScore: Raw -265357.103115 + Penalty 3347.009393 = -262010.093722 Iteration 8Q: 3 clusters Score -262010.1 nChanged 293 ComputeScore: Raw -265642.961670 + Penalty 3347.009393 = -262295.952277 Iteration 9Q: 3 clusters Score -262296 nChanged 392 ComputeScore: Raw -266409.676142 + Penalty 3347.009393 = -263062.666749 Iteration 10F: 3 clusters Score -263062.7 nChanged 480 ComputeScore: Raw -269197.641584 + Penalty 3347.009393 = -265850.632191 Iteration 11F: 3 clusters Score -265850.6 nChanged 580 Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -269260.827521 + Penalty 3347.009393 = -265913.818128 Iteration 12F: 3 clusters Score -265913.8 nChanged 236 ComputeScore: Raw -249146.786834 + Penalty 1673.504697 = -247473.282137 Iteration 13Q: 2 clusters Score -247473.3 nChanged 2951 ComputeScore: Raw -266451.193780 + Penalty 1673.504697 = -264777.689083 Iteration 14F: 2 clusters Score -264777.7 nChanged 0 Trying to split cluster 15 (6062 points) Assigned 2 initial classes randomly. ComputeScore: Raw -229666.500903 + Penalty 1646.151266 = -228020.349637 Iteration 0F: 2 clusters Score -228020.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -226440.619998 + Penalty 3292.302532 = -223148.317466 Iteration 0F: 3 clusters Score -223148.3 nChanged 2565 ComputeScore: Raw -227843.844925 + Penalty 3292.302532 = -224551.542393 Iteration 1F: 3 clusters Score -224551.5 nChanged 473 ComputeScore: Raw -228161.297106 + Penalty 3292.302532 = -224868.994574 Iteration 2F: 3 clusters Score -224869 nChanged 424 ComputeScore: Raw -228436.851326 + Penalty 3292.302532 = -225144.548794 Iteration 3F: 3 clusters Score -225144.5 nChanged 345 ComputeScore: Raw -228679.227346 + Penalty 3292.302532 = -225386.924814 Iteration 4F: 3 clusters Score -225386.9 nChanged 331 ComputeScore: Raw -228936.466480 + Penalty 3292.302532 = -225644.163949 Iteration 5F: 3 clusters Score -225644.2 nChanged 308 ComputeScore: Raw -229170.555123 + Penalty 3292.302532 = -225878.252591 Iteration 6F: 3 clusters Score -225878.3 nChanged 273 ComputeScore: Raw -229406.544680 + Penalty 3292.302532 = -226114.242148 Iteration 7Q: 3 clusters Score -226114.2 nChanged 268 ComputeScore: Raw -229605.525040 + Penalty 3292.302532 = -226313.222508 Iteration 8Q: 3 clusters Score -226313.2 nChanged 229 ComputeScore: Raw -229792.202244 + Penalty 3292.302532 = -226499.899713 Iteration 9Q: 3 clusters Score -226499.9 nChanged 206 ComputeScore: Raw -229955.983730 + Penalty 3292.302532 = -226663.681198 Iteration 10Q: 3 clusters Score -226663.7 nChanged 190 ComputeScore: Raw -230112.169210 + Penalty 3292.302532 = -226819.866678 Iteration 11Q: 3 clusters Score -226819.9 nChanged 165 ComputeScore: Raw -230245.742482 + Penalty 3292.302532 = -226953.439950 Iteration 12Q: 3 clusters Score -226953.4 nChanged 145 ComputeScore: Raw -230382.647102 + Penalty 3292.302532 = -227090.344570 Iteration 13Q: 3 clusters Score -227090.3 nChanged 135 ComputeScore: Raw -230511.908093 + Penalty 3292.302532 = -227219.605561 Iteration 14Q: 3 clusters Score -227219.6 nChanged 117 ComputeScore: Raw -230621.437440 + Penalty 3292.302532 = -227329.134908 Iteration 15Q: 3 clusters Score -227329.1 nChanged 108 ComputeScore: Raw -230718.063213 + Penalty 3292.302532 = -227425.760681 Iteration 16Q: 3 clusters Score -227425.8 nChanged 97 ComputeScore: Raw -230799.244690 + Penalty 3292.302532 = -227506.942158 Iteration 17Q: 3 clusters Score -227506.9 nChanged 72 ComputeScore: Raw -230837.432504 + Penalty 3292.302532 = -227545.129973 Iteration 18Q: 3 clusters Score -227545.1 nChanged 38 ComputeScore: Raw -230852.557268 + Penalty 3292.302532 = -227560.254736 Iteration 19Q: 3 clusters Score -227560.3 nChanged 33 ComputeScore: Raw -230863.497469 + Penalty 3292.302532 = -227571.194937 Iteration 20F: 3 clusters Score -227571.2 nChanged 25 ComputeScore: Raw -230872.003564 + Penalty 3292.302532 = -227579.701032 Iteration 21Q: 3 clusters Score -227579.7 nChanged 24 ComputeScore: Raw -230881.188347 + Penalty 3292.302532 = -227588.885815 Iteration 22Q: 3 clusters Score -227588.9 nChanged 17 ComputeScore: Raw -230885.729926 + Penalty 3292.302532 = -227593.427395 Iteration 23Q: 3 clusters Score -227593.4 nChanged 14 ComputeScore: Raw -230889.622541 + Penalty 3292.302532 = -227597.320009 Iteration 24Q: 3 clusters Score -227597.3 nChanged 12 ComputeScore: Raw -230892.823274 + Penalty 3292.302532 = -227600.520742 Iteration 25Q: 3 clusters Score -227600.5 nChanged 8 ComputeScore: Raw -230894.603657 + Penalty 3292.302532 = -227602.301125 Iteration 26Q: 3 clusters Score -227602.3 nChanged 8 ComputeScore: Raw -230897.133665 + Penalty 3292.302532 = -227604.831134 Iteration 27Q: 3 clusters Score -227604.8 nChanged 5 ComputeScore: Raw -230898.399471 + Penalty 3292.302532 = -227606.096939 Iteration 28Q: 3 clusters Score -227606.1 nChanged 4 ComputeScore: Raw -230899.075444 + Penalty 3292.302532 = -227606.772912 Iteration 29Q: 3 clusters Score -227606.8 nChanged 2 ComputeScore: Raw -230899.591158 + Penalty 3292.302532 = -227607.288626 Iteration 30Q: 3 clusters Score -227607.3 nChanged 2 ComputeScore: Raw -230899.987168 + Penalty 3292.302532 = -227607.684636 Iteration 31Q: 3 clusters Score -227607.7 nChanged 3 ComputeScore: Raw -230900.540686 + Penalty 3292.302532 = -227608.238154 Iteration 32Q: 3 clusters Score -227608.2 nChanged 2 ComputeScore: Raw -230900.798752 + Penalty 3292.302532 = -227608.496220 Iteration 33Q: 3 clusters Score -227608.5 nChanged 1 ComputeScore: Raw -230900.880806 + Penalty 3292.302532 = -227608.578274 Iteration 34Q: 3 clusters Score -227608.6 nChanged 0 ComputeScore: Raw -230900.880806 + Penalty 3292.302532 = -227608.578274 Iteration 35F: 3 clusters Score -227608.6 nChanged 0 Trying to split cluster 16 (7251 points) Assigned 2 initial classes randomly. ComputeScore: Raw -274822.649898 + Penalty 1680.001093 = -273142.648805 Iteration 0F: 2 clusters Score -273142.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -270890.526709 + Penalty 3360.002185 = -267530.524524 Iteration 0F: 3 clusters Score -267530.5 nChanged 3051 ComputeScore: Raw -272445.015416 + Penalty 3360.002185 = -269085.013231 Iteration 1F: 3 clusters Score -269085 nChanged 493 ComputeScore: Raw -272679.980521 + Penalty 3360.002185 = -269319.978336 Iteration 2F: 3 clusters Score -269320 nChanged 397 ComputeScore: Raw -272856.490521 + Penalty 3360.002185 = -269496.488336 Iteration 3F: 3 clusters Score -269496.5 nChanged 311 ComputeScore: Raw -273015.380906 + Penalty 3360.002185 = -269655.378720 Iteration 4Q: 3 clusters Score -269655.4 nChanged 299 ComputeScore: Raw -273150.665309 + Penalty 3360.002185 = -269790.663124 Iteration 5Q: 3 clusters Score -269790.7 nChanged 258 ComputeScore: Raw -273271.175184 + Penalty 3360.002185 = -269911.172999 Iteration 6Q: 3 clusters Score -269911.2 nChanged 229 ComputeScore: Raw -273374.541472 + Penalty 3360.002185 = -270014.539287 Iteration 7Q: 3 clusters Score -270014.5 nChanged 241 ComputeScore: Raw -273482.302168 + Penalty 3360.002185 = -270122.299983 Iteration 8Q: 3 clusters Score -270122.3 nChanged 242 ComputeScore: Raw -273598.078968 + Penalty 3360.002185 = -270238.076783 Iteration 9Q: 3 clusters Score -270238.1 nChanged 222 ComputeScore: Raw -273704.355123 + Penalty 3360.002185 = -270344.352938 Iteration 10Q: 3 clusters Score -270344.4 nChanged 189 ComputeScore: Raw -273794.510685 + Penalty 3360.002185 = -270434.508500 Iteration 11Q: 3 clusters Score -270434.5 nChanged 194 ComputeScore: Raw -273897.601156 + Penalty 3360.002185 = -270537.598971 Iteration 12Q: 3 clusters Score -270537.6 nChanged 185 ComputeScore: Raw -274005.246788 + Penalty 3360.002185 = -270645.244603 Iteration 13Q: 3 clusters Score -270645.2 nChanged 189 ComputeScore: Raw -274144.666446 + Penalty 3360.002185 = -270784.664261 Iteration 14Q: 3 clusters Score -270784.7 nChanged 195 ComputeScore: Raw -274272.350398 + Penalty 3360.002185 = -270912.348213 Iteration 15Q: 3 clusters Score -270912.3 nChanged 166 ComputeScore: Raw -274355.619632 + Penalty 3360.002185 = -270995.617447 Iteration 16Q: 3 clusters Score -270995.6 nChanged 121 ComputeScore: Raw -274412.417630 + Penalty 3360.002185 = -271052.415445 Iteration 17Q: 3 clusters Score -271052.4 nChanged 118 ComputeScore: Raw -274461.515274 + Penalty 3360.002185 = -271101.513089 Iteration 18Q: 3 clusters Score -271101.5 nChanged 113 ComputeScore: Raw -274513.234539 + Penalty 3360.002185 = -271153.232354 Iteration 19Q: 3 clusters Score -271153.2 nChanged 112 ComputeScore: Raw -274558.491151 + Penalty 3360.002185 = -271198.488966 Iteration 20F: 3 clusters Score -271198.5 nChanged 71 ComputeScore: Raw -274588.073305 + Penalty 3360.002185 = -271228.071120 Iteration 21Q: 3 clusters Score -271228.1 nChanged 69 ComputeScore: Raw -274612.315845 + Penalty 3360.002185 = -271252.313660 Iteration 22Q: 3 clusters Score -271252.3 nChanged 64 ComputeScore: Raw -274637.781195 + Penalty 3360.002185 = -271277.779010 Iteration 23Q: 3 clusters Score -271277.8 nChanged 60 ComputeScore: Raw -274661.476916 + Penalty 3360.002185 = -271301.474731 Iteration 24Q: 3 clusters Score -271301.5 nChanged 55 ComputeScore: Raw -274682.895100 + Penalty 3360.002185 = -271322.892915 Iteration 25Q: 3 clusters Score -271322.9 nChanged 56 ComputeScore: Raw -274709.640225 + Penalty 3360.002185 = -271349.638040 Iteration 26Q: 3 clusters Score -271349.6 nChanged 56 ComputeScore: Raw -274729.563894 + Penalty 3360.002185 = -271369.561709 Iteration 27Q: 3 clusters Score -271369.6 nChanged 44 ComputeScore: Raw -274743.467071 + Penalty 3360.002185 = -271383.464886 Iteration 28Q: 3 clusters Score -271383.5 nChanged 42 ComputeScore: Raw -274756.724200 + Penalty 3360.002185 = -271396.722015 Iteration 29Q: 3 clusters Score -271396.7 nChanged 36 ComputeScore: Raw -274764.618824 + Penalty 3360.002185 = -271404.616639 Iteration 30Q: 3 clusters Score -271404.6 nChanged 21 ComputeScore: Raw -274769.960002 + Penalty 3360.002185 = -271409.957817 Iteration 31Q: 3 clusters Score -271410 nChanged 16 ComputeScore: Raw -274773.604175 + Penalty 3360.002185 = -271413.601990 Iteration 32Q: 3 clusters Score -271413.6 nChanged 13 ComputeScore: Raw -274775.875175 + Penalty 3360.002185 = -271415.872990 Iteration 33Q: 3 clusters Score -271415.9 nChanged 6 ComputeScore: Raw -274777.126413 + Penalty 3360.002185 = -271417.124228 Iteration 34Q: 3 clusters Score -271417.1 nChanged 12 ComputeScore: Raw -274778.790747 + Penalty 3360.002185 = -271418.788562 Iteration 35Q: 3 clusters Score -271418.8 nChanged 12 ComputeScore: Raw -274781.981120 + Penalty 3360.002185 = -271421.978935 Iteration 36Q: 3 clusters Score -271422 nChanged 12 ComputeScore: Raw -274784.683572 + Penalty 3360.002185 = -271424.681387 Iteration 37Q: 3 clusters Score -271424.7 nChanged 18 ComputeScore: Raw -274791.390264 + Penalty 3360.002185 = -271431.388079 Iteration 38Q: 3 clusters Score -271431.4 nChanged 26 ComputeScore: Raw -274799.078790 + Penalty 3360.002185 = -271439.076605 Iteration 39Q: 3 clusters Score -271439.1 nChanged 30 ComputeScore: Raw -274806.117671 + Penalty 3360.002185 = -271446.115486 Iteration 40F: 3 clusters Score -271446.1 nChanged 22 ComputeScore: Raw -274812.183526 + Penalty 3360.002185 = -271452.181341 Iteration 41Q: 3 clusters Score -271452.2 nChanged 19 ComputeScore: Raw -274816.302067 + Penalty 3360.002185 = -271456.299882 Iteration 42Q: 3 clusters Score -271456.3 nChanged 18 ComputeScore: Raw -274820.608397 + Penalty 3360.002185 = -271460.606212 Iteration 43Q: 3 clusters Score -271460.6 nChanged 21 ComputeScore: Raw -274826.415858 + Penalty 3360.002185 = -271466.413673 Iteration 44Q: 3 clusters Score -271466.4 nChanged 25 ComputeScore: Raw -274832.859681 + Penalty 3360.002185 = -271472.857496 Iteration 45Q: 3 clusters Score -271472.9 nChanged 30 ComputeScore: Raw -274841.403673 + Penalty 3360.002185 = -271481.401488 Iteration 46Q: 3 clusters Score -271481.4 nChanged 29 ComputeScore: Raw -274851.091141 + Penalty 3360.002185 = -271491.088956 Iteration 47Q: 3 clusters Score -271491.1 nChanged 47 ComputeScore: Raw -274869.646521 + Penalty 3360.002185 = -271509.644336 Iteration 48Q: 3 clusters Score -271509.6 nChanged 49 ComputeScore: Raw -274884.564653 + Penalty 3360.002185 = -271524.562468 Iteration 49Q: 3 clusters Score -271524.6 nChanged 52 ComputeScore: Raw -274905.453363 + Penalty 3360.002185 = -271545.451178 Iteration 50Q: 3 clusters Score -271545.5 nChanged 60 ComputeScore: Raw -274932.659740 + Penalty 3360.002185 = -271572.657555 Iteration 51Q: 3 clusters Score -271572.7 nChanged 69 ComputeScore: Raw -274967.719422 + Penalty 3360.002185 = -271607.717237 Iteration 52Q: 3 clusters Score -271607.7 nChanged 72 ComputeScore: Raw -275003.968490 + Penalty 3360.002185 = -271643.966305 Iteration 53Q: 3 clusters Score -271644 nChanged 63 ComputeScore: Raw -275036.325221 + Penalty 3360.002185 = -271676.323036 Iteration 54Q: 3 clusters Score -271676.3 nChanged 59 ComputeScore: Raw -275063.495757 + Penalty 3360.002185 = -271703.493572 Iteration 55Q: 3 clusters Score -271703.5 nChanged 60 ComputeScore: Raw -275094.293576 + Penalty 3360.002185 = -271734.291391 Iteration 56Q: 3 clusters Score -271734.3 nChanged 63 ComputeScore: Raw -275122.514750 + Penalty 3360.002185 = -271762.512565 Iteration 57Q: 3 clusters Score -271762.5 nChanged 67 ComputeScore: Raw -275150.553538 + Penalty 3360.002185 = -271790.551353 Iteration 58Q: 3 clusters Score -271790.6 nChanged 53 ComputeScore: Raw -275170.190110 + Penalty 3360.002185 = -271810.187925 Iteration 59Q: 3 clusters Score -271810.2 nChanged 47 ComputeScore: Raw -275187.688587 + Penalty 3360.002185 = -271827.686402 Iteration 60F: 3 clusters Score -271827.7 nChanged 37 ComputeScore: Raw -275201.979250 + Penalty 3360.002185 = -271841.977065 Iteration 61Q: 3 clusters Score -271842 nChanged 35 ComputeScore: Raw -275216.705451 + Penalty 3360.002185 = -271856.703266 Iteration 62Q: 3 clusters Score -271856.7 nChanged 34 ComputeScore: Raw -275233.192868 + Penalty 3360.002185 = -271873.190683 Iteration 63Q: 3 clusters Score -271873.2 nChanged 41 ComputeScore: Raw -275250.270516 + Penalty 3360.002185 = -271890.268331 Iteration 64Q: 3 clusters Score -271890.3 nChanged 43 ComputeScore: Raw -275270.699984 + Penalty 3360.002185 = -271910.697799 Iteration 65Q: 3 clusters Score -271910.7 nChanged 57 ComputeScore: Raw -275307.764634 + Penalty 3360.002185 = -271947.762449 Iteration 66Q: 3 clusters Score -271947.8 nChanged 77 ComputeScore: Raw -275394.804079 + Penalty 3360.002185 = -272034.801894 Iteration 67Q: 3 clusters Score -272034.8 nChanged 127 ComputeScore: Raw -275816.864878 + Penalty 3360.002185 = -272456.862693 Iteration 68Q: 3 clusters Score -272456.9 nChanged 172 ComputeScore: Raw -278677.182278 + Penalty 3360.002185 = -275317.180093 Iteration 69Q: 3 clusters Score -275317.2 nChanged 127 Unmasked E-step: Deleting class 2: covariance matrix is singular ComputeScore: Raw -278594.096993 + Penalty 3360.002185 = -275234.094808 Iteration 70Q: 3 clusters Score -275234.1 nChanged 10 ComputeScore: Raw -270293.398088 + Penalty 1680.001093 = -268613.396995 Iteration 71F: 2 clusters Score -268613.4 nChanged 1825 ComputeScore: Raw -274822.649898 + Penalty 1680.001093 = -273142.648805 Iteration 72F: 2 clusters Score -273142.6 nChanged 0 Trying to split cluster 17 (5155 points) Assigned 2 initial classes randomly. ComputeScore: Raw -192643.249977 + Penalty 1615.519533 = -191027.730444 Iteration 0F: 2 clusters Score -191027.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -190068.981879 + Penalty 3231.039066 = -186837.942813 Iteration 0F: 3 clusters Score -186837.9 nChanged 2037 ComputeScore: Raw -191308.018654 + Penalty 3231.039066 = -188076.979588 Iteration 1F: 3 clusters Score -188077 nChanged 453 ComputeScore: Raw -191694.786090 + Penalty 3231.039066 = -188463.747024 Iteration 2F: 3 clusters Score -188463.7 nChanged 396 ComputeScore: Raw -192027.389809 + Penalty 3231.039066 = -188796.350743 Iteration 3F: 3 clusters Score -188796.4 nChanged 318 ComputeScore: Raw -192266.155202 + Penalty 3231.039066 = -189035.116136 Iteration 4F: 3 clusters Score -189035.1 nChanged 257 ComputeScore: Raw -192431.885740 + Penalty 3231.039066 = -189200.846674 Iteration 5Q: 3 clusters Score -189200.8 nChanged 181 ComputeScore: Raw -192524.038307 + Penalty 3231.039066 = -189292.999242 Iteration 6Q: 3 clusters Score -189293 nChanged 129 ComputeScore: Raw -192591.957722 + Penalty 3231.039066 = -189360.918656 Iteration 7Q: 3 clusters Score -189360.9 nChanged 110 ComputeScore: Raw -192655.590082 + Penalty 3231.039066 = -189424.551016 Iteration 8Q: 3 clusters Score -189424.6 nChanged 91 ComputeScore: Raw -192713.717667 + Penalty 3231.039066 = -189482.678601 Iteration 9Q: 3 clusters Score -189482.7 nChanged 84 ComputeScore: Raw -192769.160851 + Penalty 3231.039066 = -189538.121786 Iteration 10Q: 3 clusters Score -189538.1 nChanged 91 ComputeScore: Raw -192833.642729 + Penalty 3231.039066 = -189602.603663 Iteration 11Q: 3 clusters Score -189602.6 nChanged 84 ComputeScore: Raw -192891.241948 + Penalty 3231.039066 = -189660.202882 Iteration 12Q: 3 clusters Score -189660.2 nChanged 72 ComputeScore: Raw -192938.201934 + Penalty 3231.039066 = -189707.162868 Iteration 13Q: 3 clusters Score -189707.2 nChanged 63 ComputeScore: Raw -192969.896467 + Penalty 3231.039066 = -189738.857402 Iteration 14Q: 3 clusters Score -189738.9 nChanged 42 ComputeScore: Raw -192992.798876 + Penalty 3231.039066 = -189761.759810 Iteration 15Q: 3 clusters Score -189761.8 nChanged 40 ComputeScore: Raw -193015.307142 + Penalty 3231.039066 = -189784.268076 Iteration 16Q: 3 clusters Score -189784.3 nChanged 38 ComputeScore: Raw -193030.459955 + Penalty 3231.039066 = -189799.420889 Iteration 17Q: 3 clusters Score -189799.4 nChanged 35 ComputeScore: Raw -193045.807374 + Penalty 3231.039066 = -189814.768308 Iteration 18Q: 3 clusters Score -189814.8 nChanged 29 ComputeScore: Raw -193057.582813 + Penalty 3231.039066 = -189826.543747 Iteration 19Q: 3 clusters Score -189826.5 nChanged 21 ComputeScore: Raw -193067.610396 + Penalty 3231.039066 = -189836.571330 Iteration 20F: 3 clusters Score -189836.6 nChanged 27 ComputeScore: Raw -193077.943250 + Penalty 3231.039066 = -189846.904185 Iteration 21Q: 3 clusters Score -189846.9 nChanged 17 ComputeScore: Raw -193084.571462 + Penalty 3231.039066 = -189853.532396 Iteration 22Q: 3 clusters Score -189853.5 nChanged 16 ComputeScore: Raw -193090.529735 + Penalty 3231.039066 = -189859.490669 Iteration 23Q: 3 clusters Score -189859.5 nChanged 12 ComputeScore: Raw -193094.608871 + Penalty 3231.039066 = -189863.569805 Iteration 24Q: 3 clusters Score -189863.6 nChanged 15 ComputeScore: Raw -193100.824116 + Penalty 3231.039066 = -189869.785050 Iteration 25Q: 3 clusters Score -189869.8 nChanged 16 ComputeScore: Raw -193105.763853 + Penalty 3231.039066 = -189874.724787 Iteration 26Q: 3 clusters Score -189874.7 nChanged 14 ComputeScore: Raw -193110.140771 + Penalty 3231.039066 = -189879.101705 Iteration 27Q: 3 clusters Score -189879.1 nChanged 13 ComputeScore: Raw -193113.010354 + Penalty 3231.039066 = -189881.971288 Iteration 28Q: 3 clusters Score -189882 nChanged 7 ComputeScore: Raw -193113.931151 + Penalty 3231.039066 = -189882.892085 Iteration 29Q: 3 clusters Score -189882.9 nChanged 2 ComputeScore: Raw -193114.321816 + Penalty 3231.039066 = -189883.282750 Iteration 30Q: 3 clusters Score -189883.3 nChanged 1 ComputeScore: Raw -193114.457045 + Penalty 3231.039066 = -189883.417979 Iteration 31Q: 3 clusters Score -189883.4 nChanged 0 ComputeScore: Raw -193114.457045 + Penalty 3231.039066 = -189883.417979 Iteration 32F: 3 clusters Score -189883.4 nChanged 0 Trying to split cluster 18 (6762 points) Assigned 2 initial classes randomly. ComputeScore: Raw -251578.246411 + Penalty 1666.804983 = -249911.441429 Iteration 0F: 2 clusters Score -249911.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -248018.933047 + Penalty 3333.609966 = -244685.323082 Iteration 0F: 3 clusters Score -244685.3 nChanged 2820 ComputeScore: Raw -249526.297774 + Penalty 3333.609966 = -246192.687809 Iteration 1F: 3 clusters Score -246192.7 nChanged 471 ComputeScore: Raw -249741.118801 + Penalty 3333.609966 = -246407.508835 Iteration 2F: 3 clusters Score -246407.5 nChanged 329 ComputeScore: Raw -249899.711880 + Penalty 3333.609966 = -246566.101914 Iteration 3Q: 3 clusters Score -246566.1 nChanged 295 ComputeScore: Raw -250033.605108 + Penalty 3333.609966 = -246699.995142 Iteration 4Q: 3 clusters Score -246700 nChanged 255 ComputeScore: Raw -250151.143577 + Penalty 3333.609966 = -246817.533611 Iteration 5Q: 3 clusters Score -246817.5 nChanged 230 ComputeScore: Raw -250256.776605 + Penalty 3333.609966 = -246923.166640 Iteration 6Q: 3 clusters Score -246923.2 nChanged 224 ComputeScore: Raw -250368.378430 + Penalty 3333.609966 = -247034.768464 Iteration 7Q: 3 clusters Score -247034.8 nChanged 197 ComputeScore: Raw -250478.115966 + Penalty 3333.609966 = -247144.506000 Iteration 8Q: 3 clusters Score -247144.5 nChanged 203 ComputeScore: Raw -250586.997281 + Penalty 3333.609966 = -247253.387315 Iteration 9Q: 3 clusters Score -247253.4 nChanged 212 ComputeScore: Raw -250713.089433 + Penalty 3333.609966 = -247379.479468 Iteration 10Q: 3 clusters Score -247379.5 nChanged 217 ComputeScore: Raw -250863.284668 + Penalty 3333.609966 = -247529.674703 Iteration 11Q: 3 clusters Score -247529.7 nChanged 226 ComputeScore: Raw -251041.197604 + Penalty 3333.609966 = -247707.587639 Iteration 12Q: 3 clusters Score -247707.6 nChanged 202 ComputeScore: Raw -251214.697966 + Penalty 3333.609966 = -247881.088000 Iteration 13Q: 3 clusters Score -247881.1 nChanged 172 ComputeScore: Raw -251356.297047 + Penalty 3333.609966 = -248022.687082 Iteration 14Q: 3 clusters Score -248022.7 nChanged 129 ComputeScore: Raw -251451.606701 + Penalty 3333.609966 = -248117.996736 Iteration 15Q: 3 clusters Score -248118 nChanged 96 ComputeScore: Raw -251518.006710 + Penalty 3333.609966 = -248184.396744 Iteration 16Q: 3 clusters Score -248184.4 nChanged 75 ComputeScore: Raw -251576.970023 + Penalty 3333.609966 = -248243.360057 Iteration 17Q: 3 clusters Score -248243.4 nChanged 56 ComputeScore: Raw -251615.685146 + Penalty 3333.609966 = -248282.075180 Iteration 18Q: 3 clusters Score -248282.1 nChanged 51 ComputeScore: Raw -251641.485087 + Penalty 3333.609966 = -248307.875122 Iteration 19Q: 3 clusters Score -248307.9 nChanged 44 ComputeScore: Raw -251668.760812 + Penalty 3333.609966 = -248335.150846 Iteration 20F: 3 clusters Score -248335.2 nChanged 38 ComputeScore: Raw -251696.805767 + Penalty 3333.609966 = -248363.195801 Iteration 21Q: 3 clusters Score -248363.2 nChanged 37 ComputeScore: Raw -251722.066921 + Penalty 3333.609966 = -248388.456956 Iteration 22Q: 3 clusters Score -248388.5 nChanged 19 ComputeScore: Raw -251733.710903 + Penalty 3333.609966 = -248400.100938 Iteration 23Q: 3 clusters Score -248400.1 nChanged 23 ComputeScore: Raw -251745.295451 + Penalty 3333.609966 = -248411.685486 Iteration 24Q: 3 clusters Score -248411.7 nChanged 13 ComputeScore: Raw -251750.947817 + Penalty 3333.609966 = -248417.337851 Iteration 25Q: 3 clusters Score -248417.3 nChanged 12 ComputeScore: Raw -251758.029578 + Penalty 3333.609966 = -248424.419613 Iteration 26Q: 3 clusters Score -248424.4 nChanged 14 ComputeScore: Raw -251765.508856 + Penalty 3333.609966 = -248431.898891 Iteration 27Q: 3 clusters Score -248431.9 nChanged 13 ComputeScore: Raw -251775.037242 + Penalty 3333.609966 = -248441.427277 Iteration 28Q: 3 clusters Score -248441.4 nChanged 10 ComputeScore: Raw -251784.573312 + Penalty 3333.609966 = -248450.963346 Iteration 29Q: 3 clusters Score -248451 nChanged 13 ComputeScore: Raw -251790.991718 + Penalty 3333.609966 = -248457.381753 Iteration 30Q: 3 clusters Score -248457.4 nChanged 12 ComputeScore: Raw -251801.381298 + Penalty 3333.609966 = -248467.771332 Iteration 31Q: 3 clusters Score -248467.8 nChanged 11 ComputeScore: Raw -251806.469565 + Penalty 3333.609966 = -248472.859599 Iteration 32Q: 3 clusters Score -248472.9 nChanged 8 ComputeScore: Raw -251810.561481 + Penalty 3333.609966 = -248476.951515 Iteration 33Q: 3 clusters Score -248477 nChanged 7 ComputeScore: Raw -251814.384946 + Penalty 3333.609966 = -248480.774981 Iteration 34Q: 3 clusters Score -248480.8 nChanged 8 ComputeScore: Raw -251818.309497 + Penalty 3333.609966 = -248484.699531 Iteration 35Q: 3 clusters Score -248484.7 nChanged 8 ComputeScore: Raw -251821.193353 + Penalty 3333.609966 = -248487.583388 Iteration 36Q: 3 clusters Score -248487.6 nChanged 4 ComputeScore: Raw -251824.729926 + Penalty 3333.609966 = -248491.119961 Iteration 37Q: 3 clusters Score -248491.1 nChanged 8 ComputeScore: Raw -251829.882966 + Penalty 3333.609966 = -248496.273000 Iteration 38Q: 3 clusters Score -248496.3 nChanged 5 ComputeScore: Raw -251833.528290 + Penalty 3333.609966 = -248499.918324 Iteration 39Q: 3 clusters Score -248499.9 nChanged 6 ComputeScore: Raw -251837.855331 + Penalty 3333.609966 = -248504.245365 Iteration 40F: 3 clusters Score -248504.2 nChanged 9 ComputeScore: Raw -251844.195599 + Penalty 3333.609966 = -248510.585633 Iteration 41Q: 3 clusters Score -248510.6 nChanged 9 ComputeScore: Raw -251848.448121 + Penalty 3333.609966 = -248514.838155 Iteration 42Q: 3 clusters Score -248514.8 nChanged 5 ComputeScore: Raw -251851.116699 + Penalty 3333.609966 = -248517.506733 Iteration 43Q: 3 clusters Score -248517.5 nChanged 2 ComputeScore: Raw -251851.648676 + Penalty 3333.609966 = -248518.038711 Iteration 44Q: 3 clusters Score -248518 nChanged 1 ComputeScore: Raw -251852.007315 + Penalty 3333.609966 = -248518.397349 Iteration 45Q: 3 clusters Score -248518.4 nChanged 1 ComputeScore: Raw -251852.735972 + Penalty 3333.609966 = -248519.126006 Iteration 46Q: 3 clusters Score -248519.1 nChanged 5 ComputeScore: Raw -251855.616784 + Penalty 3333.609966 = -248522.006818 Iteration 47Q: 3 clusters Score -248522 nChanged 3 ComputeScore: Raw -251857.340312 + Penalty 3333.609966 = -248523.730346 Iteration 48Q: 3 clusters Score -248523.7 nChanged 4 ComputeScore: Raw -251859.220637 + Penalty 3333.609966 = -248525.610672 Iteration 49Q: 3 clusters Score -248525.6 nChanged 4 ComputeScore: Raw -251861.411798 + Penalty 3333.609966 = -248527.801832 Iteration 50Q: 3 clusters Score -248527.8 nChanged 2 ComputeScore: Raw -251862.086441 + Penalty 3333.609966 = -248528.476476 Iteration 51Q: 3 clusters Score -248528.5 nChanged 1 ComputeScore: Raw -251862.299046 + Penalty 3333.609966 = -248528.689081 Iteration 52Q: 3 clusters Score -248528.7 nChanged 0 ComputeScore: Raw -251862.299046 + Penalty 3333.609966 = -248528.689081 Iteration 53F: 3 clusters Score -248528.7 nChanged 0 Trying to split cluster 19 (2635 points) Assigned 2 initial classes randomly. ComputeScore: Raw -102801.799057 + Penalty 1488.684669 = -101313.114388 Iteration 0F: 2 clusters Score -101313.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -101582.116561 + Penalty 2977.369338 = -98604.747222 Iteration 0F: 3 clusters Score -98604.75 nChanged 961 ComputeScore: Raw -102175.046399 + Penalty 2977.369338 = -99197.677061 Iteration 1F: 3 clusters Score -99197.68 nChanged 168 ComputeScore: Raw -102279.458792 + Penalty 2977.369338 = -99302.089454 Iteration 2F: 3 clusters Score -99302.09 nChanged 115 ComputeScore: Raw -102342.393938 + Penalty 2977.369338 = -99365.024600 Iteration 3Q: 3 clusters Score -99365.02 nChanged 87 ComputeScore: Raw -102392.555816 + Penalty 2977.369338 = -99415.186478 Iteration 4Q: 3 clusters Score -99415.19 nChanged 63 ComputeScore: Raw -102431.467347 + Penalty 2977.369338 = -99454.098009 Iteration 5Q: 3 clusters Score -99454.1 nChanged 55 ComputeScore: Raw -102465.701879 + Penalty 2977.369338 = -99488.332541 Iteration 6Q: 3 clusters Score -99488.33 nChanged 48 ComputeScore: Raw -102491.967633 + Penalty 2977.369338 = -99514.598294 Iteration 7Q: 3 clusters Score -99514.6 nChanged 43 ComputeScore: Raw -102514.661166 + Penalty 2977.369338 = -99537.291828 Iteration 8Q: 3 clusters Score -99537.29 nChanged 36 ComputeScore: Raw -102535.106463 + Penalty 2977.369338 = -99557.737125 Iteration 9Q: 3 clusters Score -99557.74 nChanged 37 ComputeScore: Raw -102554.810523 + Penalty 2977.369338 = -99577.441185 Iteration 10Q: 3 clusters Score -99577.44 nChanged 37 ComputeScore: Raw -102574.850056 + Penalty 2977.369338 = -99597.480718 Iteration 11Q: 3 clusters Score -99597.48 nChanged 30 ComputeScore: Raw -102589.632519 + Penalty 2977.369338 = -99612.263180 Iteration 12Q: 3 clusters Score -99612.26 nChanged 31 ComputeScore: Raw -102605.190739 + Penalty 2977.369338 = -99627.821401 Iteration 13Q: 3 clusters Score -99627.82 nChanged 23 ComputeScore: Raw -102615.718364 + Penalty 2977.369338 = -99638.349026 Iteration 14Q: 3 clusters Score -99638.35 nChanged 20 ComputeScore: Raw -102623.484367 + Penalty 2977.369338 = -99646.115029 Iteration 15Q: 3 clusters Score -99646.12 nChanged 16 ComputeScore: Raw -102629.150346 + Penalty 2977.369338 = -99651.781008 Iteration 16Q: 3 clusters Score -99651.78 nChanged 8 ComputeScore: Raw -102631.712443 + Penalty 2977.369338 = -99654.343105 Iteration 17Q: 3 clusters Score -99654.34 nChanged 10 ComputeScore: Raw -102634.951523 + Penalty 2977.369338 = -99657.582185 Iteration 18Q: 3 clusters Score -99657.58 nChanged 13 ComputeScore: Raw -102640.328180 + Penalty 2977.369338 = -99662.958842 Iteration 19Q: 3 clusters Score -99662.96 nChanged 17 ComputeScore: Raw -102649.621807 + Penalty 2977.369338 = -99672.252469 Iteration 20F: 3 clusters Score -99672.25 nChanged 15 ComputeScore: Raw -102655.496272 + Penalty 2977.369338 = -99678.126934 Iteration 21Q: 3 clusters Score -99678.13 nChanged 8 ComputeScore: Raw -102660.162990 + Penalty 2977.369338 = -99682.793652 Iteration 22Q: 3 clusters Score -99682.79 nChanged 13 ComputeScore: Raw -102666.010293 + Penalty 2977.369338 = -99688.640955 Iteration 23Q: 3 clusters Score -99688.64 nChanged 6 ComputeScore: Raw -102668.971717 + Penalty 2977.369338 = -99691.602379 Iteration 24Q: 3 clusters Score -99691.6 nChanged 8 ComputeScore: Raw -102671.318581 + Penalty 2977.369338 = -99693.949243 Iteration 25Q: 3 clusters Score -99693.95 nChanged 3 ComputeScore: Raw -102671.812770 + Penalty 2977.369338 = -99694.443432 Iteration 26Q: 3 clusters Score -99694.44 nChanged 1 ComputeScore: Raw -102672.398827 + Penalty 2977.369338 = -99695.029489 Iteration 27Q: 3 clusters Score -99695.03 nChanged 3 ComputeScore: Raw -102673.595945 + Penalty 2977.369338 = -99696.226607 Iteration 28Q: 3 clusters Score -99696.23 nChanged 4 ComputeScore: Raw -102675.269228 + Penalty 2977.369338 = -99697.899889 Iteration 29Q: 3 clusters Score -99697.9 nChanged 6 ComputeScore: Raw -102678.006207 + Penalty 2977.369338 = -99700.636869 Iteration 30Q: 3 clusters Score -99700.64 nChanged 5 ComputeScore: Raw -102681.357839 + Penalty 2977.369338 = -99703.988501 Iteration 31Q: 3 clusters Score -99703.99 nChanged 7 ComputeScore: Raw -102683.974733 + Penalty 2977.369338 = -99706.605394 Iteration 32Q: 3 clusters Score -99706.61 nChanged 5 ComputeScore: Raw -102685.262877 + Penalty 2977.369338 = -99707.893539 Iteration 33Q: 3 clusters Score -99707.89 nChanged 1 ComputeScore: Raw -102685.512407 + Penalty 2977.369338 = -99708.143068 Iteration 34Q: 3 clusters Score -99708.14 nChanged 1 ComputeScore: Raw -102686.011789 + Penalty 2977.369338 = -99708.642451 Iteration 35Q: 3 clusters Score -99708.64 nChanged 2 ComputeScore: Raw -102686.763057 + Penalty 2977.369338 = -99709.393718 Iteration 36Q: 3 clusters Score -99709.39 nChanged 2 ComputeScore: Raw -102689.168839 + Penalty 2977.369338 = -99711.799500 Iteration 37Q: 3 clusters Score -99711.8 nChanged 6 ComputeScore: Raw -102691.093291 + Penalty 2977.369338 = -99713.723952 Iteration 38Q: 3 clusters Score -99713.72 nChanged 3 ComputeScore: Raw -102691.915004 + Penalty 2977.369338 = -99714.545666 Iteration 39Q: 3 clusters Score -99714.55 nChanged 3 ComputeScore: Raw -102693.069073 + Penalty 2977.369338 = -99715.699735 Iteration 40F: 3 clusters Score -99715.7 nChanged 3 ComputeScore: Raw -102693.601248 + Penalty 2977.369338 = -99716.231910 Iteration 41Q: 3 clusters Score -99716.23 nChanged 0 ComputeScore: Raw -102693.601248 + Penalty 2977.369338 = -99716.231910 Iteration 42F: 3 clusters Score -99716.23 nChanged 0 Trying to split cluster 20 (4683 points) Assigned 2 initial classes randomly. ComputeScore: Raw -175283.450794 + Penalty 1597.370206 = -173686.080588 Iteration 0F: 2 clusters Score -173686.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -172958.991432 + Penalty 3194.740411 = -169764.251021 Iteration 0F: 3 clusters Score -169764.3 nChanged 1835 ComputeScore: Raw -174044.385307 + Penalty 3194.740411 = -170849.644896 Iteration 1F: 3 clusters Score -170849.6 nChanged 420 ComputeScore: Raw -174349.899411 + Penalty 3194.740411 = -171155.159000 Iteration 2F: 3 clusters Score -171155.2 nChanged 319 ComputeScore: Raw -174575.721845 + Penalty 3194.740411 = -171380.981434 Iteration 3F: 3 clusters Score -171381 nChanged 244 ComputeScore: Raw -174720.107667 + Penalty 3194.740411 = -171525.367256 Iteration 4F: 3 clusters Score -171525.4 nChanged 182 ComputeScore: Raw -174826.241423 + Penalty 3194.740411 = -171631.501012 Iteration 5Q: 3 clusters Score -171631.5 nChanged 154 ComputeScore: Raw -174920.613690 + Penalty 3194.740411 = -171725.873279 Iteration 6Q: 3 clusters Score -171725.9 nChanged 146 ComputeScore: Raw -175007.401002 + Penalty 3194.740411 = -171812.660591 Iteration 7Q: 3 clusters Score -171812.7 nChanged 110 ComputeScore: Raw -175064.412913 + Penalty 3194.740411 = -171869.672502 Iteration 8Q: 3 clusters Score -171869.7 nChanged 112 ComputeScore: Raw -175125.941954 + Penalty 3194.740411 = -171931.201543 Iteration 9Q: 3 clusters Score -171931.2 nChanged 97 ComputeScore: Raw -175176.257796 + Penalty 3194.740411 = -171981.517385 Iteration 10Q: 3 clusters Score -171981.5 nChanged 91 ComputeScore: Raw -175222.726149 + Penalty 3194.740411 = -172027.985738 Iteration 11Q: 3 clusters Score -172028 nChanged 83 ComputeScore: Raw -175267.838600 + Penalty 3194.740411 = -172073.098189 Iteration 12Q: 3 clusters Score -172073.1 nChanged 70 ComputeScore: Raw -175298.129810 + Penalty 3194.740411 = -172103.389399 Iteration 13Q: 3 clusters Score -172103.4 nChanged 57 ComputeScore: Raw -175327.066599 + Penalty 3194.740411 = -172132.326188 Iteration 14Q: 3 clusters Score -172132.3 nChanged 43 ComputeScore: Raw -175344.836661 + Penalty 3194.740411 = -172150.096250 Iteration 15Q: 3 clusters Score -172150.1 nChanged 41 ComputeScore: Raw -175362.760567 + Penalty 3194.740411 = -172168.020156 Iteration 16Q: 3 clusters Score -172168 nChanged 41 ComputeScore: Raw -175380.719204 + Penalty 3194.740411 = -172185.978793 Iteration 17Q: 3 clusters Score -172186 nChanged 27 ComputeScore: Raw -175390.592348 + Penalty 3194.740411 = -172195.851937 Iteration 18Q: 3 clusters Score -172195.9 nChanged 20 ComputeScore: Raw -175398.781124 + Penalty 3194.740411 = -172204.040712 Iteration 19Q: 3 clusters Score -172204 nChanged 20 ComputeScore: Raw -175406.568046 + Penalty 3194.740411 = -172211.827635 Iteration 20F: 3 clusters Score -172211.8 nChanged 16 ComputeScore: Raw -175412.422592 + Penalty 3194.740411 = -172217.682181 Iteration 21Q: 3 clusters Score -172217.7 nChanged 20 ComputeScore: Raw -175420.187482 + Penalty 3194.740411 = -172225.447071 Iteration 22Q: 3 clusters Score -172225.4 nChanged 13 ComputeScore: Raw -175423.622023 + Penalty 3194.740411 = -172228.881612 Iteration 23Q: 3 clusters Score -172228.9 nChanged 8 ComputeScore: Raw -175425.655869 + Penalty 3194.740411 = -172230.915458 Iteration 24Q: 3 clusters Score -172230.9 nChanged 7 ComputeScore: Raw -175427.234141 + Penalty 3194.740411 = -172232.493730 Iteration 25Q: 3 clusters Score -172232.5 nChanged 9 ComputeScore: Raw -175429.665122 + Penalty 3194.740411 = -172234.924711 Iteration 26Q: 3 clusters Score -172234.9 nChanged 6 ComputeScore: Raw -175431.750084 + Penalty 3194.740411 = -172237.009673 Iteration 27Q: 3 clusters Score -172237 nChanged 7 ComputeScore: Raw -175434.350340 + Penalty 3194.740411 = -172239.609929 Iteration 28Q: 3 clusters Score -172239.6 nChanged 8 ComputeScore: Raw -175436.107886 + Penalty 3194.740411 = -172241.367475 Iteration 29Q: 3 clusters Score -172241.4 nChanged 3 ComputeScore: Raw -175436.958419 + Penalty 3194.740411 = -172242.218007 Iteration 30Q: 3 clusters Score -172242.2 nChanged 4 ComputeScore: Raw -175437.891640 + Penalty 3194.740411 = -172243.151229 Iteration 31Q: 3 clusters Score -172243.2 nChanged 4 ComputeScore: Raw -175439.271620 + Penalty 3194.740411 = -172244.531209 Iteration 32Q: 3 clusters Score -172244.5 nChanged 1 ComputeScore: Raw -175439.479733 + Penalty 3194.740411 = -172244.739322 Iteration 33Q: 3 clusters Score -172244.7 nChanged 2 ComputeScore: Raw -175439.914068 + Penalty 3194.740411 = -172245.173657 Iteration 34Q: 3 clusters Score -172245.2 nChanged 2 ComputeScore: Raw -175440.091332 + Penalty 3194.740411 = -172245.350921 Iteration 35Q: 3 clusters Score -172245.4 nChanged 2 ComputeScore: Raw -175440.491736 + Penalty 3194.740411 = -172245.751325 Iteration 36Q: 3 clusters Score -172245.8 nChanged 2 ComputeScore: Raw -175440.918917 + Penalty 3194.740411 = -172246.178506 Iteration 37Q: 3 clusters Score -172246.2 nChanged 1 ComputeScore: Raw -175441.041354 + Penalty 3194.740411 = -172246.300943 Iteration 38Q: 3 clusters Score -172246.3 nChanged 1 ComputeScore: Raw -175441.185482 + Penalty 3194.740411 = -172246.445071 Iteration 39Q: 3 clusters Score -172246.4 nChanged 0 ComputeScore: Raw -175441.185482 + Penalty 3194.740411 = -172246.445071 Iteration 40F: 3 clusters Score -172246.4 nChanged 0 Trying to split cluster 21 (3755 points) Assigned 2 initial classes randomly. ComputeScore: Raw -139331.881223 + Penalty 1555.629434 = -137776.251789 Iteration 0F: 2 clusters Score -137776.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -137532.670400 + Penalty 3111.258867 = -134421.411533 Iteration 0F: 3 clusters Score -134421.4 nChanged 1468 ComputeScore: Raw -138364.456743 + Penalty 3111.258867 = -135253.197876 Iteration 1F: 3 clusters Score -135253.2 nChanged 281 ComputeScore: Raw -138554.633149 + Penalty 3111.258867 = -135443.374282 Iteration 2F: 3 clusters Score -135443.4 nChanged 209 ComputeScore: Raw -138686.278079 + Penalty 3111.258867 = -135575.019212 Iteration 3F: 3 clusters Score -135575 nChanged 157 ComputeScore: Raw -138772.941306 + Penalty 3111.258867 = -135661.682438 Iteration 4Q: 3 clusters Score -135661.7 nChanged 110 ComputeScore: Raw -138831.969959 + Penalty 3111.258867 = -135720.711092 Iteration 5Q: 3 clusters Score -135720.7 nChanged 95 ComputeScore: Raw -138881.975799 + Penalty 3111.258867 = -135770.716932 Iteration 6Q: 3 clusters Score -135770.7 nChanged 97 ComputeScore: Raw -138926.759064 + Penalty 3111.258867 = -135815.500197 Iteration 7Q: 3 clusters Score -135815.5 nChanged 88 ComputeScore: Raw -138977.213935 + Penalty 3111.258867 = -135865.955068 Iteration 8Q: 3 clusters Score -135866 nChanged 111 ComputeScore: Raw -139042.585516 + Penalty 3111.258867 = -135931.326649 Iteration 9Q: 3 clusters Score -135931.3 nChanged 97 ComputeScore: Raw -139092.276986 + Penalty 3111.258867 = -135981.018118 Iteration 10Q: 3 clusters Score -135981 nChanged 91 ComputeScore: Raw -139136.288420 + Penalty 3111.258867 = -136025.029553 Iteration 11Q: 3 clusters Score -136025 nChanged 74 ComputeScore: Raw -139173.967397 + Penalty 3111.258867 = -136062.708529 Iteration 12Q: 3 clusters Score -136062.7 nChanged 84 ComputeScore: Raw -139221.259112 + Penalty 3111.258867 = -136110.000244 Iteration 13Q: 3 clusters Score -136110 nChanged 70 ComputeScore: Raw -139264.155094 + Penalty 3111.258867 = -136152.896227 Iteration 14Q: 3 clusters Score -136152.9 nChanged 78 ComputeScore: Raw -139311.187267 + Penalty 3111.258867 = -136199.928400 Iteration 15Q: 3 clusters Score -136199.9 nChanged 68 ComputeScore: Raw -139357.147730 + Penalty 3111.258867 = -136245.888863 Iteration 16Q: 3 clusters Score -136245.9 nChanged 67 ComputeScore: Raw -139403.212402 + Penalty 3111.258867 = -136291.953535 Iteration 17Q: 3 clusters Score -136292 nChanged 52 ComputeScore: Raw -139433.493375 + Penalty 3111.258867 = -136322.234508 Iteration 18Q: 3 clusters Score -136322.2 nChanged 38 ComputeScore: Raw -139450.330502 + Penalty 3111.258867 = -136339.071635 Iteration 19Q: 3 clusters Score -136339.1 nChanged 30 ComputeScore: Raw -139467.408475 + Penalty 3111.258867 = -136356.149608 Iteration 20F: 3 clusters Score -136356.1 nChanged 34 ComputeScore: Raw -139485.277891 + Penalty 3111.258867 = -136374.019023 Iteration 21Q: 3 clusters Score -136374 nChanged 25 ComputeScore: Raw -139501.130096 + Penalty 3111.258867 = -136389.871229 Iteration 22Q: 3 clusters Score -136389.9 nChanged 27 ComputeScore: Raw -139518.695113 + Penalty 3111.258867 = -136407.436246 Iteration 23Q: 3 clusters Score -136407.4 nChanged 28 ComputeScore: Raw -139534.154769 + Penalty 3111.258867 = -136422.895902 Iteration 24Q: 3 clusters Score -136422.9 nChanged 26 ComputeScore: Raw -139549.969144 + Penalty 3111.258867 = -136438.710277 Iteration 25Q: 3 clusters Score -136438.7 nChanged 8 ComputeScore: Raw -139553.154851 + Penalty 3111.258867 = -136441.895984 Iteration 26Q: 3 clusters Score -136441.9 nChanged 8 ComputeScore: Raw -139558.026643 + Penalty 3111.258867 = -136446.767776 Iteration 27Q: 3 clusters Score -136446.8 nChanged 9 ComputeScore: Raw -139566.278300 + Penalty 3111.258867 = -136455.019433 Iteration 28Q: 3 clusters Score -136455 nChanged 10 ComputeScore: Raw -139572.269147 + Penalty 3111.258867 = -136461.010280 Iteration 29Q: 3 clusters Score -136461 nChanged 6 ComputeScore: Raw -139577.025785 + Penalty 3111.258867 = -136465.766918 Iteration 30Q: 3 clusters Score -136465.8 nChanged 8 ComputeScore: Raw -139580.338518 + Penalty 3111.258867 = -136469.079650 Iteration 31Q: 3 clusters Score -136469.1 nChanged 7 ComputeScore: Raw -139583.742849 + Penalty 3111.258867 = -136472.483981 Iteration 32Q: 3 clusters Score -136472.5 nChanged 4 ComputeScore: Raw -139586.074111 + Penalty 3111.258867 = -136474.815243 Iteration 33Q: 3 clusters Score -136474.8 nChanged 5 ComputeScore: Raw -139589.142876 + Penalty 3111.258867 = -136477.884009 Iteration 34Q: 3 clusters Score -136477.9 nChanged 4 ComputeScore: Raw -139590.486978 + Penalty 3111.258867 = -136479.228111 Iteration 35Q: 3 clusters Score -136479.2 nChanged 1 ComputeScore: Raw -139590.785945 + Penalty 3111.258867 = -136479.527078 Iteration 36Q: 3 clusters Score -136479.5 nChanged 2 ComputeScore: Raw -139591.841829 + Penalty 3111.258867 = -136480.582961 Iteration 37Q: 3 clusters Score -136480.6 nChanged 2 ComputeScore: Raw -139593.050923 + Penalty 3111.258867 = -136481.792056 Iteration 38Q: 3 clusters Score -136481.8 nChanged 2 ComputeScore: Raw -139594.063401 + Penalty 3111.258867 = -136482.804534 Iteration 39Q: 3 clusters Score -136482.8 nChanged 3 ComputeScore: Raw -139595.334672 + Penalty 3111.258867 = -136484.075805 Iteration 40F: 3 clusters Score -136484.1 nChanged 1 ComputeScore: Raw -139596.436568 + Penalty 3111.258867 = -136485.177700 Iteration 41Q: 3 clusters Score -136485.2 nChanged 2 ComputeScore: Raw -139598.543638 + Penalty 3111.258867 = -136487.284771 Iteration 42Q: 3 clusters Score -136487.3 nChanged 3 ComputeScore: Raw -139600.150083 + Penalty 3111.258867 = -136488.891216 Iteration 43Q: 3 clusters Score -136488.9 nChanged 5 ComputeScore: Raw -139602.820185 + Penalty 3111.258867 = -136491.561317 Iteration 44Q: 3 clusters Score -136491.6 nChanged 4 ComputeScore: Raw -139604.114989 + Penalty 3111.258867 = -136492.856122 Iteration 45Q: 3 clusters Score -136492.9 nChanged 2 ComputeScore: Raw -139604.614073 + Penalty 3111.258867 = -136493.355205 Iteration 46Q: 3 clusters Score -136493.4 nChanged 2 ComputeScore: Raw -139605.704571 + Penalty 3111.258867 = -136494.445703 Iteration 47Q: 3 clusters Score -136494.4 nChanged 3 ComputeScore: Raw -139607.634126 + Penalty 3111.258867 = -136496.375258 Iteration 48Q: 3 clusters Score -136496.4 nChanged 3 ComputeScore: Raw -139610.422348 + Penalty 3111.258867 = -136499.163481 Iteration 49Q: 3 clusters Score -136499.2 nChanged 6 ComputeScore: Raw -139615.450566 + Penalty 3111.258867 = -136504.191698 Iteration 50Q: 3 clusters Score -136504.2 nChanged 6 ComputeScore: Raw -139620.407968 + Penalty 3111.258867 = -136509.149100 Iteration 51Q: 3 clusters Score -136509.1 nChanged 4 ComputeScore: Raw -139623.316565 + Penalty 3111.258867 = -136512.057697 Iteration 52Q: 3 clusters Score -136512.1 nChanged 1 ComputeScore: Raw -139623.605219 + Penalty 3111.258867 = -136512.346351 Iteration 53Q: 3 clusters Score -136512.3 nChanged 0 ComputeScore: Raw -139623.605219 + Penalty 3111.258867 = -136512.346351 Iteration 54F: 3 clusters Score -136512.3 nChanged 0 Trying to split cluster 23 (4921 points) Assigned 2 initial classes randomly. ComputeScore: Raw -189999.814197 + Penalty 1606.739471 = -188393.074727 Iteration 0F: 2 clusters Score -188393.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -187492.210124 + Penalty 3213.478941 = -184278.731183 Iteration 0F: 3 clusters Score -184278.7 nChanged 1973 ComputeScore: Raw -188565.401830 + Penalty 3213.478941 = -185351.922888 Iteration 1F: 3 clusters Score -185351.9 nChanged 353 ComputeScore: Raw -188747.820128 + Penalty 3213.478941 = -185534.341187 Iteration 2F: 3 clusters Score -185534.3 nChanged 234 ComputeScore: Raw -188867.582856 + Penalty 3213.478941 = -185654.103914 Iteration 3Q: 3 clusters Score -185654.1 nChanged 195 ComputeScore: Raw -188972.096157 + Penalty 3213.478941 = -185758.617216 Iteration 4Q: 3 clusters Score -185758.6 nChanged 181 ComputeScore: Raw -189062.753691 + Penalty 3213.478941 = -185849.274750 Iteration 5Q: 3 clusters Score -185849.3 nChanged 185 ComputeScore: Raw -189160.201677 + Penalty 3213.478941 = -185946.722736 Iteration 6Q: 3 clusters Score -185946.7 nChanged 164 ComputeScore: Raw -189255.210443 + Penalty 3213.478941 = -186041.731502 Iteration 7Q: 3 clusters Score -186041.7 nChanged 150 ComputeScore: Raw -189333.314394 + Penalty 3213.478941 = -186119.835453 Iteration 8Q: 3 clusters Score -186119.8 nChanged 139 ComputeScore: Raw -189409.168335 + Penalty 3213.478941 = -186195.689394 Iteration 9Q: 3 clusters Score -186195.7 nChanged 134 ComputeScore: Raw -189486.717910 + Penalty 3213.478941 = -186273.238968 Iteration 10Q: 3 clusters Score -186273.2 nChanged 139 ComputeScore: Raw -189555.210016 + Penalty 3213.478941 = -186341.731074 Iteration 11Q: 3 clusters Score -186341.7 nChanged 112 ComputeScore: Raw -189620.009448 + Penalty 3213.478941 = -186406.530506 Iteration 12Q: 3 clusters Score -186406.5 nChanged 115 ComputeScore: Raw -189688.912509 + Penalty 3213.478941 = -186475.433567 Iteration 13Q: 3 clusters Score -186475.4 nChanged 127 ComputeScore: Raw -189770.108207 + Penalty 3213.478941 = -186556.629266 Iteration 14Q: 3 clusters Score -186556.6 nChanged 120 ComputeScore: Raw -189836.754395 + Penalty 3213.478941 = -186623.275453 Iteration 15Q: 3 clusters Score -186623.3 nChanged 103 ComputeScore: Raw -189893.629416 + Penalty 3213.478941 = -186680.150475 Iteration 16Q: 3 clusters Score -186680.2 nChanged 97 ComputeScore: Raw -189943.716393 + Penalty 3213.478941 = -186730.237452 Iteration 17Q: 3 clusters Score -186730.2 nChanged 94 ComputeScore: Raw -190004.239315 + Penalty 3213.478941 = -186790.760374 Iteration 18Q: 3 clusters Score -186790.8 nChanged 98 ComputeScore: Raw -190075.070573 + Penalty 3213.478941 = -186861.591632 Iteration 19Q: 3 clusters Score -186861.6 nChanged 105 ComputeScore: Raw -190149.659595 + Penalty 3213.478941 = -186936.180653 Iteration 20F: 3 clusters Score -186936.2 nChanged 98 ComputeScore: Raw -190203.092483 + Penalty 3213.478941 = -186989.613542 Iteration 21Q: 3 clusters Score -186989.6 nChanged 61 ComputeScore: Raw -190241.432664 + Penalty 3213.478941 = -187027.953723 Iteration 22Q: 3 clusters Score -187028 nChanged 62 ComputeScore: Raw -190278.778398 + Penalty 3213.478941 = -187065.299457 Iteration 23Q: 3 clusters Score -187065.3 nChanged 49 ComputeScore: Raw -190312.350134 + Penalty 3213.478941 = -187098.871193 Iteration 24Q: 3 clusters Score -187098.9 nChanged 44 ComputeScore: Raw -190344.302471 + Penalty 3213.478941 = -187130.823530 Iteration 25Q: 3 clusters Score -187130.8 nChanged 53 ComputeScore: Raw -190377.342474 + Penalty 3213.478941 = -187163.863532 Iteration 26Q: 3 clusters Score -187163.9 nChanged 45 ComputeScore: Raw -190405.872552 + Penalty 3213.478941 = -187192.393610 Iteration 27Q: 3 clusters Score -187192.4 nChanged 38 ComputeScore: Raw -190425.914992 + Penalty 3213.478941 = -187212.436051 Iteration 28Q: 3 clusters Score -187212.4 nChanged 30 ComputeScore: Raw -190442.333535 + Penalty 3213.478941 = -187228.854594 Iteration 29Q: 3 clusters Score -187228.9 nChanged 25 ComputeScore: Raw -190460.237652 + Penalty 3213.478941 = -187246.758711 Iteration 30Q: 3 clusters Score -187246.8 nChanged 27 ComputeScore: Raw -190472.838356 + Penalty 3213.478941 = -187259.359414 Iteration 31Q: 3 clusters Score -187259.4 nChanged 17 ComputeScore: Raw -190478.350514 + Penalty 3213.478941 = -187264.871572 Iteration 32Q: 3 clusters Score -187264.9 nChanged 13 ComputeScore: Raw -190481.156430 + Penalty 3213.478941 = -187267.677488 Iteration 33Q: 3 clusters Score -187267.7 nChanged 3 ComputeScore: Raw -190481.617898 + Penalty 3213.478941 = -187268.138957 Iteration 34Q: 3 clusters Score -187268.1 nChanged 2 ComputeScore: Raw -190482.026757 + Penalty 3213.478941 = -187268.547816 Iteration 35Q: 3 clusters Score -187268.5 nChanged 2 ComputeScore: Raw -190482.379890 + Penalty 3213.478941 = -187268.900949 Iteration 36Q: 3 clusters Score -187268.9 nChanged 0 ComputeScore: Raw -190482.379890 + Penalty 3213.478941 = -187268.900949 Iteration 37F: 3 clusters Score -187268.9 nChanged 0 Trying to split cluster 24 (5627 points) Assigned 2 initial classes randomly. ComputeScore: Raw -205881.444703 + Penalty 1632.077695 = -204249.367008 Iteration 0F: 2 clusters Score -204249.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -203004.163633 + Penalty 3264.155390 = -199740.008243 Iteration 0F: 3 clusters Score -199740 nChanged 2225 ComputeScore: Raw -204168.210876 + Penalty 3264.155390 = -200904.055486 Iteration 1F: 3 clusters Score -200904.1 nChanged 423 ComputeScore: Raw -204404.505397 + Penalty 3264.155390 = -201140.350007 Iteration 2F: 3 clusters Score -201140.4 nChanged 341 ComputeScore: Raw -204617.942027 + Penalty 3264.155390 = -201353.786637 Iteration 3F: 3 clusters Score -201353.8 nChanged 293 ComputeScore: Raw -204785.902953 + Penalty 3264.155390 = -201521.747563 Iteration 4F: 3 clusters Score -201521.7 nChanged 232 ComputeScore: Raw -204915.367572 + Penalty 3264.155390 = -201651.212182 Iteration 5Q: 3 clusters Score -201651.2 nChanged 207 ComputeScore: Raw -205010.913123 + Penalty 3264.155390 = -201746.757733 Iteration 6Q: 3 clusters Score -201746.8 nChanged 168 ComputeScore: Raw -205091.055916 + Penalty 3264.155390 = -201826.900526 Iteration 7Q: 3 clusters Score -201826.9 nChanged 146 ComputeScore: Raw -205166.795107 + Penalty 3264.155390 = -201902.639717 Iteration 8Q: 3 clusters Score -201902.6 nChanged 146 ComputeScore: Raw -205236.205013 + Penalty 3264.155390 = -201972.049623 Iteration 9Q: 3 clusters Score -201972 nChanged 134 ComputeScore: Raw -205298.566224 + Penalty 3264.155390 = -202034.410834 Iteration 10Q: 3 clusters Score -202034.4 nChanged 139 ComputeScore: Raw -205361.897552 + Penalty 3264.155390 = -202097.742163 Iteration 11Q: 3 clusters Score -202097.7 nChanged 130 ComputeScore: Raw -205416.702763 + Penalty 3264.155390 = -202152.547373 Iteration 12Q: 3 clusters Score -202152.5 nChanged 121 ComputeScore: Raw -205470.636531 + Penalty 3264.155390 = -202206.481141 Iteration 13Q: 3 clusters Score -202206.5 nChanged 128 ComputeScore: Raw -205525.886056 + Penalty 3264.155390 = -202261.730666 Iteration 14Q: 3 clusters Score -202261.7 nChanged 126 ComputeScore: Raw -205578.297483 + Penalty 3264.155390 = -202314.142093 Iteration 15Q: 3 clusters Score -202314.1 nChanged 114 ComputeScore: Raw -205629.628298 + Penalty 3264.155390 = -202365.472908 Iteration 16Q: 3 clusters Score -202365.5 nChanged 119 ComputeScore: Raw -205683.875404 + Penalty 3264.155390 = -202419.720014 Iteration 17Q: 3 clusters Score -202419.7 nChanged 107 ComputeScore: Raw -205731.200689 + Penalty 3264.155390 = -202467.045299 Iteration 18Q: 3 clusters Score -202467 nChanged 98 ComputeScore: Raw -205777.954113 + Penalty 3264.155390 = -202513.798724 Iteration 19Q: 3 clusters Score -202513.8 nChanged 94 ComputeScore: Raw -205823.960492 + Penalty 3264.155390 = -202559.805102 Iteration 20F: 3 clusters Score -202559.8 nChanged 82 ComputeScore: Raw -205859.782795 + Penalty 3264.155390 = -202595.627405 Iteration 21Q: 3 clusters Score -202595.6 nChanged 77 ComputeScore: Raw -205901.516091 + Penalty 3264.155390 = -202637.360702 Iteration 22Q: 3 clusters Score -202637.4 nChanged 79 ComputeScore: Raw -205940.142022 + Penalty 3264.155390 = -202675.986632 Iteration 23Q: 3 clusters Score -202676 nChanged 77 ComputeScore: Raw -205973.982527 + Penalty 3264.155390 = -202709.827137 Iteration 24Q: 3 clusters Score -202709.8 nChanged 63 ComputeScore: Raw -205998.695195 + Penalty 3264.155390 = -202734.539805 Iteration 25Q: 3 clusters Score -202734.5 nChanged 65 ComputeScore: Raw -206024.086016 + Penalty 3264.155390 = -202759.930626 Iteration 26Q: 3 clusters Score -202759.9 nChanged 51 ComputeScore: Raw -206041.379540 + Penalty 3264.155390 = -202777.224150 Iteration 27Q: 3 clusters Score -202777.2 nChanged 46 ComputeScore: Raw -206059.217000 + Penalty 3264.155390 = -202795.061611 Iteration 28Q: 3 clusters Score -202795.1 nChanged 47 ComputeScore: Raw -206074.845511 + Penalty 3264.155390 = -202810.690121 Iteration 29Q: 3 clusters Score -202810.7 nChanged 38 ComputeScore: Raw -206087.751662 + Penalty 3264.155390 = -202823.596272 Iteration 30Q: 3 clusters Score -202823.6 nChanged 35 ComputeScore: Raw -206100.173413 + Penalty 3264.155390 = -202836.018023 Iteration 31Q: 3 clusters Score -202836 nChanged 30 ComputeScore: Raw -206110.160016 + Penalty 3264.155390 = -202846.004626 Iteration 32Q: 3 clusters Score -202846 nChanged 31 ComputeScore: Raw -206120.523585 + Penalty 3264.155390 = -202856.368195 Iteration 33Q: 3 clusters Score -202856.4 nChanged 24 ComputeScore: Raw -206127.223917 + Penalty 3264.155390 = -202863.068527 Iteration 34Q: 3 clusters Score -202863.1 nChanged 21 ComputeScore: Raw -206135.012051 + Penalty 3264.155390 = -202870.856661 Iteration 35Q: 3 clusters Score -202870.9 nChanged 26 ComputeScore: Raw -206145.169630 + Penalty 3264.155390 = -202881.014240 Iteration 36Q: 3 clusters Score -202881 nChanged 21 ComputeScore: Raw -206152.650376 + Penalty 3264.155390 = -202888.494986 Iteration 37Q: 3 clusters Score -202888.5 nChanged 20 ComputeScore: Raw -206158.045747 + Penalty 3264.155390 = -202893.890357 Iteration 38Q: 3 clusters Score -202893.9 nChanged 21 ComputeScore: Raw -206164.557876 + Penalty 3264.155390 = -202900.402486 Iteration 39Q: 3 clusters Score -202900.4 nChanged 24 ComputeScore: Raw -206172.497810 + Penalty 3264.155390 = -202908.342420 Iteration 40F: 3 clusters Score -202908.3 nChanged 36 ComputeScore: Raw -206186.176270 + Penalty 3264.155390 = -202922.020880 Iteration 41Q: 3 clusters Score -202922 nChanged 31 ComputeScore: Raw -206196.406857 + Penalty 3264.155390 = -202932.251467 Iteration 42Q: 3 clusters Score -202932.3 nChanged 31 ComputeScore: Raw -206204.558939 + Penalty 3264.155390 = -202940.403549 Iteration 43Q: 3 clusters Score -202940.4 nChanged 21 ComputeScore: Raw -206210.264727 + Penalty 3264.155390 = -202946.109337 Iteration 44Q: 3 clusters Score -202946.1 nChanged 17 ComputeScore: Raw -206215.553216 + Penalty 3264.155390 = -202951.397826 Iteration 45Q: 3 clusters Score -202951.4 nChanged 17 ComputeScore: Raw -206221.589813 + Penalty 3264.155390 = -202957.434423 Iteration 46Q: 3 clusters Score -202957.4 nChanged 15 ComputeScore: Raw -206226.604607 + Penalty 3264.155390 = -202962.449217 Iteration 47Q: 3 clusters Score -202962.4 nChanged 19 ComputeScore: Raw -206232.591413 + Penalty 3264.155390 = -202968.436023 Iteration 48Q: 3 clusters Score -202968.4 nChanged 11 ComputeScore: Raw -206236.354270 + Penalty 3264.155390 = -202972.198880 Iteration 49Q: 3 clusters Score -202972.2 nChanged 14 ComputeScore: Raw -206241.173509 + Penalty 3264.155390 = -202977.018119 Iteration 50Q: 3 clusters Score -202977 nChanged 13 ComputeScore: Raw -206244.752455 + Penalty 3264.155390 = -202980.597065 Iteration 51Q: 3 clusters Score -202980.6 nChanged 10 ComputeScore: Raw -206247.561747 + Penalty 3264.155390 = -202983.406357 Iteration 52Q: 3 clusters Score -202983.4 nChanged 13 ComputeScore: Raw -206251.132096 + Penalty 3264.155390 = -202986.976706 Iteration 53Q: 3 clusters Score -202987 nChanged 15 ComputeScore: Raw -206255.279472 + Penalty 3264.155390 = -202991.124082 Iteration 54Q: 3 clusters Score -202991.1 nChanged 14 ComputeScore: Raw -206259.632181 + Penalty 3264.155390 = -202995.476791 Iteration 55Q: 3 clusters Score -202995.5 nChanged 25 ComputeScore: Raw -206266.925598 + Penalty 3264.155390 = -203002.770208 Iteration 56Q: 3 clusters Score -203002.8 nChanged 19 ComputeScore: Raw -206272.948703 + Penalty 3264.155390 = -203008.793313 Iteration 57Q: 3 clusters Score -203008.8 nChanged 16 ComputeScore: Raw -206279.274263 + Penalty 3264.155390 = -203015.118873 Iteration 58Q: 3 clusters Score -203015.1 nChanged 4 ComputeScore: Raw -206281.305171 + Penalty 3264.155390 = -203017.149781 Iteration 59Q: 3 clusters Score -203017.1 nChanged 6 ComputeScore: Raw -206283.001527 + Penalty 3264.155390 = -203018.846137 Iteration 60F: 3 clusters Score -203018.8 nChanged 1 ComputeScore: Raw -206283.366753 + Penalty 3264.155390 = -203019.211363 Iteration 61Q: 3 clusters Score -203019.2 nChanged 2 ComputeScore: Raw -206283.779471 + Penalty 3264.155390 = -203019.624081 Iteration 62Q: 3 clusters Score -203019.6 nChanged 1 ComputeScore: Raw -206283.939599 + Penalty 3264.155390 = -203019.784209 Iteration 63Q: 3 clusters Score -203019.8 nChanged 0 ComputeScore: Raw -206283.939599 + Penalty 3264.155390 = -203019.784209 Iteration 64F: 3 clusters Score -203019.8 nChanged 0 Trying to split cluster 25 (3540 points) Assigned 2 initial classes randomly. ComputeScore: Raw -134338.682380 + Penalty 1544.485699 = -132794.196681 Iteration 0F: 2 clusters Score -132794.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -132649.970443 + Penalty 3088.971398 = -129560.999045 Iteration 0F: 3 clusters Score -129561 nChanged 1370 ComputeScore: Raw -133445.687142 + Penalty 3088.971398 = -130356.715744 Iteration 1F: 3 clusters Score -130356.7 nChanged 254 ComputeScore: Raw -133600.453874 + Penalty 3088.971398 = -130511.482476 Iteration 2F: 3 clusters Score -130511.5 nChanged 174 ComputeScore: Raw -133693.348198 + Penalty 3088.971398 = -130604.376800 Iteration 3Q: 3 clusters Score -130604.4 nChanged 141 ComputeScore: Raw -133773.625221 + Penalty 3088.971398 = -130684.653823 Iteration 4Q: 3 clusters Score -130684.7 nChanged 128 ComputeScore: Raw -133848.214888 + Penalty 3088.971398 = -130759.243490 Iteration 5Q: 3 clusters Score -130759.2 nChanged 101 ComputeScore: Raw -133919.348040 + Penalty 3088.971398 = -130830.376642 Iteration 6Q: 3 clusters Score -130830.4 nChanged 103 ComputeScore: Raw -133981.640295 + Penalty 3088.971398 = -130892.668896 Iteration 7Q: 3 clusters Score -130892.7 nChanged 82 ComputeScore: Raw -134029.790853 + Penalty 3088.971398 = -130940.819455 Iteration 8Q: 3 clusters Score -130940.8 nChanged 68 ComputeScore: Raw -134067.362302 + Penalty 3088.971398 = -130978.390904 Iteration 9Q: 3 clusters Score -130978.4 nChanged 70 ComputeScore: Raw -134099.671101 + Penalty 3088.971398 = -131010.699703 Iteration 10Q: 3 clusters Score -131010.7 nChanged 53 ComputeScore: Raw -134123.486282 + Penalty 3088.971398 = -131034.514884 Iteration 11Q: 3 clusters Score -131034.5 nChanged 43 ComputeScore: Raw -134144.043036 + Penalty 3088.971398 = -131055.071637 Iteration 12Q: 3 clusters Score -131055.1 nChanged 38 ComputeScore: Raw -134162.374391 + Penalty 3088.971398 = -131073.402993 Iteration 13Q: 3 clusters Score -131073.4 nChanged 47 ComputeScore: Raw -134183.798545 + Penalty 3088.971398 = -131094.827146 Iteration 14Q: 3 clusters Score -131094.8 nChanged 42 ComputeScore: Raw -134202.458102 + Penalty 3088.971398 = -131113.486703 Iteration 15Q: 3 clusters Score -131113.5 nChanged 41 ComputeScore: Raw -134223.226031 + Penalty 3088.971398 = -131134.254632 Iteration 16Q: 3 clusters Score -131134.3 nChanged 46 ComputeScore: Raw -134242.175852 + Penalty 3088.971398 = -131153.204453 Iteration 17Q: 3 clusters Score -131153.2 nChanged 40 ComputeScore: Raw -134260.171932 + Penalty 3088.971398 = -131171.200533 Iteration 18Q: 3 clusters Score -131171.2 nChanged 44 ComputeScore: Raw -134284.796462 + Penalty 3088.971398 = -131195.825064 Iteration 19Q: 3 clusters Score -131195.8 nChanged 41 ComputeScore: Raw -134302.758396 + Penalty 3088.971398 = -131213.786998 Iteration 20F: 3 clusters Score -131213.8 nChanged 37 ComputeScore: Raw -134318.623078 + Penalty 3088.971398 = -131229.651679 Iteration 21Q: 3 clusters Score -131229.7 nChanged 29 ComputeScore: Raw -134330.176310 + Penalty 3088.971398 = -131241.204912 Iteration 22Q: 3 clusters Score -131241.2 nChanged 26 ComputeScore: Raw -134341.381153 + Penalty 3088.971398 = -131252.409755 Iteration 23Q: 3 clusters Score -131252.4 nChanged 30 ComputeScore: Raw -134357.429687 + Penalty 3088.971398 = -131268.458288 Iteration 24Q: 3 clusters Score -131268.5 nChanged 25 ComputeScore: Raw -134376.149118 + Penalty 3088.971398 = -131287.177720 Iteration 25Q: 3 clusters Score -131287.2 nChanged 32 ComputeScore: Raw -134397.777508 + Penalty 3088.971398 = -131308.806109 Iteration 26Q: 3 clusters Score -131308.8 nChanged 33 ComputeScore: Raw -134415.693920 + Penalty 3088.971398 = -131326.722521 Iteration 27Q: 3 clusters Score -131326.7 nChanged 26 ComputeScore: Raw -134427.713286 + Penalty 3088.971398 = -131338.741888 Iteration 28Q: 3 clusters Score -131338.7 nChanged 16 ComputeScore: Raw -134435.554335 + Penalty 3088.971398 = -131346.582936 Iteration 29Q: 3 clusters Score -131346.6 nChanged 17 ComputeScore: Raw -134445.187756 + Penalty 3088.971398 = -131356.216358 Iteration 30Q: 3 clusters Score -131356.2 nChanged 20 ComputeScore: Raw -134455.815136 + Penalty 3088.971398 = -131366.843738 Iteration 31Q: 3 clusters Score -131366.8 nChanged 18 ComputeScore: Raw -134464.438393 + Penalty 3088.971398 = -131375.466995 Iteration 32Q: 3 clusters Score -131375.5 nChanged 14 ComputeScore: Raw -134471.915933 + Penalty 3088.971398 = -131382.944535 Iteration 33Q: 3 clusters Score -131382.9 nChanged 11 ComputeScore: Raw -134476.592907 + Penalty 3088.971398 = -131387.621509 Iteration 34Q: 3 clusters Score -131387.6 nChanged 7 ComputeScore: Raw -134480.420195 + Penalty 3088.971398 = -131391.448797 Iteration 35Q: 3 clusters Score -131391.4 nChanged 10 ComputeScore: Raw -134484.693482 + Penalty 3088.971398 = -131395.722083 Iteration 36Q: 3 clusters Score -131395.7 nChanged 7 ComputeScore: Raw -134487.970344 + Penalty 3088.971398 = -131398.998945 Iteration 37Q: 3 clusters Score -131399 nChanged 12 ComputeScore: Raw -134496.122899 + Penalty 3088.971398 = -131407.151501 Iteration 38Q: 3 clusters Score -131407.2 nChanged 9 ComputeScore: Raw -134500.464006 + Penalty 3088.971398 = -131411.492608 Iteration 39Q: 3 clusters Score -131411.5 nChanged 3 ComputeScore: Raw -134501.748747 + Penalty 3088.971398 = -131412.777349 Iteration 40F: 3 clusters Score -131412.8 nChanged 4 ComputeScore: Raw -134502.879396 + Penalty 3088.971398 = -131413.907998 Iteration 41Q: 3 clusters Score -131413.9 nChanged 5 ComputeScore: Raw -134506.178380 + Penalty 3088.971398 = -131417.206981 Iteration 42Q: 3 clusters Score -131417.2 nChanged 6 ComputeScore: Raw -134508.993447 + Penalty 3088.971398 = -131420.022049 Iteration 43Q: 3 clusters Score -131420 nChanged 6 ComputeScore: Raw -134510.994536 + Penalty 3088.971398 = -131422.023138 Iteration 44Q: 3 clusters Score -131422 nChanged 0 ComputeScore: Raw -134510.994536 + Penalty 3088.971398 = -131422.023138 Iteration 45F: 3 clusters Score -131422 nChanged 0 Trying to split cluster 26 (4662 points) Assigned 2 initial classes randomly. ComputeScore: Raw -176393.436161 + Penalty 1596.520766 = -174796.915395 Iteration 0F: 2 clusters Score -174796.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -174077.260594 + Penalty 3193.041532 = -170884.219062 Iteration 0F: 3 clusters Score -170884.2 nChanged 1789 ComputeScore: Raw -175058.070777 + Penalty 3193.041532 = -171865.029245 Iteration 1F: 3 clusters Score -171865 nChanged 343 ComputeScore: Raw -175259.400780 + Penalty 3193.041532 = -172066.359248 Iteration 2F: 3 clusters Score -172066.4 nChanged 270 ComputeScore: Raw -175405.862236 + Penalty 3193.041532 = -172212.820705 Iteration 3F: 3 clusters Score -172212.8 nChanged 209 ComputeScore: Raw -175510.512964 + Penalty 3193.041532 = -172317.471432 Iteration 4Q: 3 clusters Score -172317.5 nChanged 145 ComputeScore: Raw -175577.347080 + Penalty 3193.041532 = -172384.305548 Iteration 5Q: 3 clusters Score -172384.3 nChanged 126 ComputeScore: Raw -175639.398822 + Penalty 3193.041532 = -172446.357290 Iteration 6Q: 3 clusters Score -172446.4 nChanged 108 ComputeScore: Raw -175691.325894 + Penalty 3193.041532 = -172498.284363 Iteration 7Q: 3 clusters Score -172498.3 nChanged 94 ComputeScore: Raw -175726.819540 + Penalty 3193.041532 = -172533.778008 Iteration 8Q: 3 clusters Score -172533.8 nChanged 73 ComputeScore: Raw -175761.455078 + Penalty 3193.041532 = -172568.413546 Iteration 9Q: 3 clusters Score -172568.4 nChanged 87 ComputeScore: Raw -175794.605106 + Penalty 3193.041532 = -172601.563574 Iteration 10Q: 3 clusters Score -172601.6 nChanged 68 ComputeScore: Raw -175823.857019 + Penalty 3193.041532 = -172630.815487 Iteration 11Q: 3 clusters Score -172630.8 nChanged 77 ComputeScore: Raw -175862.040392 + Penalty 3193.041532 = -172668.998861 Iteration 12Q: 3 clusters Score -172669 nChanged 66 ComputeScore: Raw -175889.059411 + Penalty 3193.041532 = -172696.017879 Iteration 13Q: 3 clusters Score -172696 nChanged 50 ComputeScore: Raw -175914.921592 + Penalty 3193.041532 = -172721.880060 Iteration 14Q: 3 clusters Score -172721.9 nChanged 58 ComputeScore: Raw -175942.419186 + Penalty 3193.041532 = -172749.377654 Iteration 15Q: 3 clusters Score -172749.4 nChanged 61 ComputeScore: Raw -175981.816194 + Penalty 3193.041532 = -172788.774662 Iteration 16Q: 3 clusters Score -172788.8 nChanged 77 ComputeScore: Raw -176021.008657 + Penalty 3193.041532 = -172827.967125 Iteration 17Q: 3 clusters Score -172828 nChanged 89 ComputeScore: Raw -176068.261009 + Penalty 3193.041532 = -172875.219477 Iteration 18Q: 3 clusters Score -172875.2 nChanged 83 ComputeScore: Raw -176112.966475 + Penalty 3193.041532 = -172919.924943 Iteration 19Q: 3 clusters Score -172919.9 nChanged 72 ComputeScore: Raw -176147.202067 + Penalty 3193.041532 = -172954.160535 Iteration 20F: 3 clusters Score -172954.2 nChanged 49 ComputeScore: Raw -176170.614759 + Penalty 3193.041532 = -172977.573227 Iteration 21Q: 3 clusters Score -172977.6 nChanged 49 ComputeScore: Raw -176190.755493 + Penalty 3193.041532 = -172997.713962 Iteration 22Q: 3 clusters Score -172997.7 nChanged 48 ComputeScore: Raw -176215.679419 + Penalty 3193.041532 = -173022.637887 Iteration 23Q: 3 clusters Score -173022.6 nChanged 55 ComputeScore: Raw -176250.942314 + Penalty 3193.041532 = -173057.900782 Iteration 24Q: 3 clusters Score -173057.9 nChanged 63 ComputeScore: Raw -176305.287412 + Penalty 3193.041532 = -173112.245880 Iteration 25Q: 3 clusters Score -173112.2 nChanged 69 ComputeScore: Raw -176351.640356 + Penalty 3193.041532 = -173158.598824 Iteration 26Q: 3 clusters Score -173158.6 nChanged 60 ComputeScore: Raw -176389.228659 + Penalty 3193.041532 = -173196.187127 Iteration 27Q: 3 clusters Score -173196.2 nChanged 46 ComputeScore: Raw -176416.083383 + Penalty 3193.041532 = -173223.041851 Iteration 28Q: 3 clusters Score -173223 nChanged 47 ComputeScore: Raw -176447.735537 + Penalty 3193.041532 = -173254.694005 Iteration 29Q: 3 clusters Score -173254.7 nChanged 47 ComputeScore: Raw -176483.510714 + Penalty 3193.041532 = -173290.469183 Iteration 30Q: 3 clusters Score -173290.5 nChanged 48 ComputeScore: Raw -176515.683669 + Penalty 3193.041532 = -173322.642137 Iteration 31Q: 3 clusters Score -173322.6 nChanged 42 ComputeScore: Raw -176546.368782 + Penalty 3193.041532 = -173353.327251 Iteration 32Q: 3 clusters Score -173353.3 nChanged 45 ComputeScore: Raw -176576.163259 + Penalty 3193.041532 = -173383.121727 Iteration 33Q: 3 clusters Score -173383.1 nChanged 35 ComputeScore: Raw -176595.553292 + Penalty 3193.041532 = -173402.511760 Iteration 34Q: 3 clusters Score -173402.5 nChanged 42 ComputeScore: Raw -176624.131647 + Penalty 3193.041532 = -173431.090115 Iteration 35Q: 3 clusters Score -173431.1 nChanged 40 ComputeScore: Raw -176655.316549 + Penalty 3193.041532 = -173462.275017 Iteration 36Q: 3 clusters Score -173462.3 nChanged 46 ComputeScore: Raw -176692.467162 + Penalty 3193.041532 = -173499.425630 Iteration 37Q: 3 clusters Score -173499.4 nChanged 51 ComputeScore: Raw -176733.781785 + Penalty 3193.041532 = -173540.740253 Iteration 38Q: 3 clusters Score -173540.7 nChanged 49 ComputeScore: Raw -176766.733736 + Penalty 3193.041532 = -173573.692204 Iteration 39Q: 3 clusters Score -173573.7 nChanged 40 ComputeScore: Raw -176795.247880 + Penalty 3193.041532 = -173602.206348 Iteration 40F: 3 clusters Score -173602.2 nChanged 46 ComputeScore: Raw -176826.086172 + Penalty 3193.041532 = -173633.044640 Iteration 41Q: 3 clusters Score -173633 nChanged 41 ComputeScore: Raw -176856.395469 + Penalty 3193.041532 = -173663.353938 Iteration 42Q: 3 clusters Score -173663.4 nChanged 37 ComputeScore: Raw -176882.162255 + Penalty 3193.041532 = -173689.120723 Iteration 43Q: 3 clusters Score -173689.1 nChanged 36 ComputeScore: Raw -176910.587622 + Penalty 3193.041532 = -173717.546090 Iteration 44Q: 3 clusters Score -173717.5 nChanged 44 ComputeScore: Raw -176942.283475 + Penalty 3193.041532 = -173749.241943 Iteration 45Q: 3 clusters Score -173749.2 nChanged 47 ComputeScore: Raw -176979.145094 + Penalty 3193.041532 = -173786.103562 Iteration 46Q: 3 clusters Score -173786.1 nChanged 55 ComputeScore: Raw -177041.336840 + Penalty 3193.041532 = -173848.295308 Iteration 47Q: 3 clusters Score -173848.3 nChanged 65 ComputeScore: Raw -177103.025998 + Penalty 3193.041532 = -173909.984466 Iteration 48Q: 3 clusters Score -173910 nChanged 58 ComputeScore: Raw -177150.480946 + Penalty 3193.041532 = -173957.439414 Iteration 49Q: 3 clusters Score -173957.4 nChanged 51 ComputeScore: Raw -177194.078035 + Penalty 3193.041532 = -174001.036503 Iteration 50Q: 3 clusters Score -174001 nChanged 38 ComputeScore: Raw -177224.499190 + Penalty 3193.041532 = -174031.457658 Iteration 51Q: 3 clusters Score -174031.5 nChanged 25 ComputeScore: Raw -177239.048359 + Penalty 3193.041532 = -174046.006828 Iteration 52Q: 3 clusters Score -174046 nChanged 11 ComputeScore: Raw -177244.404978 + Penalty 3193.041532 = -174051.363447 Iteration 53Q: 3 clusters Score -174051.4 nChanged 8 ComputeScore: Raw -177247.891320 + Penalty 3193.041532 = -174054.849788 Iteration 54Q: 3 clusters Score -174054.8 nChanged 5 ComputeScore: Raw -177249.998593 + Penalty 3193.041532 = -174056.957061 Iteration 55Q: 3 clusters Score -174057 nChanged 4 ComputeScore: Raw -177251.036947 + Penalty 3193.041532 = -174057.995416 Iteration 56Q: 3 clusters Score -174058 nChanged 1 ComputeScore: Raw -177251.260911 + Penalty 3193.041532 = -174058.219379 Iteration 57Q: 3 clusters Score -174058.2 nChanged 1 ComputeScore: Raw -177251.714025 + Penalty 3193.041532 = -174058.672493 Iteration 58Q: 3 clusters Score -174058.7 nChanged 1 ComputeScore: Raw -177252.431370 + Penalty 3193.041532 = -174059.389838 Iteration 59Q: 3 clusters Score -174059.4 nChanged 4 ComputeScore: Raw -177281.690674 + Penalty 3193.041532 = -174088.649142 Iteration 60F: 3 clusters Score -174088.6 nChanged 22 ComputeScore: Raw -177307.950096 + Penalty 3193.041532 = -174114.908564 Iteration 61Q: 3 clusters Score -174114.9 nChanged 18 ComputeScore: Raw -177325.179313 + Penalty 3193.041532 = -174132.137781 Iteration 62Q: 3 clusters Score -174132.1 nChanged 18 ComputeScore: Raw -177339.174713 + Penalty 3193.041532 = -174146.133181 Iteration 63Q: 3 clusters Score -174146.1 nChanged 18 ComputeScore: Raw -177348.725018 + Penalty 3193.041532 = -174155.683486 Iteration 64Q: 3 clusters Score -174155.7 nChanged 16 ComputeScore: Raw -177356.609382 + Penalty 3193.041532 = -174163.567850 Iteration 65Q: 3 clusters Score -174163.6 nChanged 16 ComputeScore: Raw -177364.937300 + Penalty 3193.041532 = -174171.895768 Iteration 66Q: 3 clusters Score -174171.9 nChanged 10 ComputeScore: Raw -177368.574781 + Penalty 3193.041532 = -174175.533249 Iteration 67Q: 3 clusters Score -174175.5 nChanged 3 ComputeScore: Raw -177369.594603 + Penalty 3193.041532 = -174176.553071 Iteration 68Q: 3 clusters Score -174176.6 nChanged 1 ComputeScore: Raw -177370.077385 + Penalty 3193.041532 = -174177.035853 Iteration 69Q: 3 clusters Score -174177 nChanged 1 ComputeScore: Raw -177370.601744 + Penalty 3193.041532 = -174177.560212 Iteration 70Q: 3 clusters Score -174177.6 nChanged 1 ComputeScore: Raw -177370.914226 + Penalty 3193.041532 = -174177.872694 Iteration 71Q: 3 clusters Score -174177.9 nChanged 1 ComputeScore: Raw -177371.159767 + Penalty 3193.041532 = -174178.118235 Iteration 72Q: 3 clusters Score -174178.1 nChanged 1 ComputeScore: Raw -177371.770199 + Penalty 3193.041532 = -174178.728667 Iteration 73Q: 3 clusters Score -174178.7 nChanged 1 ComputeScore: Raw -177372.155439 + Penalty 3193.041532 = -174179.113907 Iteration 74Q: 3 clusters Score -174179.1 nChanged 1 ComputeScore: Raw -177372.355056 + Penalty 3193.041532 = -174179.313524 Iteration 75Q: 3 clusters Score -174179.3 nChanged 0 ComputeScore: Raw -177372.355056 + Penalty 3193.041532 = -174179.313524 Iteration 76F: 3 clusters Score -174179.3 nChanged 0 Trying to split cluster 27 (4487 points) Assigned 2 initial classes randomly. ComputeScore: Raw -171194.447104 + Penalty 1589.289586 = -169605.157519 Iteration 0F: 2 clusters Score -169605.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -168936.715655 + Penalty 3178.579171 = -165758.136484 Iteration 0F: 3 clusters Score -165758.1 nChanged 1758 ComputeScore: Raw -169966.183669 + Penalty 3178.579171 = -166787.604498 Iteration 1F: 3 clusters Score -166787.6 nChanged 351 ComputeScore: Raw -170186.475675 + Penalty 3178.579171 = -167007.896504 Iteration 2F: 3 clusters Score -167007.9 nChanged 253 ComputeScore: Raw -170334.175147 + Penalty 3178.579171 = -167155.595976 Iteration 3F: 3 clusters Score -167155.6 nChanged 182 ComputeScore: Raw -170462.235143 + Penalty 3178.579171 = -167283.655972 Iteration 4Q: 3 clusters Score -167283.7 nChanged 159 ComputeScore: Raw -170571.444199 + Penalty 3178.579171 = -167392.865028 Iteration 5Q: 3 clusters Score -167392.9 nChanged 161 ComputeScore: Raw -170659.694302 + Penalty 3178.579171 = -167481.115131 Iteration 6Q: 3 clusters Score -167481.1 nChanged 143 ComputeScore: Raw -170746.941284 + Penalty 3178.579171 = -167568.362113 Iteration 7Q: 3 clusters Score -167568.4 nChanged 146 ComputeScore: Raw -170853.927151 + Penalty 3178.579171 = -167675.347980 Iteration 8Q: 3 clusters Score -167675.3 nChanged 151 ComputeScore: Raw -170959.762016 + Penalty 3178.579171 = -167781.182845 Iteration 9Q: 3 clusters Score -167781.2 nChanged 137 ComputeScore: Raw -171055.946954 + Penalty 3178.579171 = -167877.367782 Iteration 10Q: 3 clusters Score -167877.4 nChanged 135 ComputeScore: Raw -171142.100405 + Penalty 3178.579171 = -167963.521234 Iteration 11Q: 3 clusters Score -167963.5 nChanged 119 ComputeScore: Raw -171222.852817 + Penalty 3178.579171 = -168044.273645 Iteration 12Q: 3 clusters Score -168044.3 nChanged 122 ComputeScore: Raw -171292.223007 + Penalty 3178.579171 = -168113.643836 Iteration 13Q: 3 clusters Score -168113.6 nChanged 115 ComputeScore: Raw -171362.962877 + Penalty 3178.579171 = -168184.383706 Iteration 14Q: 3 clusters Score -168184.4 nChanged 115 ComputeScore: Raw -171438.211134 + Penalty 3178.579171 = -168259.631963 Iteration 15Q: 3 clusters Score -168259.6 nChanged 99 ComputeScore: Raw -171500.927336 + Penalty 3178.579171 = -168322.348165 Iteration 16Q: 3 clusters Score -168322.3 nChanged 90 ComputeScore: Raw -171549.697982 + Penalty 3178.579171 = -168371.118811 Iteration 17Q: 3 clusters Score -168371.1 nChanged 70 ComputeScore: Raw -171578.961546 + Penalty 3178.579171 = -168400.382375 Iteration 18Q: 3 clusters Score -168400.4 nChanged 43 ComputeScore: Raw -171597.615774 + Penalty 3178.579171 = -168419.036603 Iteration 19Q: 3 clusters Score -168419 nChanged 36 ComputeScore: Raw -171610.634992 + Penalty 3178.579171 = -168432.055821 Iteration 20F: 3 clusters Score -168432.1 nChanged 27 ComputeScore: Raw -171619.282066 + Penalty 3178.579171 = -168440.702895 Iteration 21Q: 3 clusters Score -168440.7 nChanged 21 ComputeScore: Raw -171626.354875 + Penalty 3178.579171 = -168447.775704 Iteration 22Q: 3 clusters Score -168447.8 nChanged 25 ComputeScore: Raw -171636.034452 + Penalty 3178.579171 = -168457.455281 Iteration 23Q: 3 clusters Score -168457.5 nChanged 28 ComputeScore: Raw -171645.914349 + Penalty 3178.579171 = -168467.335178 Iteration 24Q: 3 clusters Score -168467.3 nChanged 30 ComputeScore: Raw -171657.142236 + Penalty 3178.579171 = -168478.563065 Iteration 25Q: 3 clusters Score -168478.6 nChanged 21 ComputeScore: Raw -171663.938753 + Penalty 3178.579171 = -168485.359582 Iteration 26Q: 3 clusters Score -168485.4 nChanged 25 ComputeScore: Raw -171671.718333 + Penalty 3178.579171 = -168493.139162 Iteration 27Q: 3 clusters Score -168493.1 nChanged 20 ComputeScore: Raw -171677.491699 + Penalty 3178.579171 = -168498.912528 Iteration 28Q: 3 clusters Score -168498.9 nChanged 16 ComputeScore: Raw -171681.554927 + Penalty 3178.579171 = -168502.975756 Iteration 29Q: 3 clusters Score -168503 nChanged 14 ComputeScore: Raw -171684.593162 + Penalty 3178.579171 = -168506.013991 Iteration 30Q: 3 clusters Score -168506 nChanged 15 ComputeScore: Raw -171687.839045 + Penalty 3178.579171 = -168509.259874 Iteration 31Q: 3 clusters Score -168509.3 nChanged 7 ComputeScore: Raw -171689.261989 + Penalty 3178.579171 = -168510.682818 Iteration 32Q: 3 clusters Score -168510.7 nChanged 6 ComputeScore: Raw -171691.339539 + Penalty 3178.579171 = -168512.760368 Iteration 33Q: 3 clusters Score -168512.8 nChanged 6 ComputeScore: Raw -171692.550623 + Penalty 3178.579171 = -168513.971452 Iteration 34Q: 3 clusters Score -168514 nChanged 5 ComputeScore: Raw -171693.838585 + Penalty 3178.579171 = -168515.259414 Iteration 35Q: 3 clusters Score -168515.3 nChanged 6 ComputeScore: Raw -171696.266146 + Penalty 3178.579171 = -168517.686975 Iteration 36Q: 3 clusters Score -168517.7 nChanged 7 ComputeScore: Raw -171698.059033 + Penalty 3178.579171 = -168519.479862 Iteration 37Q: 3 clusters Score -168519.5 nChanged 7 ComputeScore: Raw -171699.944185 + Penalty 3178.579171 = -168521.365014 Iteration 38Q: 3 clusters Score -168521.4 nChanged 3 ComputeScore: Raw -171700.664761 + Penalty 3178.579171 = -168522.085589 Iteration 39Q: 3 clusters Score -168522.1 nChanged 4 ComputeScore: Raw -171701.131313 + Penalty 3178.579171 = -168522.552142 Iteration 40F: 3 clusters Score -168522.6 nChanged 3 ComputeScore: Raw -171701.816694 + Penalty 3178.579171 = -168523.237523 Iteration 41Q: 3 clusters Score -168523.2 nChanged 1 ComputeScore: Raw -171702.254980 + Penalty 3178.579171 = -168523.675809 Iteration 42Q: 3 clusters Score -168523.7 nChanged 0 ComputeScore: Raw -171702.254980 + Penalty 3178.579171 = -168523.675809 Iteration 43F: 3 clusters Score -168523.7 nChanged 0 Trying to split cluster 28 (7281 points) Assigned 2 initial classes randomly. ComputeScore: Raw -273193.415251 + Penalty 1680.781440 = -271512.633810 Iteration 0F: 2 clusters Score -271512.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -269258.405281 + Penalty 3361.562881 = -265896.842400 Iteration 0F: 3 clusters Score -265896.8 nChanged 3028 ComputeScore: Raw -270890.990497 + Penalty 3361.562881 = -267529.427616 Iteration 1F: 3 clusters Score -267529.4 nChanged 476 ComputeScore: Raw -271130.915373 + Penalty 3361.562881 = -267769.352492 Iteration 2F: 3 clusters Score -267769.4 nChanged 374 ComputeScore: Raw -271329.865225 + Penalty 3361.562881 = -267968.302344 Iteration 3F: 3 clusters Score -267968.3 nChanged 341 ComputeScore: Raw -271558.967196 + Penalty 3361.562881 = -268197.404316 Iteration 4Q: 3 clusters Score -268197.4 nChanged 376 ComputeScore: Raw -271805.143956 + Penalty 3361.562881 = -268443.581075 Iteration 5F: 3 clusters Score -268443.6 nChanged 347 ComputeScore: Raw -272061.668898 + Penalty 3361.562881 = -268700.106017 Iteration 6Q: 3 clusters Score -268700.1 nChanged 351 ComputeScore: Raw -272297.355700 + Penalty 3361.562881 = -268935.792819 Iteration 7Q: 3 clusters Score -268935.8 nChanged 313 ComputeScore: Raw -272525.284066 + Penalty 3361.562881 = -269163.721185 Iteration 8Q: 3 clusters Score -269163.7 nChanged 302 ComputeScore: Raw -272774.774945 + Penalty 3361.562881 = -269413.212064 Iteration 9Q: 3 clusters Score -269413.2 nChanged 249 ComputeScore: Raw -272961.710651 + Penalty 3361.562881 = -269600.147770 Iteration 10Q: 3 clusters Score -269600.1 nChanged 225 ComputeScore: Raw -273136.731823 + Penalty 3361.562881 = -269775.168943 Iteration 11Q: 3 clusters Score -269775.2 nChanged 188 ComputeScore: Raw -273270.678507 + Penalty 3361.562881 = -269909.115626 Iteration 12Q: 3 clusters Score -269909.1 nChanged 161 ComputeScore: Raw -273398.453050 + Penalty 3361.562881 = -270036.890169 Iteration 13Q: 3 clusters Score -270036.9 nChanged 133 ComputeScore: Raw -273503.698741 + Penalty 3361.562881 = -270142.135860 Iteration 14Q: 3 clusters Score -270142.1 nChanged 113 ComputeScore: Raw -273578.983103 + Penalty 3361.562881 = -270217.420222 Iteration 15Q: 3 clusters Score -270217.4 nChanged 75 ComputeScore: Raw -273626.386223 + Penalty 3361.562881 = -270264.823342 Iteration 16Q: 3 clusters Score -270264.8 nChanged 51 ComputeScore: Raw -273654.267306 + Penalty 3361.562881 = -270292.704425 Iteration 17Q: 3 clusters Score -270292.7 nChanged 41 ComputeScore: Raw -273673.326030 + Penalty 3361.562881 = -270311.763149 Iteration 18Q: 3 clusters Score -270311.8 nChanged 26 ComputeScore: Raw -273685.959150 + Penalty 3361.562881 = -270324.396269 Iteration 19Q: 3 clusters Score -270324.4 nChanged 17 ComputeScore: Raw -273690.391068 + Penalty 3361.562881 = -270328.828187 Iteration 20F: 3 clusters Score -270328.8 nChanged 10 ComputeScore: Raw -273694.472420 + Penalty 3361.562881 = -270332.909539 Iteration 21Q: 3 clusters Score -270332.9 nChanged 9 ComputeScore: Raw -273698.083786 + Penalty 3361.562881 = -270336.520905 Iteration 22Q: 3 clusters Score -270336.5 nChanged 12 ComputeScore: Raw -273702.708136 + Penalty 3361.562881 = -270341.145255 Iteration 23Q: 3 clusters Score -270341.1 nChanged 10 ComputeScore: Raw -273706.913381 + Penalty 3361.562881 = -270345.350500 Iteration 24Q: 3 clusters Score -270345.4 nChanged 13 ComputeScore: Raw -273711.241906 + Penalty 3361.562881 = -270349.679025 Iteration 25Q: 3 clusters Score -270349.7 nChanged 9 ComputeScore: Raw -273715.461367 + Penalty 3361.562881 = -270353.898487 Iteration 26Q: 3 clusters Score -270353.9 nChanged 9 ComputeScore: Raw -273719.275705 + Penalty 3361.562881 = -270357.712824 Iteration 27Q: 3 clusters Score -270357.7 nChanged 9 ComputeScore: Raw -273721.807915 + Penalty 3361.562881 = -270360.245034 Iteration 28Q: 3 clusters Score -270360.2 nChanged 11 ComputeScore: Raw -273726.468202 + Penalty 3361.562881 = -270364.905321 Iteration 29Q: 3 clusters Score -270364.9 nChanged 7 ComputeScore: Raw -273728.786725 + Penalty 3361.562881 = -270367.223845 Iteration 30Q: 3 clusters Score -270367.2 nChanged 11 ComputeScore: Raw -273731.987970 + Penalty 3361.562881 = -270370.425089 Iteration 31Q: 3 clusters Score -270370.4 nChanged 5 ComputeScore: Raw -273733.856532 + Penalty 3361.562881 = -270372.293651 Iteration 32Q: 3 clusters Score -270372.3 nChanged 5 ComputeScore: Raw -273735.470499 + Penalty 3361.562881 = -270373.907618 Iteration 33Q: 3 clusters Score -270373.9 nChanged 1 ComputeScore: Raw -273735.800378 + Penalty 3361.562881 = -270374.237497 Iteration 34Q: 3 clusters Score -270374.2 nChanged 1 ComputeScore: Raw -273735.945876 + Penalty 3361.562881 = -270374.382995 Iteration 35Q: 3 clusters Score -270374.4 nChanged 0 ComputeScore: Raw -273735.945876 + Penalty 3361.562881 = -270374.382995 Iteration 36F: 3 clusters Score -270374.4 nChanged 0 Trying to split cluster 29 (5440 points) Assigned 2 initial classes randomly. ComputeScore: Raw -206233.138703 + Penalty 1625.689990 = -204607.448713 Iteration 0F: 2 clusters Score -204607.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -203467.924488 + Penalty 3251.379980 = -200216.544507 Iteration 0F: 3 clusters Score -200216.5 nChanged 2178 ComputeScore: Raw -204764.358047 + Penalty 3251.379980 = -201512.978067 Iteration 1F: 3 clusters Score -201513 nChanged 407 ComputeScore: Raw -205017.590792 + Penalty 3251.379980 = -201766.210811 Iteration 2F: 3 clusters Score -201766.2 nChanged 302 ComputeScore: Raw -205181.287160 + Penalty 3251.379980 = -201929.907180 Iteration 3F: 3 clusters Score -201929.9 nChanged 241 ComputeScore: Raw -205292.804552 + Penalty 3251.379980 = -202041.424572 Iteration 4Q: 3 clusters Score -202041.4 nChanged 188 ComputeScore: Raw -205383.381085 + Penalty 3251.379980 = -202132.001104 Iteration 5Q: 3 clusters Score -202132 nChanged 188 ComputeScore: Raw -205471.202129 + Penalty 3251.379980 = -202219.822149 Iteration 6Q: 3 clusters Score -202219.8 nChanged 149 ComputeScore: Raw -205526.416884 + Penalty 3251.379980 = -202275.036903 Iteration 7Q: 3 clusters Score -202275 nChanged 104 ComputeScore: Raw -205560.692452 + Penalty 3251.379980 = -202309.312472 Iteration 8Q: 3 clusters Score -202309.3 nChanged 78 ComputeScore: Raw -205587.068752 + Penalty 3251.379980 = -202335.688772 Iteration 9Q: 3 clusters Score -202335.7 nChanged 66 ComputeScore: Raw -205610.458352 + Penalty 3251.379980 = -202359.078372 Iteration 10Q: 3 clusters Score -202359.1 nChanged 61 ComputeScore: Raw -205628.639758 + Penalty 3251.379980 = -202377.259778 Iteration 11Q: 3 clusters Score -202377.3 nChanged 43 ComputeScore: Raw -205643.087881 + Penalty 3251.379980 = -202391.707901 Iteration 12Q: 3 clusters Score -202391.7 nChanged 56 ComputeScore: Raw -205660.243064 + Penalty 3251.379980 = -202408.863084 Iteration 13Q: 3 clusters Score -202408.9 nChanged 51 ComputeScore: Raw -205675.690805 + Penalty 3251.379980 = -202424.310824 Iteration 14Q: 3 clusters Score -202424.3 nChanged 47 ComputeScore: Raw -205689.717478 + Penalty 3251.379980 = -202438.337498 Iteration 15Q: 3 clusters Score -202438.3 nChanged 39 ComputeScore: Raw -205704.141390 + Penalty 3251.379980 = -202452.761410 Iteration 16Q: 3 clusters Score -202452.8 nChanged 47 ComputeScore: Raw -205723.553301 + Penalty 3251.379980 = -202472.173320 Iteration 17Q: 3 clusters Score -202472.2 nChanged 53 ComputeScore: Raw -205741.602950 + Penalty 3251.379980 = -202490.222969 Iteration 18Q: 3 clusters Score -202490.2 nChanged 50 ComputeScore: Raw -205758.773363 + Penalty 3251.379980 = -202507.393382 Iteration 19Q: 3 clusters Score -202507.4 nChanged 49 ComputeScore: Raw -205775.290230 + Penalty 3251.379980 = -202523.910249 Iteration 20F: 3 clusters Score -202523.9 nChanged 35 ComputeScore: Raw -205788.400118 + Penalty 3251.379980 = -202537.020138 Iteration 21Q: 3 clusters Score -202537 nChanged 42 ComputeScore: Raw -205805.665267 + Penalty 3251.379980 = -202554.285286 Iteration 22Q: 3 clusters Score -202554.3 nChanged 40 ComputeScore: Raw -205822.109406 + Penalty 3251.379980 = -202570.729426 Iteration 23Q: 3 clusters Score -202570.7 nChanged 40 ComputeScore: Raw -205834.657763 + Penalty 3251.379980 = -202583.277782 Iteration 24Q: 3 clusters Score -202583.3 nChanged 36 ComputeScore: Raw -205846.727259 + Penalty 3251.379980 = -202595.347278 Iteration 25Q: 3 clusters Score -202595.3 nChanged 37 ComputeScore: Raw -205860.593826 + Penalty 3251.379980 = -202609.213846 Iteration 26Q: 3 clusters Score -202609.2 nChanged 34 ComputeScore: Raw -205880.946504 + Penalty 3251.379980 = -202629.566523 Iteration 27Q: 3 clusters Score -202629.6 nChanged 49 ComputeScore: Raw -205906.149758 + Penalty 3251.379980 = -202654.769777 Iteration 28Q: 3 clusters Score -202654.8 nChanged 48 ComputeScore: Raw -205925.652366 + Penalty 3251.379980 = -202674.272385 Iteration 29Q: 3 clusters Score -202674.3 nChanged 46 ComputeScore: Raw -205945.555114 + Penalty 3251.379980 = -202694.175133 Iteration 30Q: 3 clusters Score -202694.2 nChanged 51 ComputeScore: Raw -205964.142374 + Penalty 3251.379980 = -202712.762393 Iteration 31Q: 3 clusters Score -202712.8 nChanged 34 ComputeScore: Raw -205974.494148 + Penalty 3251.379980 = -202723.114168 Iteration 32Q: 3 clusters Score -202723.1 nChanged 28 ComputeScore: Raw -205982.016202 + Penalty 3251.379980 = -202730.636222 Iteration 33Q: 3 clusters Score -202730.6 nChanged 27 ComputeScore: Raw -205991.727783 + Penalty 3251.379980 = -202740.347803 Iteration 34Q: 3 clusters Score -202740.3 nChanged 28 ComputeScore: Raw -205997.362317 + Penalty 3251.379980 = -202745.982337 Iteration 35Q: 3 clusters Score -202746 nChanged 11 ComputeScore: Raw -205999.355517 + Penalty 3251.379980 = -202747.975536 Iteration 36Q: 3 clusters Score -202748 nChanged 10 ComputeScore: Raw -206001.403631 + Penalty 3251.379980 = -202750.023651 Iteration 37Q: 3 clusters Score -202750 nChanged 10 ComputeScore: Raw -206003.518640 + Penalty 3251.379980 = -202752.138659 Iteration 38Q: 3 clusters Score -202752.1 nChanged 3 ComputeScore: Raw -206003.934200 + Penalty 3251.379980 = -202752.554220 Iteration 39Q: 3 clusters Score -202752.6 nChanged 3 ComputeScore: Raw -206004.597529 + Penalty 3251.379980 = -202753.217548 Iteration 40F: 3 clusters Score -202753.2 nChanged 2 ComputeScore: Raw -206004.822059 + Penalty 3251.379980 = -202753.442078 Iteration 41Q: 3 clusters Score -202753.4 nChanged 0 ComputeScore: Raw -206004.822059 + Penalty 3251.379980 = -202753.442078 Iteration 42F: 3 clusters Score -202753.4 nChanged 0 Trying to split cluster 30 (3992 points) Assigned 2 initial classes randomly. ComputeScore: Raw -151408.179254 + Penalty 1567.197003 = -149840.982250 Iteration 0F: 2 clusters Score -149841 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -149457.635324 + Penalty 3134.394007 = -146323.241317 Iteration 0F: 3 clusters Score -146323.2 nChanged 1581 ComputeScore: Raw -150354.383185 + Penalty 3134.394007 = -147219.989178 Iteration 1F: 3 clusters Score -147220 nChanged 310 ComputeScore: Raw -150546.459737 + Penalty 3134.394007 = -147412.065730 Iteration 2F: 3 clusters Score -147412.1 nChanged 228 ComputeScore: Raw -150720.321521 + Penalty 3134.394007 = -147585.927514 Iteration 3F: 3 clusters Score -147585.9 nChanged 189 ComputeScore: Raw -150877.952405 + Penalty 3134.394007 = -147743.558398 Iteration 4Q: 3 clusters Score -147743.6 nChanged 177 ComputeScore: Raw -151032.334530 + Penalty 3134.394007 = -147897.940523 Iteration 5Q: 3 clusters Score -147897.9 nChanged 183 ComputeScore: Raw -151160.135285 + Penalty 3134.394007 = -148025.741278 Iteration 6Q: 3 clusters Score -148025.7 nChanged 145 ComputeScore: Raw -151270.864053 + Penalty 3134.394007 = -148136.470047 Iteration 7Q: 3 clusters Score -148136.5 nChanged 133 ComputeScore: Raw -151365.865337 + Penalty 3134.394007 = -148231.471330 Iteration 8Q: 3 clusters Score -148231.5 nChanged 124 ComputeScore: Raw -151440.118825 + Penalty 3134.394007 = -148305.724818 Iteration 9Q: 3 clusters Score -148305.7 nChanged 98 ComputeScore: Raw -151494.651146 + Penalty 3134.394007 = -148360.257139 Iteration 10Q: 3 clusters Score -148360.3 nChanged 87 ComputeScore: Raw -151549.940952 + Penalty 3134.394007 = -148415.546945 Iteration 11Q: 3 clusters Score -148415.5 nChanged 80 ComputeScore: Raw -151607.195176 + Penalty 3134.394007 = -148472.801169 Iteration 12Q: 3 clusters Score -148472.8 nChanged 75 ComputeScore: Raw -151650.848200 + Penalty 3134.394007 = -148516.454193 Iteration 13Q: 3 clusters Score -148516.5 nChanged 63 ComputeScore: Raw -151680.441290 + Penalty 3134.394007 = -148546.047283 Iteration 14Q: 3 clusters Score -148546 nChanged 46 ComputeScore: Raw -151704.509416 + Penalty 3134.394007 = -148570.115409 Iteration 15Q: 3 clusters Score -148570.1 nChanged 51 ComputeScore: Raw -151732.384191 + Penalty 3134.394007 = -148597.990185 Iteration 16Q: 3 clusters Score -148598 nChanged 50 ComputeScore: Raw -151760.922033 + Penalty 3134.394007 = -148626.528026 Iteration 17Q: 3 clusters Score -148626.5 nChanged 41 ComputeScore: Raw -151790.862949 + Penalty 3134.394007 = -148656.468942 Iteration 18Q: 3 clusters Score -148656.5 nChanged 39 ComputeScore: Raw -151812.269850 + Penalty 3134.394007 = -148677.875843 Iteration 19Q: 3 clusters Score -148677.9 nChanged 33 ComputeScore: Raw -151831.443598 + Penalty 3134.394007 = -148697.049591 Iteration 20F: 3 clusters Score -148697 nChanged 40 ComputeScore: Raw -151860.971973 + Penalty 3134.394007 = -148726.577966 Iteration 21Q: 3 clusters Score -148726.6 nChanged 34 ComputeScore: Raw -151879.716964 + Penalty 3134.394007 = -148745.322957 Iteration 22Q: 3 clusters Score -148745.3 nChanged 23 ComputeScore: Raw -151890.564417 + Penalty 3134.394007 = -148756.170410 Iteration 23Q: 3 clusters Score -148756.2 nChanged 18 ComputeScore: Raw -151897.946510 + Penalty 3134.394007 = -148763.552503 Iteration 24Q: 3 clusters Score -148763.6 nChanged 9 ComputeScore: Raw -151900.958396 + Penalty 3134.394007 = -148766.564389 Iteration 25Q: 3 clusters Score -148766.6 nChanged 9 ComputeScore: Raw -151903.596560 + Penalty 3134.394007 = -148769.202553 Iteration 26Q: 3 clusters Score -148769.2 nChanged 9 ComputeScore: Raw -151907.157395 + Penalty 3134.394007 = -148772.763388 Iteration 27Q: 3 clusters Score -148772.8 nChanged 9 ComputeScore: Raw -151910.998658 + Penalty 3134.394007 = -148776.604651 Iteration 28Q: 3 clusters Score -148776.6 nChanged 10 ComputeScore: Raw -151916.116658 + Penalty 3134.394007 = -148781.722651 Iteration 29Q: 3 clusters Score -148781.7 nChanged 11 ComputeScore: Raw -151921.249859 + Penalty 3134.394007 = -148786.855852 Iteration 30Q: 3 clusters Score -148786.9 nChanged 8 ComputeScore: Raw -151925.500525 + Penalty 3134.394007 = -148791.106518 Iteration 31Q: 3 clusters Score -148791.1 nChanged 7 ComputeScore: Raw -151927.964518 + Penalty 3134.394007 = -148793.570511 Iteration 32Q: 3 clusters Score -148793.6 nChanged 3 ComputeScore: Raw -151928.548660 + Penalty 3134.394007 = -148794.154653 Iteration 33Q: 3 clusters Score -148794.2 nChanged 0 ComputeScore: Raw -151928.548660 + Penalty 3134.394007 = -148794.154653 Iteration 34F: 3 clusters Score -148794.2 nChanged 0 Trying to split cluster 31 (2986 points) Assigned 2 initial classes randomly. ComputeScore: Raw -115963.173995 + Penalty 1512.319406 = -114450.854589 Iteration 0F: 2 clusters Score -114450.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -114643.066711 + Penalty 3024.638812 = -111618.427900 Iteration 0F: 3 clusters Score -111618.4 nChanged 1070 ComputeScore: Raw -115269.729138 + Penalty 3024.638812 = -112245.090326 Iteration 1F: 3 clusters Score -112245.1 nChanged 216 ComputeScore: Raw -115406.424191 + Penalty 3024.638812 = -112381.785379 Iteration 2F: 3 clusters Score -112381.8 nChanged 146 ComputeScore: Raw -115504.611250 + Penalty 3024.638812 = -112479.972438 Iteration 3Q: 3 clusters Score -112480 nChanged 100 ComputeScore: Raw -115564.359547 + Penalty 3024.638812 = -112539.720735 Iteration 4Q: 3 clusters Score -112539.7 nChanged 84 ComputeScore: Raw -115613.943604 + Penalty 3024.638812 = -112589.304792 Iteration 5Q: 3 clusters Score -112589.3 nChanged 85 ComputeScore: Raw -115659.004163 + Penalty 3024.638812 = -112634.365351 Iteration 6Q: 3 clusters Score -112634.4 nChanged 62 ComputeScore: Raw -115687.406427 + Penalty 3024.638812 = -112662.767616 Iteration 7Q: 3 clusters Score -112662.8 nChanged 50 ComputeScore: Raw -115709.434427 + Penalty 3024.638812 = -112684.795616 Iteration 8Q: 3 clusters Score -112684.8 nChanged 42 ComputeScore: Raw -115733.883132 + Penalty 3024.638812 = -112709.244321 Iteration 9Q: 3 clusters Score -112709.2 nChanged 43 ComputeScore: Raw -115756.506788 + Penalty 3024.638812 = -112731.867976 Iteration 10Q: 3 clusters Score -112731.9 nChanged 43 ComputeScore: Raw -115777.389179 + Penalty 3024.638812 = -112752.750367 Iteration 11Q: 3 clusters Score -112752.8 nChanged 37 ComputeScore: Raw -115796.372587 + Penalty 3024.638812 = -112771.733775 Iteration 12Q: 3 clusters Score -112771.7 nChanged 30 ComputeScore: Raw -115813.222589 + Penalty 3024.638812 = -112788.583778 Iteration 13Q: 3 clusters Score -112788.6 nChanged 26 ComputeScore: Raw -115827.058400 + Penalty 3024.638812 = -112802.419588 Iteration 14Q: 3 clusters Score -112802.4 nChanged 28 ComputeScore: Raw -115841.221330 + Penalty 3024.638812 = -112816.582519 Iteration 15Q: 3 clusters Score -112816.6 nChanged 25 ComputeScore: Raw -115855.778049 + Penalty 3024.638812 = -112831.139238 Iteration 16Q: 3 clusters Score -112831.1 nChanged 31 ComputeScore: Raw -115872.172443 + Penalty 3024.638812 = -112847.533632 Iteration 17Q: 3 clusters Score -112847.5 nChanged 30 ComputeScore: Raw -115888.249808 + Penalty 3024.638812 = -112863.610997 Iteration 18Q: 3 clusters Score -112863.6 nChanged 30 ComputeScore: Raw -115907.500766 + Penalty 3024.638812 = -112882.861954 Iteration 19Q: 3 clusters Score -112882.9 nChanged 31 ComputeScore: Raw -115922.904324 + Penalty 3024.638812 = -112898.265512 Iteration 20F: 3 clusters Score -112898.3 nChanged 26 ComputeScore: Raw -115937.585138 + Penalty 3024.638812 = -112912.946326 Iteration 21Q: 3 clusters Score -112912.9 nChanged 33 ComputeScore: Raw -115952.949798 + Penalty 3024.638812 = -112928.310986 Iteration 22Q: 3 clusters Score -112928.3 nChanged 31 ComputeScore: Raw -115968.314824 + Penalty 3024.638812 = -112943.676012 Iteration 23Q: 3 clusters Score -112943.7 nChanged 31 ComputeScore: Raw -115982.483705 + Penalty 3024.638812 = -112957.844893 Iteration 24Q: 3 clusters Score -112957.8 nChanged 26 ComputeScore: Raw -115994.626030 + Penalty 3024.638812 = -112969.987219 Iteration 25Q: 3 clusters Score -112970 nChanged 23 ComputeScore: Raw -116003.463282 + Penalty 3024.638812 = -112978.824470 Iteration 26Q: 3 clusters Score -112978.8 nChanged 15 ComputeScore: Raw -116012.119808 + Penalty 3024.638812 = -112987.480996 Iteration 27Q: 3 clusters Score -112987.5 nChanged 22 ComputeScore: Raw -116020.458523 + Penalty 3024.638812 = -112995.819711 Iteration 28Q: 3 clusters Score -112995.8 nChanged 10 ComputeScore: Raw -116024.689708 + Penalty 3024.638812 = -113000.050897 Iteration 29Q: 3 clusters Score -113000.1 nChanged 8 ComputeScore: Raw -116027.938220 + Penalty 3024.638812 = -113003.299408 Iteration 30Q: 3 clusters Score -113003.3 nChanged 10 ComputeScore: Raw -116033.097410 + Penalty 3024.638812 = -113008.458598 Iteration 31Q: 3 clusters Score -113008.5 nChanged 8 ComputeScore: Raw -116036.883326 + Penalty 3024.638812 = -113012.244514 Iteration 32Q: 3 clusters Score -113012.2 nChanged 10 ComputeScore: Raw -116042.723451 + Penalty 3024.638812 = -113018.084639 Iteration 33Q: 3 clusters Score -113018.1 nChanged 15 ComputeScore: Raw -116048.653288 + Penalty 3024.638812 = -113024.014477 Iteration 34Q: 3 clusters Score -113024 nChanged 14 ComputeScore: Raw -116053.722167 + Penalty 3024.638812 = -113029.083356 Iteration 35Q: 3 clusters Score -113029.1 nChanged 8 ComputeScore: Raw -116057.759121 + Penalty 3024.638812 = -113033.120309 Iteration 36Q: 3 clusters Score -113033.1 nChanged 4 ComputeScore: Raw -116059.024716 + Penalty 3024.638812 = -113034.385904 Iteration 37Q: 3 clusters Score -113034.4 nChanged 3 ComputeScore: Raw -116060.197862 + Penalty 3024.638812 = -113035.559050 Iteration 38Q: 3 clusters Score -113035.6 nChanged 2 ComputeScore: Raw -116060.622941 + Penalty 3024.638812 = -113035.984129 Iteration 39Q: 3 clusters Score -113036 nChanged 0 ComputeScore: Raw -116060.622941 + Penalty 3024.638812 = -113035.984129 Iteration 40F: 3 clusters Score -113036 nChanged 0 Trying to split cluster 32 (4072 points) Assigned 2 initial classes randomly. ComputeScore: Raw -150054.403018 + Penalty 1570.947127 = -148483.455891 Iteration 0F: 2 clusters Score -148483.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -148098.729123 + Penalty 3141.894253 = -144956.834870 Iteration 0F: 3 clusters Score -144956.8 nChanged 1527 ComputeScore: Raw -148993.890433 + Penalty 3141.894253 = -145851.996180 Iteration 1F: 3 clusters Score -145852 nChanged 288 ComputeScore: Raw -149158.852641 + Penalty 3141.894253 = -146016.958388 Iteration 2F: 3 clusters Score -146017 nChanged 201 ComputeScore: Raw -149269.602126 + Penalty 3141.894253 = -146127.707873 Iteration 3Q: 3 clusters Score -146127.7 nChanged 178 ComputeScore: Raw -149373.939130 + Penalty 3141.894253 = -146232.044877 Iteration 4Q: 3 clusters Score -146232 nChanged 152 ComputeScore: Raw -149450.514977 + Penalty 3141.894253 = -146308.620724 Iteration 5Q: 3 clusters Score -146308.6 nChanged 137 ComputeScore: Raw -149521.014180 + Penalty 3141.894253 = -146379.119927 Iteration 6Q: 3 clusters Score -146379.1 nChanged 136 ComputeScore: Raw -149600.433982 + Penalty 3141.894253 = -146458.539729 Iteration 7Q: 3 clusters Score -146458.5 nChanged 140 ComputeScore: Raw -149680.117900 + Penalty 3141.894253 = -146538.223647 Iteration 8Q: 3 clusters Score -146538.2 nChanged 126 ComputeScore: Raw -149754.233806 + Penalty 3141.894253 = -146612.339553 Iteration 9Q: 3 clusters Score -146612.3 nChanged 140 ComputeScore: Raw -149833.860738 + Penalty 3141.894253 = -146691.966485 Iteration 10Q: 3 clusters Score -146692 nChanged 142 ComputeScore: Raw -149925.568874 + Penalty 3141.894253 = -146783.674621 Iteration 11Q: 3 clusters Score -146783.7 nChanged 133 ComputeScore: Raw -150010.212088 + Penalty 3141.894253 = -146868.317835 Iteration 12Q: 3 clusters Score -146868.3 nChanged 120 ComputeScore: Raw -150092.951781 + Penalty 3141.894253 = -146951.057528 Iteration 13Q: 3 clusters Score -146951.1 nChanged 114 ComputeScore: Raw -150171.154633 + Penalty 3141.894253 = -147029.260380 Iteration 14Q: 3 clusters Score -147029.3 nChanged 101 ComputeScore: Raw -150244.828869 + Penalty 3141.894253 = -147102.934616 Iteration 15Q: 3 clusters Score -147102.9 nChanged 89 ComputeScore: Raw -150317.732941 + Penalty 3141.894253 = -147175.838688 Iteration 16Q: 3 clusters Score -147175.8 nChanged 79 ComputeScore: Raw -150373.056310 + Penalty 3141.894253 = -147231.162057 Iteration 17Q: 3 clusters Score -147231.2 nChanged 62 ComputeScore: Raw -150415.916225 + Penalty 3141.894253 = -147274.021972 Iteration 18Q: 3 clusters Score -147274 nChanged 48 ComputeScore: Raw -150451.579271 + Penalty 3141.894253 = -147309.685018 Iteration 19Q: 3 clusters Score -147309.7 nChanged 49 ComputeScore: Raw -150483.609072 + Penalty 3141.894253 = -147341.714819 Iteration 20F: 3 clusters Score -147341.7 nChanged 27 ComputeScore: Raw -150500.104435 + Penalty 3141.894253 = -147358.210182 Iteration 21Q: 3 clusters Score -147358.2 nChanged 17 ComputeScore: Raw -150507.256818 + Penalty 3141.894253 = -147365.362565 Iteration 22Q: 3 clusters Score -147365.4 nChanged 13 ComputeScore: Raw -150514.272260 + Penalty 3141.894253 = -147372.378007 Iteration 23Q: 3 clusters Score -147372.4 nChanged 12 ComputeScore: Raw -150519.258650 + Penalty 3141.894253 = -147377.364397 Iteration 24Q: 3 clusters Score -147377.4 nChanged 6 ComputeScore: Raw -150521.814561 + Penalty 3141.894253 = -147379.920308 Iteration 25Q: 3 clusters Score -147379.9 nChanged 1 ComputeScore: Raw -150522.578142 + Penalty 3141.894253 = -147380.683889 Iteration 26Q: 3 clusters Score -147380.7 nChanged 1 ComputeScore: Raw -150522.862725 + Penalty 3141.894253 = -147380.968472 Iteration 27Q: 3 clusters Score -147381 nChanged 1 ComputeScore: Raw -150523.359835 + Penalty 3141.894253 = -147381.465582 Iteration 28Q: 3 clusters Score -147381.5 nChanged 1 ComputeScore: Raw -150523.805477 + Penalty 3141.894253 = -147381.911224 Iteration 29Q: 3 clusters Score -147381.9 nChanged 0 ComputeScore: Raw -150523.805477 + Penalty 3141.894253 = -147381.911224 Iteration 30F: 3 clusters Score -147381.9 nChanged 0 Trying to split cluster 33 (2947 points) Assigned 2 initial classes randomly. ComputeScore: Raw -114764.974988 + Penalty 1509.834624 = -113255.140364 Iteration 0F: 2 clusters Score -113255.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -113439.311068 + Penalty 3019.669247 = -110419.641820 Iteration 0F: 3 clusters Score -110419.6 nChanged 1093 ComputeScore: Raw -114087.466913 + Penalty 3019.669247 = -111067.797666 Iteration 1F: 3 clusters Score -111067.8 nChanged 218 ComputeScore: Raw -114219.449744 + Penalty 3019.669247 = -111199.780497 Iteration 2F: 3 clusters Score -111199.8 nChanged 129 ComputeScore: Raw -114303.979961 + Penalty 3019.669247 = -111284.310714 Iteration 3Q: 3 clusters Score -111284.3 nChanged 104 ComputeScore: Raw -114376.651171 + Penalty 3019.669247 = -111356.981924 Iteration 4Q: 3 clusters Score -111357 nChanged 96 ComputeScore: Raw -114443.860045 + Penalty 3019.669247 = -111424.190797 Iteration 5Q: 3 clusters Score -111424.2 nChanged 101 ComputeScore: Raw -114505.624377 + Penalty 3019.669247 = -111485.955129 Iteration 6Q: 3 clusters Score -111486 nChanged 78 ComputeScore: Raw -114553.488718 + Penalty 3019.669247 = -111533.819471 Iteration 7Q: 3 clusters Score -111533.8 nChanged 71 ComputeScore: Raw -114590.837981 + Penalty 3019.669247 = -111571.168734 Iteration 8Q: 3 clusters Score -111571.2 nChanged 51 ComputeScore: Raw -114617.704176 + Penalty 3019.669247 = -111598.034929 Iteration 9Q: 3 clusters Score -111598 nChanged 54 ComputeScore: Raw -114646.430799 + Penalty 3019.669247 = -111626.761552 Iteration 10Q: 3 clusters Score -111626.8 nChanged 43 ComputeScore: Raw -114669.737854 + Penalty 3019.669247 = -111650.068607 Iteration 11Q: 3 clusters Score -111650.1 nChanged 33 ComputeScore: Raw -114688.728435 + Penalty 3019.669247 = -111669.059187 Iteration 12Q: 3 clusters Score -111669.1 nChanged 34 ComputeScore: Raw -114707.904851 + Penalty 3019.669247 = -111688.235603 Iteration 13Q: 3 clusters Score -111688.2 nChanged 37 ComputeScore: Raw -114727.752088 + Penalty 3019.669247 = -111708.082840 Iteration 14Q: 3 clusters Score -111708.1 nChanged 36 ComputeScore: Raw -114748.648956 + Penalty 3019.669247 = -111728.979708 Iteration 15Q: 3 clusters Score -111729 nChanged 36 ComputeScore: Raw -114779.008485 + Penalty 3019.669247 = -111759.339238 Iteration 16Q: 3 clusters Score -111759.3 nChanged 37 ComputeScore: Raw -114804.572814 + Penalty 3019.669247 = -111784.903566 Iteration 17Q: 3 clusters Score -111784.9 nChanged 40 ComputeScore: Raw -114834.033458 + Penalty 3019.669247 = -111814.364210 Iteration 18Q: 3 clusters Score -111814.4 nChanged 30 ComputeScore: Raw -114848.704355 + Penalty 3019.669247 = -111829.035108 Iteration 19Q: 3 clusters Score -111829 nChanged 15 ComputeScore: Raw -114856.974559 + Penalty 3019.669247 = -111837.305311 Iteration 20F: 3 clusters Score -111837.3 nChanged 12 ComputeScore: Raw -114864.420281 + Penalty 3019.669247 = -111844.751034 Iteration 21Q: 3 clusters Score -111844.8 nChanged 15 ComputeScore: Raw -114870.711757 + Penalty 3019.669247 = -111851.042510 Iteration 22Q: 3 clusters Score -111851 nChanged 18 ComputeScore: Raw -114879.690231 + Penalty 3019.669247 = -111860.020983 Iteration 23Q: 3 clusters Score -111860 nChanged 13 ComputeScore: Raw -114884.939451 + Penalty 3019.669247 = -111865.270204 Iteration 24Q: 3 clusters Score -111865.3 nChanged 10 ComputeScore: Raw -114888.278423 + Penalty 3019.669247 = -111868.609176 Iteration 25Q: 3 clusters Score -111868.6 nChanged 11 ComputeScore: Raw -114893.413218 + Penalty 3019.669247 = -111873.743971 Iteration 26Q: 3 clusters Score -111873.7 nChanged 11 ComputeScore: Raw -114898.681699 + Penalty 3019.669247 = -111879.012451 Iteration 27Q: 3 clusters Score -111879 nChanged 13 ComputeScore: Raw -114905.554817 + Penalty 3019.669247 = -111885.885569 Iteration 28Q: 3 clusters Score -111885.9 nChanged 13 ComputeScore: Raw -114911.024993 + Penalty 3019.669247 = -111891.355745 Iteration 29Q: 3 clusters Score -111891.4 nChanged 16 ComputeScore: Raw -114916.532375 + Penalty 3019.669247 = -111896.863127 Iteration 30Q: 3 clusters Score -111896.9 nChanged 5 ComputeScore: Raw -114917.659371 + Penalty 3019.669247 = -111897.990123 Iteration 31Q: 3 clusters Score -111898 nChanged 4 ComputeScore: Raw -114919.161304 + Penalty 3019.669247 = -111899.492057 Iteration 32Q: 3 clusters Score -111899.5 nChanged 4 ComputeScore: Raw -114920.592032 + Penalty 3019.669247 = -111900.922785 Iteration 33Q: 3 clusters Score -111900.9 nChanged 3 ComputeScore: Raw -114921.462842 + Penalty 3019.669247 = -111901.793594 Iteration 34Q: 3 clusters Score -111901.8 nChanged 0 ComputeScore: Raw -114921.462842 + Penalty 3019.669247 = -111901.793594 Iteration 35F: 3 clusters Score -111901.8 nChanged 0 Trying to split cluster 34 (3309 points) Assigned 2 initial classes randomly. ComputeScore: Raw -170294.080069 + Penalty 1531.731847 = -168762.348222 Iteration 0F: 2 clusters Score -168762.3 nChanged 0 Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -170903.421061 + Penalty 3063.463694 = -167839.957367 Iteration 0F: 3 clusters Score -167840 nChanged 1287 ComputeScore: Raw -173717.199183 + Penalty 1531.731847 = -172185.467336 Iteration 1F: 2 clusters Score -172185.5 nChanged 1235 ComputeScore: Raw -170294.080069 + Penalty 1531.731847 = -168762.348222 Iteration 2F: 2 clusters Score -168762.3 nChanged 0 21->34 Clusters: Score -5191416.175311, best is -5292625.915334 Starting from 22 clusters... --- Clustering full data set of 152414 points --- Assigned 22 initial classes randomly. ConsiderDeletion: Deleting Class 16. Lose 494.215345 but Gain 2255.593243 ComputeScore: Raw -4105471.048584 + Penalty 45111.864854 = -4060359.183730Iteration 0F: 21 clusters Score -4060359 nChanged 141683 ConsiderDeletion: ComputeScore: Raw -4352501.709403 + Penalty 45111.864854 = -4307389.844549Iteration 1F: 21 clusters Score -4307390 nChanged 29301 ConsiderDeletion: ComputeScore: Raw -4376536.211293 + Penalty 45111.864854 = -4331424.346439Iteration 2F: 21 clusters Score -4331424 nChanged 26806 ConsiderDeletion: ComputeScore: Raw -4397355.905512 + Penalty 45111.864854 = -4352244.040658Iteration 3F: 21 clusters Score -4352244 nChanged 23671 ConsiderDeletion: ComputeScore: Raw -4414428.233205 + Penalty 45111.864854 = -4369316.368351Iteration 4F: 21 clusters Score -4369316 nChanged 20927 ConsiderDeletion: ComputeScore: Raw -4429075.522336 + Penalty 45111.864854 = -4383963.657481Iteration 5F: 21 clusters Score -4383964 nChanged 19338 ConsiderDeletion: ComputeScore: Raw -4442761.436653 + Penalty 45111.864854 = -4397649.571799Iteration 6F: 21 clusters Score -4397650 nChanged 18495 ConsiderDeletion: ComputeScore: Raw -4456838.013318 + Penalty 45111.864854 = -4411726.148463Iteration 7F: 21 clusters Score -4411726 nChanged 17895 ConsiderDeletion: Deleting Class 14. Lose 2125.673370 but Gain 2255.593243 ComputeScore: Raw -4470762.813890 + Penalty 42856.271611 = -4427906.542278Iteration 8F: 20 clusters Score -4427907 nChanged 19555 ConsiderDeletion: Deleting Class 11. Lose 1737.026094 but Gain 2255.593243 ComputeScore: Raw -4492058.359227 + Penalty 40600.678369 = -4451457.680858Iteration 9F: 19 clusters Score -4451458 nChanged 20067 ConsiderDeletion: Deleting Class 15. Lose 1386.741713 but Gain 2255.593243 ComputeScore: Raw -4518785.665600 + Penalty 38345.085126 = -4480440.580474Iteration 10F: 18 clusters Score -4480441 nChanged 21228 ConsiderDeletion: Deleting Class 21. Lose 1052.921575 but Gain 2255.593243 ComputeScore: Raw -4549304.095819 + Penalty 36089.491883 = -4513214.603935Iteration 11F: 17 clusters Score -4513215 nChanged 21756 ConsiderDeletion: Deleting Class 1. Lose 923.631236 but Gain 2255.593243 ComputeScore: Raw -4583999.091615 + Penalty 33833.898641 = -4550165.192974Iteration 12F: 16 clusters Score -4550165 nChanged 20534 ConsiderDeletion: Deleting Class 10. Lose 1119.198709 but Gain 2255.593243 ComputeScore: Raw -4619978.373060 + Penalty 31578.305398 = -4588400.067662Iteration 13F: 15 clusters Score -4588400 nChanged 18426 ConsiderDeletion: Deleting Class 19. Lose 1247.115046 but Gain 2255.593243 ComputeScore: Raw -4657068.138522 + Penalty 29322.712155 = -4627745.426367Iteration 14F: 14 clusters Score -4627745 nChanged 17799 ConsiderDeletion: Deleting Class 4. Lose 2054.473075 but Gain 2255.593243 ComputeScore: Raw -4704532.299014 + Penalty 27067.118913 = -4677465.180102Iteration 15F: 13 clusters Score -4677465 nChanged 15471 ConsiderDeletion: Deleting Class 5. Lose 1763.727212 but Gain 2255.593243 ComputeScore: Raw -4743474.678908 + Penalty 24811.525670 = -4718663.153238Iteration 16F: 12 clusters Score -4718663 nChanged 9528 ConsiderDeletion: ComputeScore: Raw -4758654.463126 + Penalty 24811.525670 = -4733842.937457Iteration 17F: 12 clusters Score -4733843 nChanged 4894 ConsiderDeletion: ComputeScore: Raw -4766954.716046 + Penalty 24811.525670 = -4742143.190376Iteration 18Q: 12 clusters Score -4742143 nChanged 5173 ConsiderDeletion: ComputeScore: Raw -4780931.543742 + Penalty 24811.525670 = -4756120.018072Iteration 19Q: 12 clusters Score -4756120 nChanged 6724 ConsiderDeletion: ComputeScore: Raw -4801668.202530 + Penalty 24811.525670 = -4776856.676860Iteration 20F: 12 clusters Score -4776857 nChanged 7917 ConsiderDeletion: ComputeScore: Raw -4825265.836510 + Penalty 24811.525670 = -4800454.310840Iteration 21F: 12 clusters Score -4800454 nChanged 7161 ConsiderDeletion: ComputeScore: Raw -4845075.720528 + Penalty 24811.525670 = -4820264.194858Iteration 22Q: 12 clusters Score -4820264 nChanged 6951 ConsiderDeletion: ComputeScore: Raw -4866595.484459 + Penalty 24811.525670 = -4841783.958789Iteration 23Q: 12 clusters Score -4841784 nChanged 6728 ConsiderDeletion: ComputeScore: Raw -4881956.606290 + Penalty 24811.525670 = -4857145.080620Iteration 24Q: 12 clusters Score -4857145 nChanged 3687 ConsiderDeletion: ComputeScore: Raw -4888655.418838 + Penalty 24811.525670 = -4863843.893168Iteration 25Q: 12 clusters Score -4863844 nChanged 2235 ConsiderDeletion: ComputeScore: Raw -4891472.371889 + Penalty 24811.525670 = -4866660.846219Iteration 26Q: 12 clusters Score -4866661 nChanged 1354 ConsiderDeletion: ComputeScore: Raw -4893048.204265 + Penalty 24811.525670 = -4868236.678595Iteration 27Q: 12 clusters Score -4868237 nChanged 1124 ConsiderDeletion: ComputeScore: Raw -4893885.973453 + Penalty 24811.525670 = -4869074.447783Iteration 28Q: 12 clusters Score -4869074 nChanged 809 ConsiderDeletion: ComputeScore: Raw -4894397.493900 + Penalty 24811.525670 = -4869585.968230Iteration 29Q: 12 clusters Score -4869586 nChanged 633 ConsiderDeletion: ComputeScore: Raw -4894755.360933 + Penalty 24811.525670 = -4869943.835264Iteration 30Q: 12 clusters Score -4869944 nChanged 577 ConsiderDeletion: ComputeScore: Raw -4895084.069011 + Penalty 24811.525670 = -4870272.543341Iteration 31Q: 12 clusters Score -4870273 nChanged 532 ConsiderDeletion: ComputeScore: Raw -4895412.734441 + Penalty 24811.525670 = -4870601.208771Iteration 32Q: 12 clusters Score -4870601 nChanged 528 ConsiderDeletion: ComputeScore: Raw -4895748.989329 + Penalty 24811.525670 = -4870937.463659Iteration 33Q: 12 clusters Score -4870937 nChanged 543 ConsiderDeletion: ComputeScore: Raw -4896052.221643 + Penalty 24811.525670 = -4871240.695973Iteration 34Q: 12 clusters Score -4871241 nChanged 499 ConsiderDeletion: ComputeScore: Raw -4896373.073939 + Penalty 24811.525670 = -4871561.548269Iteration 35Q: 12 clusters Score -4871562 nChanged 433 ConsiderDeletion: ComputeScore: Raw -4896613.231004 + Penalty 24811.525670 = -4871801.705335Iteration 36Q: 12 clusters Score -4871802 nChanged 378 ConsiderDeletion: ComputeScore: Raw -4896778.207416 + Penalty 24811.525670 = -4871966.681746Iteration 37Q: 12 clusters Score -4871967 nChanged 366 ConsiderDeletion: ComputeScore: Raw -4896937.517253 + Penalty 24811.525670 = -4872125.991584Iteration 38Q: 12 clusters Score -4872126 nChanged 320 ComputeScore: Raw -4896937.517253 + Penalty 24811.525670 = -4872125.991584Trying to split cluster 2 (6252 points) Assigned 2 initial classes randomly. ComputeScore: Raw -233818.120565 + Penalty 1651.984115 = -232166.136451 Iteration 0F: 2 clusters Score -232166.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -230564.263193 + Penalty 3303.968229 = -227260.294964 Iteration 0F: 3 clusters Score -227260.3 nChanged 2493 ComputeScore: Raw -231904.844969 + Penalty 3303.968229 = -228600.876739 Iteration 1F: 3 clusters Score -228600.9 nChanged 459 ComputeScore: Raw -232267.883392 + Penalty 3303.968229 = -228963.915163 Iteration 2F: 3 clusters Score -228963.9 nChanged 454 ComputeScore: Raw -232704.880438 + Penalty 3303.968229 = -229400.912209 Iteration 3F: 3 clusters Score -229400.9 nChanged 486 ComputeScore: Raw -233214.369698 + Penalty 3303.968229 = -229910.401469 Iteration 4F: 3 clusters Score -229910.4 nChanged 462 ComputeScore: Raw -233722.893869 + Penalty 3303.968229 = -230418.925639 Iteration 5F: 3 clusters Score -230418.9 nChanged 457 ComputeScore: Raw -234260.759618 + Penalty 3303.968229 = -230956.791388 Iteration 6F: 3 clusters Score -230956.8 nChanged 435 ComputeScore: Raw -234776.302060 + Penalty 3303.968229 = -231472.333831 Iteration 7F: 3 clusters Score -231472.3 nChanged 347 ComputeScore: Raw -235137.306145 + Penalty 3303.968229 = -231833.337916 Iteration 8F: 3 clusters Score -231833.3 nChanged 176 ComputeScore: Raw -235277.164065 + Penalty 3303.968229 = -231973.195836 Iteration 9Q: 3 clusters Score -231973.2 nChanged 96 ComputeScore: Raw -235330.906767 + Penalty 3303.968229 = -232026.938538 Iteration 10Q: 3 clusters Score -232026.9 nChanged 39 ComputeScore: Raw -235343.826244 + Penalty 3303.968229 = -232039.858014 Iteration 11Q: 3 clusters Score -232039.9 nChanged 13 ComputeScore: Raw -235347.098367 + Penalty 3303.968229 = -232043.130137 Iteration 12Q: 3 clusters Score -232043.1 nChanged 6 ComputeScore: Raw -235348.531755 + Penalty 3303.968229 = -232044.563526 Iteration 13Q: 3 clusters Score -232044.6 nChanged 4 ComputeScore: Raw -235349.777507 + Penalty 3303.968229 = -232045.809277 Iteration 14Q: 3 clusters Score -232045.8 nChanged 3 ComputeScore: Raw -235350.302117 + Penalty 3303.968229 = -232046.333888 Iteration 15Q: 3 clusters Score -232046.3 nChanged 1 ComputeScore: Raw -235350.701930 + Penalty 3303.968229 = -232046.733700 Iteration 16Q: 3 clusters Score -232046.7 nChanged 1 ComputeScore: Raw -235350.808635 + Penalty 3303.968229 = -232046.840405 Iteration 17Q: 3 clusters Score -232046.8 nChanged 1 ComputeScore: Raw -235350.979661 + Penalty 3303.968229 = -232047.011431 Iteration 18Q: 3 clusters Score -232047 nChanged 0 ComputeScore: Raw -235350.979661 + Penalty 3303.968229 = -232047.011431 Iteration 19F: 3 clusters Score -232047 nChanged 0 Trying to split cluster 3 (11006 points) Assigned 2 initial classes randomly. ComputeScore: Raw -373884.848155 + Penalty 1758.871017 = -372125.977138 Iteration 0F: 2 clusters Score -372126 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -367749.261097 + Penalty 3517.742034 = -364231.519063 Iteration 0F: 3 clusters Score -364231.5 nChanged 4837 ComputeScore: Raw -371318.688571 + Penalty 3517.742034 = -367800.946536 Iteration 1F: 3 clusters Score -367800.9 nChanged 1273 ComputeScore: Raw -373387.257423 + Penalty 3517.742034 = -369869.515388 Iteration 2F: 3 clusters Score -369869.5 nChanged 1346 ComputeScore: Raw -375553.375301 + Penalty 3517.742034 = -372035.633267 Iteration 3F: 3 clusters Score -372035.6 nChanged 890 ComputeScore: Raw -377671.103541 + Penalty 3517.742034 = -374153.361507 Iteration 4F: 3 clusters Score -374153.4 nChanged 584 ComputeScore: Raw -380389.659076 + Penalty 3517.742034 = -376871.917042 Iteration 5F: 3 clusters Score -376871.9 nChanged 668 ComputeScore: Raw -382502.483225 + Penalty 3517.742034 = -378984.741191 Iteration 6F: 3 clusters Score -378984.7 nChanged 610 ComputeScore: Raw -384199.372160 + Penalty 3517.742034 = -380681.630126 Iteration 7F: 3 clusters Score -380681.6 nChanged 545 ComputeScore: Raw -385995.028340 + Penalty 3517.742034 = -382477.286306 Iteration 8Q: 3 clusters Score -382477.3 nChanged 335 ComputeScore: Raw -386712.118625 + Penalty 3517.742034 = -383194.376591 Iteration 9Q: 3 clusters Score -383194.4 nChanged 165 ComputeScore: Raw -386928.585782 + Penalty 3517.742034 = -383410.843748 Iteration 10Q: 3 clusters Score -383410.8 nChanged 147 ComputeScore: Raw -387077.670439 + Penalty 3517.742034 = -383559.928405 Iteration 11Q: 3 clusters Score -383559.9 nChanged 81 ComputeScore: Raw -387122.222064 + Penalty 3517.742034 = -383604.480030 Iteration 12Q: 3 clusters Score -383604.5 nChanged 32 ComputeScore: Raw -387131.815947 + Penalty 3517.742034 = -383614.073912 Iteration 13Q: 3 clusters Score -383614.1 nChanged 14 ComputeScore: Raw -387134.454675 + Penalty 3517.742034 = -383616.712640 Iteration 14Q: 3 clusters Score -383616.7 nChanged 9 ComputeScore: Raw -387136.126028 + Penalty 3517.742034 = -383618.383994 Iteration 15Q: 3 clusters Score -383618.4 nChanged 1 ComputeScore: Raw -387136.201840 + Penalty 3517.742034 = -383618.459806 Iteration 16Q: 3 clusters Score -383618.5 nChanged 1 ComputeScore: Raw -387136.373296 + Penalty 3517.742034 = -383618.631262 Iteration 17Q: 3 clusters Score -383618.6 nChanged 1 ComputeScore: Raw -387136.501780 + Penalty 3517.742034 = -383618.759746 Iteration 18Q: 3 clusters Score -383618.8 nChanged 0 ComputeScore: Raw -387136.501780 + Penalty 3517.742034 = -383618.759746 Iteration 19F: 3 clusters Score -383618.8 nChanged 0 ComputeScore: Raw -4910242.494530 + Penalty 27067.118913 = -4883175.375618Splitting cluster 3 changes total score from -4872125.991584 to -4883175.375618 So it's getting split into cluster 1. Trying to split cluster 6 (11702 points) Assigned 2 initial classes randomly. ComputeScore: Raw -418650.560123 + Penalty 1770.460344 = -416880.099779 Iteration 0F: 2 clusters Score -416880.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -412031.654085 + Penalty 3540.920688 = -408490.733398 Iteration 0F: 3 clusters Score -408490.7 nChanged 5060 ComputeScore: Raw -414863.813297 + Penalty 3540.920688 = -411322.892609 Iteration 1F: 3 clusters Score -411322.9 nChanged 893 ComputeScore: Raw -415520.145660 + Penalty 3540.920688 = -411979.224972 Iteration 2F: 3 clusters Score -411979.2 nChanged 860 ComputeScore: Raw -416403.441763 + Penalty 3540.920688 = -412862.521075 Iteration 3F: 3 clusters Score -412862.5 nChanged 894 ComputeScore: Raw -417589.991216 + Penalty 3540.920688 = -414049.070529 Iteration 4F: 3 clusters Score -414049.1 nChanged 1050 ComputeScore: Raw -419425.212898 + Penalty 3540.920688 = -415884.292210 Iteration 5F: 3 clusters Score -415884.3 nChanged 1128 ComputeScore: Raw -422030.379045 + Penalty 3540.920688 = -418489.458358 Iteration 6F: 3 clusters Score -418489.5 nChanged 926 ComputeScore: Raw -424856.154054 + Penalty 3540.920688 = -421315.233366 Iteration 7F: 3 clusters Score -421315.2 nChanged 794 ComputeScore: Raw -426964.093787 + Penalty 3540.920688 = -423423.173099 Iteration 8F: 3 clusters Score -423423.2 nChanged 720 ComputeScore: Raw -428638.713423 + Penalty 3540.920688 = -425097.792736 Iteration 9F: 3 clusters Score -425097.8 nChanged 488 ComputeScore: Raw -429656.357483 + Penalty 3540.920688 = -426115.436796 Iteration 10Q: 3 clusters Score -426115.4 nChanged 144 ComputeScore: Raw -429764.862394 + Penalty 3540.920688 = -426223.941707 Iteration 11Q: 3 clusters Score -426223.9 nChanged 46 ComputeScore: Raw -429774.816380 + Penalty 3540.920688 = -426233.895692 Iteration 12Q: 3 clusters Score -426233.9 nChanged 24 ComputeScore: Raw -429780.058906 + Penalty 3540.920688 = -426239.138218 Iteration 13Q: 3 clusters Score -426239.1 nChanged 21 ComputeScore: Raw -429783.719821 + Penalty 3540.920688 = -426242.799133 Iteration 14Q: 3 clusters Score -426242.8 nChanged 11 ComputeScore: Raw -429784.893991 + Penalty 3540.920688 = -426243.973303 Iteration 15Q: 3 clusters Score -426244 nChanged 7 ComputeScore: Raw -429785.907323 + Penalty 3540.920688 = -426244.986635 Iteration 16Q: 3 clusters Score -426245 nChanged 5 ComputeScore: Raw -429786.374257 + Penalty 3540.920688 = -426245.453570 Iteration 17Q: 3 clusters Score -426245.5 nChanged 2 ComputeScore: Raw -429786.544354 + Penalty 3540.920688 = -426245.623666 Iteration 18Q: 3 clusters Score -426245.6 nChanged 1 ComputeScore: Raw -429786.605504 + Penalty 3540.920688 = -426245.684816 Iteration 19Q: 3 clusters Score -426245.7 nChanged 0 ComputeScore: Raw -429786.605504 + Penalty 3540.920688 = -426245.684816 Iteration 20F: 3 clusters Score -426245.7 nChanged 0 ComputeScore: Raw -4921378.539911 + Penalty 29322.712155 = -4892055.827756Splitting cluster 6 changes total score from -4872125.991584 to -4892055.827756 So it's getting split into cluster 4. Trying to split cluster 7 (5751 points) Assigned 2 initial classes randomly. ComputeScore: Raw -220619.235145 + Penalty 1636.197387 = -218983.037758 Iteration 0F: 2 clusters Score -218983 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -217721.223662 + Penalty 3272.394774 = -214448.828888 Iteration 0F: 3 clusters Score -214448.8 nChanged 2301 ComputeScore: Raw -219011.170095 + Penalty 3272.394774 = -215738.775321 Iteration 1F: 3 clusters Score -215738.8 nChanged 437 ComputeScore: Raw -219290.827741 + Penalty 3272.394774 = -216018.432967 Iteration 2F: 3 clusters Score -216018.4 nChanged 362 ComputeScore: Raw -219585.150828 + Penalty 3272.394774 = -216312.756054 Iteration 3F: 3 clusters Score -216312.8 nChanged 336 ComputeScore: Raw -219966.348553 + Penalty 3272.394774 = -216693.953779 Iteration 4F: 3 clusters Score -216694 nChanged 308 ComputeScore: Raw -220408.175130 + Penalty 3272.394774 = -217135.780356 Iteration 5F: 3 clusters Score -217135.8 nChanged 397 ComputeScore: Raw -221317.978764 + Penalty 3272.394774 = -218045.583990 Iteration 6F: 3 clusters Score -218045.6 nChanged 547 ComputeScore: Raw -226381.376619 + Penalty 3272.394774 = -223108.981845 Iteration 7F: 3 clusters Score -223109 nChanged 965 Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -226680.634012 + Penalty 3272.394774 = -223408.239238 Iteration 8F: 3 clusters Score -223408.2 nChanged 203 ComputeScore: Raw -195900.102564 + Penalty 1636.197387 = -194263.905177 Iteration 9Q: 2 clusters Score -194263.9 nChanged 3508 ComputeScore: Raw -220619.235145 + Penalty 1636.197387 = -218983.037758 Iteration 10F: 2 clusters Score -218983 nChanged 0 Trying to split cluster 8 (18052 points) Assigned 2 initial classes randomly. ComputeScore: Raw -617641.840911 + Penalty 1852.391223 = -615789.449688 Iteration 0F: 2 clusters Score -615789.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -606955.351610 + Penalty 3704.782446 = -603250.569165 Iteration 0F: 3 clusters Score -603250.6 nChanged 8112 ComputeScore: Raw -611502.022933 + Penalty 3704.782446 = -607797.240487 Iteration 1F: 3 clusters Score -607797.2 nChanged 1097 ComputeScore: Raw -612028.836365 + Penalty 3704.782446 = -608324.053919 Iteration 2F: 3 clusters Score -608324.1 nChanged 1059 ComputeScore: Raw -612786.584633 + Penalty 3704.782446 = -609081.802188 Iteration 3F: 3 clusters Score -609081.8 nChanged 1303 ComputeScore: Raw -614379.860223 + Penalty 3704.782446 = -610675.077777 Iteration 4F: 3 clusters Score -610675.1 nChanged 1626 ComputeScore: Raw -617980.692702 + Penalty 3704.782446 = -614275.910256 Iteration 5F: 3 clusters Score -614275.9 nChanged 1934 ComputeScore: Raw -623849.730113 + Penalty 3704.782446 = -620144.947667 Iteration 6F: 3 clusters Score -620144.9 nChanged 1818 ComputeScore: Raw -630279.797997 + Penalty 3704.782446 = -626575.015551 Iteration 7F: 3 clusters Score -626575 nChanged 1570 ComputeScore: Raw -636559.630736 + Penalty 3704.782446 = -632854.848290 Iteration 8F: 3 clusters Score -632854.8 nChanged 1051 ComputeScore: Raw -639865.152150 + Penalty 3704.782446 = -636160.369704 Iteration 9F: 3 clusters Score -636160.4 nChanged 476 ComputeScore: Raw -640364.059395 + Penalty 3704.782446 = -636659.276950 Iteration 10Q: 3 clusters Score -636659.3 nChanged 133 ComputeScore: Raw -640413.656024 + Penalty 3704.782446 = -636708.873578 Iteration 11Q: 3 clusters Score -636708.9 nChanged 63 ComputeScore: Raw -640432.163161 + Penalty 3704.782446 = -636727.380715 Iteration 12Q: 3 clusters Score -636727.4 nChanged 35 ComputeScore: Raw -640441.481882 + Penalty 3704.782446 = -636736.699437 Iteration 13Q: 3 clusters Score -636736.7 nChanged 23 ComputeScore: Raw -640446.016078 + Penalty 3704.782446 = -636741.233633 Iteration 14Q: 3 clusters Score -636741.2 nChanged 12 ComputeScore: Raw -640448.063308 + Penalty 3704.782446 = -636743.280862 Iteration 15Q: 3 clusters Score -636743.3 nChanged 8 ComputeScore: Raw -640448.839844 + Penalty 3704.782446 = -636744.057398 Iteration 16Q: 3 clusters Score -636744.1 nChanged 1 ComputeScore: Raw -640448.883882 + Penalty 3704.782446 = -636744.101436 Iteration 17Q: 3 clusters Score -636744.1 nChanged 0 ComputeScore: Raw -640448.883882 + Penalty 3704.782446 = -636744.101436 Iteration 18F: 3 clusters Score -636744.1 nChanged 0 ComputeScore: Raw -4944185.582882 + Penalty 31578.305398 = -4912607.277484Splitting cluster 8 changes total score from -4872125.991584 to -4912607.277484 So it's getting split into cluster 5. Trying to split cluster 9 (13210 points) Assigned 2 initial classes randomly. ComputeScore: Raw -451191.319992 + Penalty 1793.369856 = -449397.950136 Iteration 0F: 2 clusters Score -449398 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -443577.847444 + Penalty 3586.739712 = -439991.107732 Iteration 0F: 3 clusters Score -439991.1 nChanged 5822 ComputeScore: Raw -446702.033335 + Penalty 3586.739712 = -443115.293623 Iteration 1F: 3 clusters Score -443115.3 nChanged 763 ComputeScore: Raw -447096.145074 + Penalty 3586.739712 = -443509.405362 Iteration 2F: 3 clusters Score -443509.4 nChanged 762 ComputeScore: Raw -447690.634113 + Penalty 3586.739712 = -444103.894400 Iteration 3F: 3 clusters Score -444103.9 nChanged 782 ComputeScore: Raw -448622.976173 + Penalty 3586.739712 = -445036.236461 Iteration 4F: 3 clusters Score -445036.2 nChanged 842 ComputeScore: Raw -450271.717369 + Penalty 3586.739712 = -446684.977657 Iteration 5F: 3 clusters Score -446685 nChanged 1087 ComputeScore: Raw -453401.203989 + Penalty 3586.739712 = -449814.464277 Iteration 6F: 3 clusters Score -449814.5 nChanged 1294 ComputeScore: Raw -457737.457113 + Penalty 3586.739712 = -454150.717400 Iteration 7F: 3 clusters Score -454150.7 nChanged 1409 ComputeScore: Raw -463028.153284 + Penalty 3586.739712 = -459441.413572 Iteration 8F: 3 clusters Score -459441.4 nChanged 1133 ComputeScore: Raw -466786.946150 + Penalty 3586.739712 = -463200.206438 Iteration 9F: 3 clusters Score -463200.2 nChanged 455 ComputeScore: Raw -467374.525622 + Penalty 3586.739712 = -463787.785910 Iteration 10Q: 3 clusters Score -463787.8 nChanged 107 ComputeScore: Raw -467413.352920 + Penalty 3586.739712 = -463826.613208 Iteration 11Q: 3 clusters Score -463826.6 nChanged 35 ComputeScore: Raw -467420.414943 + Penalty 3586.739712 = -463833.675231 Iteration 12Q: 3 clusters Score -463833.7 nChanged 12 ComputeScore: Raw -467423.396238 + Penalty 3586.739712 = -463836.656526 Iteration 13Q: 3 clusters Score -463836.7 nChanged 14 ComputeScore: Raw -467427.232246 + Penalty 3586.739712 = -463840.492534 Iteration 14Q: 3 clusters Score -463840.5 nChanged 19 ComputeScore: Raw -467432.458768 + Penalty 3586.739712 = -463845.719056 Iteration 15Q: 3 clusters Score -463845.7 nChanged 27 ComputeScore: Raw -467442.121049 + Penalty 3586.739712 = -463855.381337 Iteration 16Q: 3 clusters Score -463855.4 nChanged 34 ComputeScore: Raw -467459.174471 + Penalty 3586.739712 = -463872.434759 Iteration 17Q: 3 clusters Score -463872.4 nChanged 58 ComputeScore: Raw -467504.043146 + Penalty 3586.739712 = -463917.303433 Iteration 18Q: 3 clusters Score -463917.3 nChanged 96 ComputeScore: Raw -467593.224825 + Penalty 3586.739712 = -464006.485113 Iteration 19Q: 3 clusters Score -464006.5 nChanged 103 ComputeScore: Raw -467672.448812 + Penalty 3586.739712 = -464085.709100 Iteration 20F: 3 clusters Score -464085.7 nChanged 65 ComputeScore: Raw -467701.986184 + Penalty 3586.739712 = -464115.246471 Iteration 21Q: 3 clusters Score -464115.2 nChanged 35 ComputeScore: Raw -467711.988480 + Penalty 3586.739712 = -464125.248768 Iteration 22Q: 3 clusters Score -464125.2 nChanged 21 ComputeScore: Raw -467716.590946 + Penalty 3586.739712 = -464129.851233 Iteration 23Q: 3 clusters Score -464129.9 nChanged 10 ComputeScore: Raw -467718.096477 + Penalty 3586.739712 = -464131.356765 Iteration 24Q: 3 clusters Score -464131.4 nChanged 10 ComputeScore: Raw -467719.844130 + Penalty 3586.739712 = -464133.104418 Iteration 25Q: 3 clusters Score -464133.1 nChanged 5 ComputeScore: Raw -467720.729967 + Penalty 3586.739712 = -464133.990254 Iteration 26Q: 3 clusters Score -464134 nChanged 5 ComputeScore: Raw -467721.211937 + Penalty 3586.739712 = -464134.472225 Iteration 27Q: 3 clusters Score -464134.5 nChanged 3 ComputeScore: Raw -467721.630264 + Penalty 3586.739712 = -464134.890552 Iteration 28Q: 3 clusters Score -464134.9 nChanged 1 ComputeScore: Raw -467721.845863 + Penalty 3586.739712 = -464135.106151 Iteration 29Q: 3 clusters Score -464135.1 nChanged 1 ComputeScore: Raw -467721.929940 + Penalty 3586.739712 = -464135.190228 Iteration 30Q: 3 clusters Score -464135.2 nChanged 0 ComputeScore: Raw -467721.929940 + Penalty 3586.739712 = -464135.190228 Iteration 31F: 3 clusters Score -464135.2 nChanged 0 ComputeScore: Raw -4960716.192830 + Penalty 33833.898641 = -4926882.294190Splitting cluster 9 changes total score from -4872125.991584 to -4926882.294190 So it's getting split into cluster 10. Trying to split cluster 12 (14213 points) Assigned 2 initial classes randomly. ComputeScore: Raw -509420.761073 + Penalty 1807.201428 = -507613.559645 Iteration 0F: 2 clusters Score -507613.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -501103.974961 + Penalty 3614.402856 = -497489.572105 Iteration 0F: 3 clusters Score -497489.6 nChanged 6278 ComputeScore: Raw -504432.248361 + Penalty 3614.402856 = -500817.845504 Iteration 1F: 3 clusters Score -500817.8 nChanged 851 ComputeScore: Raw -504821.424555 + Penalty 3614.402856 = -501207.021699 Iteration 2F: 3 clusters Score -501207 nChanged 804 ComputeScore: Raw -505372.157374 + Penalty 3614.402856 = -501757.754518 Iteration 3F: 3 clusters Score -501757.8 nChanged 972 ComputeScore: Raw -506773.700611 + Penalty 3614.402856 = -503159.297755 Iteration 4F: 3 clusters Score -503159.3 nChanged 1268 ComputeScore: Raw -509721.040558 + Penalty 3614.402856 = -506106.637702 Iteration 5F: 3 clusters Score -506106.6 nChanged 1434 ComputeScore: Raw -514240.901719 + Penalty 3614.402856 = -510626.498863 Iteration 6F: 3 clusters Score -510626.5 nChanged 1490 ComputeScore: Raw -519060.326104 + Penalty 3614.402856 = -515445.923248 Iteration 7F: 3 clusters Score -515445.9 nChanged 1363 ComputeScore: Raw -523000.096160 + Penalty 3614.402856 = -519385.693304 Iteration 8F: 3 clusters Score -519385.7 nChanged 836 ComputeScore: Raw -524345.916128 + Penalty 3614.402856 = -520731.513272 Iteration 9F: 3 clusters Score -520731.5 nChanged 272 ComputeScore: Raw -524506.046693 + Penalty 3614.402856 = -520891.643837 Iteration 10Q: 3 clusters Score -520891.6 nChanged 94 ComputeScore: Raw -524541.116330 + Penalty 3614.402856 = -520926.713474 Iteration 11Q: 3 clusters Score -520926.7 nChanged 26 ComputeScore: Raw -524546.144872 + Penalty 3614.402856 = -520931.742016 Iteration 12Q: 3 clusters Score -520931.7 nChanged 2 ComputeScore: Raw -524546.579609 + Penalty 3614.402856 = -520932.176753 Iteration 13Q: 3 clusters Score -520932.2 nChanged 0 ComputeScore: Raw -524546.579609 + Penalty 3614.402856 = -520932.176753 Iteration 14F: 3 clusters Score -520932.2 nChanged 0 ComputeScore: Raw -4975842.011367 + Penalty 36089.491883 = -4939752.519484Splitting cluster 12 changes total score from -4872125.991584 to -4939752.519484 So it's getting split into cluster 11. Trying to split cluster 13 (25643 points) Assigned 2 initial classes randomly. ComputeScore: Raw -834332.043099 + Penalty 1918.732897 = -832413.310202 Iteration 0F: 2 clusters Score -832413.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -818960.679069 + Penalty 3837.465794 = -815123.213276 Iteration 0F: 3 clusters Score -815123.2 nChanged 11639 ComputeScore: Raw -825899.024406 + Penalty 3837.465794 = -822061.558612 Iteration 1F: 3 clusters Score -822061.6 nChanged 1895 ComputeScore: Raw -827504.902617 + Penalty 3837.465794 = -823667.436824 Iteration 2F: 3 clusters Score -823667.4 nChanged 2001 ComputeScore: Raw -829525.803411 + Penalty 3837.465794 = -825688.337617 Iteration 3F: 3 clusters Score -825688.3 nChanged 2015 ComputeScore: Raw -831888.679943 + Penalty 3837.465794 = -828051.214149 Iteration 4F: 3 clusters Score -828051.2 nChanged 2166 ComputeScore: Raw -835746.821983 + Penalty 3837.465794 = -831909.356189 Iteration 5F: 3 clusters Score -831909.4 nChanged 2618 ComputeScore: Raw -842888.433166 + Penalty 3837.465794 = -839050.967373 Iteration 6F: 3 clusters Score -839051 nChanged 2528 ComputeScore: Raw -851959.584099 + Penalty 3837.465794 = -848122.118305 Iteration 7F: 3 clusters Score -848122.1 nChanged 2257 ComputeScore: Raw -861162.275944 + Penalty 3837.465794 = -857324.810150 Iteration 8F: 3 clusters Score -857324.8 nChanged 1678 ComputeScore: Raw -866266.450736 + Penalty 3837.465794 = -862428.984943 Iteration 9F: 3 clusters Score -862429 nChanged 663 ComputeScore: Raw -866974.671367 + Penalty 3837.465794 = -863137.205573 Iteration 10Q: 3 clusters Score -863137.2 nChanged 237 ComputeScore: Raw -867063.921664 + Penalty 3837.465794 = -863226.455870 Iteration 11Q: 3 clusters Score -863226.5 nChanged 64 ComputeScore: Raw -867076.772371 + Penalty 3837.465794 = -863239.306578 Iteration 12Q: 3 clusters Score -863239.3 nChanged 19 ComputeScore: Raw -867078.473634 + Penalty 3837.465794 = -863241.007841 Iteration 13Q: 3 clusters Score -863241 nChanged 5 ComputeScore: Raw -867078.728029 + Penalty 3837.465794 = -863241.262235 Iteration 14Q: 3 clusters Score -863241.3 nChanged 2 ComputeScore: Raw -867078.810768 + Penalty 3837.465794 = -863241.344975 Iteration 15Q: 3 clusters Score -863241.3 nChanged 0 ComputeScore: Raw -867078.810768 + Penalty 3837.465794 = -863241.344975 Iteration 16F: 3 clusters Score -863241.3 nChanged 0 ComputeScore: Raw -5008588.779036 + Penalty 38345.085126 = -4970243.693910Splitting cluster 13 changes total score from -4872125.991584 to -4970243.693910 So it's getting split into cluster 14. Trying to split cluster 17 (22163 points) Assigned 2 initial classes randomly. ComputeScore: Raw -756522.918705 + Penalty 1891.167928 = -754631.750778 Iteration 0F: 2 clusters Score -754631.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -743274.792858 + Penalty 3782.335855 = -739492.457003 Iteration 0F: 3 clusters Score -739492.5 nChanged 9973 ComputeScore: Raw -749326.869497 + Penalty 3782.335855 = -745544.533642 Iteration 1F: 3 clusters Score -745544.5 nChanged 1629 ComputeScore: Raw -751133.761782 + Penalty 3782.335855 = -747351.425927 Iteration 2F: 3 clusters Score -747351.4 nChanged 2040 ComputeScore: Raw -754129.882374 + Penalty 3782.335855 = -750347.546519 Iteration 3F: 3 clusters Score -750347.5 nChanged 2517 ComputeScore: Raw -757886.355064 + Penalty 3782.335855 = -754104.019209 Iteration 4F: 3 clusters Score -754104 nChanged 2336 ComputeScore: Raw -760931.573575 + Penalty 3782.335855 = -757149.237720 Iteration 5F: 3 clusters Score -757149.2 nChanged 1610 ComputeScore: Raw -764624.432434 + Penalty 3782.335855 = -760842.096579 Iteration 6F: 3 clusters Score -760842.1 nChanged 1070 ComputeScore: Raw -770646.736603 + Penalty 3782.335855 = -766864.400748 Iteration 7Q: 3 clusters Score -766864.4 nChanged 1299 ComputeScore: Raw -776910.616227 + Penalty 3782.335855 = -773128.280372 Iteration 8F: 3 clusters Score -773128.3 nChanged 1315 ComputeScore: Raw -780102.711290 + Penalty 3782.335855 = -776320.375435 Iteration 9F: 3 clusters Score -776320.4 nChanged 611 ComputeScore: Raw -780740.178909 + Penalty 3782.335855 = -776957.843054 Iteration 10Q: 3 clusters Score -776957.8 nChanged 298 ComputeScore: Raw -780997.834123 + Penalty 3782.335855 = -777215.498268 Iteration 11Q: 3 clusters Score -777215.5 nChanged 259 ComputeScore: Raw -781209.757945 + Penalty 3782.335855 = -777427.422090 Iteration 12Q: 3 clusters Score -777427.4 nChanged 224 ComputeScore: Raw -781332.842479 + Penalty 3782.335855 = -777550.506624 Iteration 13Q: 3 clusters Score -777550.5 nChanged 124 ComputeScore: Raw -781393.402935 + Penalty 3782.335855 = -777611.067080 Iteration 14Q: 3 clusters Score -777611.1 nChanged 141 ComputeScore: Raw -781484.409971 + Penalty 3782.335855 = -777702.074116 Iteration 15Q: 3 clusters Score -777702.1 nChanged 151 ComputeScore: Raw -781580.971386 + Penalty 3782.335855 = -777798.635531 Iteration 16Q: 3 clusters Score -777798.6 nChanged 139 ComputeScore: Raw -781672.879404 + Penalty 3782.335855 = -777890.543549 Iteration 17Q: 3 clusters Score -777890.5 nChanged 171 ComputeScore: Raw -781775.732208 + Penalty 3782.335855 = -777993.396353 Iteration 18Q: 3 clusters Score -777993.4 nChanged 131 ComputeScore: Raw -781830.025358 + Penalty 3782.335855 = -778047.689503 Iteration 19Q: 3 clusters Score -778047.7 nChanged 91 ComputeScore: Raw -781855.458695 + Penalty 3782.335855 = -778073.122840 Iteration 20F: 3 clusters Score -778073.1 nChanged 71 ComputeScore: Raw -781872.857975 + Penalty 3782.335855 = -778090.522120 Iteration 21Q: 3 clusters Score -778090.5 nChanged 57 ComputeScore: Raw -781883.596971 + Penalty 3782.335855 = -778101.261116 Iteration 22Q: 3 clusters Score -778101.3 nChanged 36 ComputeScore: Raw -781889.361753 + Penalty 3782.335855 = -778107.025898 Iteration 23Q: 3 clusters Score -778107 nChanged 25 ComputeScore: Raw -781892.713926 + Penalty 3782.335855 = -778110.378071 Iteration 24Q: 3 clusters Score -778110.4 nChanged 22 ComputeScore: Raw -781895.530490 + Penalty 3782.335855 = -778113.194635 Iteration 25Q: 3 clusters Score -778113.2 nChanged 19 ComputeScore: Raw -781897.658412 + Penalty 3782.335855 = -778115.322557 Iteration 26Q: 3 clusters Score -778115.3 nChanged 15 ComputeScore: Raw -781899.145222 + Penalty 3782.335855 = -778116.809367 Iteration 27Q: 3 clusters Score -778116.8 nChanged 13 ComputeScore: Raw -781900.158792 + Penalty 3782.335855 = -778117.822937 Iteration 28Q: 3 clusters Score -778117.8 nChanged 11 ComputeScore: Raw -781900.963890 + Penalty 3782.335855 = -778118.628035 Iteration 29Q: 3 clusters Score -778118.6 nChanged 10 ComputeScore: Raw -781902.148665 + Penalty 3782.335855 = -778119.812809 Iteration 30Q: 3 clusters Score -778119.8 nChanged 14 ComputeScore: Raw -781903.852563 + Penalty 3782.335855 = -778121.516708 Iteration 31Q: 3 clusters Score -778121.5 nChanged 19 ComputeScore: Raw -781906.311767 + Penalty 3782.335855 = -778123.975912 Iteration 32Q: 3 clusters Score -778124 nChanged 23 ComputeScore: Raw -781909.712341 + Penalty 3782.335855 = -778127.376485 Iteration 33Q: 3 clusters Score -778127.4 nChanged 24 ComputeScore: Raw -781912.192117 + Penalty 3782.335855 = -778129.856262 Iteration 34Q: 3 clusters Score -778129.9 nChanged 22 ComputeScore: Raw -781914.427936 + Penalty 3782.335855 = -778132.092081 Iteration 35Q: 3 clusters Score -778132.1 nChanged 18 ComputeScore: Raw -781915.925950 + Penalty 3782.335855 = -778133.590095 Iteration 36Q: 3 clusters Score -778133.6 nChanged 19 ComputeScore: Raw -781918.328243 + Penalty 3782.335855 = -778135.992388 Iteration 37Q: 3 clusters Score -778136 nChanged 25 ComputeScore: Raw -781921.583908 + Penalty 3782.335855 = -778139.248053 Iteration 38Q: 3 clusters Score -778139.2 nChanged 27 ComputeScore: Raw -781924.434534 + Penalty 3782.335855 = -778142.098679 Iteration 39Q: 3 clusters Score -778142.1 nChanged 16 ComputeScore: Raw -781926.388663 + Penalty 3782.335855 = -778144.052808 Iteration 40F: 3 clusters Score -778144.1 nChanged 21 ComputeScore: Raw -781928.555642 + Penalty 3782.335855 = -778146.219787 Iteration 41Q: 3 clusters Score -778146.2 nChanged 12 ComputeScore: Raw -781929.388588 + Penalty 3782.335855 = -778147.052733 Iteration 42Q: 3 clusters Score -778147.1 nChanged 8 ComputeScore: Raw -781930.093427 + Penalty 3782.335855 = -778147.757572 Iteration 43Q: 3 clusters Score -778147.8 nChanged 5 ComputeScore: Raw -781930.437052 + Penalty 3782.335855 = -778148.101197 Iteration 44Q: 3 clusters Score -778148.1 nChanged 1 ComputeScore: Raw -781930.459809 + Penalty 3782.335855 = -778148.123954 Iteration 45Q: 3 clusters Score -778148.1 nChanged 1 ComputeScore: Raw -781930.495439 + Penalty 3782.335855 = -778148.159584 Iteration 46Q: 3 clusters Score -778148.2 nChanged 0 ComputeScore: Raw -781930.495439 + Penalty 3782.335855 = -778148.159584 Iteration 47F: 3 clusters Score -778148.2 nChanged 0 ComputeScore: Raw -5033996.355770 + Penalty 40600.678369 = -4993395.677402Splitting cluster 17 changes total score from -4872125.991584 to -4993395.677402 So it's getting split into cluster 15. Trying to split cluster 18 (3413 points) Assigned 2 initial classes randomly. ComputeScore: Raw -122465.656662 + Penalty 1537.580573 = -120928.076088 Iteration 0F: 2 clusters Score -120928.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -120844.230066 + Penalty 3075.161147 = -117769.068920 Iteration 0F: 3 clusters Score -117769.1 nChanged 1308 ComputeScore: Raw -121856.327416 + Penalty 3075.161147 = -118781.166269 Iteration 1F: 3 clusters Score -118781.2 nChanged 331 ComputeScore: Raw -122364.645660 + Penalty 3075.161147 = -119289.484513 Iteration 2F: 3 clusters Score -119289.5 nChanged 301 ComputeScore: Raw -123071.185956 + Penalty 3075.161147 = -119996.024809 Iteration 3F: 3 clusters Score -119996 nChanged 304 ComputeScore: Raw -124122.651558 + Penalty 3075.161147 = -121047.490411 Iteration 4F: 3 clusters Score -121047.5 nChanged 322 ComputeScore: Raw -125407.904732 + Penalty 3075.161147 = -122332.743586 Iteration 5F: 3 clusters Score -122332.7 nChanged 290 ComputeScore: Raw -126716.839892 + Penalty 3075.161147 = -123641.678745 Iteration 6F: 3 clusters Score -123641.7 nChanged 190 ComputeScore: Raw -127450.907813 + Penalty 3075.161147 = -124375.746666 Iteration 7F: 3 clusters Score -124375.7 nChanged 47 ComputeScore: Raw -127506.455116 + Penalty 3075.161147 = -124431.293969 Iteration 8Q: 3 clusters Score -124431.3 nChanged 12 ComputeScore: Raw -127513.838550 + Penalty 3075.161147 = -124438.677403 Iteration 9Q: 3 clusters Score -124438.7 nChanged 8 ComputeScore: Raw -127519.180992 + Penalty 3075.161147 = -124444.019845 Iteration 10Q: 3 clusters Score -124444 nChanged 7 ComputeScore: Raw -127523.682565 + Penalty 3075.161147 = -124448.521418 Iteration 11Q: 3 clusters Score -124448.5 nChanged 7 ComputeScore: Raw -127527.653300 + Penalty 3075.161147 = -124452.492153 Iteration 12Q: 3 clusters Score -124452.5 nChanged 3 ComputeScore: Raw -127528.832084 + Penalty 3075.161147 = -124453.670938 Iteration 13Q: 3 clusters Score -124453.7 nChanged 2 ComputeScore: Raw -127529.531515 + Penalty 3075.161147 = -124454.370368 Iteration 14Q: 3 clusters Score -124454.4 nChanged 2 ComputeScore: Raw -127530.323193 + Penalty 3075.161147 = -124455.162046 Iteration 15Q: 3 clusters Score -124455.2 nChanged 1 ComputeScore: Raw -127530.643525 + Penalty 3075.161147 = -124455.482379 Iteration 16Q: 3 clusters Score -124455.5 nChanged 0 ComputeScore: Raw -127530.643525 + Penalty 3075.161147 = -124455.482379 Iteration 17F: 3 clusters Score -124455.5 nChanged 0 ComputeScore: Raw -5039061.342634 + Penalty 42856.271611 = -4996205.071022Splitting cluster 18 changes total score from -4872125.991584 to -4996205.071022 So it's getting split into cluster 16. Trying to split cluster 20 (21008 points) Assigned 2 initial classes randomly. ComputeScore: Raw -703795.171369 + Penalty 1881.052475 = -701914.118894 Iteration 0F: 2 clusters Score -701914.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -691375.681783 + Penalty 3762.104949 = -687613.576833 Iteration 0F: 3 clusters Score -687613.6 nChanged 9355 ComputeScore: Raw -696695.701203 + Penalty 3762.104949 = -692933.596254 Iteration 1F: 3 clusters Score -692933.6 nChanged 1247 ComputeScore: Raw -697520.418061 + Penalty 3762.104949 = -693758.313112 Iteration 2F: 3 clusters Score -693758.3 nChanged 1381 ComputeScore: Raw -699000.311397 + Penalty 3762.104949 = -695238.206448 Iteration 3F: 3 clusters Score -695238.2 nChanged 1464 ComputeScore: Raw -701500.167466 + Penalty 3762.104949 = -697738.062516 Iteration 4F: 3 clusters Score -697738.1 nChanged 1511 ComputeScore: Raw -704313.207673 + Penalty 3762.104949 = -700551.102723 Iteration 5F: 3 clusters Score -700551.1 nChanged 1927 ComputeScore: Raw -708129.237927 + Penalty 3762.104949 = -704367.132977 Iteration 6F: 3 clusters Score -704367.1 nChanged 2325 ComputeScore: Raw -714131.988034 + Penalty 3762.104949 = -710369.883085 Iteration 7F: 3 clusters Score -710369.9 nChanged 2018 ComputeScore: Raw -721878.790556 + Penalty 3762.104949 = -718116.685607 Iteration 8F: 3 clusters Score -718116.7 nChanged 1550 ComputeScore: Raw -729194.066134 + Penalty 3762.104949 = -725431.961184 Iteration 9F: 3 clusters Score -725432 nChanged 893 ComputeScore: Raw -731343.754875 + Penalty 3762.104949 = -727581.649925 Iteration 10Q: 3 clusters Score -727581.6 nChanged 331 ComputeScore: Raw -731621.283518 + Penalty 3762.104949 = -727859.178568 Iteration 11Q: 3 clusters Score -727859.2 nChanged 77 ComputeScore: Raw -731643.351408 + Penalty 3762.104949 = -727881.246459 Iteration 12Q: 3 clusters Score -727881.2 nChanged 13 ComputeScore: Raw -731645.304927 + Penalty 3762.104949 = -727883.199978 Iteration 13Q: 3 clusters Score -727883.2 nChanged 2 ComputeScore: Raw -731645.572247 + Penalty 3762.104949 = -727883.467298 Iteration 14Q: 3 clusters Score -727883.5 nChanged 0 ComputeScore: Raw -731645.572247 + Penalty 3762.104949 = -727883.467298 Iteration 15F: 3 clusters Score -727883.5 nChanged 0 ComputeScore: Raw -5066911.743513 + Penalty 45111.864854 = -5021799.878658Splitting cluster 20 changes total score from -4872125.991584 to -5021799.878658 So it's getting split into cluster 19. ConsiderDeletion: ComputeScore: Raw -5069909.748114 + Penalty 45111.864854 = -5024797.883259Iteration 39Q: 21 clusters Score -5024798 nChanged 2707 ConsiderDeletion: ComputeScore: Raw -5079027.094245 + Penalty 45111.864854 = -5033915.229390Iteration 40F: 21 clusters Score -5033915 nChanged 4823 ConsiderDeletion: ComputeScore: Raw -5090440.518933 + Penalty 45111.864854 = -5045328.654078Iteration 41Q: 21 clusters Score -5045329 nChanged 3488 ConsiderDeletion: ComputeScore: Raw -5097710.765835 + Penalty 45111.864854 = -5052598.900981Iteration 42Q: 21 clusters Score -5052599 nChanged 2355 ConsiderDeletion: ComputeScore: Raw -5101061.866577 + Penalty 45111.864854 = -5055950.001722Iteration 43Q: 21 clusters Score -5055950 nChanged 1631 ConsiderDeletion: ComputeScore: Raw -5103028.630582 + Penalty 45111.864854 = -5057916.765728Iteration 44Q: 21 clusters Score -5057917 nChanged 1484 ConsiderDeletion: ComputeScore: Raw -5104807.632730 + Penalty 45111.864854 = -5059695.767876Iteration 45Q: 21 clusters Score -5059696 nChanged 1441 ConsiderDeletion: ComputeScore: Raw -5106907.356939 + Penalty 45111.864854 = -5061795.492085Iteration 46Q: 21 clusters Score -5061795 nChanged 1385 ConsiderDeletion: ComputeScore: Raw -5109634.105893 + Penalty 45111.864854 = -5064522.241039Iteration 47Q: 21 clusters Score -5064522 nChanged 1257 ConsiderDeletion: ComputeScore: Raw -5112754.951422 + Penalty 45111.864854 = -5067643.086568Iteration 48Q: 21 clusters Score -5067643 nChanged 1160 ConsiderDeletion: ComputeScore: Raw -5115528.561103 + Penalty 45111.864854 = -5070416.696249Iteration 49Q: 21 clusters Score -5070417 nChanged 989 ConsiderDeletion: ComputeScore: Raw -5117213.149359 + Penalty 45111.864854 = -5072101.284505Iteration 50Q: 21 clusters Score -5072101 nChanged 788 ConsiderDeletion: ComputeScore: Raw -5118082.770408 + Penalty 45111.864854 = -5072970.905553Iteration 51Q: 21 clusters Score -5072971 nChanged 624 ConsiderDeletion: ComputeScore: Raw -5118797.334700 + Penalty 45111.864854 = -5073685.469846Iteration 52Q: 21 clusters Score -5073685 nChanged 492 ConsiderDeletion: ComputeScore: Raw -5119452.352245 + Penalty 45111.864854 = -5074340.487391Iteration 53Q: 21 clusters Score -5074340 nChanged 499 ConsiderDeletion: ComputeScore: Raw -5120214.721703 + Penalty 45111.864854 = -5075102.856849Iteration 54Q: 21 clusters Score -5075103 nChanged 559 ConsiderDeletion: ComputeScore: Raw -5121413.229901 + Penalty 45111.864854 = -5076301.365047Iteration 55Q: 21 clusters Score -5076301 nChanged 666 ConsiderDeletion: ComputeScore: Raw -5123152.462290 + Penalty 45111.864854 = -5078040.597436Iteration 56Q: 21 clusters Score -5078041 nChanged 743 ConsiderDeletion: ComputeScore: Raw -5125216.865974 + Penalty 45111.864854 = -5080105.001120Iteration 57Q: 21 clusters Score -5080105 nChanged 670 ConsiderDeletion: ComputeScore: Raw -5126745.498721 + Penalty 45111.864854 = -5081633.633867Iteration 58Q: 21 clusters Score -5081634 nChanged 494 ConsiderDeletion: ComputeScore: Raw -5127702.966356 + Penalty 45111.864854 = -5082591.101502Iteration 59Q: 21 clusters Score -5082591 nChanged 374 ConsiderDeletion: Deleting Class 16. Lose 2155.415760 but Gain 2255.593243 ComputeScore: Raw -5127047.623928 + Penalty 42856.271611 = -5084191.352316Iteration 60F: 20 clusters Score -5084191 nChanged 1614 ConsiderDeletion: ComputeScore: Raw -5129881.998572 + Penalty 42856.271611 = -5087025.726960Iteration 61Q: 20 clusters Score -5087026 nChanged 556 ConsiderDeletion: ComputeScore: Raw -5130145.943473 + Penalty 42856.271611 = -5087289.671861Iteration 62Q: 20 clusters Score -5087290 nChanged 323 ConsiderDeletion: ComputeScore: Raw -5130305.038049 + Penalty 42856.271611 = -5087448.766438Iteration 63Q: 20 clusters Score -5087449 nChanged 293 ConsiderDeletion: ComputeScore: Raw -5130526.210490 + Penalty 42856.271611 = -5087669.938878Iteration 64Q: 20 clusters Score -5087670 nChanged 268 ConsiderDeletion: ComputeScore: Raw -5130657.513928 + Penalty 42856.271611 = -5087801.242316Iteration 65Q: 20 clusters Score -5087801 nChanged 165 ConsiderDeletion: ComputeScore: Raw -5130711.143646 + Penalty 42856.271611 = -5087854.872035Iteration 66Q: 20 clusters Score -5087855 nChanged 119 ConsiderDeletion: ComputeScore: Raw -5130741.405844 + Penalty 42856.271611 = -5087885.134232Iteration 67Q: 20 clusters Score -5087885 nChanged 102 ConsiderDeletion: ComputeScore: Raw -5130763.877406 + Penalty 42856.271611 = -5087907.605795Iteration 68Q: 20 clusters Score -5087908 nChanged 107 ConsiderDeletion: ComputeScore: Raw -5130792.358015 + Penalty 42856.271611 = -5087936.086403Iteration 69Q: 20 clusters Score -5087936 nChanged 123 ConsiderDeletion: ComputeScore: Raw -5130830.873964 + Penalty 42856.271611 = -5087974.602353Iteration 70Q: 20 clusters Score -5087975 nChanged 132 ConsiderDeletion: ComputeScore: Raw -5130872.531093 + Penalty 42856.271611 = -5088016.259481Iteration 71Q: 20 clusters Score -5088016 nChanged 109 ConsiderDeletion: ComputeScore: Raw -5130905.922711 + Penalty 42856.271611 = -5088049.651099Iteration 72Q: 20 clusters Score -5088050 nChanged 104 ConsiderDeletion: ComputeScore: Raw -5130937.683188 + Penalty 42856.271611 = -5088081.411577Iteration 73Q: 20 clusters Score -5088081 nChanged 90 ConsiderDeletion: ComputeScore: Raw -5130962.224665 + Penalty 42856.271611 = -5088105.953053Iteration 74Q: 20 clusters Score -5088106 nChanged 80 ConsiderDeletion: ComputeScore: Raw -5130981.112320 + Penalty 42856.271611 = -5088124.840708Iteration 75Q: 20 clusters Score -5088125 nChanged 55 ConsiderDeletion: ComputeScore: Raw -5130989.507428 + Penalty 42856.271611 = -5088133.235817Iteration 76Q: 20 clusters Score -5088133 nChanged 37 ConsiderDeletion: ComputeScore: Raw -5130994.869306 + Penalty 42856.271611 = -5088138.597695Iteration 77Q: 20 clusters Score -5088139 nChanged 41 ConsiderDeletion: ComputeScore: Raw -5131008.261647 + Penalty 42856.271611 = -5088151.990036Iteration 78Q: 20 clusters Score -5088152 nChanged 64 ComputeScore: Raw -5131008.261647 + Penalty 42856.271611 = -5088151.990036Trying to split cluster 1 (5342 points) Assigned 2 initial classes randomly. ComputeScore: Raw -203744.470184 + Penalty 1622.254169 = -202122.216015 Iteration 0F: 2 clusters Score -202122.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -200984.188215 + Penalty 3244.508339 = -197739.679876 Iteration 0F: 3 clusters Score -197739.7 nChanged 2142 ComputeScore: Raw -202180.533125 + Penalty 3244.508339 = -198936.024786 Iteration 1F: 3 clusters Score -198936 nChanged 372 ComputeScore: Raw -202370.913794 + Penalty 3244.508339 = -199126.405455 Iteration 2F: 3 clusters Score -199126.4 nChanged 281 ComputeScore: Raw -202506.085964 + Penalty 3244.508339 = -199261.577626 Iteration 3F: 3 clusters Score -199261.6 nChanged 210 ComputeScore: Raw -202607.224065 + Penalty 3244.508339 = -199362.715726 Iteration 4Q: 3 clusters Score -199362.7 nChanged 175 ComputeScore: Raw -202688.025079 + Penalty 3244.508339 = -199443.516740 Iteration 5Q: 3 clusters Score -199443.5 nChanged 164 ComputeScore: Raw -202759.551940 + Penalty 3244.508339 = -199515.043602 Iteration 6Q: 3 clusters Score -199515 nChanged 141 ComputeScore: Raw -202822.638515 + Penalty 3244.508339 = -199578.130176 Iteration 7Q: 3 clusters Score -199578.1 nChanged 132 ComputeScore: Raw -202885.067268 + Penalty 3244.508339 = -199640.558929 Iteration 8Q: 3 clusters Score -199640.6 nChanged 122 ComputeScore: Raw -202936.170836 + Penalty 3244.508339 = -199691.662497 Iteration 9Q: 3 clusters Score -199691.7 nChanged 110 ComputeScore: Raw -202981.901465 + Penalty 3244.508339 = -199737.393126 Iteration 10Q: 3 clusters Score -199737.4 nChanged 100 ComputeScore: Raw -203018.226496 + Penalty 3244.508339 = -199773.718157 Iteration 11Q: 3 clusters Score -199773.7 nChanged 73 ComputeScore: Raw -203044.028038 + Penalty 3244.508339 = -199799.519699 Iteration 12Q: 3 clusters Score -199799.5 nChanged 73 ComputeScore: Raw -203069.810625 + Penalty 3244.508339 = -199825.302286 Iteration 13Q: 3 clusters Score -199825.3 nChanged 65 ComputeScore: Raw -203094.148778 + Penalty 3244.508339 = -199849.640439 Iteration 14Q: 3 clusters Score -199849.6 nChanged 71 ComputeScore: Raw -203122.589149 + Penalty 3244.508339 = -199878.080810 Iteration 15Q: 3 clusters Score -199878.1 nChanged 78 ComputeScore: Raw -203152.463311 + Penalty 3244.508339 = -199907.954972 Iteration 16Q: 3 clusters Score -199908 nChanged 69 ComputeScore: Raw -203178.665273 + Penalty 3244.508339 = -199934.156934 Iteration 17Q: 3 clusters Score -199934.2 nChanged 84 ComputeScore: Raw -203215.915645 + Penalty 3244.508339 = -199971.407306 Iteration 18Q: 3 clusters Score -199971.4 nChanged 98 ComputeScore: Raw -203261.806482 + Penalty 3244.508339 = -200017.298143 Iteration 19Q: 3 clusters Score -200017.3 nChanged 97 ComputeScore: Raw -203311.440698 + Penalty 3244.508339 = -200066.932359 Iteration 20F: 3 clusters Score -200066.9 nChanged 84 ComputeScore: Raw -203350.423862 + Penalty 3244.508339 = -200105.915523 Iteration 21Q: 3 clusters Score -200105.9 nChanged 87 ComputeScore: Raw -203396.749335 + Penalty 3244.508339 = -200152.240996 Iteration 22Q: 3 clusters Score -200152.2 nChanged 97 ComputeScore: Raw -203450.001248 + Penalty 3244.508339 = -200205.492909 Iteration 23Q: 3 clusters Score -200205.5 nChanged 77 ComputeScore: Raw -203489.854489 + Penalty 3244.508339 = -200245.346150 Iteration 24Q: 3 clusters Score -200245.3 nChanged 80 ComputeScore: Raw -203535.192081 + Penalty 3244.508339 = -200290.683743 Iteration 25Q: 3 clusters Score -200290.7 nChanged 82 ComputeScore: Raw -203581.064720 + Penalty 3244.508339 = -200336.556382 Iteration 26Q: 3 clusters Score -200336.6 nChanged 90 ComputeScore: Raw -203635.771137 + Penalty 3244.508339 = -200391.262798 Iteration 27Q: 3 clusters Score -200391.3 nChanged 76 ComputeScore: Raw -203682.830238 + Penalty 3244.508339 = -200438.321899 Iteration 28Q: 3 clusters Score -200438.3 nChanged 77 ComputeScore: Raw -203727.669657 + Penalty 3244.508339 = -200483.161318 Iteration 29Q: 3 clusters Score -200483.2 nChanged 72 ComputeScore: Raw -203767.983701 + Penalty 3244.508339 = -200523.475362 Iteration 30Q: 3 clusters Score -200523.5 nChanged 65 ComputeScore: Raw -203801.941499 + Penalty 3244.508339 = -200557.433160 Iteration 31Q: 3 clusters Score -200557.4 nChanged 59 ComputeScore: Raw -203832.082537 + Penalty 3244.508339 = -200587.574198 Iteration 32Q: 3 clusters Score -200587.6 nChanged 51 ComputeScore: Raw -203862.366952 + Penalty 3244.508339 = -200617.858613 Iteration 33Q: 3 clusters Score -200617.9 nChanged 49 ComputeScore: Raw -203902.980536 + Penalty 3244.508339 = -200658.472197 Iteration 34Q: 3 clusters Score -200658.5 nChanged 46 ComputeScore: Raw -203928.713555 + Penalty 3244.508339 = -200684.205216 Iteration 35Q: 3 clusters Score -200684.2 nChanged 39 ComputeScore: Raw -203948.771136 + Penalty 3244.508339 = -200704.262797 Iteration 36Q: 3 clusters Score -200704.3 nChanged 31 ComputeScore: Raw -203963.964878 + Penalty 3244.508339 = -200719.456540 Iteration 37Q: 3 clusters Score -200719.5 nChanged 28 ComputeScore: Raw -203978.172837 + Penalty 3244.508339 = -200733.664498 Iteration 38Q: 3 clusters Score -200733.7 nChanged 19 ComputeScore: Raw -203990.045092 + Penalty 3244.508339 = -200745.536753 Iteration 39Q: 3 clusters Score -200745.5 nChanged 31 ComputeScore: Raw -204006.700713 + Penalty 3244.508339 = -200762.192374 Iteration 40F: 3 clusters Score -200762.2 nChanged 29 ComputeScore: Raw -204023.427578 + Penalty 3244.508339 = -200778.919239 Iteration 41Q: 3 clusters Score -200778.9 nChanged 17 ComputeScore: Raw -204032.962667 + Penalty 3244.508339 = -200788.454328 Iteration 42Q: 3 clusters Score -200788.5 nChanged 16 ComputeScore: Raw -204043.802644 + Penalty 3244.508339 = -200799.294305 Iteration 43Q: 3 clusters Score -200799.3 nChanged 17 ComputeScore: Raw -204059.700414 + Penalty 3244.508339 = -200815.192075 Iteration 44Q: 3 clusters Score -200815.2 nChanged 21 ComputeScore: Raw -204071.577272 + Penalty 3244.508339 = -200827.068933 Iteration 45Q: 3 clusters Score -200827.1 nChanged 21 ComputeScore: Raw -204083.485595 + Penalty 3244.508339 = -200838.977256 Iteration 46Q: 3 clusters Score -200839 nChanged 17 ComputeScore: Raw -204091.464540 + Penalty 3244.508339 = -200846.956201 Iteration 47Q: 3 clusters Score -200847 nChanged 9 ComputeScore: Raw -204094.710381 + Penalty 3244.508339 = -200850.202042 Iteration 48Q: 3 clusters Score -200850.2 nChanged 7 ComputeScore: Raw -204097.468656 + Penalty 3244.508339 = -200852.960318 Iteration 49Q: 3 clusters Score -200853 nChanged 4 ComputeScore: Raw -204099.258150 + Penalty 3244.508339 = -200854.749811 Iteration 50Q: 3 clusters Score -200854.7 nChanged 2 ComputeScore: Raw -204099.690770 + Penalty 3244.508339 = -200855.182432 Iteration 51Q: 3 clusters Score -200855.2 nChanged 3 ComputeScore: Raw -204100.471676 + Penalty 3244.508339 = -200855.963337 Iteration 52Q: 3 clusters Score -200856 nChanged 1 ComputeScore: Raw -204100.807250 + Penalty 3244.508339 = -200856.298912 Iteration 53Q: 3 clusters Score -200856.3 nChanged 1 ComputeScore: Raw -204101.789353 + Penalty 3244.508339 = -200857.281014 Iteration 54Q: 3 clusters Score -200857.3 nChanged 4 ComputeScore: Raw -204103.777076 + Penalty 3244.508339 = -200859.268738 Iteration 55Q: 3 clusters Score -200859.3 nChanged 8 ComputeScore: Raw -204106.363672 + Penalty 3244.508339 = -200861.855333 Iteration 56Q: 3 clusters Score -200861.9 nChanged 1 ComputeScore: Raw -204106.496108 + Penalty 3244.508339 = -200861.987769 Iteration 57Q: 3 clusters Score -200862 nChanged 0 ComputeScore: Raw -204106.496108 + Penalty 3244.508339 = -200861.987769 Iteration 58F: 3 clusters Score -200862 nChanged 0 Trying to split cluster 2 (7126 points) Assigned 2 initial classes randomly. ComputeScore: Raw -263060.715787 + Penalty 1676.714510 = -261384.001276 Iteration 0F: 2 clusters Score -261384 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -259233.294000 + Penalty 3353.429021 = -255879.864979 Iteration 0F: 3 clusters Score -255879.9 nChanged 2938 ComputeScore: Raw -261022.178763 + Penalty 3353.429021 = -257668.749743 Iteration 1F: 3 clusters Score -257668.7 nChanged 701 ComputeScore: Raw -261794.019845 + Penalty 3353.429021 = -258440.590824 Iteration 2F: 3 clusters Score -258440.6 nChanged 661 ComputeScore: Raw -262683.765664 + Penalty 3353.429021 = -259330.336643 Iteration 3F: 3 clusters Score -259330.3 nChanged 609 ComputeScore: Raw -263454.852902 + Penalty 3353.429021 = -260101.423881 Iteration 4F: 3 clusters Score -260101.4 nChanged 516 ComputeScore: Raw -264124.298417 + Penalty 3353.429021 = -260770.869396 Iteration 5F: 3 clusters Score -260770.9 nChanged 395 ComputeScore: Raw -264647.953181 + Penalty 3353.429021 = -261294.524160 Iteration 6F: 3 clusters Score -261294.5 nChanged 319 ComputeScore: Raw -265090.351706 + Penalty 3353.429021 = -261736.922685 Iteration 7Q: 3 clusters Score -261736.9 nChanged 290 ComputeScore: Raw -265436.137838 + Penalty 3353.429021 = -262082.708817 Iteration 8Q: 3 clusters Score -262082.7 nChanged 237 ComputeScore: Raw -265691.675330 + Penalty 3353.429021 = -262338.246309 Iteration 9Q: 3 clusters Score -262338.2 nChanged 200 ComputeScore: Raw -265890.173074 + Penalty 3353.429021 = -262536.744053 Iteration 10Q: 3 clusters Score -262536.7 nChanged 150 ComputeScore: Raw -266003.921628 + Penalty 3353.429021 = -262650.492607 Iteration 11Q: 3 clusters Score -262650.5 nChanged 107 ComputeScore: Raw -266058.861701 + Penalty 3353.429021 = -262705.432680 Iteration 12Q: 3 clusters Score -262705.4 nChanged 74 ComputeScore: Raw -266095.807795 + Penalty 3353.429021 = -262742.378774 Iteration 13Q: 3 clusters Score -262742.4 nChanged 61 ComputeScore: Raw -266121.071649 + Penalty 3353.429021 = -262767.642628 Iteration 14Q: 3 clusters Score -262767.6 nChanged 39 ComputeScore: Raw -266131.779281 + Penalty 3353.429021 = -262778.350260 Iteration 15Q: 3 clusters Score -262778.4 nChanged 26 ComputeScore: Raw -266136.856667 + Penalty 3353.429021 = -262783.427646 Iteration 16Q: 3 clusters Score -262783.4 nChanged 22 ComputeScore: Raw -266142.010561 + Penalty 3353.429021 = -262788.581540 Iteration 17Q: 3 clusters Score -262788.6 nChanged 15 ComputeScore: Raw -266143.914871 + Penalty 3353.429021 = -262790.485850 Iteration 18Q: 3 clusters Score -262790.5 nChanged 16 ComputeScore: Raw -266147.736329 + Penalty 3353.429021 = -262794.307308 Iteration 19Q: 3 clusters Score -262794.3 nChanged 9 ComputeScore: Raw -266149.961829 + Penalty 3353.429021 = -262796.532808 Iteration 20F: 3 clusters Score -262796.5 nChanged 14 ComputeScore: Raw -266152.756582 + Penalty 3353.429021 = -262799.327561 Iteration 21Q: 3 clusters Score -262799.3 nChanged 9 ComputeScore: Raw -266154.006180 + Penalty 3353.429021 = -262800.577159 Iteration 22Q: 3 clusters Score -262800.6 nChanged 8 ComputeScore: Raw -266155.609184 + Penalty 3353.429021 = -262802.180163 Iteration 23Q: 3 clusters Score -262802.2 nChanged 6 ComputeScore: Raw -266156.629500 + Penalty 3353.429021 = -262803.200479 Iteration 24Q: 3 clusters Score -262803.2 nChanged 4 ComputeScore: Raw -266157.135911 + Penalty 3353.429021 = -262803.706890 Iteration 25Q: 3 clusters Score -262803.7 nChanged 7 ComputeScore: Raw -266158.149985 + Penalty 3353.429021 = -262804.720964 Iteration 26Q: 3 clusters Score -262804.7 nChanged 5 ComputeScore: Raw -266159.051877 + Penalty 3353.429021 = -262805.622856 Iteration 27Q: 3 clusters Score -262805.6 nChanged 8 ComputeScore: Raw -266160.422197 + Penalty 3353.429021 = -262806.993176 Iteration 28Q: 3 clusters Score -262807 nChanged 5 ComputeScore: Raw -266160.895582 + Penalty 3353.429021 = -262807.466561 Iteration 29Q: 3 clusters Score -262807.5 nChanged 5 ComputeScore: Raw -266161.538670 + Penalty 3353.429021 = -262808.109650 Iteration 30Q: 3 clusters Score -262808.1 nChanged 2 ComputeScore: Raw -266161.795169 + Penalty 3353.429021 = -262808.366148 Iteration 31Q: 3 clusters Score -262808.4 nChanged 0 ComputeScore: Raw -266161.795169 + Penalty 3353.429021 = -262808.366148 Iteration 32F: 3 clusters Score -262808.4 nChanged 0 ComputeScore: Raw -5134124.239077 + Penalty 45111.864854 = -5089012.374223Splitting cluster 2 changes total score from -5088151.990036 to -5089012.374223 So it's getting split into cluster 16. Trying to split cluster 3 (5701 points) Assigned 2 initial classes randomly. ComputeScore: Raw -214694.168719 + Penalty 1634.547010 = -213059.621709 Iteration 0F: 2 clusters Score -213059.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -211761.809508 + Penalty 3269.094020 = -208492.715489 Iteration 0F: 3 clusters Score -208492.7 nChanged 2289 ComputeScore: Raw -213136.913607 + Penalty 3269.094020 = -209867.819588 Iteration 1F: 3 clusters Score -209867.8 nChanged 440 ComputeScore: Raw -213474.233688 + Penalty 3269.094020 = -210205.139669 Iteration 2F: 3 clusters Score -210205.1 nChanged 397 ComputeScore: Raw -213901.622848 + Penalty 3269.094020 = -210632.528829 Iteration 3F: 3 clusters Score -210632.5 nChanged 404 ComputeScore: Raw -214530.504608 + Penalty 3269.094020 = -211261.410588 Iteration 4F: 3 clusters Score -211261.4 nChanged 451 ComputeScore: Raw -215452.438779 + Penalty 3269.094020 = -212183.344760 Iteration 5F: 3 clusters Score -212183.3 nChanged 428 ComputeScore: Raw -216315.522236 + Penalty 3269.094020 = -213046.428216 Iteration 6F: 3 clusters Score -213046.4 nChanged 361 ComputeScore: Raw -216848.323294 + Penalty 3269.094020 = -213579.229275 Iteration 7F: 3 clusters Score -213579.2 nChanged 238 ComputeScore: Raw -217077.917109 + Penalty 3269.094020 = -213808.823089 Iteration 8Q: 3 clusters Score -213808.8 nChanged 160 ComputeScore: Raw -217182.211978 + Penalty 3269.094020 = -213913.117958 Iteration 9Q: 3 clusters Score -213913.1 nChanged 91 ComputeScore: Raw -217221.880723 + Penalty 3269.094020 = -213952.786703 Iteration 10Q: 3 clusters Score -213952.8 nChanged 56 ComputeScore: Raw -217248.687303 + Penalty 3269.094020 = -213979.593284 Iteration 11Q: 3 clusters Score -213979.6 nChanged 46 ComputeScore: Raw -217268.991621 + Penalty 3269.094020 = -213999.897601 Iteration 12Q: 3 clusters Score -213999.9 nChanged 40 ComputeScore: Raw -217283.386127 + Penalty 3269.094020 = -214014.292107 Iteration 13Q: 3 clusters Score -214014.3 nChanged 33 ComputeScore: Raw -217294.859712 + Penalty 3269.094020 = -214025.765693 Iteration 14Q: 3 clusters Score -214025.8 nChanged 35 ComputeScore: Raw -217309.742002 + Penalty 3269.094020 = -214040.647983 Iteration 15Q: 3 clusters Score -214040.6 nChanged 40 ComputeScore: Raw -217323.657888 + Penalty 3269.094020 = -214054.563868 Iteration 16Q: 3 clusters Score -214054.6 nChanged 32 ComputeScore: Raw -217332.522406 + Penalty 3269.094020 = -214063.428386 Iteration 17Q: 3 clusters Score -214063.4 nChanged 20 ComputeScore: Raw -217337.980245 + Penalty 3269.094020 = -214068.886225 Iteration 18Q: 3 clusters Score -214068.9 nChanged 14 ComputeScore: Raw -217342.222231 + Penalty 3269.094020 = -214073.128211 Iteration 19Q: 3 clusters Score -214073.1 nChanged 16 ComputeScore: Raw -217346.069371 + Penalty 3269.094020 = -214076.975352 Iteration 20F: 3 clusters Score -214077 nChanged 11 ComputeScore: Raw -217349.398188 + Penalty 3269.094020 = -214080.304168 Iteration 21Q: 3 clusters Score -214080.3 nChanged 12 ComputeScore: Raw -217351.865205 + Penalty 3269.094020 = -214082.771185 Iteration 22Q: 3 clusters Score -214082.8 nChanged 7 ComputeScore: Raw -217353.436549 + Penalty 3269.094020 = -214084.342529 Iteration 23Q: 3 clusters Score -214084.3 nChanged 5 ComputeScore: Raw -217354.695285 + Penalty 3269.094020 = -214085.601265 Iteration 24Q: 3 clusters Score -214085.6 nChanged 7 ComputeScore: Raw -217356.320592 + Penalty 3269.094020 = -214087.226572 Iteration 25Q: 3 clusters Score -214087.2 nChanged 3 ComputeScore: Raw -217356.710486 + Penalty 3269.094020 = -214087.616467 Iteration 26Q: 3 clusters Score -214087.6 nChanged 0 ComputeScore: Raw -217356.710486 + Penalty 3269.094020 = -214087.616467 Iteration 27F: 3 clusters Score -214087.6 nChanged 0 ComputeScore: Raw -5136786.780844 + Penalty 47367.458097 = -5089419.322747Splitting cluster 3 changes total score from -5088151.990036 to -5089419.322747 So it's getting split into cluster 21. Trying to split cluster 4 (6817 points) Assigned 2 initial classes randomly. ComputeScore: Raw -245491.235461 + Penalty 1668.336032 = -243822.899429 Iteration 0F: 2 clusters Score -243822.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -241952.712748 + Penalty 3336.672064 = -238616.040684 Iteration 0F: 3 clusters Score -238616 nChanged 2836 ComputeScore: Raw -243847.684031 + Penalty 3336.672064 = -240511.011967 Iteration 1F: 3 clusters Score -240511 nChanged 682 ComputeScore: Raw -244535.019660 + Penalty 3336.672064 = -241198.347596 Iteration 2F: 3 clusters Score -241198.3 nChanged 569 ComputeScore: Raw -245115.916877 + Penalty 3336.672064 = -241779.244813 Iteration 3F: 3 clusters Score -241779.2 nChanged 447 ComputeScore: Raw -245551.161768 + Penalty 3336.672064 = -242214.489705 Iteration 4F: 3 clusters Score -242214.5 nChanged 361 ComputeScore: Raw -245932.036814 + Penalty 3336.672064 = -242595.364750 Iteration 5F: 3 clusters Score -242595.4 nChanged 306 ComputeScore: Raw -246349.957567 + Penalty 3336.672064 = -243013.285503 Iteration 6Q: 3 clusters Score -243013.3 nChanged 324 ComputeScore: Raw -246865.824260 + Penalty 3336.672064 = -243529.152196 Iteration 7Q: 3 clusters Score -243529.2 nChanged 344 ComputeScore: Raw -247382.184638 + Penalty 3336.672064 = -244045.512575 Iteration 8F: 3 clusters Score -244045.5 nChanged 297 ComputeScore: Raw -247786.030618 + Penalty 3336.672064 = -244449.358555 Iteration 9Q: 3 clusters Score -244449.4 nChanged 265 ComputeScore: Raw -248112.819531 + Penalty 3336.672064 = -244776.147468 Iteration 10Q: 3 clusters Score -244776.1 nChanged 212 ComputeScore: Raw -248310.169399 + Penalty 3336.672064 = -244973.497336 Iteration 11Q: 3 clusters Score -244973.5 nChanged 165 ComputeScore: Raw -248452.055265 + Penalty 3336.672064 = -245115.383201 Iteration 12Q: 3 clusters Score -245115.4 nChanged 136 ComputeScore: Raw -248555.565602 + Penalty 3336.672064 = -245218.893539 Iteration 13Q: 3 clusters Score -245218.9 nChanged 103 ComputeScore: Raw -248630.075598 + Penalty 3336.672064 = -245293.403534 Iteration 14Q: 3 clusters Score -245293.4 nChanged 71 ComputeScore: Raw -248667.687430 + Penalty 3336.672064 = -245331.015367 Iteration 15Q: 3 clusters Score -245331 nChanged 38 ComputeScore: Raw -248683.189121 + Penalty 3336.672064 = -245346.517057 Iteration 16Q: 3 clusters Score -245346.5 nChanged 31 ComputeScore: Raw -248698.113011 + Penalty 3336.672064 = -245361.440947 Iteration 17Q: 3 clusters Score -245361.4 nChanged 21 ComputeScore: Raw -248707.774195 + Penalty 3336.672064 = -245371.102131 Iteration 18Q: 3 clusters Score -245371.1 nChanged 12 ComputeScore: Raw -248710.957104 + Penalty 3336.672064 = -245374.285040 Iteration 19Q: 3 clusters Score -245374.3 nChanged 5 ComputeScore: Raw -248711.916779 + Penalty 3336.672064 = -245375.244715 Iteration 20F: 3 clusters Score -245375.2 nChanged 5 ComputeScore: Raw -248713.369244 + Penalty 3336.672064 = -245376.697180 Iteration 21Q: 3 clusters Score -245376.7 nChanged 5 ComputeScore: Raw -248714.005777 + Penalty 3336.672064 = -245377.333713 Iteration 22Q: 3 clusters Score -245377.3 nChanged 3 ComputeScore: Raw -248714.759170 + Penalty 3336.672064 = -245378.087106 Iteration 23Q: 3 clusters Score -245378.1 nChanged 1 ComputeScore: Raw -248715.072996 + Penalty 3336.672064 = -245378.400932 Iteration 24Q: 3 clusters Score -245378.4 nChanged 0 ComputeScore: Raw -248715.072996 + Penalty 3336.672064 = -245378.400932 Iteration 25F: 3 clusters Score -245378.4 nChanged 0 ComputeScore: Raw -5140010.618379 + Penalty 49623.051340 = -5090387.567039Splitting cluster 4 changes total score from -5088151.990036 to -5090387.567039 So it's getting split into cluster 22. Trying to split cluster 5 (8718 points) Assigned 2 initial classes randomly. ComputeScore: Raw -313100.294104 + Penalty 1714.824430 = -311385.469674 Iteration 0F: 2 clusters Score -311385.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -308263.586298 + Penalty 3429.648860 = -304833.937437 Iteration 0F: 3 clusters Score -304833.9 nChanged 3699 ComputeScore: Raw -310209.481171 + Penalty 3429.648860 = -306779.832311 Iteration 1F: 3 clusters Score -306779.8 nChanged 579 ComputeScore: Raw -310474.707984 + Penalty 3429.648860 = -307045.059124 Iteration 2F: 3 clusters Score -307045.1 nChanged 474 ComputeScore: Raw -310696.861037 + Penalty 3429.648860 = -307267.212177 Iteration 3F: 3 clusters Score -307267.2 nChanged 394 ComputeScore: Raw -310926.098970 + Penalty 3429.648860 = -307496.450110 Iteration 4Q: 3 clusters Score -307496.5 nChanged 431 ComputeScore: Raw -311208.689390 + Penalty 3429.648860 = -307779.040529 Iteration 5Q: 3 clusters Score -307779 nChanged 451 ComputeScore: Raw -311686.579305 + Penalty 3429.648860 = -308256.930445 Iteration 6F: 3 clusters Score -308256.9 nChanged 604 ComputeScore: Raw -312815.661550 + Penalty 3429.648860 = -309386.012690 Iteration 7F: 3 clusters Score -309386 nChanged 726 ComputeScore: Raw -314675.935054 + Penalty 3429.648860 = -311246.286194 Iteration 8F: 3 clusters Score -311246.3 nChanged 806 ComputeScore: Raw -316664.699538 + Penalty 3429.648860 = -313235.050678 Iteration 9F: 3 clusters Score -313235.1 nChanged 754 ComputeScore: Raw -318405.880250 + Penalty 3429.648860 = -314976.231390 Iteration 10F: 3 clusters Score -314976.2 nChanged 634 ComputeScore: Raw -319746.622499 + Penalty 3429.648860 = -316316.973639 Iteration 11F: 3 clusters Score -316317 nChanged 396 ComputeScore: Raw -320278.680003 + Penalty 3429.648860 = -316849.031143 Iteration 12Q: 3 clusters Score -316849 nChanged 222 ComputeScore: Raw -320459.097945 + Penalty 3429.648860 = -317029.449085 Iteration 13Q: 3 clusters Score -317029.4 nChanged 96 ComputeScore: Raw -320503.403265 + Penalty 3429.648860 = -317073.754405 Iteration 14Q: 3 clusters Score -317073.8 nChanged 33 ComputeScore: Raw -320511.791457 + Penalty 3429.648860 = -317082.142597 Iteration 15Q: 3 clusters Score -317082.1 nChanged 11 ComputeScore: Raw -320513.590278 + Penalty 3429.648860 = -317083.941418 Iteration 16Q: 3 clusters Score -317083.9 nChanged 7 ComputeScore: Raw -320514.896152 + Penalty 3429.648860 = -317085.247292 Iteration 17Q: 3 clusters Score -317085.2 nChanged 5 ComputeScore: Raw -320515.876950 + Penalty 3429.648860 = -317086.228090 Iteration 18Q: 3 clusters Score -317086.2 nChanged 4 ComputeScore: Raw -320516.399271 + Penalty 3429.648860 = -317086.750411 Iteration 19Q: 3 clusters Score -317086.8 nChanged 1 ComputeScore: Raw -320516.512860 + Penalty 3429.648860 = -317086.864000 Iteration 20F: 3 clusters Score -317086.9 nChanged 0 ComputeScore: Raw -5147426.837135 + Penalty 51878.644582 = -5095548.192552Splitting cluster 5 changes total score from -5088151.990036 to -5095548.192552 So it's getting split into cluster 23. Trying to split cluster 6 (6921 points) Assigned 2 initial classes randomly. ComputeScore: Raw -259475.496612 + Penalty 1671.197638 = -257804.298974 Iteration 0F: 2 clusters Score -257804.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -255846.310629 + Penalty 3342.395277 = -252503.915352 Iteration 0F: 3 clusters Score -252503.9 nChanged 2863 ComputeScore: Raw -257340.919295 + Penalty 3342.395277 = -253998.524018 Iteration 1F: 3 clusters Score -253998.5 nChanged 422 ComputeScore: Raw -257541.531059 + Penalty 3342.395277 = -254199.135782 Iteration 2F: 3 clusters Score -254199.1 nChanged 343 ComputeScore: Raw -257723.527188 + Penalty 3342.395277 = -254381.131911 Iteration 3Q: 3 clusters Score -254381.1 nChanged 328 ComputeScore: Raw -257971.737737 + Penalty 3342.395277 = -254629.342460 Iteration 4Q: 3 clusters Score -254629.3 nChanged 394 ComputeScore: Raw -258365.448359 + Penalty 3342.395277 = -255023.053082 Iteration 5F: 3 clusters Score -255023.1 nChanged 502 ComputeScore: Raw -259394.090545 + Penalty 3342.395277 = -256051.695268 Iteration 6F: 3 clusters Score -256051.7 nChanged 686 ComputeScore: Raw -264345.224596 + Penalty 3342.395277 = -261002.829319 Iteration 7F: 3 clusters Score -261002.8 nChanged 995 Unmasked E-step: Deleting class 2: covariance matrix is singular ComputeScore: Raw -264571.600624 + Penalty 3342.395277 = -261229.205348 Iteration 8F: 3 clusters Score -261229.2 nChanged 297 ComputeScore: Raw -230909.053097 + Penalty 1671.197638 = -229237.855459 Iteration 9Q: 2 clusters Score -229237.9 nChanged 4699 ComputeScore: Raw -259475.496612 + Penalty 1671.197638 = -257804.298974 Iteration 10F: 2 clusters Score -257804.3 nChanged 0 Trying to split cluster 7 (7669 points) Assigned 2 initial classes randomly. ComputeScore: Raw -290579.634091 + Penalty 1690.593945 = -288889.040146 Iteration 0F: 2 clusters Score -288889 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -286493.531358 + Penalty 3381.187890 = -283112.343468 Iteration 0F: 3 clusters Score -283112.3 nChanged 3223 ComputeScore: Raw -288370.859747 + Penalty 3381.187890 = -284989.671857 Iteration 1F: 3 clusters Score -284989.7 nChanged 594 ComputeScore: Raw -288825.654530 + Penalty 3381.187890 = -285444.466641 Iteration 2F: 3 clusters Score -285444.5 nChanged 591 ComputeScore: Raw -289551.073376 + Penalty 3381.187890 = -286169.885486 Iteration 3F: 3 clusters Score -286169.9 nChanged 760 ComputeScore: Raw -291890.660937 + Penalty 3381.187890 = -288509.473047 Iteration 4F: 3 clusters Score -288509.5 nChanged 845 ComputeScore: Raw -302073.293336 + Penalty 3381.187890 = -298692.105446 Iteration 5F: 3 clusters Score -298692.1 nChanged 640 Unmasked E-step: Deleting class 2: covariance matrix is singular ComputeScore: Raw -303816.131452 + Penalty 3381.187890 = -300434.943562 Iteration 6F: 3 clusters Score -300434.9 nChanged 97 ComputeScore: Raw -94602.235449 + Penalty 1690.593945 = -92911.641504 Iteration 7Q: 2 clusters Score -92911.64 nChanged 5427 ComputeScore: Raw -290579.634091 + Penalty 1690.593945 = -288889.040146 Iteration 8F: 2 clusters Score -288889 nChanged 0 Trying to split cluster 8 (8404 points) Assigned 2 initial classes randomly. ComputeScore: Raw -310300.528231 + Penalty 1707.891519 = -308592.636712 Iteration 0F: 2 clusters Score -308592.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -305690.715193 + Penalty 3415.783037 = -302274.932155 Iteration 0F: 3 clusters Score -302274.9 nChanged 3549 ComputeScore: Raw -307887.244742 + Penalty 3415.783037 = -304471.461704 Iteration 1F: 3 clusters Score -304471.5 nChanged 666 ComputeScore: Raw -308387.260855 + Penalty 3415.783037 = -304971.477818 Iteration 2F: 3 clusters Score -304971.5 nChanged 598 ComputeScore: Raw -308997.748857 + Penalty 3415.783037 = -305581.965819 Iteration 3F: 3 clusters Score -305582 nChanged 620 ComputeScore: Raw -309693.079647 + Penalty 3415.783037 = -306277.296609 Iteration 4F: 3 clusters Score -306277.3 nChanged 630 ComputeScore: Raw -310544.212451 + Penalty 3415.783037 = -307128.429414 Iteration 5F: 3 clusters Score -307128.4 nChanged 612 ComputeScore: Raw -311627.306595 + Penalty 3415.783037 = -308211.523558 Iteration 6F: 3 clusters Score -308211.5 nChanged 594 ComputeScore: Raw -312990.654693 + Penalty 3415.783037 = -309574.871656 Iteration 7F: 3 clusters Score -309574.9 nChanged 550 ComputeScore: Raw -314242.664669 + Penalty 3415.783037 = -310826.881631 Iteration 8F: 3 clusters Score -310826.9 nChanged 482 ComputeScore: Raw -315021.457300 + Penalty 3415.783037 = -311605.674262 Iteration 9F: 3 clusters Score -311605.7 nChanged 298 ComputeScore: Raw -315279.145665 + Penalty 3415.783037 = -311863.362628 Iteration 10Q: 3 clusters Score -311863.4 nChanged 138 ComputeScore: Raw -315342.144513 + Penalty 3415.783037 = -311926.361475 Iteration 11Q: 3 clusters Score -311926.4 nChanged 84 ComputeScore: Raw -315368.597745 + Penalty 3415.783037 = -311952.814708 Iteration 12Q: 3 clusters Score -311952.8 nChanged 54 ComputeScore: Raw -315384.607604 + Penalty 3415.783037 = -311968.824566 Iteration 13Q: 3 clusters Score -311968.8 nChanged 45 ComputeScore: Raw -315396.706365 + Penalty 3415.783037 = -311980.923328 Iteration 14Q: 3 clusters Score -311980.9 nChanged 27 ComputeScore: Raw -315402.794620 + Penalty 3415.783037 = -311987.011582 Iteration 15Q: 3 clusters Score -311987 nChanged 16 ComputeScore: Raw -315406.552968 + Penalty 3415.783037 = -311990.769931 Iteration 16Q: 3 clusters Score -311990.8 nChanged 11 ComputeScore: Raw -315408.225532 + Penalty 3415.783037 = -311992.442494 Iteration 17Q: 3 clusters Score -311992.4 nChanged 6 ComputeScore: Raw -315409.204744 + Penalty 3415.783037 = -311993.421707 Iteration 18Q: 3 clusters Score -311993.4 nChanged 8 ComputeScore: Raw -315410.597637 + Penalty 3415.783037 = -311994.814599 Iteration 19Q: 3 clusters Score -311994.8 nChanged 2 ComputeScore: Raw -315410.758525 + Penalty 3415.783037 = -311994.975488 Iteration 20F: 3 clusters Score -311995 nChanged 1 ComputeScore: Raw -315410.788930 + Penalty 3415.783037 = -311995.005892 Iteration 21Q: 3 clusters Score -311995 nChanged 0 ComputeScore: Raw -315410.788930 + Penalty 3415.783037 = -311995.005892 Iteration 22F: 3 clusters Score -311995 nChanged 0 ComputeScore: Raw -5152537.097833 + Penalty 54134.237825 = -5098402.860008Splitting cluster 8 changes total score from -5088151.990036 to -5098402.860008 So it's getting split into cluster 24. Trying to split cluster 9 (6210 points) Assigned 2 initial classes randomly. ComputeScore: Raw -235121.542295 + Penalty 1650.710157 = -233470.832138 Iteration 0F: 2 clusters Score -233470.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -231932.038089 + Penalty 3301.420314 = -228630.617775 Iteration 0F: 3 clusters Score -228630.6 nChanged 2535 ComputeScore: Raw -233354.053020 + Penalty 3301.420314 = -230052.632706 Iteration 1F: 3 clusters Score -230052.6 nChanged 457 ComputeScore: Raw -233688.036562 + Penalty 3301.420314 = -230386.616247 Iteration 2F: 3 clusters Score -230386.6 nChanged 402 ComputeScore: Raw -233990.623532 + Penalty 3301.420314 = -230689.203217 Iteration 3F: 3 clusters Score -230689.2 nChanged 365 ComputeScore: Raw -234241.501469 + Penalty 3301.420314 = -230940.081155 Iteration 4F: 3 clusters Score -230940.1 nChanged 309 ComputeScore: Raw -234413.839057 + Penalty 3301.420314 = -231112.418743 Iteration 5Q: 3 clusters Score -231112.4 nChanged 258 ComputeScore: Raw -234553.615281 + Penalty 3301.420314 = -231252.194967 Iteration 6Q: 3 clusters Score -231252.2 nChanged 210 ComputeScore: Raw -234659.104127 + Penalty 3301.420314 = -231357.683813 Iteration 7Q: 3 clusters Score -231357.7 nChanged 193 ComputeScore: Raw -234748.430244 + Penalty 3301.420314 = -231447.009930 Iteration 8Q: 3 clusters Score -231447 nChanged 156 ComputeScore: Raw -234816.063158 + Penalty 3301.420314 = -231514.642844 Iteration 9Q: 3 clusters Score -231514.6 nChanged 149 ComputeScore: Raw -234886.804809 + Penalty 3301.420314 = -231585.384495 Iteration 10Q: 3 clusters Score -231585.4 nChanged 140 ComputeScore: Raw -234956.218734 + Penalty 3301.420314 = -231654.798420 Iteration 11Q: 3 clusters Score -231654.8 nChanged 128 ComputeScore: Raw -235027.241255 + Penalty 3301.420314 = -231725.820941 Iteration 12Q: 3 clusters Score -231725.8 nChanged 116 ComputeScore: Raw -235098.100295 + Penalty 3301.420314 = -231796.679981 Iteration 13Q: 3 clusters Score -231796.7 nChanged 120 ComputeScore: Raw -235167.706539 + Penalty 3301.420314 = -231866.286225 Iteration 14Q: 3 clusters Score -231866.3 nChanged 106 ComputeScore: Raw -235230.538601 + Penalty 3301.420314 = -231929.118286 Iteration 15Q: 3 clusters Score -231929.1 nChanged 100 ComputeScore: Raw -235292.717332 + Penalty 3301.420314 = -231991.297017 Iteration 16Q: 3 clusters Score -231991.3 nChanged 89 ComputeScore: Raw -235343.288663 + Penalty 3301.420314 = -232041.868349 Iteration 17Q: 3 clusters Score -232041.9 nChanged 79 ComputeScore: Raw -235382.286981 + Penalty 3301.420314 = -232080.866667 Iteration 18Q: 3 clusters Score -232080.9 nChanged 63 ComputeScore: Raw -235411.257489 + Penalty 3301.420314 = -232109.837175 Iteration 19Q: 3 clusters Score -232109.8 nChanged 63 ComputeScore: Raw -235440.213172 + Penalty 3301.420314 = -232138.792858 Iteration 20F: 3 clusters Score -232138.8 nChanged 57 ComputeScore: Raw -235464.134726 + Penalty 3301.420314 = -232162.714412 Iteration 21Q: 3 clusters Score -232162.7 nChanged 39 ComputeScore: Raw -235484.197456 + Penalty 3301.420314 = -232182.777142 Iteration 22Q: 3 clusters Score -232182.8 nChanged 48 ComputeScore: Raw -235510.401242 + Penalty 3301.420314 = -232208.980928 Iteration 23Q: 3 clusters Score -232209 nChanged 51 ComputeScore: Raw -235540.535202 + Penalty 3301.420314 = -232239.114888 Iteration 24Q: 3 clusters Score -232239.1 nChanged 58 ComputeScore: Raw -235570.909968 + Penalty 3301.420314 = -232269.489654 Iteration 25Q: 3 clusters Score -232269.5 nChanged 50 ComputeScore: Raw -235594.918192 + Penalty 3301.420314 = -232293.497878 Iteration 26Q: 3 clusters Score -232293.5 nChanged 46 ComputeScore: Raw -235618.899350 + Penalty 3301.420314 = -232317.479036 Iteration 27Q: 3 clusters Score -232317.5 nChanged 40 ComputeScore: Raw -235634.966919 + Penalty 3301.420314 = -232333.546605 Iteration 28Q: 3 clusters Score -232333.5 nChanged 33 ComputeScore: Raw -235647.342421 + Penalty 3301.420314 = -232345.922106 Iteration 29Q: 3 clusters Score -232345.9 nChanged 29 ComputeScore: Raw -235661.676310 + Penalty 3301.420314 = -232360.255996 Iteration 30Q: 3 clusters Score -232360.3 nChanged 24 ComputeScore: Raw -235672.045965 + Penalty 3301.420314 = -232370.625651 Iteration 31Q: 3 clusters Score -232370.6 nChanged 22 ComputeScore: Raw -235683.754682 + Penalty 3301.420314 = -232382.334368 Iteration 32Q: 3 clusters Score -232382.3 nChanged 17 ComputeScore: Raw -235691.163821 + Penalty 3301.420314 = -232389.743507 Iteration 33Q: 3 clusters Score -232389.7 nChanged 15 ComputeScore: Raw -235696.461715 + Penalty 3301.420314 = -232395.041401 Iteration 34Q: 3 clusters Score -232395 nChanged 14 ComputeScore: Raw -235702.584781 + Penalty 3301.420314 = -232401.164467 Iteration 35Q: 3 clusters Score -232401.2 nChanged 13 ComputeScore: Raw -235705.991515 + Penalty 3301.420314 = -232404.571201 Iteration 36Q: 3 clusters Score -232404.6 nChanged 7 ComputeScore: Raw -235708.692629 + Penalty 3301.420314 = -232407.272314 Iteration 37Q: 3 clusters Score -232407.3 nChanged 6 ComputeScore: Raw -235710.847843 + Penalty 3301.420314 = -232409.427529 Iteration 38Q: 3 clusters Score -232409.4 nChanged 9 ComputeScore: Raw -235714.613826 + Penalty 3301.420314 = -232413.193512 Iteration 39Q: 3 clusters Score -232413.2 nChanged 14 ComputeScore: Raw -235720.211892 + Penalty 3301.420314 = -232418.791578 Iteration 40F: 3 clusters Score -232418.8 nChanged 16 ComputeScore: Raw -235726.914521 + Penalty 3301.420314 = -232425.494207 Iteration 41Q: 3 clusters Score -232425.5 nChanged 12 ComputeScore: Raw -235729.656842 + Penalty 3301.420314 = -232428.236528 Iteration 42Q: 3 clusters Score -232428.2 nChanged 4 ComputeScore: Raw -235731.297827 + Penalty 3301.420314 = -232429.877513 Iteration 43Q: 3 clusters Score -232429.9 nChanged 4 ComputeScore: Raw -235732.702089 + Penalty 3301.420314 = -232431.281775 Iteration 44Q: 3 clusters Score -232431.3 nChanged 1 ComputeScore: Raw -235732.918381 + Penalty 3301.420314 = -232431.498067 Iteration 45Q: 3 clusters Score -232431.5 nChanged 1 ComputeScore: Raw -235733.072107 + Penalty 3301.420314 = -232431.651793 Iteration 46Q: 3 clusters Score -232431.7 nChanged 0 ComputeScore: Raw -235733.072107 + Penalty 3301.420314 = -232431.651793 Iteration 47F: 3 clusters Score -232431.7 nChanged 0 Trying to split cluster 10 (6237 points) Assigned 2 initial classes randomly. ComputeScore: Raw -233738.726811 + Penalty 1651.530115 = -232087.196696 Iteration 0F: 2 clusters Score -232087.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -230482.499652 + Penalty 3303.060230 = -227179.439422 Iteration 0F: 3 clusters Score -227179.4 nChanged 2510 ComputeScore: Raw -231892.564211 + Penalty 3303.060230 = -228589.503981 Iteration 1F: 3 clusters Score -228589.5 nChanged 438 ComputeScore: Raw -232124.506924 + Penalty 3303.060230 = -228821.446694 Iteration 2F: 3 clusters Score -228821.4 nChanged 343 ComputeScore: Raw -232346.796146 + Penalty 3303.060230 = -229043.735916 Iteration 3F: 3 clusters Score -229043.7 nChanged 322 ComputeScore: Raw -232614.844182 + Penalty 3303.060230 = -229311.783952 Iteration 4F: 3 clusters Score -229311.8 nChanged 345 ComputeScore: Raw -233025.977813 + Penalty 3303.060230 = -229722.917583 Iteration 5F: 3 clusters Score -229722.9 nChanged 460 ComputeScore: Raw -233739.675930 + Penalty 3303.060230 = -230436.615700 Iteration 6F: 3 clusters Score -230436.6 nChanged 493 ComputeScore: Raw -234667.443855 + Penalty 3303.060230 = -231364.383625 Iteration 7F: 3 clusters Score -231364.4 nChanged 450 ComputeScore: Raw -235465.620217 + Penalty 3303.060230 = -232162.559987 Iteration 8F: 3 clusters Score -232162.6 nChanged 377 ComputeScore: Raw -236063.684235 + Penalty 3303.060230 = -232760.624005 Iteration 9F: 3 clusters Score -232760.6 nChanged 337 ComputeScore: Raw -236550.723313 + Penalty 3303.060230 = -233247.663083 Iteration 10F: 3 clusters Score -233247.7 nChanged 272 ComputeScore: Raw -236956.834063 + Penalty 3303.060230 = -233653.773833 Iteration 11Q: 3 clusters Score -233653.8 nChanged 222 ComputeScore: Raw -237140.605918 + Penalty 3303.060230 = -233837.545689 Iteration 12Q: 3 clusters Score -233837.5 nChanged 127 ComputeScore: Raw -237213.251827 + Penalty 3303.060230 = -233910.191597 Iteration 13Q: 3 clusters Score -233910.2 nChanged 85 ComputeScore: Raw -237253.894915 + Penalty 3303.060230 = -233950.834686 Iteration 14Q: 3 clusters Score -233950.8 nChanged 66 ComputeScore: Raw -237280.584326 + Penalty 3303.060230 = -233977.524096 Iteration 15Q: 3 clusters Score -233977.5 nChanged 42 ComputeScore: Raw -237295.784967 + Penalty 3303.060230 = -233992.724737 Iteration 16Q: 3 clusters Score -233992.7 nChanged 20 ComputeScore: Raw -237302.310818 + Penalty 3303.060230 = -233999.250588 Iteration 17Q: 3 clusters Score -233999.3 nChanged 14 ComputeScore: Raw -237305.366196 + Penalty 3303.060230 = -234002.305966 Iteration 18Q: 3 clusters Score -234002.3 nChanged 7 ComputeScore: Raw -237306.913393 + Penalty 3303.060230 = -234003.853163 Iteration 19Q: 3 clusters Score -234003.9 nChanged 9 ComputeScore: Raw -237308.206958 + Penalty 3303.060230 = -234005.146728 Iteration 20F: 3 clusters Score -234005.1 nChanged 9 ComputeScore: Raw -237309.722573 + Penalty 3303.060230 = -234006.662343 Iteration 21Q: 3 clusters Score -234006.7 nChanged 7 ComputeScore: Raw -237311.137438 + Penalty 3303.060230 = -234008.077208 Iteration 22Q: 3 clusters Score -234008.1 nChanged 8 ComputeScore: Raw -237312.332418 + Penalty 3303.060230 = -234009.272188 Iteration 23Q: 3 clusters Score -234009.3 nChanged 7 ComputeScore: Raw -237313.987094 + Penalty 3303.060230 = -234010.926864 Iteration 24Q: 3 clusters Score -234010.9 nChanged 10 ComputeScore: Raw -237316.487214 + Penalty 3303.060230 = -234013.426984 Iteration 25Q: 3 clusters Score -234013.4 nChanged 10 ComputeScore: Raw -237318.766673 + Penalty 3303.060230 = -234015.706443 Iteration 26Q: 3 clusters Score -234015.7 nChanged 7 ComputeScore: Raw -237319.936230 + Penalty 3303.060230 = -234016.876000 Iteration 27Q: 3 clusters Score -234016.9 nChanged 6 ComputeScore: Raw -237321.068278 + Penalty 3303.060230 = -234018.008048 Iteration 28Q: 3 clusters Score -234018 nChanged 3 ComputeScore: Raw -237321.594293 + Penalty 3303.060230 = -234018.534063 Iteration 29Q: 3 clusters Score -234018.5 nChanged 1 ComputeScore: Raw -237321.715416 + Penalty 3303.060230 = -234018.655186 Iteration 30Q: 3 clusters Score -234018.7 nChanged 1 ComputeScore: Raw -237321.887489 + Penalty 3303.060230 = -234018.827259 Iteration 31Q: 3 clusters Score -234018.8 nChanged 0 ComputeScore: Raw -237321.887489 + Penalty 3303.060230 = -234018.827259 Iteration 32F: 3 clusters Score -234018.8 nChanged 0 ComputeScore: Raw -5156120.258512 + Penalty 56389.831068 = -5099730.427444Splitting cluster 10 changes total score from -5088151.990036 to -5099730.427444 So it's getting split into cluster 25. Trying to split cluster 11 (7801 points) Assigned 2 initial classes randomly. ComputeScore: Raw -293893.170490 + Penalty 1693.819363 = -292199.351127 Iteration 0F: 2 clusters Score -292199.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -289727.065093 + Penalty 3387.638725 = -286339.426367 Iteration 0F: 3 clusters Score -286339.4 nChanged 3236 ComputeScore: Raw -291509.810767 + Penalty 3387.638725 = -288122.172041 Iteration 1F: 3 clusters Score -288122.2 nChanged 505 ComputeScore: Raw -291744.135263 + Penalty 3387.638725 = -288356.496538 Iteration 2F: 3 clusters Score -288356.5 nChanged 398 ComputeScore: Raw -291903.822786 + Penalty 3387.638725 = -288516.184061 Iteration 3F: 3 clusters Score -288516.2 nChanged 287 ComputeScore: Raw -292020.687627 + Penalty 3387.638725 = -288633.048901 Iteration 4Q: 3 clusters Score -288633 nChanged 271 ComputeScore: Raw -292133.696468 + Penalty 3387.638725 = -288746.057743 Iteration 5Q: 3 clusters Score -288746.1 nChanged 245 ComputeScore: Raw -292244.519899 + Penalty 3387.638725 = -288856.881174 Iteration 6Q: 3 clusters Score -288856.9 nChanged 272 ComputeScore: Raw -292396.340333 + Penalty 3387.638725 = -289008.701607 Iteration 7Q: 3 clusters Score -289008.7 nChanged 290 ComputeScore: Raw -292579.466355 + Penalty 3387.638725 = -289191.827630 Iteration 8Q: 3 clusters Score -289191.8 nChanged 317 ComputeScore: Raw -292805.742263 + Penalty 3387.638725 = -289418.103538 Iteration 9Q: 3 clusters Score -289418.1 nChanged 323 ComputeScore: Raw -293035.972696 + Penalty 3387.638725 = -289648.333971 Iteration 10Q: 3 clusters Score -289648.3 nChanged 295 ComputeScore: Raw -293209.966963 + Penalty 3387.638725 = -289822.328238 Iteration 11Q: 3 clusters Score -289822.3 nChanged 248 ComputeScore: Raw -293352.032103 + Penalty 3387.638725 = -289964.393378 Iteration 12Q: 3 clusters Score -289964.4 nChanged 215 ComputeScore: Raw -293467.054290 + Penalty 3387.638725 = -290079.415564 Iteration 13Q: 3 clusters Score -290079.4 nChanged 205 ComputeScore: Raw -293590.856002 + Penalty 3387.638725 = -290203.217276 Iteration 14Q: 3 clusters Score -290203.2 nChanged 212 ComputeScore: Raw -293728.449699 + Penalty 3387.638725 = -290340.810974 Iteration 15Q: 3 clusters Score -290340.8 nChanged 178 ComputeScore: Raw -293831.337314 + Penalty 3387.638725 = -290443.698589 Iteration 16Q: 3 clusters Score -290443.7 nChanged 147 ComputeScore: Raw -293913.460483 + Penalty 3387.638725 = -290525.821758 Iteration 17Q: 3 clusters Score -290525.8 nChanged 126 ComputeScore: Raw -293964.889618 + Penalty 3387.638725 = -290577.250893 Iteration 18Q: 3 clusters Score -290577.3 nChanged 97 ComputeScore: Raw -294007.529448 + Penalty 3387.638725 = -290619.890723 Iteration 19Q: 3 clusters Score -290619.9 nChanged 81 ComputeScore: Raw -294043.317429 + Penalty 3387.638725 = -290655.678704 Iteration 20F: 3 clusters Score -290655.7 nChanged 75 ComputeScore: Raw -294075.604841 + Penalty 3387.638725 = -290687.966116 Iteration 21Q: 3 clusters Score -290688 nChanged 67 ComputeScore: Raw -294097.435187 + Penalty 3387.638725 = -290709.796462 Iteration 22Q: 3 clusters Score -290709.8 nChanged 50 ComputeScore: Raw -294114.663478 + Penalty 3387.638725 = -290727.024752 Iteration 23Q: 3 clusters Score -290727 nChanged 45 ComputeScore: Raw -294130.818078 + Penalty 3387.638725 = -290743.179353 Iteration 24Q: 3 clusters Score -290743.2 nChanged 43 ComputeScore: Raw -294146.198379 + Penalty 3387.638725 = -290758.559654 Iteration 25Q: 3 clusters Score -290758.6 nChanged 41 ComputeScore: Raw -294160.486276 + Penalty 3387.638725 = -290772.847551 Iteration 26Q: 3 clusters Score -290772.8 nChanged 33 ComputeScore: Raw -294169.958074 + Penalty 3387.638725 = -290782.319349 Iteration 27Q: 3 clusters Score -290782.3 nChanged 48 ComputeScore: Raw -294193.511274 + Penalty 3387.638725 = -290805.872549 Iteration 28Q: 3 clusters Score -290805.9 nChanged 54 ComputeScore: Raw -294224.968710 + Penalty 3387.638725 = -290837.329985 Iteration 29Q: 3 clusters Score -290837.3 nChanged 56 ComputeScore: Raw -294255.805349 + Penalty 3387.638725 = -290868.166624 Iteration 30Q: 3 clusters Score -290868.2 nChanged 48 ComputeScore: Raw -294285.179709 + Penalty 3387.638725 = -290897.540984 Iteration 31Q: 3 clusters Score -290897.5 nChanged 55 ComputeScore: Raw -294331.718242 + Penalty 3387.638725 = -290944.079517 Iteration 32Q: 3 clusters Score -290944.1 nChanged 72 ComputeScore: Raw -294401.288737 + Penalty 3387.638725 = -291013.650012 Iteration 33Q: 3 clusters Score -291013.7 nChanged 75 ComputeScore: Raw -294449.604036 + Penalty 3387.638725 = -291061.965311 Iteration 34Q: 3 clusters Score -291062 nChanged 93 ComputeScore: Raw -294511.907796 + Penalty 3387.638725 = -291124.269071 Iteration 35Q: 3 clusters Score -291124.3 nChanged 109 ComputeScore: Raw -294585.091990 + Penalty 3387.638725 = -291197.453264 Iteration 36Q: 3 clusters Score -291197.5 nChanged 115 ComputeScore: Raw -294672.778503 + Penalty 3387.638725 = -291285.139778 Iteration 37Q: 3 clusters Score -291285.1 nChanged 126 ComputeScore: Raw -294786.075635 + Penalty 3387.638725 = -291398.436910 Iteration 38Q: 3 clusters Score -291398.4 nChanged 141 ComputeScore: Raw -294931.456411 + Penalty 3387.638725 = -291543.817686 Iteration 39Q: 3 clusters Score -291543.8 nChanged 160 ComputeScore: Raw -295109.234211 + Penalty 3387.638725 = -291721.595485 Iteration 40F: 3 clusters Score -291721.6 nChanged 173 ComputeScore: Raw -295302.025905 + Penalty 3387.638725 = -291914.387179 Iteration 41Q: 3 clusters Score -291914.4 nChanged 157 ComputeScore: Raw -295494.253667 + Penalty 3387.638725 = -292106.614942 Iteration 42Q: 3 clusters Score -292106.6 nChanged 127 ComputeScore: Raw -295610.669915 + Penalty 3387.638725 = -292223.031189 Iteration 43Q: 3 clusters Score -292223 nChanged 68 ComputeScore: Raw -295643.582003 + Penalty 3387.638725 = -292255.943278 Iteration 44Q: 3 clusters Score -292255.9 nChanged 36 ComputeScore: Raw -295655.406929 + Penalty 3387.638725 = -292267.768204 Iteration 45Q: 3 clusters Score -292267.8 nChanged 25 ComputeScore: Raw -295660.553740 + Penalty 3387.638725 = -292272.915015 Iteration 46Q: 3 clusters Score -292272.9 nChanged 17 ComputeScore: Raw -295664.538677 + Penalty 3387.638725 = -292276.899951 Iteration 47Q: 3 clusters Score -292276.9 nChanged 17 ComputeScore: Raw -295667.900112 + Penalty 3387.638725 = -292280.261387 Iteration 48Q: 3 clusters Score -292280.3 nChanged 14 ComputeScore: Raw -295671.920089 + Penalty 3387.638725 = -292284.281364 Iteration 49Q: 3 clusters Score -292284.3 nChanged 16 ComputeScore: Raw -295676.846035 + Penalty 3387.638725 = -292289.207310 Iteration 50Q: 3 clusters Score -292289.2 nChanged 24 ComputeScore: Raw -295684.574671 + Penalty 3387.638725 = -292296.935946 Iteration 51Q: 3 clusters Score -292296.9 nChanged 23 ComputeScore: Raw -295692.403171 + Penalty 3387.638725 = -292304.764446 Iteration 52Q: 3 clusters Score -292304.8 nChanged 30 ComputeScore: Raw -295702.140294 + Penalty 3387.638725 = -292314.501569 Iteration 53Q: 3 clusters Score -292314.5 nChanged 33 ComputeScore: Raw -295715.278575 + Penalty 3387.638725 = -292327.639849 Iteration 54Q: 3 clusters Score -292327.6 nChanged 36 ComputeScore: Raw -295735.608055 + Penalty 3387.638725 = -292347.969330 Iteration 55Q: 3 clusters Score -292348 nChanged 56 ComputeScore: Raw -295769.487568 + Penalty 3387.638725 = -292381.848843 Iteration 56Q: 3 clusters Score -292381.8 nChanged 53 ComputeScore: Raw -295815.875282 + Penalty 3387.638725 = -292428.236557 Iteration 57Q: 3 clusters Score -292428.2 nChanged 61 ComputeScore: Raw -295873.252993 + Penalty 3387.638725 = -292485.614268 Iteration 58Q: 3 clusters Score -292485.6 nChanged 42 ComputeScore: Raw -295920.023298 + Penalty 3387.638725 = -292532.384573 Iteration 59Q: 3 clusters Score -292532.4 nChanged 20 ComputeScore: Raw -295937.407556 + Penalty 3387.638725 = -292549.768831 Iteration 60F: 3 clusters Score -292549.8 nChanged 4 ComputeScore: Raw -295939.226608 + Penalty 3387.638725 = -292551.587883 Iteration 61Q: 3 clusters Score -292551.6 nChanged 0 ComputeScore: Raw -295939.226608 + Penalty 3387.638725 = -292551.587883 Iteration 62F: 3 clusters Score -292551.6 nChanged 0 ComputeScore: Raw -5158166.314630 + Penalty 58645.424310 = -5099520.890319Splitting cluster 11 changes total score from -5088151.990036 to -5099520.890319 So it's getting split into cluster 26. Trying to split cluster 12 (8080 points) Assigned 2 initial classes randomly. ComputeScore: Raw -299056.026742 + Penalty 1700.460812 = -297355.565930 Iteration 0F: 2 clusters Score -297355.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -294624.353238 + Penalty 3400.921623 = -291223.431615 Iteration 0F: 3 clusters Score -291223.4 nChanged 3445 ComputeScore: Raw -296588.680739 + Penalty 3400.921623 = -293187.759116 Iteration 1F: 3 clusters Score -293187.8 nChanged 545 ComputeScore: Raw -296870.966709 + Penalty 3400.921623 = -293470.045086 Iteration 2F: 3 clusters Score -293470 nChanged 432 ComputeScore: Raw -297108.541103 + Penalty 3400.921623 = -293707.619480 Iteration 3F: 3 clusters Score -293707.6 nChanged 402 ComputeScore: Raw -297350.224415 + Penalty 3400.921623 = -293949.302792 Iteration 4Q: 3 clusters Score -293949.3 nChanged 400 ComputeScore: Raw -297607.468445 + Penalty 3400.921623 = -294206.546822 Iteration 5Q: 3 clusters Score -294206.5 nChanged 406 ComputeScore: Raw -297907.608471 + Penalty 3400.921623 = -294506.686847 Iteration 6F: 3 clusters Score -294506.7 nChanged 451 ComputeScore: Raw -298277.430894 + Penalty 3400.921623 = -294876.509271 Iteration 7F: 3 clusters Score -294876.5 nChanged 435 ComputeScore: Raw -298699.262574 + Penalty 3400.921623 = -295298.340950 Iteration 8F: 3 clusters Score -295298.3 nChanged 448 ComputeScore: Raw -299149.646477 + Penalty 3400.921623 = -295748.724853 Iteration 9F: 3 clusters Score -295748.7 nChanged 397 ComputeScore: Raw -299559.421074 + Penalty 3400.921623 = -296158.499451 Iteration 10Q: 3 clusters Score -296158.5 nChanged 319 ComputeScore: Raw -299994.423376 + Penalty 3400.921623 = -296593.501753 Iteration 11Q: 3 clusters Score -296593.5 nChanged 340 ComputeScore: Raw -300647.523323 + Penalty 3400.921623 = -297246.601699 Iteration 12Q: 3 clusters Score -297246.6 nChanged 348 ComputeScore: Raw -301631.573102 + Penalty 3400.921623 = -298230.651478 Iteration 13Q: 3 clusters Score -298230.7 nChanged 396 ComputeScore: Raw -302687.449942 + Penalty 3400.921623 = -299286.528319 Iteration 14Q: 3 clusters Score -299286.5 nChanged 421 ComputeScore: Raw -303530.174454 + Penalty 3400.921623 = -300129.252830 Iteration 15F: 3 clusters Score -300129.3 nChanged 397 ComputeScore: Raw -304223.067103 + Penalty 3400.921623 = -300822.145479 Iteration 16Q: 3 clusters Score -300822.1 nChanged 290 ComputeScore: Raw -304571.464115 + Penalty 3400.921623 = -301170.542492 Iteration 17Q: 3 clusters Score -301170.5 nChanged 174 ComputeScore: Raw -304686.938254 + Penalty 3400.921623 = -301286.016631 Iteration 18Q: 3 clusters Score -301286 nChanged 97 ComputeScore: Raw -304724.337854 + Penalty 3400.921623 = -301323.416231 Iteration 19Q: 3 clusters Score -301323.4 nChanged 47 ComputeScore: Raw -304738.083468 + Penalty 3400.921623 = -301337.161845 Iteration 20F: 3 clusters Score -301337.2 nChanged 24 ComputeScore: Raw -304741.556612 + Penalty 3400.921623 = -301340.634989 Iteration 21Q: 3 clusters Score -301340.6 nChanged 7 ComputeScore: Raw -304742.840725 + Penalty 3400.921623 = -301341.919102 Iteration 22Q: 3 clusters Score -301341.9 nChanged 9 ComputeScore: Raw -304743.837830 + Penalty 3400.921623 = -301342.916206 Iteration 23Q: 3 clusters Score -301342.9 nChanged 2 ComputeScore: Raw -304744.250961 + Penalty 3400.921623 = -301343.329337 Iteration 24Q: 3 clusters Score -301343.3 nChanged 4 ComputeScore: Raw -304744.896096 + Penalty 3400.921623 = -301343.974472 Iteration 25Q: 3 clusters Score -301344 nChanged 6 ComputeScore: Raw -304745.663484 + Penalty 3400.921623 = -301344.741860 Iteration 26Q: 3 clusters Score -301344.7 nChanged 7 ComputeScore: Raw -304746.401889 + Penalty 3400.921623 = -301345.480266 Iteration 27Q: 3 clusters Score -301345.5 nChanged 6 ComputeScore: Raw -304746.732124 + Penalty 3400.921623 = -301345.810501 Iteration 28Q: 3 clusters Score -301345.8 nChanged 0 ComputeScore: Raw -304746.732124 + Penalty 3400.921623 = -301345.810501 Iteration 29F: 3 clusters Score -301345.8 nChanged 0 ComputeScore: Raw -5163857.020012 + Penalty 60901.017553 = -5102956.002459Splitting cluster 12 changes total score from -5088151.990036 to -5102956.002459 So it's getting split into cluster 27. Trying to split cluster 13 (10395 points) Assigned 2 initial classes randomly. ComputeScore: Raw -365444.720348 + Penalty 1748.076158 = -363696.644190 Iteration 0F: 2 clusters Score -363696.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -359654.583670 + Penalty 3496.152316 = -356158.431354 Iteration 0F: 3 clusters Score -356158.4 nChanged 4441 ComputeScore: Raw -362223.593117 + Penalty 3496.152316 = -358727.440801 Iteration 1F: 3 clusters Score -358727.4 nChanged 715 ComputeScore: Raw -362673.940610 + Penalty 3496.152316 = -359177.788294 Iteration 2F: 3 clusters Score -359177.8 nChanged 663 ComputeScore: Raw -363119.422648 + Penalty 3496.152316 = -359623.270333 Iteration 3F: 3 clusters Score -359623.3 nChanged 619 ComputeScore: Raw -363570.732463 + Penalty 3496.152316 = -360074.580148 Iteration 4F: 3 clusters Score -360074.6 nChanged 613 ComputeScore: Raw -364113.074312 + Penalty 3496.152316 = -360616.921996 Iteration 5F: 3 clusters Score -360616.9 nChanged 703 ComputeScore: Raw -364907.015897 + Penalty 3496.152316 = -361410.863581 Iteration 6F: 3 clusters Score -361410.9 nChanged 739 ComputeScore: Raw -366059.482847 + Penalty 3496.152316 = -362563.330531 Iteration 7F: 3 clusters Score -362563.3 nChanged 724 ComputeScore: Raw -367669.753809 + Penalty 3496.152316 = -364173.601493 Iteration 8F: 3 clusters Score -364173.6 nChanged 678 ComputeScore: Raw -369186.455911 + Penalty 3496.152316 = -365690.303596 Iteration 9F: 3 clusters Score -365690.3 nChanged 608 ComputeScore: Raw -370472.840080 + Penalty 3496.152316 = -366976.687764 Iteration 10F: 3 clusters Score -366976.7 nChanged 509 ComputeScore: Raw -371407.397414 + Penalty 3496.152316 = -367911.245098 Iteration 11Q: 3 clusters Score -367911.2 nChanged 366 ComputeScore: Raw -371838.289561 + Penalty 3496.152316 = -368342.137246 Iteration 12Q: 3 clusters Score -368342.1 nChanged 225 ComputeScore: Raw -371984.984536 + Penalty 3496.152316 = -368488.832221 Iteration 13Q: 3 clusters Score -368488.8 nChanged 129 ComputeScore: Raw -372038.584849 + Penalty 3496.152316 = -368542.432533 Iteration 14Q: 3 clusters Score -368542.4 nChanged 74 ComputeScore: Raw -372059.417530 + Penalty 3496.152316 = -368563.265214 Iteration 15Q: 3 clusters Score -368563.3 nChanged 49 ComputeScore: Raw -372076.787612 + Penalty 3496.152316 = -368580.635296 Iteration 16Q: 3 clusters Score -368580.6 nChanged 43 ComputeScore: Raw -372089.961181 + Penalty 3496.152316 = -368593.808866 Iteration 17Q: 3 clusters Score -368593.8 nChanged 28 ComputeScore: Raw -372095.929604 + Penalty 3496.152316 = -368599.777288 Iteration 18Q: 3 clusters Score -368599.8 nChanged 16 ComputeScore: Raw -372100.218080 + Penalty 3496.152316 = -368604.065764 Iteration 19Q: 3 clusters Score -368604.1 nChanged 14 ComputeScore: Raw -372102.821277 + Penalty 3496.152316 = -368606.668961 Iteration 20F: 3 clusters Score -368606.7 nChanged 2 ComputeScore: Raw -372103.107287 + Penalty 3496.152316 = -368606.954972 Iteration 21Q: 3 clusters Score -368607 nChanged 0 ComputeScore: Raw -372103.107287 + Penalty 3496.152316 = -368606.954972 Iteration 22F: 3 clusters Score -368607 nChanged 0 ComputeScore: Raw -5170515.406951 + Penalty 63156.610796 = -5107358.796156Splitting cluster 13 changes total score from -5088151.990036 to -5107358.796156 So it's getting split into cluster 28. Trying to split cluster 14 (11829 points) Assigned 2 initial classes randomly. ComputeScore: Raw -413794.757818 + Penalty 1772.500481 = -412022.257337 Iteration 0F: 2 clusters Score -412022.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -407104.728705 + Penalty 3545.000962 = -403559.727743 Iteration 0F: 3 clusters Score -403559.7 nChanged 5093 ComputeScore: Raw -410107.732130 + Penalty 3545.000962 = -406562.731168 Iteration 1F: 3 clusters Score -406562.7 nChanged 814 ComputeScore: Raw -410588.404410 + Penalty 3545.000962 = -407043.403448 Iteration 2F: 3 clusters Score -407043.4 nChanged 732 ComputeScore: Raw -411101.390538 + Penalty 3545.000962 = -407556.389576 Iteration 3F: 3 clusters Score -407556.4 nChanged 728 ComputeScore: Raw -411662.006126 + Penalty 3545.000962 = -408117.005164 Iteration 4F: 3 clusters Score -408117 nChanged 699 ComputeScore: Raw -412192.545942 + Penalty 3545.000962 = -408647.544980 Iteration 5F: 3 clusters Score -408647.5 nChanged 689 ComputeScore: Raw -412722.980865 + Penalty 3545.000962 = -409177.979904 Iteration 6F: 3 clusters Score -409178 nChanged 654 ComputeScore: Raw -413236.693070 + Penalty 3545.000962 = -409691.692108 Iteration 7F: 3 clusters Score -409691.7 nChanged 599 ComputeScore: Raw -413705.962283 + Penalty 3545.000962 = -410160.961322 Iteration 8F: 3 clusters Score -410161 nChanged 507 ComputeScore: Raw -414076.879564 + Penalty 3545.000962 = -410531.878602 Iteration 9Q: 3 clusters Score -410531.9 nChanged 406 ComputeScore: Raw -414358.918603 + Penalty 3545.000962 = -410813.917642 Iteration 10Q: 3 clusters Score -410813.9 nChanged 360 ComputeScore: Raw -414575.200490 + Penalty 3545.000962 = -411030.199528 Iteration 11Q: 3 clusters Score -411030.2 nChanged 309 ComputeScore: Raw -414751.990953 + Penalty 3545.000962 = -411206.989991 Iteration 12Q: 3 clusters Score -411207 nChanged 271 ComputeScore: Raw -414886.847186 + Penalty 3545.000962 = -411341.846224 Iteration 13Q: 3 clusters Score -411341.8 nChanged 230 ComputeScore: Raw -414995.362304 + Penalty 3545.000962 = -411450.361342 Iteration 14Q: 3 clusters Score -411450.4 nChanged 231 ComputeScore: Raw -415121.209201 + Penalty 3545.000962 = -411576.208239 Iteration 15Q: 3 clusters Score -411576.2 nChanged 251 ComputeScore: Raw -415302.100413 + Penalty 3545.000962 = -411757.099451 Iteration 16Q: 3 clusters Score -411757.1 nChanged 288 ComputeScore: Raw -415597.874196 + Penalty 3545.000962 = -412052.873234 Iteration 17Q: 3 clusters Score -412052.9 nChanged 346 ComputeScore: Raw -416205.368761 + Penalty 3545.000962 = -412660.367800 Iteration 18Q: 3 clusters Score -412660.4 nChanged 434 ComputeScore: Raw -417386.776764 + Penalty 3545.000962 = -413841.775802 Iteration 19Q: 3 clusters Score -413841.8 nChanged 395 ComputeScore: Raw -418987.116818 + Penalty 3545.000962 = -415442.115856 Iteration 20F: 3 clusters Score -415442.1 nChanged 474 ComputeScore: Raw -421462.852904 + Penalty 3545.000962 = -417917.851943 Iteration 21Q: 3 clusters Score -417917.9 nChanged 506 ComputeScore: Raw -422893.165132 + Penalty 3545.000962 = -419348.164170 Iteration 22Q: 3 clusters Score -419348.2 nChanged 469 ComputeScore: Raw -423550.294043 + Penalty 3545.000962 = -420005.293081 Iteration 23Q: 3 clusters Score -420005.3 nChanged 255 ComputeScore: Raw -423720.684614 + Penalty 3545.000962 = -420175.683652 Iteration 24Q: 3 clusters Score -420175.7 nChanged 153 ComputeScore: Raw -423829.734748 + Penalty 3545.000962 = -420284.733786 Iteration 25Q: 3 clusters Score -420284.7 nChanged 118 ComputeScore: Raw -423905.370283 + Penalty 3545.000962 = -420360.369321 Iteration 26Q: 3 clusters Score -420360.4 nChanged 104 ComputeScore: Raw -423954.181941 + Penalty 3545.000962 = -420409.180979 Iteration 27Q: 3 clusters Score -420409.2 nChanged 119 ComputeScore: Raw -424025.012846 + Penalty 3545.000962 = -420480.011884 Iteration 28Q: 3 clusters Score -420480 nChanged 124 ComputeScore: Raw -424102.645689 + Penalty 3545.000962 = -420557.644727 Iteration 29Q: 3 clusters Score -420557.6 nChanged 77 ComputeScore: Raw -424139.962914 + Penalty 3545.000962 = -420594.961953 Iteration 30Q: 3 clusters Score -420595 nChanged 55 ComputeScore: Raw -424164.890997 + Penalty 3545.000962 = -420619.890035 Iteration 31Q: 3 clusters Score -420619.9 nChanged 32 ComputeScore: Raw -424171.498734 + Penalty 3545.000962 = -420626.497772 Iteration 32Q: 3 clusters Score -420626.5 nChanged 19 ComputeScore: Raw -424173.549124 + Penalty 3545.000962 = -420628.548162 Iteration 33Q: 3 clusters Score -420628.5 nChanged 11 ComputeScore: Raw -424174.588243 + Penalty 3545.000962 = -420629.587282 Iteration 34Q: 3 clusters Score -420629.6 nChanged 6 ComputeScore: Raw -424175.129392 + Penalty 3545.000962 = -420630.128431 Iteration 35Q: 3 clusters Score -420630.1 nChanged 4 ComputeScore: Raw -424175.331261 + Penalty 3545.000962 = -420630.330299 Iteration 36Q: 3 clusters Score -420630.3 nChanged 1 ComputeScore: Raw -424175.417687 + Penalty 3545.000962 = -420630.416725 Iteration 37Q: 3 clusters Score -420630.4 nChanged 1 ComputeScore: Raw -424175.457345 + Penalty 3545.000962 = -420630.456383 Iteration 38Q: 3 clusters Score -420630.5 nChanged 0 ComputeScore: Raw -424177.491038 + Penalty 3545.000962 = -420632.490077 Iteration 39F: 3 clusters Score -420632.5 nChanged 1 ComputeScore: Raw -424177.795475 + Penalty 3545.000962 = -420632.794513 Iteration 40F: 3 clusters Score -420632.8 nChanged 1 ComputeScore: Raw -424177.816911 + Penalty 3545.000962 = -420632.815949 Iteration 41Q: 3 clusters Score -420632.8 nChanged 0 ComputeScore: Raw -424177.816911 + Penalty 3545.000962 = -420632.815949 Iteration 42F: 3 clusters Score -420632.8 nChanged 0 ComputeScore: Raw -5180898.466045 + Penalty 65412.204039 = -5115486.262006Splitting cluster 14 changes total score from -5088151.990036 to -5115486.262006 So it's getting split into cluster 29. Trying to split cluster 15 (9860 points) Assigned 2 initial classes randomly. ComputeScore: Raw -360794.643855 + Penalty 1738.089634 = -359056.554222 Iteration 0F: 2 clusters Score -359056.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -355405.257930 + Penalty 3476.179267 = -351929.078663 Iteration 0F: 3 clusters Score -351929.1 nChanged 4139 ComputeScore: Raw -357757.720964 + Penalty 3476.179267 = -354281.541697 Iteration 1F: 3 clusters Score -354281.5 nChanged 721 ComputeScore: Raw -358225.726035 + Penalty 3476.179267 = -354749.546768 Iteration 2F: 3 clusters Score -354749.5 nChanged 661 ComputeScore: Raw -358683.979912 + Penalty 3476.179267 = -355207.800645 Iteration 3F: 3 clusters Score -355207.8 nChanged 619 ComputeScore: Raw -359090.284644 + Penalty 3476.179267 = -355614.105376 Iteration 4F: 3 clusters Score -355614.1 nChanged 537 ComputeScore: Raw -359418.943743 + Penalty 3476.179267 = -355942.764476 Iteration 5F: 3 clusters Score -355942.8 nChanged 471 ComputeScore: Raw -359698.874791 + Penalty 3476.179267 = -356222.695524 Iteration 6Q: 3 clusters Score -356222.7 nChanged 397 ComputeScore: Raw -359926.263845 + Penalty 3476.179267 = -356450.084577 Iteration 7Q: 3 clusters Score -356450.1 nChanged 335 ComputeScore: Raw -360137.739299 + Penalty 3476.179267 = -356661.560032 Iteration 8Q: 3 clusters Score -356661.6 nChanged 334 ComputeScore: Raw -360350.152614 + Penalty 3476.179267 = -356873.973347 Iteration 9Q: 3 clusters Score -356874 nChanged 291 ComputeScore: Raw -360582.840354 + Penalty 3476.179267 = -357106.661087 Iteration 10Q: 3 clusters Score -357106.7 nChanged 277 ComputeScore: Raw -360816.619063 + Penalty 3476.179267 = -357340.439796 Iteration 11Q: 3 clusters Score -357340.4 nChanged 284 ComputeScore: Raw -361038.310422 + Penalty 3476.179267 = -357562.131155 Iteration 12Q: 3 clusters Score -357562.1 nChanged 276 ComputeScore: Raw -361294.597754 + Penalty 3476.179267 = -357818.418487 Iteration 13Q: 3 clusters Score -357818.4 nChanged 272 ComputeScore: Raw -361626.035224 + Penalty 3476.179267 = -358149.855957 Iteration 14Q: 3 clusters Score -358149.9 nChanged 298 ComputeScore: Raw -362082.714781 + Penalty 3476.179267 = -358606.535514 Iteration 15Q: 3 clusters Score -358606.5 nChanged 345 ComputeScore: Raw -362516.468068 + Penalty 3476.179267 = -359040.288800 Iteration 16Q: 3 clusters Score -359040.3 nChanged 377 ComputeScore: Raw -362907.437109 + Penalty 3476.179267 = -359431.257841 Iteration 17Q: 3 clusters Score -359431.3 nChanged 357 ComputeScore: Raw -363299.353156 + Penalty 3476.179267 = -359823.173889 Iteration 18Q: 3 clusters Score -359823.2 nChanged 379 ComputeScore: Raw -363792.273540 + Penalty 3476.179267 = -360316.094273 Iteration 19Q: 3 clusters Score -360316.1 nChanged 371 ComputeScore: Raw -364451.351145 + Penalty 3476.179267 = -360975.171878 Iteration 20F: 3 clusters Score -360975.2 nChanged 428 ComputeScore: Raw -365286.815823 + Penalty 3476.179267 = -361810.636556 Iteration 21Q: 3 clusters Score -361810.6 nChanged 408 ComputeScore: Raw -366018.614627 + Penalty 3476.179267 = -362542.435360 Iteration 22Q: 3 clusters Score -362542.4 nChanged 349 ComputeScore: Raw -366449.223654 + Penalty 3476.179267 = -362973.044386 Iteration 23Q: 3 clusters Score -362973 nChanged 233 ComputeScore: Raw -366636.618591 + Penalty 3476.179267 = -363160.439324 Iteration 24Q: 3 clusters Score -363160.4 nChanged 168 ComputeScore: Raw -366745.786190 + Penalty 3476.179267 = -363269.606923 Iteration 25Q: 3 clusters Score -363269.6 nChanged 154 ComputeScore: Raw -366840.646226 + Penalty 3476.179267 = -363364.466959 Iteration 26Q: 3 clusters Score -363364.5 nChanged 132 ComputeScore: Raw -366919.611978 + Penalty 3476.179267 = -363443.432711 Iteration 27Q: 3 clusters Score -363443.4 nChanged 116 ComputeScore: Raw -366978.177531 + Penalty 3476.179267 = -363501.998264 Iteration 28Q: 3 clusters Score -363502 nChanged 78 ComputeScore: Raw -367003.506789 + Penalty 3476.179267 = -363527.327522 Iteration 29Q: 3 clusters Score -363527.3 nChanged 42 ComputeScore: Raw -367014.129640 + Penalty 3476.179267 = -363537.950373 Iteration 30Q: 3 clusters Score -363538 nChanged 30 ComputeScore: Raw -367019.742036 + Penalty 3476.179267 = -363543.562768 Iteration 31Q: 3 clusters Score -363543.6 nChanged 16 ComputeScore: Raw -367022.797069 + Penalty 3476.179267 = -363546.617802 Iteration 32Q: 3 clusters Score -363546.6 nChanged 22 ComputeScore: Raw -367027.567466 + Penalty 3476.179267 = -363551.388199 Iteration 33Q: 3 clusters Score -363551.4 nChanged 15 ComputeScore: Raw -367030.289573 + Penalty 3476.179267 = -363554.110306 Iteration 34Q: 3 clusters Score -363554.1 nChanged 16 ComputeScore: Raw -367034.213853 + Penalty 3476.179267 = -363558.034586 Iteration 35Q: 3 clusters Score -363558 nChanged 21 ComputeScore: Raw -367037.981276 + Penalty 3476.179267 = -363561.802009 Iteration 36Q: 3 clusters Score -363561.8 nChanged 13 ComputeScore: Raw -367039.769103 + Penalty 3476.179267 = -363563.589835 Iteration 37Q: 3 clusters Score -363563.6 nChanged 11 ComputeScore: Raw -367040.898352 + Penalty 3476.179267 = -363564.719085 Iteration 38Q: 3 clusters Score -363564.7 nChanged 6 ComputeScore: Raw -367041.440385 + Penalty 3476.179267 = -363565.261118 Iteration 39Q: 3 clusters Score -363565.3 nChanged 10 ComputeScore: Raw -367051.908340 + Penalty 3476.179267 = -363575.729073 Iteration 40F: 3 clusters Score -363575.7 nChanged 13 ComputeScore: Raw -367054.884660 + Penalty 3476.179267 = -363578.705393 Iteration 41Q: 3 clusters Score -363578.7 nChanged 12 ComputeScore: Raw -367056.997634 + Penalty 3476.179267 = -363580.818367 Iteration 42Q: 3 clusters Score -363580.8 nChanged 13 ComputeScore: Raw -367059.600343 + Penalty 3476.179267 = -363583.421075 Iteration 43Q: 3 clusters Score -363583.4 nChanged 16 ComputeScore: Raw -367062.461447 + Penalty 3476.179267 = -363586.282180 Iteration 44Q: 3 clusters Score -363586.3 nChanged 18 ComputeScore: Raw -367066.014425 + Penalty 3476.179267 = -363589.835158 Iteration 45Q: 3 clusters Score -363589.8 nChanged 19 ComputeScore: Raw -367069.206732 + Penalty 3476.179267 = -363593.027464 Iteration 46Q: 3 clusters Score -363593 nChanged 14 ComputeScore: Raw -367071.591222 + Penalty 3476.179267 = -363595.411955 Iteration 47Q: 3 clusters Score -363595.4 nChanged 16 ComputeScore: Raw -367073.906485 + Penalty 3476.179267 = -363597.727218 Iteration 48Q: 3 clusters Score -363597.7 nChanged 10 ComputeScore: Raw -367075.894664 + Penalty 3476.179267 = -363599.715397 Iteration 49Q: 3 clusters Score -363599.7 nChanged 11 ComputeScore: Raw -367077.445929 + Penalty 3476.179267 = -363601.266662 Iteration 50Q: 3 clusters Score -363601.3 nChanged 9 ComputeScore: Raw -367079.050809 + Penalty 3476.179267 = -363602.871542 Iteration 51Q: 3 clusters Score -363602.9 nChanged 6 ComputeScore: Raw -367079.940007 + Penalty 3476.179267 = -363603.760739 Iteration 52Q: 3 clusters Score -363603.8 nChanged 2 ComputeScore: Raw -367080.222340 + Penalty 3476.179267 = -363604.043072 Iteration 53Q: 3 clusters Score -363604 nChanged 0 ComputeScore: Raw -367080.222340 + Penalty 3476.179267 = -363604.043072 Iteration 54F: 3 clusters Score -363604 nChanged 0 ComputeScore: Raw -5187184.044529 + Penalty 67667.797281 = -5119516.247248Splitting cluster 15 changes total score from -5088151.990036 to -5119516.247248 So it's getting split into cluster 30. Trying to split cluster 17 (10442 points) Assigned 2 initial classes randomly. ComputeScore: Raw -382312.479911 + Penalty 1748.928777 = -380563.551133 Iteration 0F: 2 clusters Score -380563.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -376564.322363 + Penalty 3497.857554 = -373066.464809 Iteration 0F: 3 clusters Score -373066.5 nChanged 4466 ComputeScore: Raw -379023.101268 + Penalty 3497.857554 = -375525.243714 Iteration 1F: 3 clusters Score -375525.2 nChanged 729 ComputeScore: Raw -379556.929118 + Penalty 3497.857554 = -376059.071563 Iteration 2F: 3 clusters Score -376059.1 nChanged 797 ComputeScore: Raw -380426.645757 + Penalty 3497.857554 = -376928.788203 Iteration 3F: 3 clusters Score -376928.8 nChanged 925 ComputeScore: Raw -382000.976806 + Penalty 3497.857554 = -378503.119251 Iteration 4F: 3 clusters Score -378503.1 nChanged 992 ComputeScore: Raw -384306.761712 + Penalty 3497.857554 = -380808.904158 Iteration 5F: 3 clusters Score -380808.9 nChanged 930 ComputeScore: Raw -386768.864220 + Penalty 3497.857554 = -383271.006666 Iteration 6F: 3 clusters Score -383271 nChanged 706 ComputeScore: Raw -388443.086458 + Penalty 3497.857554 = -384945.228903 Iteration 7F: 3 clusters Score -384945.2 nChanged 562 ComputeScore: Raw -389405.443543 + Penalty 3497.857554 = -385907.585989 Iteration 8F: 3 clusters Score -385907.6 nChanged 301 ComputeScore: Raw -389703.904999 + Penalty 3497.857554 = -386206.047445 Iteration 9Q: 3 clusters Score -386206 nChanged 133 ComputeScore: Raw -389774.520145 + Penalty 3497.857554 = -386276.662591 Iteration 10Q: 3 clusters Score -386276.7 nChanged 50 ComputeScore: Raw -389790.071074 + Penalty 3497.857554 = -386292.213519 Iteration 11Q: 3 clusters Score -386292.2 nChanged 28 ComputeScore: Raw -389796.186995 + Penalty 3497.857554 = -386298.329441 Iteration 12Q: 3 clusters Score -386298.3 nChanged 32 ComputeScore: Raw -389802.332445 + Penalty 3497.857554 = -386304.474891 Iteration 13Q: 3 clusters Score -386304.5 nChanged 25 ComputeScore: Raw -389807.424057 + Penalty 3497.857554 = -386309.566502 Iteration 14Q: 3 clusters Score -386309.6 nChanged 37 ComputeScore: Raw -389817.409381 + Penalty 3497.857554 = -386319.551827 Iteration 15Q: 3 clusters Score -386319.6 nChanged 46 ComputeScore: Raw -389828.375426 + Penalty 3497.857554 = -386330.517872 Iteration 16Q: 3 clusters Score -386330.5 nChanged 55 ComputeScore: Raw -389840.781557 + Penalty 3497.857554 = -386342.924003 Iteration 17Q: 3 clusters Score -386342.9 nChanged 37 ComputeScore: Raw -389847.927806 + Penalty 3497.857554 = -386350.070252 Iteration 18Q: 3 clusters Score -386350.1 nChanged 38 ComputeScore: Raw -389855.431878 + Penalty 3497.857554 = -386357.574324 Iteration 19Q: 3 clusters Score -386357.6 nChanged 29 ComputeScore: Raw -389860.666800 + Penalty 3497.857554 = -386362.809245 Iteration 20F: 3 clusters Score -386362.8 nChanged 23 ComputeScore: Raw -389864.878793 + Penalty 3497.857554 = -386367.021239 Iteration 21Q: 3 clusters Score -386367 nChanged 15 ComputeScore: Raw -389867.401188 + Penalty 3497.857554 = -386369.543633 Iteration 22Q: 3 clusters Score -386369.5 nChanged 6 ComputeScore: Raw -389868.253082 + Penalty 3497.857554 = -386370.395528 Iteration 23Q: 3 clusters Score -386370.4 nChanged 2 ComputeScore: Raw -389868.356440 + Penalty 3497.857554 = -386370.498886 Iteration 24Q: 3 clusters Score -386370.5 nChanged 0 ComputeScore: Raw -389868.356440 + Penalty 3497.857554 = -386370.498886 Iteration 25F: 3 clusters Score -386370.5 nChanged 0 ComputeScore: Raw -5194739.921059 + Penalty 69923.390524 = -5124816.530535Splitting cluster 17 changes total score from -5088151.990036 to -5124816.530535 So it's getting split into cluster 31. Trying to split cluster 18 (2845 points) Assigned 2 initial classes randomly. ComputeScore: Raw -109469.365468 + Penalty 1503.177167 = -107966.188301 Iteration 0F: 2 clusters Score -107966.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -108221.404948 + Penalty 3006.354335 = -105215.050613 Iteration 0F: 3 clusters Score -105215.1 nChanged 1028 ComputeScore: Raw -108893.262813 + Penalty 3006.354335 = -105886.908478 Iteration 1F: 3 clusters Score -105886.9 nChanged 227 ComputeScore: Raw -109034.997660 + Penalty 3006.354335 = -106028.643325 Iteration 2F: 3 clusters Score -106028.6 nChanged 128 ComputeScore: Raw -109120.908807 + Penalty 3006.354335 = -106114.554472 Iteration 3Q: 3 clusters Score -106114.6 nChanged 102 ComputeScore: Raw -109218.751056 + Penalty 3006.354335 = -106212.396721 Iteration 4Q: 3 clusters Score -106212.4 nChanged 102 ComputeScore: Raw -109340.491531 + Penalty 3006.354335 = -106334.137196 Iteration 5Q: 3 clusters Score -106334.1 nChanged 108 ComputeScore: Raw -109502.902753 + Penalty 3006.354335 = -106496.548418 Iteration 6Q: 3 clusters Score -106496.5 nChanged 124 ComputeScore: Raw -109688.886161 + Penalty 3006.354335 = -106682.531826 Iteration 7Q: 3 clusters Score -106682.5 nChanged 129 ComputeScore: Raw -109916.096742 + Penalty 3006.354335 = -106909.742407 Iteration 8Q: 3 clusters Score -106909.7 nChanged 157 ComputeScore: Raw -110198.583612 + Penalty 3006.354335 = -107192.229277 Iteration 9F: 3 clusters Score -107192.2 nChanged 167 ComputeScore: Raw -110552.545148 + Penalty 3006.354335 = -107546.190813 Iteration 10F: 3 clusters Score -107546.2 nChanged 147 ComputeScore: Raw -110835.717363 + Penalty 3006.354335 = -107829.363028 Iteration 11F: 3 clusters Score -107829.4 nChanged 115 ComputeScore: Raw -111025.666428 + Penalty 3006.354335 = -108019.312093 Iteration 12Q: 3 clusters Score -108019.3 nChanged 76 ComputeScore: Raw -111146.241727 + Penalty 3006.354335 = -108139.887392 Iteration 13Q: 3 clusters Score -108139.9 nChanged 61 ComputeScore: Raw -111224.475587 + Penalty 3006.354335 = -108218.121252 Iteration 14Q: 3 clusters Score -108218.1 nChanged 32 ComputeScore: Raw -111249.354207 + Penalty 3006.354335 = -108242.999872 Iteration 15Q: 3 clusters Score -108243 nChanged 14 ComputeScore: Raw -111259.607808 + Penalty 3006.354335 = -108253.253473 Iteration 16Q: 3 clusters Score -108253.3 nChanged 5 ComputeScore: Raw -111264.294789 + Penalty 3006.354335 = -108257.940454 Iteration 17Q: 3 clusters Score -108257.9 nChanged 3 ComputeScore: Raw -111264.909935 + Penalty 3006.354335 = -108258.555600 Iteration 18Q: 3 clusters Score -108258.6 nChanged 0 ComputeScore: Raw -111264.909935 + Penalty 3006.354335 = -108258.555600 Iteration 19F: 3 clusters Score -108258.6 nChanged 0 ComputeScore: Raw -5196535.465525 + Penalty 72178.983767 = -5124356.481759Splitting cluster 18 changes total score from -5088151.990036 to -5124356.481759 So it's getting split into cluster 32. Trying to split cluster 19 (11749 points) Assigned 2 initial classes randomly. ComputeScore: Raw -415414.637919 + Penalty 1771.217924 = -413643.419994 Iteration 0F: 2 clusters Score -413643.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -408796.185624 + Penalty 3542.435849 = -405253.749775 Iteration 0F: 3 clusters Score -405253.7 nChanged 5044 ComputeScore: Raw -411484.141725 + Penalty 3542.435849 = -407941.705876 Iteration 1F: 3 clusters Score -407941.7 nChanged 758 ComputeScore: Raw -411886.668329 + Penalty 3542.435849 = -408344.232481 Iteration 2F: 3 clusters Score -408344.2 nChanged 729 ComputeScore: Raw -412494.622281 + Penalty 3542.435849 = -408952.186432 Iteration 3F: 3 clusters Score -408952.2 nChanged 859 ComputeScore: Raw -413736.797678 + Penalty 3542.435849 = -410194.361829 Iteration 4F: 3 clusters Score -410194.4 nChanged 1035 ComputeScore: Raw -415672.472908 + Penalty 3542.435849 = -412130.037060 Iteration 5F: 3 clusters Score -412130 nChanged 1167 ComputeScore: Raw -417990.044579 + Penalty 3542.435849 = -414447.608731 Iteration 6F: 3 clusters Score -414447.6 nChanged 1035 ComputeScore: Raw -420655.262412 + Penalty 3542.435849 = -417112.826563 Iteration 7F: 3 clusters Score -417112.8 nChanged 964 ComputeScore: Raw -423878.716046 + Penalty 3542.435849 = -420336.280197 Iteration 8F: 3 clusters Score -420336.3 nChanged 752 ComputeScore: Raw -426703.546881 + Penalty 3542.435849 = -423161.111032 Iteration 9F: 3 clusters Score -423161.1 nChanged 434 ComputeScore: Raw -427357.954471 + Penalty 3542.435849 = -423815.518622 Iteration 10Q: 3 clusters Score -423815.5 nChanged 214 ComputeScore: Raw -427470.669130 + Penalty 3542.435849 = -423928.233281 Iteration 11Q: 3 clusters Score -423928.2 nChanged 104 ComputeScore: Raw -427513.243244 + Penalty 3542.435849 = -423970.807395 Iteration 12Q: 3 clusters Score -423970.8 nChanged 65 ComputeScore: Raw -427532.203046 + Penalty 3542.435849 = -423989.767197 Iteration 13Q: 3 clusters Score -423989.8 nChanged 38 ComputeScore: Raw -427540.446209 + Penalty 3542.435849 = -423998.010360 Iteration 14Q: 3 clusters Score -423998 nChanged 35 ComputeScore: Raw -427547.951130 + Penalty 3542.435849 = -424005.515282 Iteration 15Q: 3 clusters Score -424005.5 nChanged 28 ComputeScore: Raw -427552.764059 + Penalty 3542.435849 = -424010.328211 Iteration 16Q: 3 clusters Score -424010.3 nChanged 22 ComputeScore: Raw -427555.711058 + Penalty 3542.435849 = -424013.275209 Iteration 17Q: 3 clusters Score -424013.3 nChanged 16 ComputeScore: Raw -427557.250036 + Penalty 3542.435849 = -424014.814188 Iteration 18Q: 3 clusters Score -424014.8 nChanged 6 ComputeScore: Raw -427557.940696 + Penalty 3542.435849 = -424015.504847 Iteration 19Q: 3 clusters Score -424015.5 nChanged 4 ComputeScore: Raw -427558.601200 + Penalty 3542.435849 = -424016.165351 Iteration 20F: 3 clusters Score -424016.2 nChanged 4 ComputeScore: Raw -427558.999703 + Penalty 3542.435849 = -424016.563854 Iteration 21Q: 3 clusters Score -424016.6 nChanged 5 ComputeScore: Raw -427559.259916 + Penalty 3542.435849 = -424016.824067 Iteration 22Q: 3 clusters Score -424016.8 nChanged 1 ComputeScore: Raw -427559.602684 + Penalty 3542.435849 = -424017.166835 Iteration 23Q: 3 clusters Score -424017.2 nChanged 1 ComputeScore: Raw -427560.143545 + Penalty 3542.435849 = -424017.707696 Iteration 24Q: 3 clusters Score -424017.7 nChanged 1 ComputeScore: Raw -427560.311954 + Penalty 3542.435849 = -424017.876105 Iteration 25Q: 3 clusters Score -424017.9 nChanged 1 ComputeScore: Raw -427560.379814 + Penalty 3542.435849 = -424017.943965 Iteration 26Q: 3 clusters Score -424017.9 nChanged 0 ComputeScore: Raw -427560.379814 + Penalty 3542.435849 = -424017.943965 Iteration 27F: 3 clusters Score -424017.9 nChanged 0 ComputeScore: Raw -5208681.207420 + Penalty 74434.577009 = -5134246.630411Splitting cluster 19 changes total score from -5088151.990036 to -5134246.630411 So it's getting split into cluster 33. Trying to split cluster 20 (10268 points) Assigned 2 initial classes randomly. ComputeScore: Raw -363787.531226 + Penalty 1745.752845 = -362041.778381 Iteration 0F: 2 clusters Score -362041.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -358071.986052 + Penalty 3491.505691 = -354580.480361 Iteration 0F: 3 clusters Score -354580.5 nChanged 4397 ComputeScore: Raw -360610.787690 + Penalty 3491.505691 = -357119.281999 Iteration 1F: 3 clusters Score -357119.3 nChanged 838 ComputeScore: Raw -361375.723790 + Penalty 3491.505691 = -357884.218099 Iteration 2F: 3 clusters Score -357884.2 nChanged 931 ComputeScore: Raw -362816.166558 + Penalty 3491.505691 = -359324.660868 Iteration 3F: 3 clusters Score -359324.7 nChanged 1090 ComputeScore: Raw -365395.943142 + Penalty 3491.505691 = -361904.437451 Iteration 4F: 3 clusters Score -361904.4 nChanged 1035 ComputeScore: Raw -368631.129019 + Penalty 3491.505691 = -365139.623328 Iteration 5F: 3 clusters Score -365139.6 nChanged 866 ComputeScore: Raw -371785.762469 + Penalty 3491.505691 = -368294.256778 Iteration 6F: 3 clusters Score -368294.3 nChanged 746 ComputeScore: Raw -373678.756533 + Penalty 3491.505691 = -370187.250842 Iteration 7F: 3 clusters Score -370187.3 nChanged 442 ComputeScore: Raw -374179.089443 + Penalty 3491.505691 = -370687.583752 Iteration 8Q: 3 clusters Score -370687.6 nChanged 127 ComputeScore: Raw -374237.296602 + Penalty 3491.505691 = -370745.790911 Iteration 9Q: 3 clusters Score -370745.8 nChanged 46 ComputeScore: Raw -374252.781524 + Penalty 3491.505691 = -370761.275833 Iteration 10Q: 3 clusters Score -370761.3 nChanged 38 ComputeScore: Raw -374286.871797 + Penalty 3491.505691 = -370795.366106 Iteration 11Q: 3 clusters Score -370795.4 nChanged 57 ComputeScore: Raw -374344.947800 + Penalty 3491.505691 = -370853.442109 Iteration 12Q: 3 clusters Score -370853.4 nChanged 70 ComputeScore: Raw -374401.647543 + Penalty 3491.505691 = -370910.141852 Iteration 13Q: 3 clusters Score -370910.1 nChanged 84 ComputeScore: Raw -374455.460144 + Penalty 3491.505691 = -370963.954453 Iteration 14Q: 3 clusters Score -370964 nChanged 64 ComputeScore: Raw -374484.318866 + Penalty 3491.505691 = -370992.813175 Iteration 15Q: 3 clusters Score -370992.8 nChanged 30 ComputeScore: Raw -374491.721552 + Penalty 3491.505691 = -371000.215861 Iteration 16Q: 3 clusters Score -371000.2 nChanged 10 ComputeScore: Raw -374493.192499 + Penalty 3491.505691 = -371001.686808 Iteration 17Q: 3 clusters Score -371001.7 nChanged 5 ComputeScore: Raw -374493.674654 + Penalty 3491.505691 = -371002.168963 Iteration 18Q: 3 clusters Score -371002.2 nChanged 2 ComputeScore: Raw -374493.831061 + Penalty 3491.505691 = -371002.325370 Iteration 19Q: 3 clusters Score -371002.3 nChanged 1 ComputeScore: Raw -374493.996983 + Penalty 3491.505691 = -371002.491292 Iteration 20F: 3 clusters Score -371002.5 nChanged 0 ComputeScore: Raw -5219387.673178 + Penalty 76690.170252 = -5142697.502925Splitting cluster 20 changes total score from -5088151.990036 to -5142697.502925 So it's getting split into cluster 34. ConsiderDeletion: ComputeScore: Raw -5219616.269863 + Penalty 76690.170252 = -5142926.099611Iteration 79Q: 35 clusters Score -5142926 nChanged 714 ConsiderDeletion: ComputeScore: Raw -5219983.968230 + Penalty 76690.170252 = -5143293.797978Iteration 80F: 35 clusters Score -5143294 nChanged 764 ConsiderDeletion: ComputeScore: Raw -5220276.171089 + Penalty 76690.170252 = -5143586.000837Iteration 81Q: 35 clusters Score -5143586 nChanged 509 ConsiderDeletion: ComputeScore: Raw -5220497.229035 + Penalty 76690.170252 = -5143807.058782Iteration 82Q: 35 clusters Score -5143807 nChanged 399 ConsiderDeletion: ComputeScore: Raw -5220638.957273 + Penalty 76690.170252 = -5143948.787021Iteration 83Q: 35 clusters Score -5143949 nChanged 295 ConsiderDeletion: ComputeScore: Raw -5220723.570651 + Penalty 76690.170252 = -5144033.400399Iteration 84Q: 35 clusters Score -5144033 nChanged 240 ConsiderDeletion: ComputeScore: Raw -5220787.665701 + Penalty 76690.170252 = -5144097.495449Iteration 85Q: 35 clusters Score -5144097 nChanged 219 ConsiderDeletion: ComputeScore: Raw -5220849.562493 + Penalty 76690.170252 = -5144159.392241Iteration 86Q: 35 clusters Score -5144159 nChanged 218 ConsiderDeletion: ComputeScore: Raw -5220922.605891 + Penalty 76690.170252 = -5144232.435638Iteration 87Q: 35 clusters Score -5144232 nChanged 205 ConsiderDeletion: ComputeScore: Raw -5220991.508784 + Penalty 76690.170252 = -5144301.338532Iteration 88Q: 35 clusters Score -5144301 nChanged 203 ConsiderDeletion: ComputeScore: Raw -5221055.284352 + Penalty 76690.170252 = -5144365.114100Iteration 89Q: 35 clusters Score -5144365 nChanged 187 ConsiderDeletion: ComputeScore: Raw -5221113.906542 + Penalty 76690.170252 = -5144423.736290Iteration 90Q: 35 clusters Score -5144424 nChanged 163 ConsiderDeletion: ComputeScore: Raw -5221165.021565 + Penalty 76690.170252 = -5144474.851312Iteration 91Q: 35 clusters Score -5144475 nChanged 142 ConsiderDeletion: ComputeScore: Raw -5221211.546692 + Penalty 76690.170252 = -5144521.376440Iteration 92Q: 35 clusters Score -5144521 nChanged 139 ConsiderDeletion: ComputeScore: Raw -5221252.741843 + Penalty 76690.170252 = -5144562.571591Iteration 93Q: 35 clusters Score -5144563 nChanged 121 ConsiderDeletion: ComputeScore: Raw -5221286.346900 + Penalty 76690.170252 = -5144596.176648Iteration 94Q: 35 clusters Score -5144596 nChanged 106 ConsiderDeletion: ComputeScore: Raw -5221312.902039 + Penalty 76690.170252 = -5144622.731787Iteration 95Q: 35 clusters Score -5144623 nChanged 101 ConsiderDeletion: ComputeScore: Raw -5221333.220244 + Penalty 76690.170252 = -5144643.049991Iteration 96Q: 35 clusters Score -5144643 nChanged 94 ConsiderDeletion: ComputeScore: Raw -5221350.635997 + Penalty 76690.170252 = -5144660.465745Iteration 97Q: 35 clusters Score -5144660 nChanged 82 ConsiderDeletion: ComputeScore: Raw -5221365.906127 + Penalty 76690.170252 = -5144675.735875Iteration 98Q: 35 clusters Score -5144676 nChanged 82 ConsiderDeletion: ComputeScore: Raw -5221381.493164 + Penalty 76690.170252 = -5144691.322912Iteration 99Q: 35 clusters Score -5144691 nChanged 83 ConsiderDeletion: ComputeScore: Raw -5221402.353344 + Penalty 76690.170252 = -5144712.183092Iteration 100F: 35 clusters Score -5144712 nChanged 104 ConsiderDeletion: ComputeScore: Raw -5221432.896990 + Penalty 76690.170252 = -5144742.726738Iteration 101Q: 35 clusters Score -5144743 nChanged 109 ConsiderDeletion: ComputeScore: Raw -5221473.569177 + Penalty 76690.170252 = -5144783.398925Iteration 102Q: 35 clusters Score -5144783 nChanged 123 ConsiderDeletion: ComputeScore: Raw -5221521.265934 + Penalty 76690.170252 = -5144831.095682Iteration 103Q: 35 clusters Score -5144831 nChanged 94 ConsiderDeletion: ComputeScore: Raw -5221549.615687 + Penalty 76690.170252 = -5144859.445435Iteration 104Q: 35 clusters Score -5144859 nChanged 73 ConsiderDeletion: ComputeScore: Raw -5221567.404742 + Penalty 76690.170252 = -5144877.234490Iteration 105Q: 35 clusters Score -5144877 nChanged 55 ConsiderDeletion: ComputeScore: Raw -5221578.080851 + Penalty 76690.170252 = -5144887.910599Iteration 106Q: 35 clusters Score -5144888 nChanged 33 ConsiderDeletion: ComputeScore: Raw -5221583.284110 + Penalty 76690.170252 = -5144893.113858Iteration 107Q: 35 clusters Score -5144893 nChanged 20 ConsiderDeletion: ComputeScore: Raw -5221586.664354 + Penalty 76690.170252 = -5144896.494102Iteration 108Q: 35 clusters Score -5144896 nChanged 22 ConsiderDeletion: ComputeScore: Raw -5221590.241670 + Penalty 76690.170252 = -5144900.071418Iteration 109Q: 35 clusters Score -5144900 nChanged 10 ConsiderDeletion: ComputeScore: Raw -5221591.298587 + Penalty 76690.170252 = -5144901.128335Iteration 110Q: 35 clusters Score -5144901 nChanged 6 ConsiderDeletion: ComputeScore: Raw -5221591.852199 + Penalty 76690.170252 = -5144901.681947Iteration 111Q: 35 clusters Score -5144902 nChanged 4 ConsiderDeletion: ComputeScore: Raw -5221592.238271 + Penalty 76690.170252 = -5144902.068019Iteration 112Q: 35 clusters Score -5144902 nChanged 2 ConsiderDeletion: ComputeScore: Raw -5221592.436639 + Penalty 76690.170252 = -5144902.266387Iteration 113Q: 35 clusters Score -5144902 nChanged 3 ConsiderDeletion: ComputeScore: Raw -5221592.795439 + Penalty 76690.170252 = -5144902.625187Iteration 114Q: 35 clusters Score -5144903 nChanged 4 ConsiderDeletion: ComputeScore: Raw -5221593.213214 + Penalty 76690.170252 = -5144903.042961Iteration 115Q: 35 clusters Score -5144903 nChanged 1 ConsiderDeletion: ComputeScore: Raw -5221593.321588 + Penalty 76690.170252 = -5144903.151336Iteration 116Q: 35 clusters Score -5144903 nChanged 0 ConsiderDeletion: ComputeScore: Raw -5221593.321588 + Penalty 76690.170252 = -5144903.151336Iteration 117F: 35 clusters Score -5144903 nChanged 0 ComputeScore: Raw -5221593.321588 + Penalty 76690.170252 = -5144903.151336Trying to split cluster 1 (4844 points) Assigned 2 initial classes randomly. ComputeScore: Raw -185508.208428 + Penalty 1603.758764 = -183904.449664 Iteration 0F: 2 clusters Score -183904.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -183088.993900 + Penalty 3207.517528 = -179881.476372 Iteration 0F: 3 clusters Score -179881.5 nChanged 1887 ComputeScore: Raw -184087.542353 + Penalty 3207.517528 = -180880.024825 Iteration 1F: 3 clusters Score -180880 nChanged 335 ComputeScore: Raw -184249.984964 + Penalty 3207.517528 = -181042.467437 Iteration 2F: 3 clusters Score -181042.5 nChanged 244 ComputeScore: Raw -184386.248650 + Penalty 3207.517528 = -181178.731123 Iteration 3F: 3 clusters Score -181178.7 nChanged 206 ComputeScore: Raw -184500.259256 + Penalty 3207.517528 = -181292.741729 Iteration 4Q: 3 clusters Score -181292.7 nChanged 190 ComputeScore: Raw -184620.635330 + Penalty 3207.517528 = -181413.117803 Iteration 5Q: 3 clusters Score -181413.1 nChanged 189 ComputeScore: Raw -184747.538641 + Penalty 3207.517528 = -181540.021113 Iteration 6Q: 3 clusters Score -181540 nChanged 190 ComputeScore: Raw -184910.152501 + Penalty 3207.517528 = -181702.634974 Iteration 7Q: 3 clusters Score -181702.6 nChanged 211 ComputeScore: Raw -185173.145957 + Penalty 3207.517528 = -181965.628429 Iteration 8Q: 3 clusters Score -181965.6 nChanged 237 ComputeScore: Raw -185472.857612 + Penalty 3207.517528 = -182265.340084 Iteration 9Q: 3 clusters Score -182265.3 nChanged 235 ComputeScore: Raw -185737.813350 + Penalty 3207.517528 = -182530.295822 Iteration 10Q: 3 clusters Score -182530.3 nChanged 232 ComputeScore: Raw -185979.279179 + Penalty 3207.517528 = -182771.761651 Iteration 11Q: 3 clusters Score -182771.8 nChanged 211 ComputeScore: Raw -186188.947025 + Penalty 3207.517528 = -182981.429497 Iteration 12Q: 3 clusters Score -182981.4 nChanged 181 ComputeScore: Raw -186361.908319 + Penalty 3207.517528 = -183154.390791 Iteration 13Q: 3 clusters Score -183154.4 nChanged 146 ComputeScore: Raw -186524.377457 + Penalty 3207.517528 = -183316.859929 Iteration 14Q: 3 clusters Score -183316.9 nChanged 159 ComputeScore: Raw -186679.692396 + Penalty 3207.517528 = -183472.174869 Iteration 15Q: 3 clusters Score -183472.2 nChanged 133 ComputeScore: Raw -186807.519694 + Penalty 3207.517528 = -183600.002166 Iteration 16Q: 3 clusters Score -183600 nChanged 112 ComputeScore: Raw -186879.747574 + Penalty 3207.517528 = -183672.230046 Iteration 17Q: 3 clusters Score -183672.2 nChanged 69 ComputeScore: Raw -186914.007355 + Penalty 3207.517528 = -183706.489827 Iteration 18Q: 3 clusters Score -183706.5 nChanged 45 ComputeScore: Raw -186933.904250 + Penalty 3207.517528 = -183726.386722 Iteration 19Q: 3 clusters Score -183726.4 nChanged 33 ComputeScore: Raw -186948.034401 + Penalty 3207.517528 = -183740.516873 Iteration 20F: 3 clusters Score -183740.5 nChanged 23 ComputeScore: Raw -186957.334248 + Penalty 3207.517528 = -183749.816720 Iteration 21Q: 3 clusters Score -183749.8 nChanged 22 ComputeScore: Raw -186966.810622 + Penalty 3207.517528 = -183759.293095 Iteration 22Q: 3 clusters Score -183759.3 nChanged 24 ComputeScore: Raw -186976.479585 + Penalty 3207.517528 = -183768.962057 Iteration 23Q: 3 clusters Score -183769 nChanged 23 ComputeScore: Raw -186985.497467 + Penalty 3207.517528 = -183777.979939 Iteration 24Q: 3 clusters Score -183778 nChanged 18 ComputeScore: Raw -186991.392202 + Penalty 3207.517528 = -183783.874674 Iteration 25Q: 3 clusters Score -183783.9 nChanged 11 ComputeScore: Raw -186995.363159 + Penalty 3207.517528 = -183787.845631 Iteration 26Q: 3 clusters Score -183787.8 nChanged 13 ComputeScore: Raw -187000.803211 + Penalty 3207.517528 = -183793.285684 Iteration 27Q: 3 clusters Score -183793.3 nChanged 13 ComputeScore: Raw -187009.451959 + Penalty 3207.517528 = -183801.934431 Iteration 28Q: 3 clusters Score -183801.9 nChanged 23 ComputeScore: Raw -187016.624551 + Penalty 3207.517528 = -183809.107023 Iteration 29Q: 3 clusters Score -183809.1 nChanged 19 ComputeScore: Raw -187023.263974 + Penalty 3207.517528 = -183815.746447 Iteration 30Q: 3 clusters Score -183815.7 nChanged 20 ComputeScore: Raw -187029.786394 + Penalty 3207.517528 = -183822.268867 Iteration 31Q: 3 clusters Score -183822.3 nChanged 16 ComputeScore: Raw -187034.585073 + Penalty 3207.517528 = -183827.067546 Iteration 32Q: 3 clusters Score -183827.1 nChanged 17 ComputeScore: Raw -187039.758330 + Penalty 3207.517528 = -183832.240803 Iteration 33Q: 3 clusters Score -183832.2 nChanged 10 ComputeScore: Raw -187042.880767 + Penalty 3207.517528 = -183835.363239 Iteration 34Q: 3 clusters Score -183835.4 nChanged 9 ComputeScore: Raw -187045.584752 + Penalty 3207.517528 = -183838.067225 Iteration 35Q: 3 clusters Score -183838.1 nChanged 7 ComputeScore: Raw -187048.111604 + Penalty 3207.517528 = -183840.594076 Iteration 36Q: 3 clusters Score -183840.6 nChanged 12 ComputeScore: Raw -187051.847663 + Penalty 3207.517528 = -183844.330135 Iteration 37Q: 3 clusters Score -183844.3 nChanged 11 ComputeScore: Raw -187056.283701 + Penalty 3207.517528 = -183848.766173 Iteration 38Q: 3 clusters Score -183848.8 nChanged 12 ComputeScore: Raw -187060.080215 + Penalty 3207.517528 = -183852.562687 Iteration 39Q: 3 clusters Score -183852.6 nChanged 14 ComputeScore: Raw -187064.255492 + Penalty 3207.517528 = -183856.737965 Iteration 40F: 3 clusters Score -183856.7 nChanged 13 ComputeScore: Raw -187067.166329 + Penalty 3207.517528 = -183859.648801 Iteration 41Q: 3 clusters Score -183859.6 nChanged 10 ComputeScore: Raw -187069.181094 + Penalty 3207.517528 = -183861.663566 Iteration 42Q: 3 clusters Score -183861.7 nChanged 7 ComputeScore: Raw -187070.447730 + Penalty 3207.517528 = -183862.930203 Iteration 43Q: 3 clusters Score -183862.9 nChanged 9 ComputeScore: Raw -187072.677972 + Penalty 3207.517528 = -183865.160444 Iteration 44Q: 3 clusters Score -183865.2 nChanged 8 ComputeScore: Raw -187074.231016 + Penalty 3207.517528 = -183866.713489 Iteration 45Q: 3 clusters Score -183866.7 nChanged 4 ComputeScore: Raw -187074.916094 + Penalty 3207.517528 = -183867.398566 Iteration 46Q: 3 clusters Score -183867.4 nChanged 2 ComputeScore: Raw -187075.261267 + Penalty 3207.517528 = -183867.743740 Iteration 47Q: 3 clusters Score -183867.7 nChanged 3 ComputeScore: Raw -187075.833936 + Penalty 3207.517528 = -183868.316409 Iteration 48Q: 3 clusters Score -183868.3 nChanged 2 ComputeScore: Raw -187076.531575 + Penalty 3207.517528 = -183869.014047 Iteration 49Q: 3 clusters Score -183869 nChanged 4 ComputeScore: Raw -187077.202217 + Penalty 3207.517528 = -183869.684689 Iteration 50Q: 3 clusters Score -183869.7 nChanged 4 ComputeScore: Raw -187078.181813 + Penalty 3207.517528 = -183870.664285 Iteration 51Q: 3 clusters Score -183870.7 nChanged 3 ComputeScore: Raw -187078.851818 + Penalty 3207.517528 = -183871.334290 Iteration 52Q: 3 clusters Score -183871.3 nChanged 3 ComputeScore: Raw -187079.512282 + Penalty 3207.517528 = -183871.994754 Iteration 53Q: 3 clusters Score -183872 nChanged 1 ComputeScore: Raw -187079.609070 + Penalty 3207.517528 = -183872.091543 Iteration 54Q: 3 clusters Score -183872.1 nChanged 0 ComputeScore: Raw -187079.609070 + Penalty 3207.517528 = -183872.091543 Iteration 55F: 3 clusters Score -183872.1 nChanged 0 Trying to split cluster 2 (3811 points) Assigned 2 initial classes randomly. ComputeScore: Raw -145265.025053 + Penalty 1558.427264 = -143706.597789 Iteration 0F: 2 clusters Score -143706.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -143451.953076 + Penalty 3116.854529 = -140335.098547 Iteration 0F: 3 clusters Score -140335.1 nChanged 1445 ComputeScore: Raw -144297.015708 + Penalty 3116.854529 = -141180.161180 Iteration 1F: 3 clusters Score -141180.2 nChanged 285 ComputeScore: Raw -144554.910656 + Penalty 3116.854529 = -141438.056127 Iteration 2F: 3 clusters Score -141438.1 nChanged 246 ComputeScore: Raw -144752.283329 + Penalty 3116.854529 = -141635.428801 Iteration 3F: 3 clusters Score -141635.4 nChanged 182 ComputeScore: Raw -144871.576317 + Penalty 3116.854529 = -141754.721788 Iteration 4Q: 3 clusters Score -141754.7 nChanged 140 ComputeScore: Raw -144958.516169 + Penalty 3116.854529 = -141841.661640 Iteration 5Q: 3 clusters Score -141841.7 nChanged 133 ComputeScore: Raw -145039.092619 + Penalty 3116.854529 = -141922.238090 Iteration 6Q: 3 clusters Score -141922.2 nChanged 117 ComputeScore: Raw -145114.320290 + Penalty 3116.854529 = -141997.465761 Iteration 7Q: 3 clusters Score -141997.5 nChanged 121 ComputeScore: Raw -145175.705205 + Penalty 3116.854529 = -142058.850676 Iteration 8Q: 3 clusters Score -142058.9 nChanged 108 ComputeScore: Raw -145229.793922 + Penalty 3116.854529 = -142112.939394 Iteration 9Q: 3 clusters Score -142112.9 nChanged 95 ComputeScore: Raw -145277.644138 + Penalty 3116.854529 = -142160.789610 Iteration 10Q: 3 clusters Score -142160.8 nChanged 89 ComputeScore: Raw -145319.135658 + Penalty 3116.854529 = -142202.281129 Iteration 11Q: 3 clusters Score -142202.3 nChanged 67 ComputeScore: Raw -145346.121392 + Penalty 3116.854529 = -142229.266863 Iteration 12Q: 3 clusters Score -142229.3 nChanged 60 ComputeScore: Raw -145371.535786 + Penalty 3116.854529 = -142254.681257 Iteration 13Q: 3 clusters Score -142254.7 nChanged 59 ComputeScore: Raw -145399.504397 + Penalty 3116.854529 = -142282.649869 Iteration 14Q: 3 clusters Score -142282.6 nChanged 51 ComputeScore: Raw -145423.404998 + Penalty 3116.854529 = -142306.550470 Iteration 15Q: 3 clusters Score -142306.6 nChanged 44 ComputeScore: Raw -145447.975281 + Penalty 3116.854529 = -142331.120753 Iteration 16Q: 3 clusters Score -142331.1 nChanged 49 ComputeScore: Raw -145478.135345 + Penalty 3116.854529 = -142361.280817 Iteration 17Q: 3 clusters Score -142361.3 nChanged 47 ComputeScore: Raw -145504.332092 + Penalty 3116.854529 = -142387.477563 Iteration 18Q: 3 clusters Score -142387.5 nChanged 46 ComputeScore: Raw -145529.952935 + Penalty 3116.854529 = -142413.098406 Iteration 19Q: 3 clusters Score -142413.1 nChanged 39 ComputeScore: Raw -145549.587687 + Penalty 3116.854529 = -142432.733158 Iteration 20F: 3 clusters Score -142432.7 nChanged 28 ComputeScore: Raw -145564.344146 + Penalty 3116.854529 = -142447.489617 Iteration 21Q: 3 clusters Score -142447.5 nChanged 29 ComputeScore: Raw -145588.014207 + Penalty 3116.854529 = -142471.159679 Iteration 22Q: 3 clusters Score -142471.2 nChanged 39 ComputeScore: Raw -145622.520265 + Penalty 3116.854529 = -142505.665737 Iteration 23Q: 3 clusters Score -142505.7 nChanged 44 ComputeScore: Raw -145661.683320 + Penalty 3116.854529 = -142544.828791 Iteration 24Q: 3 clusters Score -142544.8 nChanged 40 ComputeScore: Raw -145702.778130 + Penalty 3116.854529 = -142585.923601 Iteration 25Q: 3 clusters Score -142585.9 nChanged 51 ComputeScore: Raw -145743.869067 + Penalty 3116.854529 = -142627.014539 Iteration 26Q: 3 clusters Score -142627 nChanged 44 ComputeScore: Raw -145773.240177 + Penalty 3116.854529 = -142656.385649 Iteration 27Q: 3 clusters Score -142656.4 nChanged 42 ComputeScore: Raw -145810.176072 + Penalty 3116.854529 = -142693.321543 Iteration 28Q: 3 clusters Score -142693.3 nChanged 22 ComputeScore: Raw -145824.614572 + Penalty 3116.854529 = -142707.760043 Iteration 29Q: 3 clusters Score -142707.8 nChanged 20 ComputeScore: Raw -145841.693776 + Penalty 3116.854529 = -142724.839247 Iteration 30Q: 3 clusters Score -142724.8 nChanged 21 ComputeScore: Raw -145854.225238 + Penalty 3116.854529 = -142737.370710 Iteration 31Q: 3 clusters Score -142737.4 nChanged 15 ComputeScore: Raw -145866.510568 + Penalty 3116.854529 = -142749.656040 Iteration 32Q: 3 clusters Score -142749.7 nChanged 15 ComputeScore: Raw -145879.391537 + Penalty 3116.854529 = -142762.537008 Iteration 33Q: 3 clusters Score -142762.5 nChanged 17 ComputeScore: Raw -145890.249622 + Penalty 3116.854529 = -142773.395094 Iteration 34Q: 3 clusters Score -142773.4 nChanged 16 ComputeScore: Raw -145897.152828 + Penalty 3116.854529 = -142780.298300 Iteration 35Q: 3 clusters Score -142780.3 nChanged 12 ComputeScore: Raw -145903.363388 + Penalty 3116.854529 = -142786.508859 Iteration 36Q: 3 clusters Score -142786.5 nChanged 8 ComputeScore: Raw -145906.223168 + Penalty 3116.854529 = -142789.368639 Iteration 37Q: 3 clusters Score -142789.4 nChanged 5 ComputeScore: Raw -145908.315141 + Penalty 3116.854529 = -142791.460612 Iteration 38Q: 3 clusters Score -142791.5 nChanged 2 ComputeScore: Raw -145908.666598 + Penalty 3116.854529 = -142791.812069 Iteration 39Q: 3 clusters Score -142791.8 nChanged 0 ComputeScore: Raw -145908.666598 + Penalty 3116.854529 = -142791.812069 Iteration 40F: 3 clusters Score -142791.8 nChanged 0 Trying to split cluster 3 (2464 points) Assigned 2 initial classes randomly. ComputeScore: Raw -95720.906483 + Penalty 1476.003310 = -94244.903173 Iteration 0F: 2 clusters Score -94244.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -94674.730368 + Penalty 2952.006621 = -91722.723747 Iteration 0F: 3 clusters Score -91722.72 nChanged 820 ComputeScore: Raw -95147.573056 + Penalty 2952.006621 = -92195.566435 Iteration 1F: 3 clusters Score -92195.57 nChanged 168 ComputeScore: Raw -95271.886508 + Penalty 2952.006621 = -92319.879887 Iteration 2F: 3 clusters Score -92319.88 nChanged 115 ComputeScore: Raw -95348.910797 + Penalty 2952.006621 = -92396.904176 Iteration 3Q: 3 clusters Score -92396.9 nChanged 89 ComputeScore: Raw -95411.615455 + Penalty 2952.006621 = -92459.608835 Iteration 4Q: 3 clusters Score -92459.61 nChanged 70 ComputeScore: Raw -95460.700417 + Penalty 2952.006621 = -92508.693796 Iteration 5Q: 3 clusters Score -92508.69 nChanged 53 ComputeScore: Raw -95500.316464 + Penalty 2952.006621 = -92548.309843 Iteration 6Q: 3 clusters Score -92548.31 nChanged 48 ComputeScore: Raw -95534.895465 + Penalty 2952.006621 = -92582.888844 Iteration 7Q: 3 clusters Score -92582.89 nChanged 44 ComputeScore: Raw -95561.347256 + Penalty 2952.006621 = -92609.340635 Iteration 8Q: 3 clusters Score -92609.34 nChanged 32 ComputeScore: Raw -95579.884549 + Penalty 2952.006621 = -92627.877928 Iteration 9Q: 3 clusters Score -92627.88 nChanged 33 ComputeScore: Raw -95598.822507 + Penalty 2952.006621 = -92646.815886 Iteration 10Q: 3 clusters Score -92646.82 nChanged 24 ComputeScore: Raw -95614.296395 + Penalty 2952.006621 = -92662.289775 Iteration 11Q: 3 clusters Score -92662.29 nChanged 25 ComputeScore: Raw -95627.627245 + Penalty 2952.006621 = -92675.620624 Iteration 12Q: 3 clusters Score -92675.62 nChanged 20 ComputeScore: Raw -95637.074599 + Penalty 2952.006621 = -92685.067978 Iteration 13Q: 3 clusters Score -92685.07 nChanged 14 ComputeScore: Raw -95647.879005 + Penalty 2952.006621 = -92695.872384 Iteration 14Q: 3 clusters Score -92695.87 nChanged 11 ComputeScore: Raw -95659.278089 + Penalty 2952.006621 = -92707.271468 Iteration 15Q: 3 clusters Score -92707.27 nChanged 24 ComputeScore: Raw -95675.434891 + Penalty 2952.006621 = -92723.428270 Iteration 16Q: 3 clusters Score -92723.43 nChanged 29 ComputeScore: Raw -95695.319759 + Penalty 2952.006621 = -92743.313138 Iteration 17Q: 3 clusters Score -92743.31 nChanged 27 ComputeScore: Raw -95713.967985 + Penalty 2952.006621 = -92761.961364 Iteration 18Q: 3 clusters Score -92761.96 nChanged 29 ComputeScore: Raw -95726.506144 + Penalty 2952.006621 = -92774.499523 Iteration 19Q: 3 clusters Score -92774.5 nChanged 18 ComputeScore: Raw -95734.925715 + Penalty 2952.006621 = -92782.919095 Iteration 20F: 3 clusters Score -92782.92 nChanged 13 ComputeScore: Raw -95739.877636 + Penalty 2952.006621 = -92787.871015 Iteration 21Q: 3 clusters Score -92787.87 nChanged 9 ComputeScore: Raw -95743.349608 + Penalty 2952.006621 = -92791.342987 Iteration 22Q: 3 clusters Score -92791.34 nChanged 8 ComputeScore: Raw -95748.771102 + Penalty 2952.006621 = -92796.764481 Iteration 23Q: 3 clusters Score -92796.76 nChanged 11 ComputeScore: Raw -95752.780400 + Penalty 2952.006621 = -92800.773780 Iteration 24Q: 3 clusters Score -92800.77 nChanged 8 ComputeScore: Raw -95755.816621 + Penalty 2952.006621 = -92803.810000 Iteration 25Q: 3 clusters Score -92803.81 nChanged 6 ComputeScore: Raw -95757.940838 + Penalty 2952.006621 = -92805.934218 Iteration 26Q: 3 clusters Score -92805.93 nChanged 4 ComputeScore: Raw -95758.669219 + Penalty 2952.006621 = -92806.662598 Iteration 27Q: 3 clusters Score -92806.66 nChanged 2 ComputeScore: Raw -95759.277471 + Penalty 2952.006621 = -92807.270850 Iteration 28Q: 3 clusters Score -92807.27 nChanged 2 ComputeScore: Raw -95759.761451 + Penalty 2952.006621 = -92807.754830 Iteration 29Q: 3 clusters Score -92807.75 nChanged 1 ComputeScore: Raw -95759.973047 + Penalty 2952.006621 = -92807.966427 Iteration 30Q: 3 clusters Score -92807.97 nChanged 0 ComputeScore: Raw -95759.973047 + Penalty 2952.006621 = -92807.966427 Iteration 31F: 3 clusters Score -92807.97 nChanged 0 Trying to split cluster 4 (3916 points) Assigned 2 initial classes randomly. ComputeScore: Raw -145954.008662 + Penalty 1563.564115 = -144390.444547 Iteration 0F: 2 clusters Score -144390.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -144024.893549 + Penalty 3127.128229 = -140897.765320 Iteration 0F: 3 clusters Score -140897.8 nChanged 1516 ComputeScore: Raw -145010.891733 + Penalty 3127.128229 = -141883.763503 Iteration 1F: 3 clusters Score -141883.8 nChanged 339 ComputeScore: Raw -145275.683243 + Penalty 3127.128229 = -142148.555013 Iteration 2F: 3 clusters Score -142148.6 nChanged 254 ComputeScore: Raw -145438.603365 + Penalty 3127.128229 = -142311.475136 Iteration 3F: 3 clusters Score -142311.5 nChanged 175 ComputeScore: Raw -145545.457517 + Penalty 3127.128229 = -142418.329288 Iteration 4Q: 3 clusters Score -142418.3 nChanged 129 ComputeScore: Raw -145619.366398 + Penalty 3127.128229 = -142492.238168 Iteration 5Q: 3 clusters Score -142492.2 nChanged 112 ComputeScore: Raw -145679.664235 + Penalty 3127.128229 = -142552.536006 Iteration 6Q: 3 clusters Score -142552.5 nChanged 100 ComputeScore: Raw -145731.847681 + Penalty 3127.128229 = -142604.719452 Iteration 7Q: 3 clusters Score -142604.7 nChanged 85 ComputeScore: Raw -145772.057574 + Penalty 3127.128229 = -142644.929345 Iteration 8Q: 3 clusters Score -142644.9 nChanged 72 ComputeScore: Raw -145806.809343 + Penalty 3127.128229 = -142679.681113 Iteration 9Q: 3 clusters Score -142679.7 nChanged 65 ComputeScore: Raw -145844.634547 + Penalty 3127.128229 = -142717.506318 Iteration 10Q: 3 clusters Score -142717.5 nChanged 68 ComputeScore: Raw -145890.283419 + Penalty 3127.128229 = -142763.155189 Iteration 11Q: 3 clusters Score -142763.2 nChanged 71 ComputeScore: Raw -145936.461974 + Penalty 3127.128229 = -142809.333744 Iteration 12Q: 3 clusters Score -142809.3 nChanged 72 ComputeScore: Raw -145976.296902 + Penalty 3127.128229 = -142849.168673 Iteration 13Q: 3 clusters Score -142849.2 nChanged 65 ComputeScore: Raw -146010.646513 + Penalty 3127.128229 = -142883.518283 Iteration 14Q: 3 clusters Score -142883.5 nChanged 61 ComputeScore: Raw -146047.229544 + Penalty 3127.128229 = -142920.101314 Iteration 15Q: 3 clusters Score -142920.1 nChanged 54 ComputeScore: Raw -146084.320385 + Penalty 3127.128229 = -142957.192155 Iteration 16Q: 3 clusters Score -142957.2 nChanged 72 ComputeScore: Raw -146135.659891 + Penalty 3127.128229 = -143008.531661 Iteration 17Q: 3 clusters Score -143008.5 nChanged 63 ComputeScore: Raw -146181.452607 + Penalty 3127.128229 = -143054.324378 Iteration 18Q: 3 clusters Score -143054.3 nChanged 73 ComputeScore: Raw -146228.590869 + Penalty 3127.128229 = -143101.462639 Iteration 19Q: 3 clusters Score -143101.5 nChanged 63 ComputeScore: Raw -146273.840873 + Penalty 3127.128229 = -143146.712644 Iteration 20F: 3 clusters Score -143146.7 nChanged 56 ComputeScore: Raw -146313.397109 + Penalty 3127.128229 = -143186.268879 Iteration 21Q: 3 clusters Score -143186.3 nChanged 59 ComputeScore: Raw -146361.808246 + Penalty 3127.128229 = -143234.680016 Iteration 22Q: 3 clusters Score -143234.7 nChanged 55 ComputeScore: Raw -146409.344492 + Penalty 3127.128229 = -143282.216263 Iteration 23Q: 3 clusters Score -143282.2 nChanged 50 ComputeScore: Raw -146458.874641 + Penalty 3127.128229 = -143331.746411 Iteration 24Q: 3 clusters Score -143331.7 nChanged 46 ComputeScore: Raw -146498.445104 + Penalty 3127.128229 = -143371.316874 Iteration 25Q: 3 clusters Score -143371.3 nChanged 42 ComputeScore: Raw -146528.192009 + Penalty 3127.128229 = -143401.063780 Iteration 26Q: 3 clusters Score -143401.1 nChanged 53 ComputeScore: Raw -146567.950190 + Penalty 3127.128229 = -143440.821961 Iteration 27Q: 3 clusters Score -143440.8 nChanged 44 ComputeScore: Raw -146599.807328 + Penalty 3127.128229 = -143472.679098 Iteration 28Q: 3 clusters Score -143472.7 nChanged 46 ComputeScore: Raw -146630.959788 + Penalty 3127.128229 = -143503.831559 Iteration 29Q: 3 clusters Score -143503.8 nChanged 43 ComputeScore: Raw -146658.542746 + Penalty 3127.128229 = -143531.414516 Iteration 30Q: 3 clusters Score -143531.4 nChanged 39 ComputeScore: Raw -146688.006893 + Penalty 3127.128229 = -143560.878664 Iteration 31Q: 3 clusters Score -143560.9 nChanged 39 ComputeScore: Raw -146723.671125 + Penalty 3127.128229 = -143596.542896 Iteration 32Q: 3 clusters Score -143596.5 nChanged 48 ComputeScore: Raw -146765.575289 + Penalty 3127.128229 = -143638.447059 Iteration 33Q: 3 clusters Score -143638.4 nChanged 49 ComputeScore: Raw -146830.932453 + Penalty 3127.128229 = -143703.804224 Iteration 34Q: 3 clusters Score -143703.8 nChanged 44 ComputeScore: Raw -146899.408630 + Penalty 3127.128229 = -143772.280401 Iteration 35Q: 3 clusters Score -143772.3 nChanged 29 ComputeScore: Raw -146932.151933 + Penalty 3127.128229 = -143805.023704 Iteration 36Q: 3 clusters Score -143805 nChanged 3 ComputeScore: Raw -146934.417508 + Penalty 3127.128229 = -143807.289278 Iteration 37Q: 3 clusters Score -143807.3 nChanged 0 ComputeScore: Raw -146936.633822 + Penalty 3127.128229 = -143809.505593 Iteration 38F: 3 clusters Score -143809.5 nChanged 1 ComputeScore: Raw -146937.344379 + Penalty 3127.128229 = -143810.216150 Iteration 39Q: 3 clusters Score -143810.2 nChanged 0 ComputeScore: Raw -146937.344379 + Penalty 3127.128229 = -143810.216150 Iteration 40F: 3 clusters Score -143810.2 nChanged 0 Trying to split cluster 5 (4486 points) Assigned 2 initial classes randomly. ComputeScore: Raw -166949.878814 + Penalty 1589.247459 = -165360.631354 Iteration 0F: 2 clusters Score -165360.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -164759.574045 + Penalty 3178.494918 = -161581.079126 Iteration 0F: 3 clusters Score -161581.1 nChanged 1732 ComputeScore: Raw -165748.411467 + Penalty 3178.494918 = -162569.916549 Iteration 1F: 3 clusters Score -162569.9 nChanged 349 ComputeScore: Raw -165947.752862 + Penalty 3178.494918 = -162769.257944 Iteration 2F: 3 clusters Score -162769.3 nChanged 243 ComputeScore: Raw -166088.052314 + Penalty 3178.494918 = -162909.557396 Iteration 3F: 3 clusters Score -162909.6 nChanged 190 ComputeScore: Raw -166187.987122 + Penalty 3178.494918 = -163009.492204 Iteration 4Q: 3 clusters Score -163009.5 nChanged 134 ComputeScore: Raw -166248.737841 + Penalty 3178.494918 = -163070.242923 Iteration 5Q: 3 clusters Score -163070.2 nChanged 127 ComputeScore: Raw -166303.840679 + Penalty 3178.494918 = -163125.345761 Iteration 6Q: 3 clusters Score -163125.3 nChanged 100 ComputeScore: Raw -166353.910022 + Penalty 3178.494918 = -163175.415104 Iteration 7Q: 3 clusters Score -163175.4 nChanged 84 ComputeScore: Raw -166397.430303 + Penalty 3178.494918 = -163218.935384 Iteration 8Q: 3 clusters Score -163218.9 nChanged 79 ComputeScore: Raw -166440.862254 + Penalty 3178.494918 = -163262.367336 Iteration 9Q: 3 clusters Score -163262.4 nChanged 87 ComputeScore: Raw -166481.741058 + Penalty 3178.494918 = -163303.246140 Iteration 10Q: 3 clusters Score -163303.2 nChanged 76 ComputeScore: Raw -166517.096465 + Penalty 3178.494918 = -163338.601547 Iteration 11Q: 3 clusters Score -163338.6 nChanged 83 ComputeScore: Raw -166557.523487 + Penalty 3178.494918 = -163379.028569 Iteration 12Q: 3 clusters Score -163379 nChanged 74 ComputeScore: Raw -166595.116863 + Penalty 3178.494918 = -163416.621945 Iteration 13Q: 3 clusters Score -163416.6 nChanged 70 ComputeScore: Raw -166632.412646 + Penalty 3178.494918 = -163453.917728 Iteration 14Q: 3 clusters Score -163453.9 nChanged 92 ComputeScore: Raw -166678.065605 + Penalty 3178.494918 = -163499.570687 Iteration 15Q: 3 clusters Score -163499.6 nChanged 84 ComputeScore: Raw -166726.798192 + Penalty 3178.494918 = -163548.303273 Iteration 16Q: 3 clusters Score -163548.3 nChanged 68 ComputeScore: Raw -166770.806103 + Penalty 3178.494918 = -163592.311184 Iteration 17Q: 3 clusters Score -163592.3 nChanged 86 ComputeScore: Raw -166826.765515 + Penalty 3178.494918 = -163648.270597 Iteration 18Q: 3 clusters Score -163648.3 nChanged 83 ComputeScore: Raw -166885.761447 + Penalty 3178.494918 = -163707.266528 Iteration 19Q: 3 clusters Score -163707.3 nChanged 75 ComputeScore: Raw -166933.970643 + Penalty 3178.494918 = -163755.475725 Iteration 20F: 3 clusters Score -163755.5 nChanged 72 ComputeScore: Raw -166983.612123 + Penalty 3178.494918 = -163805.117205 Iteration 21Q: 3 clusters Score -163805.1 nChanged 61 ComputeScore: Raw -167026.751648 + Penalty 3178.494918 = -163848.256730 Iteration 22Q: 3 clusters Score -163848.3 nChanged 56 ComputeScore: Raw -167062.965988 + Penalty 3178.494918 = -163884.471070 Iteration 23Q: 3 clusters Score -163884.5 nChanged 40 ComputeScore: Raw -167084.142754 + Penalty 3178.494918 = -163905.647836 Iteration 24Q: 3 clusters Score -163905.6 nChanged 30 ComputeScore: Raw -167103.359114 + Penalty 3178.494918 = -163924.864195 Iteration 25Q: 3 clusters Score -163924.9 nChanged 27 ComputeScore: Raw -167121.251191 + Penalty 3178.494918 = -163942.756272 Iteration 26Q: 3 clusters Score -163942.8 nChanged 20 ComputeScore: Raw -167134.370457 + Penalty 3178.494918 = -163955.875538 Iteration 27Q: 3 clusters Score -163955.9 nChanged 12 ComputeScore: Raw -167142.521847 + Penalty 3178.494918 = -163964.026929 Iteration 28Q: 3 clusters Score -163964 nChanged 10 ComputeScore: Raw -167150.502459 + Penalty 3178.494918 = -163972.007541 Iteration 29Q: 3 clusters Score -163972 nChanged 8 ComputeScore: Raw -167153.789243 + Penalty 3178.494918 = -163975.294325 Iteration 30Q: 3 clusters Score -163975.3 nChanged 6 ComputeScore: Raw -167157.391455 + Penalty 3178.494918 = -163978.896537 Iteration 31Q: 3 clusters Score -163978.9 nChanged 5 ComputeScore: Raw -167159.993242 + Penalty 3178.494918 = -163981.498323 Iteration 32Q: 3 clusters Score -163981.5 nChanged 7 ComputeScore: Raw -167165.698380 + Penalty 3178.494918 = -163987.203462 Iteration 33Q: 3 clusters Score -163987.2 nChanged 4 ComputeScore: Raw -167168.088717 + Penalty 3178.494918 = -163989.593799 Iteration 34Q: 3 clusters Score -163989.6 nChanged 2 ComputeScore: Raw -167169.348246 + Penalty 3178.494918 = -163990.853328 Iteration 35Q: 3 clusters Score -163990.9 nChanged 2 ComputeScore: Raw -167170.110678 + Penalty 3178.494918 = -163991.615759 Iteration 36Q: 3 clusters Score -163991.6 nChanged 1 ComputeScore: Raw -167170.828132 + Penalty 3178.494918 = -163992.333214 Iteration 37Q: 3 clusters Score -163992.3 nChanged 2 ComputeScore: Raw -167171.931181 + Penalty 3178.494918 = -163993.436263 Iteration 38Q: 3 clusters Score -163993.4 nChanged 2 ComputeScore: Raw -167172.813605 + Penalty 3178.494918 = -163994.318687 Iteration 39Q: 3 clusters Score -163994.3 nChanged 1 ComputeScore: Raw -167173.884001 + Penalty 3178.494918 = -163995.389083 Iteration 40F: 3 clusters Score -163995.4 nChanged 5 ComputeScore: Raw -167177.851851 + Penalty 3178.494918 = -163999.356933 Iteration 41Q: 3 clusters Score -163999.4 nChanged 6 ComputeScore: Raw -167183.650530 + Penalty 3178.494918 = -164005.155612 Iteration 42Q: 3 clusters Score -164005.2 nChanged 4 ComputeScore: Raw -167186.408831 + Penalty 3178.494918 = -164007.913912 Iteration 43Q: 3 clusters Score -164007.9 nChanged 3 ComputeScore: Raw -167188.137819 + Penalty 3178.494918 = -164009.642900 Iteration 44Q: 3 clusters Score -164009.6 nChanged 1 ComputeScore: Raw -167189.293471 + Penalty 3178.494918 = -164010.798552 Iteration 45Q: 3 clusters Score -164010.8 nChanged 2 ComputeScore: Raw -167191.033612 + Penalty 3178.494918 = -164012.538693 Iteration 46Q: 3 clusters Score -164012.5 nChanged 1 ComputeScore: Raw -167192.491790 + Penalty 3178.494918 = -164013.996871 Iteration 47Q: 3 clusters Score -164014 nChanged 1 ComputeScore: Raw -167193.118119 + Penalty 3178.494918 = -164014.623201 Iteration 48Q: 3 clusters Score -164014.6 nChanged 1 ComputeScore: Raw -167194.280737 + Penalty 3178.494918 = -164015.785819 Iteration 49Q: 3 clusters Score -164015.8 nChanged 1 ComputeScore: Raw -167194.844244 + Penalty 3178.494918 = -164016.349326 Iteration 50Q: 3 clusters Score -164016.3 nChanged 0 ComputeScore: Raw -167194.844244 + Penalty 3178.494918 = -164016.349326 Iteration 51F: 3 clusters Score -164016.3 nChanged 0 Trying to split cluster 6 (5738 points) Assigned 2 initial classes randomly. ComputeScore: Raw -216379.386076 + Penalty 1635.769673 = -214743.616403 Iteration 0F: 2 clusters Score -214743.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -213402.718156 + Penalty 3271.539347 = -210131.178810 Iteration 0F: 3 clusters Score -210131.2 nChanged 2327 ComputeScore: Raw -214692.623007 + Penalty 3271.539347 = -211421.083660 Iteration 1F: 3 clusters Score -211421.1 nChanged 465 ComputeScore: Raw -214997.408320 + Penalty 3271.539347 = -211725.868973 Iteration 2F: 3 clusters Score -211725.9 nChanged 351 ComputeScore: Raw -215214.100998 + Penalty 3271.539347 = -211942.561652 Iteration 3F: 3 clusters Score -211942.6 nChanged 323 ComputeScore: Raw -215407.715066 + Penalty 3271.539347 = -212136.175719 Iteration 4F: 3 clusters Score -212136.2 nChanged 282 ComputeScore: Raw -215592.688552 + Penalty 3271.539347 = -212321.149205 Iteration 5Q: 3 clusters Score -212321.1 nChanged 268 ComputeScore: Raw -215771.678494 + Penalty 3271.539347 = -212500.139147 Iteration 6Q: 3 clusters Score -212500.1 nChanged 228 ComputeScore: Raw -215926.087931 + Penalty 3271.539347 = -212654.548584 Iteration 7Q: 3 clusters Score -212654.5 nChanged 205 ComputeScore: Raw -216083.659495 + Penalty 3271.539347 = -212812.120148 Iteration 8Q: 3 clusters Score -212812.1 nChanged 181 ComputeScore: Raw -216213.422033 + Penalty 3271.539347 = -212941.882686 Iteration 9Q: 3 clusters Score -212941.9 nChanged 149 ComputeScore: Raw -216315.496525 + Penalty 3271.539347 = -213043.957178 Iteration 10Q: 3 clusters Score -213044 nChanged 116 ComputeScore: Raw -216410.845727 + Penalty 3271.539347 = -213139.306380 Iteration 11Q: 3 clusters Score -213139.3 nChanged 95 ComputeScore: Raw -216519.551717 + Penalty 3271.539347 = -213248.012370 Iteration 12Q: 3 clusters Score -213248 nChanged 103 ComputeScore: Raw -216775.763701 + Penalty 3271.539347 = -213504.224354 Iteration 13Q: 3 clusters Score -213504.2 nChanged 108 ComputeScore: Raw -217458.817613 + Penalty 3271.539347 = -214187.278266 Iteration 14Q: 3 clusters Score -214187.3 nChanged 224 Unmasked E-step: Deleting class 2: covariance matrix is singular ComputeScore: Raw -217345.463194 + Penalty 3271.539347 = -214073.923847 Iteration 15Q: 3 clusters Score -214073.9 nChanged 78 ComputeScore: Raw -213826.016674 + Penalty 1635.769673 = -212190.247000 Iteration 16F: 2 clusters Score -212190.2 nChanged 1250 ComputeScore: Raw -216379.386076 + Penalty 1635.769673 = -214743.616403 Iteration 17F: 2 clusters Score -214743.6 nChanged 0 Trying to split cluster 7 (6382 points) Assigned 2 initial classes randomly. ComputeScore: Raw -243376.517841 + Penalty 1655.873756 = -241720.644085 Iteration 0F: 2 clusters Score -241720.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -240056.577567 + Penalty 3311.747513 = -236744.830054 Iteration 0F: 3 clusters Score -236744.8 nChanged 2634 ComputeScore: Raw -241558.935936 + Penalty 3311.747513 = -238247.188423 Iteration 1F: 3 clusters Score -238247.2 nChanged 491 ComputeScore: Raw -241830.582633 + Penalty 3311.747513 = -238518.835120 Iteration 2F: 3 clusters Score -238518.8 nChanged 330 ComputeScore: Raw -242010.722665 + Penalty 3311.747513 = -238698.975152 Iteration 3F: 3 clusters Score -238699 nChanged 276 ComputeScore: Raw -242169.773784 + Penalty 3311.747513 = -238858.026271 Iteration 4Q: 3 clusters Score -238858 nChanged 260 ComputeScore: Raw -242327.809200 + Penalty 3311.747513 = -239016.061687 Iteration 5Q: 3 clusters Score -239016.1 nChanged 249 ComputeScore: Raw -242487.877798 + Penalty 3311.747513 = -239176.130285 Iteration 6Q: 3 clusters Score -239176.1 nChanged 253 ComputeScore: Raw -242671.653043 + Penalty 3311.747513 = -239359.905530 Iteration 7Q: 3 clusters Score -239359.9 nChanged 285 ComputeScore: Raw -242877.622466 + Penalty 3311.747513 = -239565.874953 Iteration 8Q: 3 clusters Score -239565.9 nChanged 265 ComputeScore: Raw -243103.414493 + Penalty 3311.747513 = -239791.666980 Iteration 9Q: 3 clusters Score -239791.7 nChanged 271 ComputeScore: Raw -243394.778637 + Penalty 3311.747513 = -240083.031124 Iteration 10Q: 3 clusters Score -240083 nChanged 321 ComputeScore: Raw -243941.132869 + Penalty 3311.747513 = -240629.385356 Iteration 11F: 3 clusters Score -240629.4 nChanged 430 ComputeScore: Raw -245468.712075 + Penalty 3311.747513 = -242156.964562 Iteration 12F: 3 clusters Score -242157 nChanged 482 ComputeScore: Raw -250605.414965 + Penalty 3311.747513 = -247293.667452 Iteration 13F: 3 clusters Score -247293.7 nChanged 181 Unmasked E-step: Deleting class 1: covariance matrix is singular ComputeScore: Raw -302435.165838 + Penalty 3311.747513 = -299123.418325 Iteration 14Q: 3 clusters Score -299123.4 nChanged 0 ComputeScore: Raw 16189026126052677673549824.000000 + Penalty 1655.873756 = 16189026126052677673549824.000000 Iteration 15F: 2 clusters Score 1.618903e+25 nChanged 4154 ComputeScore: Raw -243376.517841 + Penalty 1655.873756 = -241720.644085 Iteration 16F: 2 clusters Score -241720.6 nChanged 0 Trying to split cluster 8 (4142 points) Assigned 2 initial classes randomly. ComputeScore: Raw -157770.429466 + Penalty 1574.168534 = -156196.260932 Iteration 0F: 2 clusters Score -156196.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -155764.217651 + Penalty 3148.337068 = -152615.880584 Iteration 0F: 3 clusters Score -152615.9 nChanged 1621 ComputeScore: Raw -156691.194124 + Penalty 3148.337068 = -153542.857056 Iteration 1F: 3 clusters Score -153542.9 nChanged 308 ComputeScore: Raw -156912.283902 + Penalty 3148.337068 = -153763.946834 Iteration 2F: 3 clusters Score -153763.9 nChanged 230 ComputeScore: Raw -157060.873549 + Penalty 3148.337068 = -153912.536481 Iteration 3F: 3 clusters Score -153912.5 nChanged 169 ComputeScore: Raw -157147.387600 + Penalty 3148.337068 = -153999.050532 Iteration 4Q: 3 clusters Score -153999.1 nChanged 115 ComputeScore: Raw -157202.286514 + Penalty 3148.337068 = -154053.949446 Iteration 5Q: 3 clusters Score -154053.9 nChanged 106 ComputeScore: Raw -157256.739535 + Penalty 3148.337068 = -154108.402467 Iteration 6Q: 3 clusters Score -154108.4 nChanged 108 ComputeScore: Raw -157308.844148 + Penalty 3148.337068 = -154160.507080 Iteration 7Q: 3 clusters Score -154160.5 nChanged 95 ComputeScore: Raw -157348.803853 + Penalty 3148.337068 = -154200.466786 Iteration 8Q: 3 clusters Score -154200.5 nChanged 90 ComputeScore: Raw -157389.118279 + Penalty 3148.337068 = -154240.781211 Iteration 9Q: 3 clusters Score -154240.8 nChanged 72 ComputeScore: Raw -157424.701238 + Penalty 3148.337068 = -154276.364171 Iteration 10Q: 3 clusters Score -154276.4 nChanged 69 ComputeScore: Raw -157453.904343 + Penalty 3148.337068 = -154305.567275 Iteration 11Q: 3 clusters Score -154305.6 nChanged 73 ComputeScore: Raw -157482.010879 + Penalty 3148.337068 = -154333.673811 Iteration 12Q: 3 clusters Score -154333.7 nChanged 53 ComputeScore: Raw -157505.006691 + Penalty 3148.337068 = -154356.669623 Iteration 13Q: 3 clusters Score -154356.7 nChanged 50 ComputeScore: Raw -157525.022080 + Penalty 3148.337068 = -154376.685012 Iteration 14Q: 3 clusters Score -154376.7 nChanged 48 ComputeScore: Raw -157544.324928 + Penalty 3148.337068 = -154395.987860 Iteration 15Q: 3 clusters Score -154396 nChanged 43 ComputeScore: Raw -157562.367477 + Penalty 3148.337068 = -154414.030410 Iteration 16Q: 3 clusters Score -154414 nChanged 41 ComputeScore: Raw -157580.346444 + Penalty 3148.337068 = -154432.009376 Iteration 17Q: 3 clusters Score -154432 nChanged 37 ComputeScore: Raw -157595.322037 + Penalty 3148.337068 = -154446.984970 Iteration 18Q: 3 clusters Score -154447 nChanged 37 ComputeScore: Raw -157613.238260 + Penalty 3148.337068 = -154464.901192 Iteration 19Q: 3 clusters Score -154464.9 nChanged 48 ComputeScore: Raw -157636.584272 + Penalty 3148.337068 = -154488.247204 Iteration 20F: 3 clusters Score -154488.2 nChanged 38 ComputeScore: Raw -157654.679061 + Penalty 3148.337068 = -154506.341993 Iteration 21Q: 3 clusters Score -154506.3 nChanged 37 ComputeScore: Raw -157672.599470 + Penalty 3148.337068 = -154524.262402 Iteration 22Q: 3 clusters Score -154524.3 nChanged 31 ComputeScore: Raw -157687.303626 + Penalty 3148.337068 = -154538.966558 Iteration 23Q: 3 clusters Score -154539 nChanged 29 ComputeScore: Raw -157702.734772 + Penalty 3148.337068 = -154554.397704 Iteration 24Q: 3 clusters Score -154554.4 nChanged 26 ComputeScore: Raw -157718.151926 + Penalty 3148.337068 = -154569.814858 Iteration 25Q: 3 clusters Score -154569.8 nChanged 36 ComputeScore: Raw -157736.914803 + Penalty 3148.337068 = -154588.577735 Iteration 26Q: 3 clusters Score -154588.6 nChanged 25 ComputeScore: Raw -157752.631604 + Penalty 3148.337068 = -154604.294536 Iteration 27Q: 3 clusters Score -154604.3 nChanged 34 ComputeScore: Raw -157767.985930 + Penalty 3148.337068 = -154619.648862 Iteration 28Q: 3 clusters Score -154619.6 nChanged 33 ComputeScore: Raw -157782.946062 + Penalty 3148.337068 = -154634.608994 Iteration 29Q: 3 clusters Score -154634.6 nChanged 20 ComputeScore: Raw -157791.600309 + Penalty 3148.337068 = -154643.263241 Iteration 30Q: 3 clusters Score -154643.3 nChanged 22 ComputeScore: Raw -157803.669410 + Penalty 3148.337068 = -154655.332342 Iteration 31Q: 3 clusters Score -154655.3 nChanged 35 ComputeScore: Raw -157822.265417 + Penalty 3148.337068 = -154673.928350 Iteration 32Q: 3 clusters Score -154673.9 nChanged 30 ComputeScore: Raw -157838.135610 + Penalty 3148.337068 = -154689.798542 Iteration 33Q: 3 clusters Score -154689.8 nChanged 32 ComputeScore: Raw -157860.219785 + Penalty 3148.337068 = -154711.882717 Iteration 34Q: 3 clusters Score -154711.9 nChanged 38 ComputeScore: Raw -157882.056466 + Penalty 3148.337068 = -154733.719398 Iteration 35Q: 3 clusters Score -154733.7 nChanged 28 ComputeScore: Raw -157899.560074 + Penalty 3148.337068 = -154751.223006 Iteration 36Q: 3 clusters Score -154751.2 nChanged 26 ComputeScore: Raw -157910.167721 + Penalty 3148.337068 = -154761.830653 Iteration 37Q: 3 clusters Score -154761.8 nChanged 12 ComputeScore: Raw -157914.942701 + Penalty 3148.337068 = -154766.605634 Iteration 38Q: 3 clusters Score -154766.6 nChanged 10 ComputeScore: Raw -157920.314257 + Penalty 3148.337068 = -154771.977189 Iteration 39Q: 3 clusters Score -154772 nChanged 10 ComputeScore: Raw -157924.749620 + Penalty 3148.337068 = -154776.412552 Iteration 40F: 3 clusters Score -154776.4 nChanged 9 ComputeScore: Raw -157927.736224 + Penalty 3148.337068 = -154779.399156 Iteration 41Q: 3 clusters Score -154779.4 nChanged 2 ComputeScore: Raw -157928.165968 + Penalty 3148.337068 = -154779.828900 Iteration 42Q: 3 clusters Score -154779.8 nChanged 0 ComputeScore: Raw -157928.165968 + Penalty 3148.337068 = -154779.828900 Iteration 43F: 3 clusters Score -154779.8 nChanged 0 Trying to split cluster 9 (5945 points) Assigned 2 initial classes randomly. ComputeScore: Raw -225592.885833 + Penalty 1642.467798 = -223950.418035 Iteration 0F: 2 clusters Score -223950.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -222478.185319 + Penalty 3284.935596 = -219193.249723 Iteration 0F: 3 clusters Score -219193.2 nChanged 2446 ComputeScore: Raw -223849.426209 + Penalty 3284.935596 = -220564.490613 Iteration 1F: 3 clusters Score -220564.5 nChanged 424 ComputeScore: Raw -224119.675350 + Penalty 3284.935596 = -220834.739754 Iteration 2F: 3 clusters Score -220834.7 nChanged 361 ComputeScore: Raw -224407.900843 + Penalty 3284.935596 = -221122.965247 Iteration 3F: 3 clusters Score -221123 nChanged 366 ComputeScore: Raw -224870.824238 + Penalty 3284.935596 = -221585.888642 Iteration 4F: 3 clusters Score -221585.9 nChanged 401 ComputeScore: Raw -225694.438293 + Penalty 3284.935596 = -222409.502697 Iteration 5F: 3 clusters Score -222409.5 nChanged 468 ComputeScore: Raw -226469.180175 + Penalty 3284.935596 = -223184.244579 Iteration 6F: 3 clusters Score -223184.2 nChanged 407 ComputeScore: Raw -226959.366653 + Penalty 3284.935596 = -223674.431057 Iteration 7F: 3 clusters Score -223674.4 nChanged 284 ComputeScore: Raw -227268.353863 + Penalty 3284.935596 = -223983.418268 Iteration 8Q: 3 clusters Score -223983.4 nChanged 247 ComputeScore: Raw -227484.230888 + Penalty 3284.935596 = -224199.295292 Iteration 9Q: 3 clusters Score -224199.3 nChanged 229 ComputeScore: Raw -227688.105492 + Penalty 3284.935596 = -224403.169896 Iteration 10Q: 3 clusters Score -224403.2 nChanged 209 ComputeScore: Raw -228027.780657 + Penalty 3284.935596 = -224742.845061 Iteration 11Q: 3 clusters Score -224742.8 nChanged 234 ComputeScore: Raw -228927.866844 + Penalty 3284.935596 = -225642.931248 Iteration 12Q: 3 clusters Score -225642.9 nChanged 219 ComputeScore: Raw -232277.822373 + Penalty 3284.935596 = -228992.886777 Iteration 13Q: 3 clusters Score -228992.9 nChanged 235 Unmasked E-step: Deleting class 2: covariance matrix is singular ComputeScore: Raw -232193.304419 + Penalty 3284.935596 = -228908.368824 Iteration 14Q: 3 clusters Score -228908.4 nChanged 28 ComputeScore: Raw -204753.093296 + Penalty 1642.467798 = -203110.625498 Iteration 15F: 2 clusters Score -203110.6 nChanged 2800 ComputeScore: Raw -225592.885833 + Penalty 1642.467798 = -223950.418035 Iteration 16F: 2 clusters Score -223950.4 nChanged 0 Trying to split cluster 10 (3067 points) Assigned 2 initial classes randomly. ComputeScore: Raw -118897.877699 + Penalty 1517.378026 = -117380.499673 Iteration 0F: 2 clusters Score -117380.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -117483.860930 + Penalty 3034.756052 = -114449.104878 Iteration 0F: 3 clusters Score -114449.1 nChanged 1114 ComputeScore: Raw -118160.604517 + Penalty 3034.756052 = -115125.848465 Iteration 1F: 3 clusters Score -115125.8 nChanged 238 ComputeScore: Raw -118309.580708 + Penalty 3034.756052 = -115274.824656 Iteration 2F: 3 clusters Score -115274.8 nChanged 167 ComputeScore: Raw -118406.961257 + Penalty 3034.756052 = -115372.205205 Iteration 3F: 3 clusters Score -115372.2 nChanged 117 ComputeScore: Raw -118473.137913 + Penalty 3034.756052 = -115438.381861 Iteration 4Q: 3 clusters Score -115438.4 nChanged 87 ComputeScore: Raw -118533.517075 + Penalty 3034.756052 = -115498.761023 Iteration 5Q: 3 clusters Score -115498.8 nChanged 99 ComputeScore: Raw -118586.495794 + Penalty 3034.756052 = -115551.739742 Iteration 6Q: 3 clusters Score -115551.7 nChanged 69 ComputeScore: Raw -118623.345256 + Penalty 3034.756052 = -115588.589204 Iteration 7Q: 3 clusters Score -115588.6 nChanged 52 ComputeScore: Raw -118651.974263 + Penalty 3034.756052 = -115617.218210 Iteration 8Q: 3 clusters Score -115617.2 nChanged 41 ComputeScore: Raw -118671.577615 + Penalty 3034.756052 = -115636.821563 Iteration 9Q: 3 clusters Score -115636.8 nChanged 44 ComputeScore: Raw -118693.456462 + Penalty 3034.756052 = -115658.700410 Iteration 10Q: 3 clusters Score -115658.7 nChanged 43 ComputeScore: Raw -118717.281166 + Penalty 3034.756052 = -115682.525114 Iteration 11Q: 3 clusters Score -115682.5 nChanged 31 ComputeScore: Raw -118731.995007 + Penalty 3034.756052 = -115697.238955 Iteration 12Q: 3 clusters Score -115697.2 nChanged 25 ComputeScore: Raw -118744.196543 + Penalty 3034.756052 = -115709.440491 Iteration 13Q: 3 clusters Score -115709.4 nChanged 25 ComputeScore: Raw -118758.976075 + Penalty 3034.756052 = -115724.220023 Iteration 14Q: 3 clusters Score -115724.2 nChanged 26 ComputeScore: Raw -118772.216688 + Penalty 3034.756052 = -115737.460636 Iteration 15Q: 3 clusters Score -115737.5 nChanged 28 ComputeScore: Raw -118788.572383 + Penalty 3034.756052 = -115753.816331 Iteration 16Q: 3 clusters Score -115753.8 nChanged 27 ComputeScore: Raw -118804.091425 + Penalty 3034.756052 = -115769.335373 Iteration 17Q: 3 clusters Score -115769.3 nChanged 27 ComputeScore: Raw -118816.821630 + Penalty 3034.756052 = -115782.065578 Iteration 18Q: 3 clusters Score -115782.1 nChanged 23 ComputeScore: Raw -118826.347104 + Penalty 3034.756052 = -115791.591052 Iteration 19Q: 3 clusters Score -115791.6 nChanged 18 ComputeScore: Raw -118833.886085 + Penalty 3034.756052 = -115799.130033 Iteration 20F: 3 clusters Score -115799.1 nChanged 19 ComputeScore: Raw -118841.589552 + Penalty 3034.756052 = -115806.833500 Iteration 21Q: 3 clusters Score -115806.8 nChanged 12 ComputeScore: Raw -118845.103480 + Penalty 3034.756052 = -115810.347428 Iteration 22Q: 3 clusters Score -115810.3 nChanged 6 ComputeScore: Raw -118846.681287 + Penalty 3034.756052 = -115811.925235 Iteration 23Q: 3 clusters Score -115811.9 nChanged 7 ComputeScore: Raw -118848.879872 + Penalty 3034.756052 = -115814.123820 Iteration 24Q: 3 clusters Score -115814.1 nChanged 5 ComputeScore: Raw -118851.563758 + Penalty 3034.756052 = -115816.807706 Iteration 25Q: 3 clusters Score -115816.8 nChanged 7 ComputeScore: Raw -118854.852167 + Penalty 3034.756052 = -115820.096115 Iteration 26Q: 3 clusters Score -115820.1 nChanged 7 ComputeScore: Raw -118859.758584 + Penalty 3034.756052 = -115825.002532 Iteration 27Q: 3 clusters Score -115825 nChanged 9 ComputeScore: Raw -118864.974059 + Penalty 3034.756052 = -115830.218007 Iteration 28Q: 3 clusters Score -115830.2 nChanged 8 ComputeScore: Raw -118868.715097 + Penalty 3034.756052 = -115833.959045 Iteration 29Q: 3 clusters Score -115834 nChanged 12 ComputeScore: Raw -118874.678469 + Penalty 3034.756052 = -115839.922417 Iteration 30Q: 3 clusters Score -115839.9 nChanged 11 ComputeScore: Raw -118879.965086 + Penalty 3034.756052 = -115845.209034 Iteration 31Q: 3 clusters Score -115845.2 nChanged 13 ComputeScore: Raw -118886.475265 + Penalty 3034.756052 = -115851.719213 Iteration 32Q: 3 clusters Score -115851.7 nChanged 16 ComputeScore: Raw -118895.952081 + Penalty 3034.756052 = -115861.196029 Iteration 33Q: 3 clusters Score -115861.2 nChanged 14 ComputeScore: Raw -118903.175346 + Penalty 3034.756052 = -115868.419293 Iteration 34Q: 3 clusters Score -115868.4 nChanged 19 ComputeScore: Raw -118911.148357 + Penalty 3034.756052 = -115876.392305 Iteration 35Q: 3 clusters Score -115876.4 nChanged 14 ComputeScore: Raw -118915.368970 + Penalty 3034.756052 = -115880.612918 Iteration 36Q: 3 clusters Score -115880.6 nChanged 10 ComputeScore: Raw -118920.291206 + Penalty 3034.756052 = -115885.535154 Iteration 37Q: 3 clusters Score -115885.5 nChanged 13 ComputeScore: Raw -118927.028551 + Penalty 3034.756052 = -115892.272499 Iteration 38Q: 3 clusters Score -115892.3 nChanged 15 ComputeScore: Raw -118937.477377 + Penalty 3034.756052 = -115902.721325 Iteration 39Q: 3 clusters Score -115902.7 nChanged 13 ComputeScore: Raw -118945.088076 + Penalty 3034.756052 = -115910.332024 Iteration 40F: 3 clusters Score -115910.3 nChanged 10 ComputeScore: Raw -118951.819014 + Penalty 3034.756052 = -115917.062962 Iteration 41Q: 3 clusters Score -115917.1 nChanged 9 ComputeScore: Raw -118954.763357 + Penalty 3034.756052 = -115920.007305 Iteration 42Q: 3 clusters Score -115920 nChanged 5 ComputeScore: Raw -118957.064610 + Penalty 3034.756052 = -115922.308558 Iteration 43Q: 3 clusters Score -115922.3 nChanged 7 ComputeScore: Raw -118960.218660 + Penalty 3034.756052 = -115925.462608 Iteration 44Q: 3 clusters Score -115925.5 nChanged 6 ComputeScore: Raw -118963.906161 + Penalty 3034.756052 = -115929.150109 Iteration 45Q: 3 clusters Score -115929.2 nChanged 6 ComputeScore: Raw -118966.476781 + Penalty 3034.756052 = -115931.720729 Iteration 46Q: 3 clusters Score -115931.7 nChanged 4 ComputeScore: Raw -118967.706372 + Penalty 3034.756052 = -115932.950320 Iteration 47Q: 3 clusters Score -115933 nChanged 5 ComputeScore: Raw -118969.110893 + Penalty 3034.756052 = -115934.354841 Iteration 48Q: 3 clusters Score -115934.4 nChanged 4 ComputeScore: Raw -118971.309098 + Penalty 3034.756052 = -115936.553046 Iteration 49Q: 3 clusters Score -115936.6 nChanged 5 ComputeScore: Raw -118974.438207 + Penalty 3034.756052 = -115939.682155 Iteration 50Q: 3 clusters Score -115939.7 nChanged 6 ComputeScore: Raw -118976.607648 + Penalty 3034.756052 = -115941.851595 Iteration 51Q: 3 clusters Score -115941.9 nChanged 4 ComputeScore: Raw -118978.405481 + Penalty 3034.756052 = -115943.649429 Iteration 52Q: 3 clusters Score -115943.6 nChanged 3 ComputeScore: Raw -118979.891070 + Penalty 3034.756052 = -115945.135018 Iteration 53Q: 3 clusters Score -115945.1 nChanged 4 ComputeScore: Raw -118981.181754 + Penalty 3034.756052 = -115946.425702 Iteration 54Q: 3 clusters Score -115946.4 nChanged 2 ComputeScore: Raw -118982.323959 + Penalty 3034.756052 = -115947.567907 Iteration 55Q: 3 clusters Score -115947.6 nChanged 3 ComputeScore: Raw -118984.015078 + Penalty 3034.756052 = -115949.259026 Iteration 56Q: 3 clusters Score -115949.3 nChanged 4 ComputeScore: Raw -118985.730695 + Penalty 3034.756052 = -115950.974643 Iteration 57Q: 3 clusters Score -115951 nChanged 5 ComputeScore: Raw -118987.812085 + Penalty 3034.756052 = -115953.056033 Iteration 58Q: 3 clusters Score -115953.1 nChanged 4 ComputeScore: Raw -118989.801343 + Penalty 3034.756052 = -115955.045291 Iteration 59Q: 3 clusters Score -115955 nChanged 2 ComputeScore: Raw -118990.749309 + Penalty 3034.756052 = -115955.993257 Iteration 60F: 3 clusters Score -115956 nChanged 3 ComputeScore: Raw -118991.677135 + Penalty 3034.756052 = -115956.921082 Iteration 61Q: 3 clusters Score -115956.9 nChanged 3 ComputeScore: Raw -118992.657897 + Penalty 3034.756052 = -115957.901845 Iteration 62Q: 3 clusters Score -115957.9 nChanged 1 ComputeScore: Raw -118992.987130 + Penalty 3034.756052 = -115958.231078 Iteration 63Q: 3 clusters Score -115958.2 nChanged 1 ComputeScore: Raw -118993.383703 + Penalty 3034.756052 = -115958.627651 Iteration 64Q: 3 clusters Score -115958.6 nChanged 2 ComputeScore: Raw -118994.801932 + Penalty 3034.756052 = -115960.045880 Iteration 65Q: 3 clusters Score -115960 nChanged 1 ComputeScore: Raw -118995.081216 + Penalty 3034.756052 = -115960.325164 Iteration 66Q: 3 clusters Score -115960.3 nChanged 1 ComputeScore: Raw -118995.406201 + Penalty 3034.756052 = -115960.650149 Iteration 67Q: 3 clusters Score -115960.7 nChanged 0 ComputeScore: Raw -118995.406201 + Penalty 3034.756052 = -115960.650149 Iteration 68F: 3 clusters Score -115960.7 nChanged 0 Trying to split cluster 11 (6979 points) Assigned 2 initial classes randomly. ComputeScore: Raw -265037.878786 + Penalty 1672.774914 = -263365.103872 Iteration 0F: 2 clusters Score -263365.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -261371.430160 + Penalty 3345.549827 = -258025.880332 Iteration 0F: 3 clusters Score -258025.9 nChanged 2866 ComputeScore: Raw -262921.188020 + Penalty 3345.549827 = -259575.638193 Iteration 1F: 3 clusters Score -259575.6 nChanged 486 ComputeScore: Raw -263182.396032 + Penalty 3345.549827 = -259836.846204 Iteration 2F: 3 clusters Score -259836.8 nChanged 383 ComputeScore: Raw -263384.252643 + Penalty 3345.549827 = -260038.702816 Iteration 3F: 3 clusters Score -260038.7 nChanged 320 ComputeScore: Raw -263534.350556 + Penalty 3345.549827 = -260188.800729 Iteration 4Q: 3 clusters Score -260188.8 nChanged 269 ComputeScore: Raw -263666.588493 + Penalty 3345.549827 = -260321.038666 Iteration 5Q: 3 clusters Score -260321 nChanged 246 ComputeScore: Raw -263773.821458 + Penalty 3345.549827 = -260428.271631 Iteration 6Q: 3 clusters Score -260428.3 nChanged 218 ComputeScore: Raw -263875.588175 + Penalty 3345.549827 = -260530.038347 Iteration 7Q: 3 clusters Score -260530 nChanged 226 ComputeScore: Raw -263989.480245 + Penalty 3345.549827 = -260643.930418 Iteration 8Q: 3 clusters Score -260643.9 nChanged 200 ComputeScore: Raw -264100.615791 + Penalty 3345.549827 = -260755.065963 Iteration 9Q: 3 clusters Score -260755.1 nChanged 224 ComputeScore: Raw -264239.472590 + Penalty 3345.549827 = -260893.922763 Iteration 10Q: 3 clusters Score -260893.9 nChanged 210 ComputeScore: Raw -264372.013122 + Penalty 3345.549827 = -261026.463295 Iteration 11Q: 3 clusters Score -261026.5 nChanged 208 ComputeScore: Raw -264496.812758 + Penalty 3345.549827 = -261151.262930 Iteration 12Q: 3 clusters Score -261151.3 nChanged 179 ComputeScore: Raw -264608.961474 + Penalty 3345.549827 = -261263.411647 Iteration 13Q: 3 clusters Score -261263.4 nChanged 159 ComputeScore: Raw -264696.600911 + Penalty 3345.549827 = -261351.051084 Iteration 14Q: 3 clusters Score -261351.1 nChanged 142 ComputeScore: Raw -264772.951038 + Penalty 3345.549827 = -261427.401210 Iteration 15Q: 3 clusters Score -261427.4 nChanged 124 ComputeScore: Raw -264833.397481 + Penalty 3345.549827 = -261487.847653 Iteration 16Q: 3 clusters Score -261487.8 nChanged 101 ComputeScore: Raw -264882.629740 + Penalty 3345.549827 = -261537.079912 Iteration 17Q: 3 clusters Score -261537.1 nChanged 94 ComputeScore: Raw -264927.946699 + Penalty 3345.549827 = -261582.396872 Iteration 18Q: 3 clusters Score -261582.4 nChanged 75 ComputeScore: Raw -264960.049807 + Penalty 3345.549827 = -261614.499979 Iteration 19Q: 3 clusters Score -261614.5 nChanged 53 ComputeScore: Raw -264982.369855 + Penalty 3345.549827 = -261636.820027 Iteration 20F: 3 clusters Score -261636.8 nChanged 52 ComputeScore: Raw -265001.323536 + Penalty 3345.549827 = -261655.773709 Iteration 21Q: 3 clusters Score -261655.8 nChanged 41 ComputeScore: Raw -265021.028571 + Penalty 3345.549827 = -261675.478744 Iteration 22Q: 3 clusters Score -261675.5 nChanged 51 ComputeScore: Raw -265041.882854 + Penalty 3345.549827 = -261696.333026 Iteration 23Q: 3 clusters Score -261696.3 nChanged 49 ComputeScore: Raw -265061.919024 + Penalty 3345.549827 = -261716.369197 Iteration 24Q: 3 clusters Score -261716.4 nChanged 57 ComputeScore: Raw -265088.492323 + Penalty 3345.549827 = -261742.942495 Iteration 25Q: 3 clusters Score -261742.9 nChanged 60 ComputeScore: Raw -265114.913180 + Penalty 3345.549827 = -261769.363352 Iteration 26Q: 3 clusters Score -261769.4 nChanged 54 ComputeScore: Raw -265139.739889 + Penalty 3345.549827 = -261794.190062 Iteration 27Q: 3 clusters Score -261794.2 nChanged 41 ComputeScore: Raw -265154.768062 + Penalty 3345.549827 = -261809.218235 Iteration 28Q: 3 clusters Score -261809.2 nChanged 30 ComputeScore: Raw -265166.102872 + Penalty 3345.549827 = -261820.553044 Iteration 29Q: 3 clusters Score -261820.6 nChanged 29 ComputeScore: Raw -265176.717187 + Penalty 3345.549827 = -261831.167360 Iteration 30Q: 3 clusters Score -261831.2 nChanged 25 ComputeScore: Raw -265185.466841 + Penalty 3345.549827 = -261839.917014 Iteration 31Q: 3 clusters Score -261839.9 nChanged 24 ComputeScore: Raw -265195.424718 + Penalty 3345.549827 = -261849.874891 Iteration 32Q: 3 clusters Score -261849.9 nChanged 31 ComputeScore: Raw -265205.528749 + Penalty 3345.549827 = -261859.978922 Iteration 33Q: 3 clusters Score -261860 nChanged 25 ComputeScore: Raw -265216.018748 + Penalty 3345.549827 = -261870.468920 Iteration 34Q: 3 clusters Score -261870.5 nChanged 29 ComputeScore: Raw -265230.132761 + Penalty 3345.549827 = -261884.582933 Iteration 35Q: 3 clusters Score -261884.6 nChanged 26 ComputeScore: Raw -265239.306091 + Penalty 3345.549827 = -261893.756264 Iteration 36Q: 3 clusters Score -261893.8 nChanged 18 ComputeScore: Raw -265246.761566 + Penalty 3345.549827 = -261901.211739 Iteration 37Q: 3 clusters Score -261901.2 nChanged 16 ComputeScore: Raw -265253.390447 + Penalty 3345.549827 = -261907.840619 Iteration 38Q: 3 clusters Score -261907.8 nChanged 23 ComputeScore: Raw -265260.438689 + Penalty 3345.549827 = -261914.888862 Iteration 39Q: 3 clusters Score -261914.9 nChanged 16 ComputeScore: Raw -265266.033690 + Penalty 3345.549827 = -261920.483863 Iteration 40F: 3 clusters Score -261920.5 nChanged 16 ComputeScore: Raw -265270.994327 + Penalty 3345.549827 = -261925.444500 Iteration 41Q: 3 clusters Score -261925.4 nChanged 19 ComputeScore: Raw -265277.368086 + Penalty 3345.549827 = -261931.818259 Iteration 42Q: 3 clusters Score -261931.8 nChanged 17 ComputeScore: Raw -265285.760018 + Penalty 3345.549827 = -261940.210191 Iteration 43Q: 3 clusters Score -261940.2 nChanged 24 ComputeScore: Raw -265294.726172 + Penalty 3345.549827 = -261949.176345 Iteration 44Q: 3 clusters Score -261949.2 nChanged 24 ComputeScore: Raw -265305.341588 + Penalty 3345.549827 = -261959.791761 Iteration 45Q: 3 clusters Score -261959.8 nChanged 29 ComputeScore: Raw -265318.870887 + Penalty 3345.549827 = -261973.321060 Iteration 46Q: 3 clusters Score -261973.3 nChanged 19 ComputeScore: Raw -265325.221684 + Penalty 3345.549827 = -261979.671857 Iteration 47Q: 3 clusters Score -261979.7 nChanged 9 ComputeScore: Raw -265328.629098 + Penalty 3345.549827 = -261983.079271 Iteration 48Q: 3 clusters Score -261983.1 nChanged 10 ComputeScore: Raw -265332.290431 + Penalty 3345.549827 = -261986.740603 Iteration 49Q: 3 clusters Score -261986.7 nChanged 8 ComputeScore: Raw -265336.084122 + Penalty 3345.549827 = -261990.534294 Iteration 50Q: 3 clusters Score -261990.5 nChanged 11 ComputeScore: Raw -265339.697961 + Penalty 3345.549827 = -261994.148134 Iteration 51Q: 3 clusters Score -261994.1 nChanged 11 ComputeScore: Raw -265342.997082 + Penalty 3345.549827 = -261997.447255 Iteration 52Q: 3 clusters Score -261997.4 nChanged 7 ComputeScore: Raw -265344.788894 + Penalty 3345.549827 = -261999.239067 Iteration 53Q: 3 clusters Score -261999.2 nChanged 6 ComputeScore: Raw -265346.074141 + Penalty 3345.549827 = -262000.524313 Iteration 54Q: 3 clusters Score -262000.5 nChanged 3 ComputeScore: Raw -265346.760593 + Penalty 3345.549827 = -262001.210766 Iteration 55Q: 3 clusters Score -262001.2 nChanged 3 ComputeScore: Raw -265347.643030 + Penalty 3345.549827 = -262002.093203 Iteration 56Q: 3 clusters Score -262002.1 nChanged 5 ComputeScore: Raw -265349.285951 + Penalty 3345.549827 = -262003.736124 Iteration 57Q: 3 clusters Score -262003.7 nChanged 8 ComputeScore: Raw -265351.964697 + Penalty 3345.549827 = -262006.414870 Iteration 58Q: 3 clusters Score -262006.4 nChanged 6 ComputeScore: Raw -265353.706918 + Penalty 3345.549827 = -262008.157090 Iteration 59Q: 3 clusters Score -262008.2 nChanged 5 ComputeScore: Raw -265355.097245 + Penalty 3345.549827 = -262009.547417 Iteration 60F: 3 clusters Score -262009.5 nChanged 3 ComputeScore: Raw -265355.985318 + Penalty 3345.549827 = -262010.435490 Iteration 61Q: 3 clusters Score -262010.4 nChanged 1 ComputeScore: Raw -265356.210822 + Penalty 3345.549827 = -262010.660995 Iteration 62Q: 3 clusters Score -262010.7 nChanged 1 ComputeScore: Raw -265356.710985 + Penalty 3345.549827 = -262011.161158 Iteration 63Q: 3 clusters Score -262011.2 nChanged 2 ComputeScore: Raw -265358.252974 + Penalty 3345.549827 = -262012.703147 Iteration 64Q: 3 clusters Score -262012.7 nChanged 3 ComputeScore: Raw -265359.605930 + Penalty 3345.549827 = -262014.056103 Iteration 65Q: 3 clusters Score -262014.1 nChanged 3 ComputeScore: Raw -265360.543346 + Penalty 3345.549827 = -262014.993519 Iteration 66Q: 3 clusters Score -262015 nChanged 3 ComputeScore: Raw -265361.274137 + Penalty 3345.549827 = -262015.724310 Iteration 67Q: 3 clusters Score -262015.7 nChanged 3 ComputeScore: Raw -265361.751246 + Penalty 3345.549827 = -262016.201419 Iteration 68Q: 3 clusters Score -262016.2 nChanged 1 ComputeScore: Raw -265361.951330 + Penalty 3345.549827 = -262016.401502 Iteration 69Q: 3 clusters Score -262016.4 nChanged 1 ComputeScore: Raw -265362.318496 + Penalty 3345.549827 = -262016.768668 Iteration 70Q: 3 clusters Score -262016.8 nChanged 1 ComputeScore: Raw -265362.639439 + Penalty 3345.549827 = -262017.089611 Iteration 71Q: 3 clusters Score -262017.1 nChanged 1 ComputeScore: Raw -265362.812143 + Penalty 3345.549827 = -262017.262316 Iteration 72Q: 3 clusters Score -262017.3 nChanged 1 ComputeScore: Raw -265363.213601 + Penalty 3345.549827 = -262017.663774 Iteration 73Q: 3 clusters Score -262017.7 nChanged 1 ComputeScore: Raw -265363.393833 + Penalty 3345.549827 = -262017.844005 Iteration 74Q: 3 clusters Score -262017.8 nChanged 2 ComputeScore: Raw -265363.851064 + Penalty 3345.549827 = -262018.301236 Iteration 75Q: 3 clusters Score -262018.3 nChanged 3 ComputeScore: Raw -265364.671315 + Penalty 3345.549827 = -262019.121487 Iteration 76Q: 3 clusters Score -262019.1 nChanged 2 ComputeScore: Raw -265364.931274 + Penalty 3345.549827 = -262019.381447 Iteration 77Q: 3 clusters Score -262019.4 nChanged 0 ComputeScore: Raw -265364.931274 + Penalty 3345.549827 = -262019.381447 Iteration 78F: 3 clusters Score -262019.4 nChanged 0 Trying to split cluster 12 (3994 points) Assigned 2 initial classes randomly. ComputeScore: Raw -153457.931417 + Penalty 1567.291669 = -151890.639748 Iteration 0F: 2 clusters Score -151890.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -151587.036040 + Penalty 3134.583338 = -148452.452702 Iteration 0F: 3 clusters Score -148452.5 nChanged 1498 ComputeScore: Raw -152469.597366 + Penalty 3134.583338 = -149335.014028 Iteration 1F: 3 clusters Score -149335 nChanged 295 ComputeScore: Raw -152692.810137 + Penalty 3134.583338 = -149558.226799 Iteration 2F: 3 clusters Score -149558.2 nChanged 215 ComputeScore: Raw -152824.601171 + Penalty 3134.583338 = -149690.017833 Iteration 3F: 3 clusters Score -149690 nChanged 143 ComputeScore: Raw -152907.871728 + Penalty 3134.583338 = -149773.288389 Iteration 4Q: 3 clusters Score -149773.3 nChanged 146 ComputeScore: Raw -152994.997703 + Penalty 3134.583338 = -149860.414364 Iteration 5Q: 3 clusters Score -149860.4 nChanged 131 ComputeScore: Raw -153071.381102 + Penalty 3134.583338 = -149936.797764 Iteration 6Q: 3 clusters Score -149936.8 nChanged 123 ComputeScore: Raw -153150.777268 + Penalty 3134.583338 = -150016.193930 Iteration 7Q: 3 clusters Score -150016.2 nChanged 108 ComputeScore: Raw -153205.726271 + Penalty 3134.583338 = -150071.142933 Iteration 8Q: 3 clusters Score -150071.1 nChanged 87 ComputeScore: Raw -153247.453706 + Penalty 3134.583338 = -150112.870368 Iteration 9Q: 3 clusters Score -150112.9 nChanged 82 ComputeScore: Raw -153293.076481 + Penalty 3134.583338 = -150158.493143 Iteration 10Q: 3 clusters Score -150158.5 nChanged 85 ComputeScore: Raw -153341.965998 + Penalty 3134.583338 = -150207.382660 Iteration 11Q: 3 clusters Score -150207.4 nChanged 75 ComputeScore: Raw -153383.303712 + Penalty 3134.583338 = -150248.720374 Iteration 12Q: 3 clusters Score -150248.7 nChanged 73 ComputeScore: Raw -153424.257202 + Penalty 3134.583338 = -150289.673863 Iteration 13Q: 3 clusters Score -150289.7 nChanged 65 ComputeScore: Raw -153455.657272 + Penalty 3134.583338 = -150321.073933 Iteration 14Q: 3 clusters Score -150321.1 nChanged 61 ComputeScore: Raw -153483.701655 + Penalty 3134.583338 = -150349.118317 Iteration 15Q: 3 clusters Score -150349.1 nChanged 59 ComputeScore: Raw -153515.212585 + Penalty 3134.583338 = -150380.629246 Iteration 16Q: 3 clusters Score -150380.6 nChanged 60 ComputeScore: Raw -153549.852286 + Penalty 3134.583338 = -150415.268947 Iteration 17Q: 3 clusters Score -150415.3 nChanged 47 ComputeScore: Raw -153576.314027 + Penalty 3134.583338 = -150441.730689 Iteration 18Q: 3 clusters Score -150441.7 nChanged 43 ComputeScore: Raw -153594.859675 + Penalty 3134.583338 = -150460.276337 Iteration 19Q: 3 clusters Score -150460.3 nChanged 31 ComputeScore: Raw -153606.816429 + Penalty 3134.583338 = -150472.233091 Iteration 20F: 3 clusters Score -150472.2 nChanged 22 ComputeScore: Raw -153614.582312 + Penalty 3134.583338 = -150479.998973 Iteration 21Q: 3 clusters Score -150480 nChanged 19 ComputeScore: Raw -153621.944933 + Penalty 3134.583338 = -150487.361595 Iteration 22Q: 3 clusters Score -150487.4 nChanged 21 ComputeScore: Raw -153630.833530 + Penalty 3134.583338 = -150496.250192 Iteration 23Q: 3 clusters Score -150496.3 nChanged 24 ComputeScore: Raw -153641.866791 + Penalty 3134.583338 = -150507.283453 Iteration 24Q: 3 clusters Score -150507.3 nChanged 23 ComputeScore: Raw -153648.619114 + Penalty 3134.583338 = -150514.035776 Iteration 25Q: 3 clusters Score -150514 nChanged 16 ComputeScore: Raw -153655.532892 + Penalty 3134.583338 = -150520.949554 Iteration 26Q: 3 clusters Score -150520.9 nChanged 15 ComputeScore: Raw -153663.242500 + Penalty 3134.583338 = -150528.659162 Iteration 27Q: 3 clusters Score -150528.7 nChanged 13 ComputeScore: Raw -153669.662931 + Penalty 3134.583338 = -150535.079593 Iteration 28Q: 3 clusters Score -150535.1 nChanged 10 ComputeScore: Raw -153672.844913 + Penalty 3134.583338 = -150538.261575 Iteration 29Q: 3 clusters Score -150538.3 nChanged 8 ComputeScore: Raw -153676.145343 + Penalty 3134.583338 = -150541.562005 Iteration 30Q: 3 clusters Score -150541.6 nChanged 9 ComputeScore: Raw -153679.526360 + Penalty 3134.583338 = -150544.943021 Iteration 31Q: 3 clusters Score -150544.9 nChanged 9 ComputeScore: Raw -153682.168648 + Penalty 3134.583338 = -150547.585309 Iteration 32Q: 3 clusters Score -150547.6 nChanged 5 ComputeScore: Raw -153683.936754 + Penalty 3134.583338 = -150549.353416 Iteration 33Q: 3 clusters Score -150549.4 nChanged 7 ComputeScore: Raw -153685.706934 + Penalty 3134.583338 = -150551.123596 Iteration 34Q: 3 clusters Score -150551.1 nChanged 5 ComputeScore: Raw -153687.425326 + Penalty 3134.583338 = -150552.841987 Iteration 35Q: 3 clusters Score -150552.8 nChanged 8 ComputeScore: Raw -153691.049391 + Penalty 3134.583338 = -150556.466052 Iteration 36Q: 3 clusters Score -150556.5 nChanged 4 ComputeScore: Raw -153692.081725 + Penalty 3134.583338 = -150557.498387 Iteration 37Q: 3 clusters Score -150557.5 nChanged 2 ComputeScore: Raw -153692.477158 + Penalty 3134.583338 = -150557.893819 Iteration 38Q: 3 clusters Score -150557.9 nChanged 1 ComputeScore: Raw -153693.394835 + Penalty 3134.583338 = -150558.811496 Iteration 39Q: 3 clusters Score -150558.8 nChanged 1 ComputeScore: Raw -153693.907897 + Penalty 3134.583338 = -150559.324559 Iteration 40F: 3 clusters Score -150559.3 nChanged 1 ComputeScore: Raw -153694.430010 + Penalty 3134.583338 = -150559.846672 Iteration 41Q: 3 clusters Score -150559.8 nChanged 1 ComputeScore: Raw -153694.538741 + Penalty 3134.583338 = -150559.955403 Iteration 42Q: 3 clusters Score -150560 nChanged 1 ComputeScore: Raw -153694.870487 + Penalty 3134.583338 = -150560.287149 Iteration 43Q: 3 clusters Score -150560.3 nChanged 1 ComputeScore: Raw -153695.514416 + Penalty 3134.583338 = -150560.931078 Iteration 44Q: 3 clusters Score -150560.9 nChanged 4 ComputeScore: Raw -153697.419749 + Penalty 3134.583338 = -150562.836411 Iteration 45Q: 3 clusters Score -150562.8 nChanged 4 ComputeScore: Raw -153699.301386 + Penalty 3134.583338 = -150564.718048 Iteration 46Q: 3 clusters Score -150564.7 nChanged 8 ComputeScore: Raw -153701.881482 + Penalty 3134.583338 = -150567.298144 Iteration 47Q: 3 clusters Score -150567.3 nChanged 2 ComputeScore: Raw -153702.299264 + Penalty 3134.583338 = -150567.715926 Iteration 48Q: 3 clusters Score -150567.7 nChanged 2 ComputeScore: Raw -153702.955192 + Penalty 3134.583338 = -150568.371854 Iteration 49Q: 3 clusters Score -150568.4 nChanged 2 ComputeScore: Raw -153703.569736 + Penalty 3134.583338 = -150568.986398 Iteration 50Q: 3 clusters Score -150569 nChanged 2 ComputeScore: Raw -153703.879172 + Penalty 3134.583338 = -150569.295834 Iteration 51Q: 3 clusters Score -150569.3 nChanged 2 ComputeScore: Raw -153704.432944 + Penalty 3134.583338 = -150569.849606 Iteration 52Q: 3 clusters Score -150569.8 nChanged 0 ComputeScore: Raw -153704.432944 + Penalty 3134.583338 = -150569.849606 Iteration 53F: 3 clusters Score -150569.8 nChanged 0 Trying to split cluster 13 (4282 points) Assigned 2 initial classes randomly. ComputeScore: Raw -157765.497318 + Penalty 1580.451164 = -156185.046154 Iteration 0F: 2 clusters Score -156185 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -155627.479388 + Penalty 3160.902327 = -152466.577060 Iteration 0F: 3 clusters Score -152466.6 nChanged 1661 ComputeScore: Raw -156601.257825 + Penalty 3160.902327 = -153440.355498 Iteration 1F: 3 clusters Score -153440.4 nChanged 381 ComputeScore: Raw -156838.466743 + Penalty 3160.902327 = -153677.564416 Iteration 2F: 3 clusters Score -153677.6 nChanged 264 ComputeScore: Raw -156991.136572 + Penalty 3160.902327 = -153830.234245 Iteration 3F: 3 clusters Score -153830.2 nChanged 181 ComputeScore: Raw -157094.654199 + Penalty 3160.902327 = -153933.751871 Iteration 4Q: 3 clusters Score -153933.8 nChanged 166 ComputeScore: Raw -157196.965055 + Penalty 3160.902327 = -154036.062728 Iteration 5Q: 3 clusters Score -154036.1 nChanged 151 ComputeScore: Raw -157292.627688 + Penalty 3160.902327 = -154131.725361 Iteration 6Q: 3 clusters Score -154131.7 nChanged 134 ComputeScore: Raw -157379.857601 + Penalty 3160.902327 = -154218.955274 Iteration 7Q: 3 clusters Score -154219 nChanged 130 ComputeScore: Raw -157454.406606 + Penalty 3160.902327 = -154293.504278 Iteration 8Q: 3 clusters Score -154293.5 nChanged 122 ComputeScore: Raw -157534.538139 + Penalty 3160.902327 = -154373.635812 Iteration 9Q: 3 clusters Score -154373.6 nChanged 121 ComputeScore: Raw -157608.070618 + Penalty 3160.902327 = -154447.168291 Iteration 10Q: 3 clusters Score -154447.2 nChanged 104 ComputeScore: Raw -157682.683014 + Penalty 3160.902327 = -154521.780687 Iteration 11Q: 3 clusters Score -154521.8 nChanged 110 ComputeScore: Raw -157766.949448 + Penalty 3160.902327 = -154606.047120 Iteration 12Q: 3 clusters Score -154606 nChanged 105 ComputeScore: Raw -157826.567052 + Penalty 3160.902327 = -154665.664725 Iteration 13Q: 3 clusters Score -154665.7 nChanged 86 ComputeScore: Raw -157869.259719 + Penalty 3160.902327 = -154708.357392 Iteration 14Q: 3 clusters Score -154708.4 nChanged 58 ComputeScore: Raw -157904.642879 + Penalty 3160.902327 = -154743.740551 Iteration 15Q: 3 clusters Score -154743.7 nChanged 61 ComputeScore: Raw -157937.462877 + Penalty 3160.902327 = -154776.560550 Iteration 16Q: 3 clusters Score -154776.6 nChanged 50 ComputeScore: Raw -157966.340167 + Penalty 3160.902327 = -154805.437840 Iteration 17Q: 3 clusters Score -154805.4 nChanged 46 ComputeScore: Raw -157993.100999 + Penalty 3160.902327 = -154832.198671 Iteration 18Q: 3 clusters Score -154832.2 nChanged 43 ComputeScore: Raw -158020.533455 + Penalty 3160.902327 = -154859.631127 Iteration 19Q: 3 clusters Score -154859.6 nChanged 35 ComputeScore: Raw -158038.975624 + Penalty 3160.902327 = -154878.073296 Iteration 20F: 3 clusters Score -154878.1 nChanged 32 ComputeScore: Raw -158050.869069 + Penalty 3160.902327 = -154889.966742 Iteration 21Q: 3 clusters Score -154890 nChanged 31 ComputeScore: Raw -158063.107091 + Penalty 3160.902327 = -154902.204764 Iteration 22Q: 3 clusters Score -154902.2 nChanged 26 ComputeScore: Raw -158078.303175 + Penalty 3160.902327 = -154917.400848 Iteration 23Q: 3 clusters Score -154917.4 nChanged 27 ComputeScore: Raw -158094.038910 + Penalty 3160.902327 = -154933.136583 Iteration 24Q: 3 clusters Score -154933.1 nChanged 24 ComputeScore: Raw -158105.853846 + Penalty 3160.902327 = -154944.951519 Iteration 25Q: 3 clusters Score -154945 nChanged 28 ComputeScore: Raw -158115.445002 + Penalty 3160.902327 = -154954.542674 Iteration 26Q: 3 clusters Score -154954.5 nChanged 18 ComputeScore: Raw -158123.516543 + Penalty 3160.902327 = -154962.614216 Iteration 27Q: 3 clusters Score -154962.6 nChanged 23 ComputeScore: Raw -158133.475863 + Penalty 3160.902327 = -154972.573536 Iteration 28Q: 3 clusters Score -154972.6 nChanged 22 ComputeScore: Raw -158141.246751 + Penalty 3160.902327 = -154980.344424 Iteration 29Q: 3 clusters Score -154980.3 nChanged 19 ComputeScore: Raw -158147.373898 + Penalty 3160.902327 = -154986.471571 Iteration 30Q: 3 clusters Score -154986.5 nChanged 8 ComputeScore: Raw -158150.391082 + Penalty 3160.902327 = -154989.488755 Iteration 31Q: 3 clusters Score -154989.5 nChanged 7 ComputeScore: Raw -158153.522674 + Penalty 3160.902327 = -154992.620347 Iteration 32Q: 3 clusters Score -154992.6 nChanged 3 ComputeScore: Raw -158156.042813 + Penalty 3160.902327 = -154995.140486 Iteration 33Q: 3 clusters Score -154995.1 nChanged 1 ComputeScore: Raw -158156.266608 + Penalty 3160.902327 = -154995.364281 Iteration 34Q: 3 clusters Score -154995.4 nChanged 1 ComputeScore: Raw -158156.515006 + Penalty 3160.902327 = -154995.612679 Iteration 35Q: 3 clusters Score -154995.6 nChanged 0 ComputeScore: Raw -158156.515006 + Penalty 3160.902327 = -154995.612679 Iteration 36F: 3 clusters Score -154995.6 nChanged 0 Trying to split cluster 14 (6219 points) Assigned 2 initial classes randomly. ComputeScore: Raw -227093.578402 + Penalty 1650.983872 = -225442.594530 Iteration 0F: 2 clusters Score -225442.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -223822.342739 + Penalty 3301.967744 = -220520.374995 Iteration 0F: 3 clusters Score -220520.4 nChanged 2570 ComputeScore: Raw -225274.372167 + Penalty 3301.967744 = -221972.404423 Iteration 1F: 3 clusters Score -221972.4 nChanged 458 ComputeScore: Raw -225524.429545 + Penalty 3301.967744 = -222222.461802 Iteration 2F: 3 clusters Score -222222.5 nChanged 353 ComputeScore: Raw -225686.290700 + Penalty 3301.967744 = -222384.322956 Iteration 3F: 3 clusters Score -222384.3 nChanged 251 ComputeScore: Raw -225800.096528 + Penalty 3301.967744 = -222498.128784 Iteration 4Q: 3 clusters Score -222498.1 nChanged 223 ComputeScore: Raw -225902.700922 + Penalty 3301.967744 = -222600.733178 Iteration 5Q: 3 clusters Score -222600.7 nChanged 188 ComputeScore: Raw -225990.260464 + Penalty 3301.967744 = -222688.292720 Iteration 6Q: 3 clusters Score -222688.3 nChanged 168 ComputeScore: Raw -226058.017633 + Penalty 3301.967744 = -222756.049889 Iteration 7Q: 3 clusters Score -222756 nChanged 167 ComputeScore: Raw -226140.917166 + Penalty 3301.967744 = -222838.949422 Iteration 8Q: 3 clusters Score -222838.9 nChanged 194 ComputeScore: Raw -226235.233708 + Penalty 3301.967744 = -222933.265965 Iteration 9Q: 3 clusters Score -222933.3 nChanged 222 ComputeScore: Raw -226362.945640 + Penalty 3301.967744 = -223060.977896 Iteration 10Q: 3 clusters Score -223061 nChanged 226 ComputeScore: Raw -226493.941709 + Penalty 3301.967744 = -223191.973966 Iteration 11Q: 3 clusters Score -223192 nChanged 216 ComputeScore: Raw -226635.087454 + Penalty 3301.967744 = -223333.119711 Iteration 12Q: 3 clusters Score -223333.1 nChanged 249 ComputeScore: Raw -226801.616361 + Penalty 3301.967744 = -223499.648618 Iteration 13Q: 3 clusters Score -223499.6 nChanged 244 ComputeScore: Raw -226966.099513 + Penalty 3301.967744 = -223664.131770 Iteration 14Q: 3 clusters Score -223664.1 nChanged 232 ComputeScore: Raw -227104.993307 + Penalty 3301.967744 = -223803.025563 Iteration 15Q: 3 clusters Score -223803 nChanged 186 ComputeScore: Raw -227209.107170 + Penalty 3301.967744 = -223907.139426 Iteration 16Q: 3 clusters Score -223907.1 nChanged 135 ComputeScore: Raw -227285.335811 + Penalty 3301.967744 = -223983.368067 Iteration 17Q: 3 clusters Score -223983.4 nChanged 131 ComputeScore: Raw -227353.283272 + Penalty 3301.967744 = -224051.315528 Iteration 18Q: 3 clusters Score -224051.3 nChanged 81 ComputeScore: Raw -227392.380590 + Penalty 3301.967744 = -224090.412847 Iteration 19Q: 3 clusters Score -224090.4 nChanged 91 ComputeScore: Raw -227447.649946 + Penalty 3301.967744 = -224145.682202 Iteration 20F: 3 clusters Score -224145.7 nChanged 94 ComputeScore: Raw -227503.377320 + Penalty 3301.967744 = -224201.409576 Iteration 21Q: 3 clusters Score -224201.4 nChanged 95 ComputeScore: Raw -227554.615760 + Penalty 3301.967744 = -224252.648017 Iteration 22Q: 3 clusters Score -224252.6 nChanged 73 ComputeScore: Raw -227594.879003 + Penalty 3301.967744 = -224292.911259 Iteration 23Q: 3 clusters Score -224292.9 nChanged 53 ComputeScore: Raw -227622.651422 + Penalty 3301.967744 = -224320.683678 Iteration 24Q: 3 clusters Score -224320.7 nChanged 44 ComputeScore: Raw -227642.798766 + Penalty 3301.967744 = -224340.831023 Iteration 25Q: 3 clusters Score -224340.8 nChanged 39 ComputeScore: Raw -227662.391522 + Penalty 3301.967744 = -224360.423779 Iteration 26Q: 3 clusters Score -224360.4 nChanged 29 ComputeScore: Raw -227677.104524 + Penalty 3301.967744 = -224375.136781 Iteration 27Q: 3 clusters Score -224375.1 nChanged 23 ComputeScore: Raw -227691.364330 + Penalty 3301.967744 = -224389.396587 Iteration 28Q: 3 clusters Score -224389.4 nChanged 20 ComputeScore: Raw -227701.844499 + Penalty 3301.967744 = -224399.876756 Iteration 29Q: 3 clusters Score -224399.9 nChanged 14 ComputeScore: Raw -227712.739297 + Penalty 3301.967744 = -224410.771553 Iteration 30Q: 3 clusters Score -224410.8 nChanged 19 ComputeScore: Raw -227731.603510 + Penalty 3301.967744 = -224429.635767 Iteration 31Q: 3 clusters Score -224429.6 nChanged 17 ComputeScore: Raw -227741.434327 + Penalty 3301.967744 = -224439.466583 Iteration 32Q: 3 clusters Score -224439.5 nChanged 8 ComputeScore: Raw -227747.783968 + Penalty 3301.967744 = -224445.816225 Iteration 33Q: 3 clusters Score -224445.8 nChanged 12 ComputeScore: Raw -227753.919631 + Penalty 3301.967744 = -224451.951887 Iteration 34Q: 3 clusters Score -224452 nChanged 7 ComputeScore: Raw -227755.624544 + Penalty 3301.967744 = -224453.656800 Iteration 35Q: 3 clusters Score -224453.7 nChanged 3 ComputeScore: Raw -227757.126649 + Penalty 3301.967744 = -224455.158906 Iteration 36Q: 3 clusters Score -224455.2 nChanged 3 ComputeScore: Raw -227759.234781 + Penalty 3301.967744 = -224457.267038 Iteration 37Q: 3 clusters Score -224457.3 nChanged 2 ComputeScore: Raw -227761.060144 + Penalty 3301.967744 = -224459.092400 Iteration 38Q: 3 clusters Score -224459.1 nChanged 3 ComputeScore: Raw -227765.294791 + Penalty 3301.967744 = -224463.327047 Iteration 39Q: 3 clusters Score -224463.3 nChanged 4 ComputeScore: Raw -227766.441896 + Penalty 3301.967744 = -224464.474152 Iteration 40F: 3 clusters Score -224464.5 nChanged 0 Trying to split cluster 15 (4123 points) Assigned 2 initial classes randomly. ComputeScore: Raw -155564.070009 + Penalty 1573.299567 = -153990.770442 Iteration 0F: 2 clusters Score -153990.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -153546.772085 + Penalty 3146.599134 = -150400.172952 Iteration 0F: 3 clusters Score -150400.2 nChanged 1585 ComputeScore: Raw -154452.953643 + Penalty 3146.599134 = -151306.354510 Iteration 1F: 3 clusters Score -151306.4 nChanged 345 ComputeScore: Raw -154689.467611 + Penalty 3146.599134 = -151542.868477 Iteration 2F: 3 clusters Score -151542.9 nChanged 257 ComputeScore: Raw -154867.534303 + Penalty 3146.599134 = -151720.935169 Iteration 3F: 3 clusters Score -151720.9 nChanged 196 ComputeScore: Raw -154998.864940 + Penalty 3146.599134 = -151852.265806 Iteration 4Q: 3 clusters Score -151852.3 nChanged 186 ComputeScore: Raw -155119.121210 + Penalty 3146.599134 = -151972.522076 Iteration 5Q: 3 clusters Score -151972.5 nChanged 164 ComputeScore: Raw -155237.260970 + Penalty 3146.599134 = -152090.661836 Iteration 6Q: 3 clusters Score -152090.7 nChanged 151 ComputeScore: Raw -155342.262840 + Penalty 3146.599134 = -152195.663706 Iteration 7Q: 3 clusters Score -152195.7 nChanged 123 ComputeScore: Raw -155404.062271 + Penalty 3146.599134 = -152257.463137 Iteration 8Q: 3 clusters Score -152257.5 nChanged 89 ComputeScore: Raw -155453.096898 + Penalty 3146.599134 = -152306.497764 Iteration 9Q: 3 clusters Score -152306.5 nChanged 81 ComputeScore: Raw -155499.233381 + Penalty 3146.599134 = -152352.634247 Iteration 10Q: 3 clusters Score -152352.6 nChanged 69 ComputeScore: Raw -155533.711221 + Penalty 3146.599134 = -152387.112087 Iteration 11Q: 3 clusters Score -152387.1 nChanged 68 ComputeScore: Raw -155562.682007 + Penalty 3146.599134 = -152416.082873 Iteration 12Q: 3 clusters Score -152416.1 nChanged 55 ComputeScore: Raw -155590.301475 + Penalty 3146.599134 = -152443.702341 Iteration 13Q: 3 clusters Score -152443.7 nChanged 51 ComputeScore: Raw -155615.345260 + Penalty 3146.599134 = -152468.746126 Iteration 14Q: 3 clusters Score -152468.7 nChanged 52 ComputeScore: Raw -155647.518467 + Penalty 3146.599134 = -152500.919333 Iteration 15Q: 3 clusters Score -152500.9 nChanged 60 ComputeScore: Raw -155684.358735 + Penalty 3146.599134 = -152537.759601 Iteration 16Q: 3 clusters Score -152537.8 nChanged 64 ComputeScore: Raw -155724.080582 + Penalty 3146.599134 = -152577.481449 Iteration 17Q: 3 clusters Score -152577.5 nChanged 61 ComputeScore: Raw -155760.485248 + Penalty 3146.599134 = -152613.886114 Iteration 18Q: 3 clusters Score -152613.9 nChanged 51 ComputeScore: Raw -155784.557129 + Penalty 3146.599134 = -152637.957995 Iteration 19Q: 3 clusters Score -152638 nChanged 44 ComputeScore: Raw -155804.337130 + Penalty 3146.599134 = -152657.737996 Iteration 20F: 3 clusters Score -152657.7 nChanged 46 ComputeScore: Raw -155828.626607 + Penalty 3146.599134 = -152682.027474 Iteration 21Q: 3 clusters Score -152682 nChanged 55 ComputeScore: Raw -155859.240318 + Penalty 3146.599134 = -152712.641185 Iteration 22Q: 3 clusters Score -152712.6 nChanged 50 ComputeScore: Raw -155889.484644 + Penalty 3146.599134 = -152742.885510 Iteration 23Q: 3 clusters Score -152742.9 nChanged 50 ComputeScore: Raw -155912.741944 + Penalty 3146.599134 = -152766.142811 Iteration 24Q: 3 clusters Score -152766.1 nChanged 41 ComputeScore: Raw -155931.038689 + Penalty 3146.599134 = -152784.439555 Iteration 25Q: 3 clusters Score -152784.4 nChanged 28 ComputeScore: Raw -155944.685258 + Penalty 3146.599134 = -152798.086124 Iteration 26Q: 3 clusters Score -152798.1 nChanged 21 ComputeScore: Raw -155951.493518 + Penalty 3146.599134 = -152804.894384 Iteration 27Q: 3 clusters Score -152804.9 nChanged 17 ComputeScore: Raw -155956.633853 + Penalty 3146.599134 = -152810.034719 Iteration 28Q: 3 clusters Score -152810 nChanged 16 ComputeScore: Raw -155961.558345 + Penalty 3146.599134 = -152814.959211 Iteration 29Q: 3 clusters Score -152815 nChanged 16 ComputeScore: Raw -155967.293626 + Penalty 3146.599134 = -152820.694492 Iteration 30Q: 3 clusters Score -152820.7 nChanged 19 ComputeScore: Raw -155973.025453 + Penalty 3146.599134 = -152826.426319 Iteration 31Q: 3 clusters Score -152826.4 nChanged 16 ComputeScore: Raw -155979.264946 + Penalty 3146.599134 = -152832.665812 Iteration 32Q: 3 clusters Score -152832.7 nChanged 10 ComputeScore: Raw -155982.172307 + Penalty 3146.599134 = -152835.573173 Iteration 33Q: 3 clusters Score -152835.6 nChanged 10 ComputeScore: Raw -155984.385466 + Penalty 3146.599134 = -152837.786333 Iteration 34Q: 3 clusters Score -152837.8 nChanged 4 ComputeScore: Raw -155985.713895 + Penalty 3146.599134 = -152839.114761 Iteration 35Q: 3 clusters Score -152839.1 nChanged 4 ComputeScore: Raw -155986.714121 + Penalty 3146.599134 = -152840.114987 Iteration 36Q: 3 clusters Score -152840.1 nChanged 1 ComputeScore: Raw -155986.905085 + Penalty 3146.599134 = -152840.305951 Iteration 37Q: 3 clusters Score -152840.3 nChanged 1 ComputeScore: Raw -155987.159529 + Penalty 3146.599134 = -152840.560395 Iteration 38Q: 3 clusters Score -152840.6 nChanged 2 ComputeScore: Raw -155988.061907 + Penalty 3146.599134 = -152841.462773 Iteration 39Q: 3 clusters Score -152841.5 nChanged 1 ComputeScore: Raw -155988.219797 + Penalty 3146.599134 = -152841.620663 Iteration 40F: 3 clusters Score -152841.6 nChanged 2 ComputeScore: Raw -155988.528993 + Penalty 3146.599134 = -152841.929859 Iteration 41Q: 3 clusters Score -152841.9 nChanged 1 ComputeScore: Raw -155988.774844 + Penalty 3146.599134 = -152842.175710 Iteration 42Q: 3 clusters Score -152842.2 nChanged 2 ComputeScore: Raw -155989.654038 + Penalty 3146.599134 = -152843.054905 Iteration 43Q: 3 clusters Score -152843.1 nChanged 2 ComputeScore: Raw -155990.303989 + Penalty 3146.599134 = -152843.704855 Iteration 44Q: 3 clusters Score -152843.7 nChanged 3 ComputeScore: Raw -155991.483921 + Penalty 3146.599134 = -152844.884787 Iteration 45Q: 3 clusters Score -152844.9 nChanged 1 ComputeScore: Raw -155991.926332 + Penalty 3146.599134 = -152845.327199 Iteration 46Q: 3 clusters Score -152845.3 nChanged 3 ComputeScore: Raw -155992.898426 + Penalty 3146.599134 = -152846.299292 Iteration 47Q: 3 clusters Score -152846.3 nChanged 2 ComputeScore: Raw -155993.218906 + Penalty 3146.599134 = -152846.619772 Iteration 48Q: 3 clusters Score -152846.6 nChanged 0 ComputeScore: Raw -155993.218906 + Penalty 3146.599134 = -152846.619772 Iteration 49F: 3 clusters Score -152846.6 nChanged 0 Trying to split cluster 16 (3100 points) Assigned 2 initial classes randomly. ComputeScore: Raw -117778.941804 + Penalty 1519.400747 = -116259.541057 Iteration 0F: 2 clusters Score -116259.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -116331.553416 + Penalty 3038.801494 = -113292.751922 Iteration 0F: 3 clusters Score -113292.8 nChanged 1181 ComputeScore: Raw -117051.603470 + Penalty 3038.801494 = -114012.801976 Iteration 1F: 3 clusters Score -114012.8 nChanged 254 ComputeScore: Raw -117220.263495 + Penalty 3038.801494 = -114181.462001 Iteration 2F: 3 clusters Score -114181.5 nChanged 151 ComputeScore: Raw -117305.602336 + Penalty 3038.801494 = -114266.800842 Iteration 3Q: 3 clusters Score -114266.8 nChanged 102 ComputeScore: Raw -117359.511446 + Penalty 3038.801494 = -114320.709952 Iteration 4Q: 3 clusters Score -114320.7 nChanged 69 ComputeScore: Raw -117399.381947 + Penalty 3038.801494 = -114360.580453 Iteration 5Q: 3 clusters Score -114360.6 nChanged 65 ComputeScore: Raw -117430.028887 + Penalty 3038.801494 = -114391.227394 Iteration 6Q: 3 clusters Score -114391.2 nChanged 52 ComputeScore: Raw -117457.042596 + Penalty 3038.801494 = -114418.241102 Iteration 7Q: 3 clusters Score -114418.2 nChanged 46 ComputeScore: Raw -117480.957490 + Penalty 3038.801494 = -114442.155996 Iteration 8Q: 3 clusters Score -114442.2 nChanged 41 ComputeScore: Raw -117498.245279 + Penalty 3038.801494 = -114459.443786 Iteration 9Q: 3 clusters Score -114459.4 nChanged 34 ComputeScore: Raw -117514.732328 + Penalty 3038.801494 = -114475.930834 Iteration 10Q: 3 clusters Score -114475.9 nChanged 32 ComputeScore: Raw -117534.677460 + Penalty 3038.801494 = -114495.875966 Iteration 11Q: 3 clusters Score -114495.9 nChanged 41 ComputeScore: Raw -117559.842822 + Penalty 3038.801494 = -114521.041329 Iteration 12Q: 3 clusters Score -114521 nChanged 51 ComputeScore: Raw -117587.403058 + Penalty 3038.801494 = -114548.601564 Iteration 13Q: 3 clusters Score -114548.6 nChanged 58 ComputeScore: Raw -117621.134479 + Penalty 3038.801494 = -114582.332985 Iteration 14Q: 3 clusters Score -114582.3 nChanged 58 ComputeScore: Raw -117653.587115 + Penalty 3038.801494 = -114614.785622 Iteration 15Q: 3 clusters Score -114614.8 nChanged 57 ComputeScore: Raw -117681.292234 + Penalty 3038.801494 = -114642.490741 Iteration 16Q: 3 clusters Score -114642.5 nChanged 44 ComputeScore: Raw -117705.586449 + Penalty 3038.801494 = -114666.784955 Iteration 17Q: 3 clusters Score -114666.8 nChanged 52 ComputeScore: Raw -117736.454208 + Penalty 3038.801494 = -114697.652715 Iteration 18Q: 3 clusters Score -114697.7 nChanged 57 ComputeScore: Raw -117771.899530 + Penalty 3038.801494 = -114733.098036 Iteration 19Q: 3 clusters Score -114733.1 nChanged 49 ComputeScore: Raw -117803.760667 + Penalty 3038.801494 = -114764.959174 Iteration 20F: 3 clusters Score -114765 nChanged 41 ComputeScore: Raw -117826.756530 + Penalty 3038.801494 = -114787.955037 Iteration 21Q: 3 clusters Score -114788 nChanged 43 ComputeScore: Raw -117859.742019 + Penalty 3038.801494 = -114820.940525 Iteration 22Q: 3 clusters Score -114820.9 nChanged 56 ComputeScore: Raw -117907.263948 + Penalty 3038.801494 = -114868.462454 Iteration 23Q: 3 clusters Score -114868.5 nChanged 67 ComputeScore: Raw -117961.634560 + Penalty 3038.801494 = -114922.833067 Iteration 24Q: 3 clusters Score -114922.8 nChanged 62 ComputeScore: Raw -118019.040461 + Penalty 3038.801494 = -114980.238967 Iteration 25Q: 3 clusters Score -114980.2 nChanged 55 ComputeScore: Raw -118061.928781 + Penalty 3038.801494 = -115023.127288 Iteration 26Q: 3 clusters Score -115023.1 nChanged 51 ComputeScore: Raw -118094.194015 + Penalty 3038.801494 = -115055.392522 Iteration 27Q: 3 clusters Score -115055.4 nChanged 33 ComputeScore: Raw -118113.998881 + Penalty 3038.801494 = -115075.197387 Iteration 28Q: 3 clusters Score -115075.2 nChanged 33 ComputeScore: Raw -118136.541667 + Penalty 3038.801494 = -115097.740173 Iteration 29Q: 3 clusters Score -115097.7 nChanged 30 ComputeScore: Raw -118151.542273 + Penalty 3038.801494 = -115112.740779 Iteration 30Q: 3 clusters Score -115112.7 nChanged 28 ComputeScore: Raw -118166.432898 + Penalty 3038.801494 = -115127.631404 Iteration 31Q: 3 clusters Score -115127.6 nChanged 17 ComputeScore: Raw -118175.385744 + Penalty 3038.801494 = -115136.584251 Iteration 32Q: 3 clusters Score -115136.6 nChanged 16 ComputeScore: Raw -118187.154381 + Penalty 3038.801494 = -115148.352887 Iteration 33Q: 3 clusters Score -115148.4 nChanged 21 ComputeScore: Raw -118200.768540 + Penalty 3038.801494 = -115161.967046 Iteration 34Q: 3 clusters Score -115162 nChanged 14 ComputeScore: Raw -118209.359842 + Penalty 3038.801494 = -115170.558348 Iteration 35Q: 3 clusters Score -115170.6 nChanged 16 ComputeScore: Raw -118216.636457 + Penalty 3038.801494 = -115177.834963 Iteration 36Q: 3 clusters Score -115177.8 nChanged 7 ComputeScore: Raw -118218.927965 + Penalty 3038.801494 = -115180.126472 Iteration 37Q: 3 clusters Score -115180.1 nChanged 7 ComputeScore: Raw -118222.169699 + Penalty 3038.801494 = -115183.368205 Iteration 38Q: 3 clusters Score -115183.4 nChanged 5 ComputeScore: Raw -118224.286947 + Penalty 3038.801494 = -115185.485454 Iteration 39Q: 3 clusters Score -115185.5 nChanged 8 ComputeScore: Raw -118229.005588 + Penalty 3038.801494 = -115190.204094 Iteration 40F: 3 clusters Score -115190.2 nChanged 6 ComputeScore: Raw -118230.827370 + Penalty 3038.801494 = -115192.025877 Iteration 41Q: 3 clusters Score -115192 nChanged 2 ComputeScore: Raw -118231.874143 + Penalty 3038.801494 = -115193.072649 Iteration 42Q: 3 clusters Score -115193.1 nChanged 4 ComputeScore: Raw -118234.196371 + Penalty 3038.801494 = -115195.394878 Iteration 43Q: 3 clusters Score -115195.4 nChanged 5 ComputeScore: Raw -118236.288434 + Penalty 3038.801494 = -115197.486941 Iteration 44Q: 3 clusters Score -115197.5 nChanged 2 ComputeScore: Raw -118236.940782 + Penalty 3038.801494 = -115198.139289 Iteration 45Q: 3 clusters Score -115198.1 nChanged 2 ComputeScore: Raw -118237.413562 + Penalty 3038.801494 = -115198.612068 Iteration 46Q: 3 clusters Score -115198.6 nChanged 3 ComputeScore: Raw -118238.375996 + Penalty 3038.801494 = -115199.574502 Iteration 47Q: 3 clusters Score -115199.6 nChanged 1 ComputeScore: Raw -118238.697819 + Penalty 3038.801494 = -115199.896325 Iteration 48Q: 3 clusters Score -115199.9 nChanged 0 ComputeScore: Raw -118238.697819 + Penalty 3038.801494 = -115199.896325 Iteration 49F: 3 clusters Score -115199.9 nChanged 0 Trying to split cluster 17 (4486 points) Assigned 2 initial classes randomly. ComputeScore: Raw -171196.041736 + Penalty 1589.247459 = -169606.794277 Iteration 0F: 2 clusters Score -169606.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -169000.005954 + Penalty 3178.494918 = -165821.511035 Iteration 0F: 3 clusters Score -165821.5 nChanged 1773 ComputeScore: Raw -169980.355554 + Penalty 3178.494918 = -166801.860635 Iteration 1F: 3 clusters Score -166801.9 nChanged 319 ComputeScore: Raw -170180.981299 + Penalty 3178.494918 = -167002.486380 Iteration 2F: 3 clusters Score -167002.5 nChanged 265 ComputeScore: Raw -170353.236770 + Penalty 3178.494918 = -167174.741852 Iteration 3F: 3 clusters Score -167174.7 nChanged 211 ComputeScore: Raw -170497.822524 + Penalty 3178.494918 = -167319.327606 Iteration 4Q: 3 clusters Score -167319.3 nChanged 200 ComputeScore: Raw -170621.188948 + Penalty 3178.494918 = -167442.694030 Iteration 5Q: 3 clusters Score -167442.7 nChanged 175 ComputeScore: Raw -170721.100364 + Penalty 3178.494918 = -167542.605445 Iteration 6Q: 3 clusters Score -167542.6 nChanged 135 ComputeScore: Raw -170790.071900 + Penalty 3178.494918 = -167611.576982 Iteration 7Q: 3 clusters Score -167611.6 nChanged 108 ComputeScore: Raw -170854.014299 + Penalty 3178.494918 = -167675.519381 Iteration 8Q: 3 clusters Score -167675.5 nChanged 107 ComputeScore: Raw -170913.546228 + Penalty 3178.494918 = -167735.051309 Iteration 9Q: 3 clusters Score -167735.1 nChanged 100 ComputeScore: Raw -170972.410749 + Penalty 3178.494918 = -167793.915831 Iteration 10Q: 3 clusters Score -167793.9 nChanged 101 ComputeScore: Raw -171048.378938 + Penalty 3178.494918 = -167869.884020 Iteration 11Q: 3 clusters Score -167869.9 nChanged 102 ComputeScore: Raw -171118.123053 + Penalty 3178.494918 = -167939.628135 Iteration 12Q: 3 clusters Score -167939.6 nChanged 104 ComputeScore: Raw -171208.565132 + Penalty 3178.494918 = -168030.070214 Iteration 13Q: 3 clusters Score -168030.1 nChanged 103 ComputeScore: Raw -171280.820848 + Penalty 3178.494918 = -168102.325929 Iteration 14Q: 3 clusters Score -168102.3 nChanged 76 ComputeScore: Raw -171329.870279 + Penalty 3178.494918 = -168151.375360 Iteration 15Q: 3 clusters Score -168151.4 nChanged 69 ComputeScore: Raw -171372.980456 + Penalty 3178.494918 = -168194.485538 Iteration 16Q: 3 clusters Score -168194.5 nChanged 50 ComputeScore: Raw -171404.194072 + Penalty 3178.494918 = -168225.699153 Iteration 17Q: 3 clusters Score -168225.7 nChanged 39 ComputeScore: Raw -171433.276186 + Penalty 3178.494918 = -168254.781267 Iteration 18Q: 3 clusters Score -168254.8 nChanged 37 ComputeScore: Raw -171461.149557 + Penalty 3178.494918 = -168282.654639 Iteration 19Q: 3 clusters Score -168282.7 nChanged 42 ComputeScore: Raw -171492.438076 + Penalty 3178.494918 = -168313.943158 Iteration 20F: 3 clusters Score -168313.9 nChanged 40 ComputeScore: Raw -171514.754292 + Penalty 3178.494918 = -168336.259374 Iteration 21Q: 3 clusters Score -168336.3 nChanged 33 ComputeScore: Raw -171533.443426 + Penalty 3178.494918 = -168354.948507 Iteration 22Q: 3 clusters Score -168354.9 nChanged 27 ComputeScore: Raw -171548.548060 + Penalty 3178.494918 = -168370.053142 Iteration 23Q: 3 clusters Score -168370.1 nChanged 25 ComputeScore: Raw -171563.202229 + Penalty 3178.494918 = -168384.707311 Iteration 24Q: 3 clusters Score -168384.7 nChanged 21 ComputeScore: Raw -171573.169927 + Penalty 3178.494918 = -168394.675008 Iteration 25Q: 3 clusters Score -168394.7 nChanged 15 ComputeScore: Raw -171579.434669 + Penalty 3178.494918 = -168400.939751 Iteration 26Q: 3 clusters Score -168400.9 nChanged 9 ComputeScore: Raw -171584.177051 + Penalty 3178.494918 = -168405.682132 Iteration 27Q: 3 clusters Score -168405.7 nChanged 10 ComputeScore: Raw -171587.787936 + Penalty 3178.494918 = -168409.293017 Iteration 28Q: 3 clusters Score -168409.3 nChanged 7 ComputeScore: Raw -171592.322570 + Penalty 3178.494918 = -168413.827651 Iteration 29Q: 3 clusters Score -168413.8 nChanged 6 ComputeScore: Raw -171595.323092 + Penalty 3178.494918 = -168416.828174 Iteration 30Q: 3 clusters Score -168416.8 nChanged 6 ComputeScore: Raw -171597.472444 + Penalty 3178.494918 = -168418.977526 Iteration 31Q: 3 clusters Score -168419 nChanged 6 ComputeScore: Raw -171599.071183 + Penalty 3178.494918 = -168420.576264 Iteration 32Q: 3 clusters Score -168420.6 nChanged 3 ComputeScore: Raw -171601.136133 + Penalty 3178.494918 = -168422.641214 Iteration 33Q: 3 clusters Score -168422.6 nChanged 3 ComputeScore: Raw -171602.485963 + Penalty 3178.494918 = -168423.991045 Iteration 34Q: 3 clusters Score -168424 nChanged 1 ComputeScore: Raw -171602.600922 + Penalty 3178.494918 = -168424.106004 Iteration 35Q: 3 clusters Score -168424.1 nChanged 0 ComputeScore: Raw -171602.600922 + Penalty 3178.494918 = -168424.106004 Iteration 36F: 3 clusters Score -168424.1 nChanged 0 Trying to split cluster 18 (1260 points) Assigned 2 initial classes randomly. ComputeScore: Raw -50617.454131 + Penalty 1349.245863 = -49268.208268 Iteration 0F: 2 clusters Score -49268.21 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -50191.367124 + Penalty 2698.491726 = -47492.875398 Iteration 0F: 3 clusters Score -47492.88 nChanged 375 ComputeScore: Raw -50483.578196 + Penalty 2698.491726 = -47785.086470 Iteration 1F: 3 clusters Score -47785.09 nChanged 80 ComputeScore: Raw -50556.148802 + Penalty 2698.491726 = -47857.657076 Iteration 2F: 3 clusters Score -47857.66 nChanged 36 ComputeScore: Raw -50580.679318 + Penalty 2698.491726 = -47882.187592 Iteration 3Q: 3 clusters Score -47882.19 nChanged 23 ComputeScore: Raw -50600.166844 + Penalty 2698.491726 = -47901.675118 Iteration 4Q: 3 clusters Score -47901.68 nChanged 11 ComputeScore: Raw -50606.952472 + Penalty 2698.491726 = -47908.460746 Iteration 5Q: 3 clusters Score -47908.46 nChanged 9 ComputeScore: Raw -50612.394254 + Penalty 2698.491726 = -47913.902528 Iteration 6Q: 3 clusters Score -47913.9 nChanged 6 ComputeScore: Raw -50615.685517 + Penalty 2698.491726 = -47917.193791 Iteration 7Q: 3 clusters Score -47917.19 nChanged 2 ComputeScore: Raw -50617.464559 + Penalty 2698.491726 = -47918.972833 Iteration 8Q: 3 clusters Score -47918.97 nChanged 1 ComputeScore: Raw -50618.066986 + Penalty 2698.491726 = -47919.575260 Iteration 9Q: 3 clusters Score -47919.58 nChanged 1 ComputeScore: Raw -50619.317601 + Penalty 2698.491726 = -47920.825875 Iteration 10Q: 3 clusters Score -47920.83 nChanged 2 ComputeScore: Raw -50620.977964 + Penalty 2698.491726 = -47922.486238 Iteration 11Q: 3 clusters Score -47922.49 nChanged 3 ComputeScore: Raw -50622.676412 + Penalty 2698.491726 = -47924.184686 Iteration 12Q: 3 clusters Score -47924.18 nChanged 2 ComputeScore: Raw -50624.984753 + Penalty 2698.491726 = -47926.493027 Iteration 13Q: 3 clusters Score -47926.49 nChanged 3 ComputeScore: Raw -50629.731258 + Penalty 2698.491726 = -47931.239532 Iteration 14Q: 3 clusters Score -47931.24 nChanged 5 ComputeScore: Raw -50633.192766 + Penalty 2698.491726 = -47934.701040 Iteration 15Q: 3 clusters Score -47934.7 nChanged 1 ComputeScore: Raw -50636.219404 + Penalty 2698.491726 = -47937.727678 Iteration 16Q: 3 clusters Score -47937.73 nChanged 3 ComputeScore: Raw -50637.775518 + Penalty 2698.491726 = -47939.283792 Iteration 17Q: 3 clusters Score -47939.28 nChanged 2 ComputeScore: Raw -50639.800124 + Penalty 2698.491726 = -47941.308398 Iteration 18Q: 3 clusters Score -47941.31 nChanged 4 ComputeScore: Raw -50642.348727 + Penalty 2698.491726 = -47943.857001 Iteration 19Q: 3 clusters Score -47943.86 nChanged 3 ComputeScore: Raw -50643.375575 + Penalty 2698.491726 = -47944.883849 Iteration 20F: 3 clusters Score -47944.88 nChanged 4 ComputeScore: Raw -50645.653423 + Penalty 2698.491726 = -47947.161697 Iteration 21Q: 3 clusters Score -47947.16 nChanged 2 ComputeScore: Raw -50646.293813 + Penalty 2698.491726 = -47947.802087 Iteration 22Q: 3 clusters Score -47947.8 nChanged 1 ComputeScore: Raw -50646.965380 + Penalty 2698.491726 = -47948.473654 Iteration 23Q: 3 clusters Score -47948.47 nChanged 2 ComputeScore: Raw -50647.872365 + Penalty 2698.491726 = -47949.380639 Iteration 24Q: 3 clusters Score -47949.38 nChanged 0 ComputeScore: Raw -50647.872365 + Penalty 2698.491726 = -47949.380639 Iteration 25F: 3 clusters Score -47949.38 nChanged 0 Trying to split cluster 19 (6039 points) Assigned 2 initial classes randomly. ComputeScore: Raw -224349.936900 + Penalty 1645.432812 = -222704.504088 Iteration 0F: 2 clusters Score -222704.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -221213.139684 + Penalty 3290.865624 = -217922.274060 Iteration 0F: 3 clusters Score -217922.3 nChanged 2467 ComputeScore: Raw -222623.007853 + Penalty 3290.865624 = -219332.142229 Iteration 1F: 3 clusters Score -219332.1 nChanged 467 ComputeScore: Raw -222909.953552 + Penalty 3290.865624 = -219619.087928 Iteration 2F: 3 clusters Score -219619.1 nChanged 361 ComputeScore: Raw -223111.189023 + Penalty 3290.865624 = -219820.323399 Iteration 3F: 3 clusters Score -219820.3 nChanged 304 ComputeScore: Raw -223302.189050 + Penalty 3290.865624 = -220011.323426 Iteration 4F: 3 clusters Score -220011.3 nChanged 296 ComputeScore: Raw -223528.499097 + Penalty 3290.865624 = -220237.633473 Iteration 5Q: 3 clusters Score -220237.6 nChanged 311 ComputeScore: Raw -223918.042443 + Penalty 3290.865624 = -220627.176819 Iteration 6F: 3 clusters Score -220627.2 nChanged 451 ComputeScore: Raw -225148.144001 + Penalty 3290.865624 = -221857.278377 Iteration 7F: 3 clusters Score -221857.3 nChanged 614 ComputeScore: Raw -230621.541055 + Penalty 3290.865624 = -227330.675431 Iteration 8F: 3 clusters Score -227330.7 nChanged 614 Unmasked E-step: Deleting class 2: covariance matrix is singular ComputeScore: Raw -231271.805882 + Penalty 3290.865624 = -227980.940258 Iteration 9F: 3 clusters Score -227980.9 nChanged 157 ComputeScore: Raw -177173.941191 + Penalty 1645.432812 = -175528.508379 Iteration 10Q: 2 clusters Score -175528.5 nChanged 4408 ComputeScore: Raw -224349.936900 + Penalty 1645.432812 = -222704.504088 Iteration 11F: 2 clusters Score -222704.5 nChanged 0 Trying to split cluster 20 (5055 points) Assigned 2 initial classes randomly. ComputeScore: Raw -187373.515691 + Penalty 1611.817162 = -185761.698529 Iteration 0F: 2 clusters Score -185761.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -184839.336532 + Penalty 3223.634324 = -181615.702209 Iteration 0F: 3 clusters Score -181615.7 nChanged 1990 ComputeScore: Raw -185963.933835 + Penalty 3223.634324 = -182740.299511 Iteration 1F: 3 clusters Score -182740.3 nChanged 430 ComputeScore: Raw -186240.951429 + Penalty 3223.634324 = -183017.317105 Iteration 2F: 3 clusters Score -183017.3 nChanged 301 ComputeScore: Raw -186412.202374 + Penalty 3223.634324 = -183188.568051 Iteration 3F: 3 clusters Score -183188.6 nChanged 208 ComputeScore: Raw -186525.723737 + Penalty 3223.634324 = -183302.089414 Iteration 4Q: 3 clusters Score -183302.1 nChanged 183 ComputeScore: Raw -186635.985349 + Penalty 3223.634324 = -183412.351025 Iteration 5Q: 3 clusters Score -183412.4 nChanged 163 ComputeScore: Raw -186758.996593 + Penalty 3223.634324 = -183535.362269 Iteration 6Q: 3 clusters Score -183535.4 nChanged 194 ComputeScore: Raw -186909.632613 + Penalty 3223.634324 = -183685.998289 Iteration 7Q: 3 clusters Score -183686 nChanged 199 ComputeScore: Raw -187094.031821 + Penalty 3223.634324 = -183870.397497 Iteration 8Q: 3 clusters Score -183870.4 nChanged 225 ComputeScore: Raw -187321.460833 + Penalty 3223.634324 = -184097.826510 Iteration 9Q: 3 clusters Score -184097.8 nChanged 244 ComputeScore: Raw -187569.054843 + Penalty 3223.634324 = -184345.420520 Iteration 10Q: 3 clusters Score -184345.4 nChanged 216 ComputeScore: Raw -187804.107989 + Penalty 3223.634324 = -184580.473665 Iteration 11Q: 3 clusters Score -184580.5 nChanged 209 ComputeScore: Raw -188022.166302 + Penalty 3223.634324 = -184798.531979 Iteration 12Q: 3 clusters Score -184798.5 nChanged 179 ComputeScore: Raw -188211.372589 + Penalty 3223.634324 = -184987.738265 Iteration 13Q: 3 clusters Score -184987.7 nChanged 181 ComputeScore: Raw -188400.113935 + Penalty 3223.634324 = -185176.479611 Iteration 14Q: 3 clusters Score -185176.5 nChanged 167 ComputeScore: Raw -188557.884328 + Penalty 3223.634324 = -185334.250004 Iteration 15Q: 3 clusters Score -185334.3 nChanged 139 ComputeScore: Raw -188659.318278 + Penalty 3223.634324 = -185435.683954 Iteration 16Q: 3 clusters Score -185435.7 nChanged 92 ComputeScore: Raw -188725.720979 + Penalty 3223.634324 = -185502.086655 Iteration 17Q: 3 clusters Score -185502.1 nChanged 94 ComputeScore: Raw -188795.294228 + Penalty 3223.634324 = -185571.659905 Iteration 18Q: 3 clusters Score -185571.7 nChanged 83 ComputeScore: Raw -188850.622780 + Penalty 3223.634324 = -185626.988456 Iteration 19Q: 3 clusters Score -185627 nChanged 70 ComputeScore: Raw -188901.117841 + Penalty 3223.634324 = -185677.483517 Iteration 20F: 3 clusters Score -185677.5 nChanged 56 ComputeScore: Raw -188942.259404 + Penalty 3223.634324 = -185718.625080 Iteration 21Q: 3 clusters Score -185718.6 nChanged 43 ComputeScore: Raw -188972.071980 + Penalty 3223.634324 = -185748.437656 Iteration 22Q: 3 clusters Score -185748.4 nChanged 33 ComputeScore: Raw -188989.868860 + Penalty 3223.634324 = -185766.234537 Iteration 23Q: 3 clusters Score -185766.2 nChanged 15 ComputeScore: Raw -188996.623878 + Penalty 3223.634324 = -185772.989555 Iteration 24Q: 3 clusters Score -185773 nChanged 8 ComputeScore: Raw -189000.532588 + Penalty 3223.634324 = -185776.898265 Iteration 25Q: 3 clusters Score -185776.9 nChanged 2 ComputeScore: Raw -189000.811457 + Penalty 3223.634324 = -185777.177133 Iteration 26Q: 3 clusters Score -185777.2 nChanged 1 ComputeScore: Raw -189001.006261 + Penalty 3223.634324 = -185777.371937 Iteration 27Q: 3 clusters Score -185777.4 nChanged 0 ComputeScore: Raw -189001.006261 + Penalty 3223.634324 = -185777.371937 Iteration 28F: 3 clusters Score -185777.4 nChanged 0 ComputeScore: Raw -5223220.812158 + Penalty 78945.763495 = -5144275.048663Splitting cluster 20 changes total score from -5144903.151336 to -5144275.048663 So it's not getting split. Trying to split cluster 21 (3338 points) Assigned 2 initial classes randomly. ComputeScore: Raw -129378.910717 + Penalty 1533.381023 = -127845.529694 Iteration 0F: 2 clusters Score -127845.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -127819.341058 + Penalty 3066.762045 = -124752.579012 Iteration 0F: 3 clusters Score -124752.6 nChanged 1223 ComputeScore: Raw -128544.085455 + Penalty 3066.762045 = -125477.323410 Iteration 1F: 3 clusters Score -125477.3 nChanged 271 ComputeScore: Raw -128725.173140 + Penalty 3066.762045 = -125658.411094 Iteration 2F: 3 clusters Score -125658.4 nChanged 181 ComputeScore: Raw -128832.326947 + Penalty 3066.762045 = -125765.564901 Iteration 3F: 3 clusters Score -125765.6 nChanged 126 ComputeScore: Raw -128904.182717 + Penalty 3066.762045 = -125837.420672 Iteration 4Q: 3 clusters Score -125837.4 nChanged 93 ComputeScore: Raw -128954.214464 + Penalty 3066.762045 = -125887.452418 Iteration 5Q: 3 clusters Score -125887.5 nChanged 77 ComputeScore: Raw -128987.320580 + Penalty 3066.762045 = -125920.558534 Iteration 6Q: 3 clusters Score -125920.6 nChanged 54 ComputeScore: Raw -129014.891232 + Penalty 3066.762045 = -125948.129186 Iteration 7Q: 3 clusters Score -125948.1 nChanged 52 ComputeScore: Raw -129043.209849 + Penalty 3066.762045 = -125976.447803 Iteration 8Q: 3 clusters Score -125976.4 nChanged 53 ComputeScore: Raw -129067.004652 + Penalty 3066.762045 = -126000.242607 Iteration 9Q: 3 clusters Score -126000.2 nChanged 42 ComputeScore: Raw -129087.426785 + Penalty 3066.762045 = -126020.664739 Iteration 10Q: 3 clusters Score -126020.7 nChanged 43 ComputeScore: Raw -129106.701505 + Penalty 3066.762045 = -126039.939460 Iteration 11Q: 3 clusters Score -126039.9 nChanged 38 ComputeScore: Raw -129121.628862 + Penalty 3066.762045 = -126054.866816 Iteration 12Q: 3 clusters Score -126054.9 nChanged 36 ComputeScore: Raw -129136.754158 + Penalty 3066.762045 = -126069.992112 Iteration 13Q: 3 clusters Score -126070 nChanged 38 ComputeScore: Raw -129156.463941 + Penalty 3066.762045 = -126089.701896 Iteration 14Q: 3 clusters Score -126089.7 nChanged 25 ComputeScore: Raw -129167.060224 + Penalty 3066.762045 = -126100.298179 Iteration 15Q: 3 clusters Score -126100.3 nChanged 25 ComputeScore: Raw -129178.992091 + Penalty 3066.762045 = -126112.230046 Iteration 16Q: 3 clusters Score -126112.2 nChanged 26 ComputeScore: Raw -129190.387696 + Penalty 3066.762045 = -126123.625651 Iteration 17Q: 3 clusters Score -126123.6 nChanged 21 ComputeScore: Raw -129200.115925 + Penalty 3066.762045 = -126133.353880 Iteration 18Q: 3 clusters Score -126133.4 nChanged 20 ComputeScore: Raw -129207.631841 + Penalty 3066.762045 = -126140.869796 Iteration 19Q: 3 clusters Score -126140.9 nChanged 16 ComputeScore: Raw -129213.120926 + Penalty 3066.762045 = -126146.358880 Iteration 20F: 3 clusters Score -126146.4 nChanged 16 ComputeScore: Raw -129218.513499 + Penalty 3066.762045 = -126151.751454 Iteration 21Q: 3 clusters Score -126151.8 nChanged 11 ComputeScore: Raw -129222.428772 + Penalty 3066.762045 = -126155.666726 Iteration 22Q: 3 clusters Score -126155.7 nChanged 10 ComputeScore: Raw -129225.565031 + Penalty 3066.762045 = -126158.802986 Iteration 23Q: 3 clusters Score -126158.8 nChanged 11 ComputeScore: Raw -129229.183632 + Penalty 3066.762045 = -126162.421587 Iteration 24Q: 3 clusters Score -126162.4 nChanged 12 ComputeScore: Raw -129232.331232 + Penalty 3066.762045 = -126165.569187 Iteration 25Q: 3 clusters Score -126165.6 nChanged 10 ComputeScore: Raw -129236.615353 + Penalty 3066.762045 = -126169.853308 Iteration 26Q: 3 clusters Score -126169.9 nChanged 9 ComputeScore: Raw -129241.040960 + Penalty 3066.762045 = -126174.278915 Iteration 27Q: 3 clusters Score -126174.3 nChanged 12 ComputeScore: Raw -129246.849995 + Penalty 3066.762045 = -126180.087950 Iteration 28Q: 3 clusters Score -126180.1 nChanged 12 ComputeScore: Raw -129252.059925 + Penalty 3066.762045 = -126185.297879 Iteration 29Q: 3 clusters Score -126185.3 nChanged 12 ComputeScore: Raw -129257.372178 + Penalty 3066.762045 = -126190.610133 Iteration 30Q: 3 clusters Score -126190.6 nChanged 17 ComputeScore: Raw -129267.639407 + Penalty 3066.762045 = -126200.877362 Iteration 31Q: 3 clusters Score -126200.9 nChanged 24 ComputeScore: Raw -129277.286471 + Penalty 3066.762045 = -126210.524426 Iteration 32Q: 3 clusters Score -126210.5 nChanged 20 ComputeScore: Raw -129285.002987 + Penalty 3066.762045 = -126218.240942 Iteration 33Q: 3 clusters Score -126218.2 nChanged 14 ComputeScore: Raw -129290.160175 + Penalty 3066.762045 = -126223.398129 Iteration 34Q: 3 clusters Score -126223.4 nChanged 11 ComputeScore: Raw -129293.059734 + Penalty 3066.762045 = -126226.297688 Iteration 35Q: 3 clusters Score -126226.3 nChanged 10 ComputeScore: Raw -129296.622149 + Penalty 3066.762045 = -126229.860103 Iteration 36Q: 3 clusters Score -126229.9 nChanged 6 ComputeScore: Raw -129298.530875 + Penalty 3066.762045 = -126231.768829 Iteration 37Q: 3 clusters Score -126231.8 nChanged 8 ComputeScore: Raw -129301.757305 + Penalty 3066.762045 = -126234.995260 Iteration 38Q: 3 clusters Score -126235 nChanged 15 ComputeScore: Raw -129306.813594 + Penalty 3066.762045 = -126240.051549 Iteration 39Q: 3 clusters Score -126240.1 nChanged 12 ComputeScore: Raw -129309.925977 + Penalty 3066.762045 = -126243.163932 Iteration 40F: 3 clusters Score -126243.2 nChanged 6 ComputeScore: Raw -129311.127746 + Penalty 3066.762045 = -126244.365701 Iteration 41Q: 3 clusters Score -126244.4 nChanged 5 ComputeScore: Raw -129312.367566 + Penalty 3066.762045 = -126245.605521 Iteration 42Q: 3 clusters Score -126245.6 nChanged 2 ComputeScore: Raw -129312.589613 + Penalty 3066.762045 = -126245.827567 Iteration 43Q: 3 clusters Score -126245.8 nChanged 3 ComputeScore: Raw -129313.304635 + Penalty 3066.762045 = -126246.542589 Iteration 44Q: 3 clusters Score -126246.5 nChanged 2 ComputeScore: Raw -129313.686123 + Penalty 3066.762045 = -126246.924077 Iteration 45Q: 3 clusters Score -126246.9 nChanged 2 ComputeScore: Raw -129314.300697 + Penalty 3066.762045 = -126247.538651 Iteration 46Q: 3 clusters Score -126247.5 nChanged 0 ComputeScore: Raw -129314.300697 + Penalty 3066.762045 = -126247.538651 Iteration 47F: 3 clusters Score -126247.5 nChanged 0 Trying to split cluster 22 (3135 points) Assigned 2 initial classes randomly. ComputeScore: Raw -115580.058159 + Penalty 1521.522662 = -114058.535497 Iteration 0F: 2 clusters Score -114058.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -114114.044821 + Penalty 3043.045323 = -111070.999498 Iteration 0F: 3 clusters Score -111071 nChanged 1213 ComputeScore: Raw -114872.504388 + Penalty 3043.045323 = -111829.459065 Iteration 1F: 3 clusters Score -111829.5 nChanged 254 ComputeScore: Raw -115027.774115 + Penalty 3043.045323 = -111984.728792 Iteration 2F: 3 clusters Score -111984.7 nChanged 161 ComputeScore: Raw -115124.588798 + Penalty 3043.045323 = -112081.543475 Iteration 3F: 3 clusters Score -112081.5 nChanged 125 ComputeScore: Raw -115211.366855 + Penalty 3043.045323 = -112168.321532 Iteration 4Q: 3 clusters Score -112168.3 nChanged 107 ComputeScore: Raw -115270.920930 + Penalty 3043.045323 = -112227.875607 Iteration 5Q: 3 clusters Score -112227.9 nChanged 71 ComputeScore: Raw -115307.967072 + Penalty 3043.045323 = -112264.921749 Iteration 6Q: 3 clusters Score -112264.9 nChanged 62 ComputeScore: Raw -115344.118703 + Penalty 3043.045323 = -112301.073380 Iteration 7Q: 3 clusters Score -112301.1 nChanged 63 ComputeScore: Raw -115385.105537 + Penalty 3043.045323 = -112342.060214 Iteration 8Q: 3 clusters Score -112342.1 nChanged 73 ComputeScore: Raw -115431.962894 + Penalty 3043.045323 = -112388.917570 Iteration 9Q: 3 clusters Score -112388.9 nChanged 66 ComputeScore: Raw -115465.748005 + Penalty 3043.045323 = -112422.702682 Iteration 10Q: 3 clusters Score -112422.7 nChanged 54 ComputeScore: Raw -115488.325333 + Penalty 3043.045323 = -112445.280009 Iteration 11Q: 3 clusters Score -112445.3 nChanged 39 ComputeScore: Raw -115505.130298 + Penalty 3043.045323 = -112462.084974 Iteration 12Q: 3 clusters Score -112462.1 nChanged 43 ComputeScore: Raw -115525.833976 + Penalty 3043.045323 = -112482.788653 Iteration 13Q: 3 clusters Score -112482.8 nChanged 30 ComputeScore: Raw -115537.491302 + Penalty 3043.045323 = -112494.445979 Iteration 14Q: 3 clusters Score -112494.4 nChanged 24 ComputeScore: Raw -115544.599251 + Penalty 3043.045323 = -112501.553928 Iteration 15Q: 3 clusters Score -112501.6 nChanged 13 ComputeScore: Raw -115549.466228 + Penalty 3043.045323 = -112506.420905 Iteration 16Q: 3 clusters Score -112506.4 nChanged 14 ComputeScore: Raw -115553.357624 + Penalty 3043.045323 = -112510.312301 Iteration 17Q: 3 clusters Score -112510.3 nChanged 15 ComputeScore: Raw -115559.294478 + Penalty 3043.045323 = -112516.249154 Iteration 18Q: 3 clusters Score -112516.2 nChanged 17 ComputeScore: Raw -115565.185045 + Penalty 3043.045323 = -112522.139722 Iteration 19Q: 3 clusters Score -112522.1 nChanged 12 ComputeScore: Raw -115570.123892 + Penalty 3043.045323 = -112527.078569 Iteration 20F: 3 clusters Score -112527.1 nChanged 16 ComputeScore: Raw -115576.550391 + Penalty 3043.045323 = -112533.505068 Iteration 21Q: 3 clusters Score -112533.5 nChanged 23 ComputeScore: Raw -115584.059871 + Penalty 3043.045323 = -112541.014547 Iteration 22Q: 3 clusters Score -112541 nChanged 13 ComputeScore: Raw -115587.502428 + Penalty 3043.045323 = -112544.457105 Iteration 23Q: 3 clusters Score -112544.5 nChanged 11 ComputeScore: Raw -115590.974082 + Penalty 3043.045323 = -112547.928759 Iteration 24Q: 3 clusters Score -112547.9 nChanged 10 ComputeScore: Raw -115593.691501 + Penalty 3043.045323 = -112550.646178 Iteration 25Q: 3 clusters Score -112550.6 nChanged 7 ComputeScore: Raw -115596.188292 + Penalty 3043.045323 = -112553.142969 Iteration 26Q: 3 clusters Score -112553.1 nChanged 5 ComputeScore: Raw -115597.229476 + Penalty 3043.045323 = -112554.184153 Iteration 27Q: 3 clusters Score -112554.2 nChanged 2 ComputeScore: Raw -115597.893533 + Penalty 3043.045323 = -112554.848210 Iteration 28Q: 3 clusters Score -112554.8 nChanged 1 ComputeScore: Raw -115598.211727 + Penalty 3043.045323 = -112555.166403 Iteration 29Q: 3 clusters Score -112555.2 nChanged 1 ComputeScore: Raw -115598.525063 + Penalty 3043.045323 = -112555.479740 Iteration 30Q: 3 clusters Score -112555.5 nChanged 0 ComputeScore: Raw -115598.525063 + Penalty 3043.045323 = -112555.479740 Iteration 31F: 3 clusters Score -112555.5 nChanged 0 Trying to split cluster 23 (4343 points) Assigned 2 initial classes randomly. ComputeScore: Raw -163319.043426 + Penalty 1583.124600 = -161735.918827 Iteration 0F: 2 clusters Score -161735.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -161208.144420 + Penalty 3166.249199 = -158041.895221 Iteration 0F: 3 clusters Score -158041.9 nChanged 1693 ComputeScore: Raw -162136.005448 + Penalty 3166.249199 = -158969.756249 Iteration 1F: 3 clusters Score -158969.8 nChanged 309 ComputeScore: Raw -162333.625741 + Penalty 3166.249199 = -159167.376542 Iteration 2F: 3 clusters Score -159167.4 nChanged 221 ComputeScore: Raw -162460.743940 + Penalty 3166.249199 = -159294.494741 Iteration 3F: 3 clusters Score -159294.5 nChanged 191 ComputeScore: Raw -162554.279680 + Penalty 3166.249199 = -159388.030481 Iteration 4Q: 3 clusters Score -159388 nChanged 137 ComputeScore: Raw -162632.691822 + Penalty 3166.249199 = -159466.442623 Iteration 5Q: 3 clusters Score -159466.4 nChanged 133 ComputeScore: Raw -162697.140552 + Penalty 3166.249199 = -159530.891353 Iteration 6Q: 3 clusters Score -159530.9 nChanged 105 ComputeScore: Raw -162761.186019 + Penalty 3166.249199 = -159594.936820 Iteration 7Q: 3 clusters Score -159594.9 nChanged 122 ComputeScore: Raw -162834.995203 + Penalty 3166.249199 = -159668.746004 Iteration 8Q: 3 clusters Score -159668.7 nChanged 117 ComputeScore: Raw -162901.944496 + Penalty 3166.249199 = -159735.695297 Iteration 9Q: 3 clusters Score -159735.7 nChanged 115 ComputeScore: Raw -162972.181261 + Penalty 3166.249199 = -159805.932062 Iteration 10Q: 3 clusters Score -159805.9 nChanged 97 ComputeScore: Raw -163033.096704 + Penalty 3166.249199 = -159866.847505 Iteration 11Q: 3 clusters Score -159866.8 nChanged 89 ComputeScore: Raw -163096.630965 + Penalty 3166.249199 = -159930.381765 Iteration 12Q: 3 clusters Score -159930.4 nChanged 107 ComputeScore: Raw -163174.482619 + Penalty 3166.249199 = -160008.233420 Iteration 13Q: 3 clusters Score -160008.2 nChanged 103 ComputeScore: Raw -163257.124112 + Penalty 3166.249199 = -160090.874913 Iteration 14Q: 3 clusters Score -160090.9 nChanged 119 ComputeScore: Raw -163358.736179 + Penalty 3166.249199 = -160192.486980 Iteration 15Q: 3 clusters Score -160192.5 nChanged 111 ComputeScore: Raw -163473.924770 + Penalty 3166.249199 = -160307.675571 Iteration 16Q: 3 clusters Score -160307.7 nChanged 129 ComputeScore: Raw -163612.581355 + Penalty 3166.249199 = -160446.332156 Iteration 17Q: 3 clusters Score -160446.3 nChanged 136 ComputeScore: Raw -163746.230009 + Penalty 3166.249199 = -160579.980810 Iteration 18Q: 3 clusters Score -160580 nChanged 123 ComputeScore: Raw -163878.873357 + Penalty 3166.249199 = -160712.624158 Iteration 19Q: 3 clusters Score -160712.6 nChanged 116 ComputeScore: Raw -164020.955216 + Penalty 3166.249199 = -160854.706017 Iteration 20F: 3 clusters Score -160854.7 nChanged 129 ComputeScore: Raw -164185.051077 + Penalty 3166.249199 = -161018.801878 Iteration 21Q: 3 clusters Score -161018.8 nChanged 137 ComputeScore: Raw -164340.129206 + Penalty 3166.249199 = -161173.880006 Iteration 22Q: 3 clusters Score -161173.9 nChanged 127 ComputeScore: Raw -164460.986537 + Penalty 3166.249199 = -161294.737338 Iteration 23Q: 3 clusters Score -161294.7 nChanged 99 ComputeScore: Raw -164546.960728 + Penalty 3166.249199 = -161380.711529 Iteration 24Q: 3 clusters Score -161380.7 nChanged 76 ComputeScore: Raw -164595.028617 + Penalty 3166.249199 = -161428.779418 Iteration 25Q: 3 clusters Score -161428.8 nChanged 41 ComputeScore: Raw -164621.668882 + Penalty 3166.249199 = -161455.419683 Iteration 26Q: 3 clusters Score -161455.4 nChanged 38 ComputeScore: Raw -164641.397549 + Penalty 3166.249199 = -161475.148350 Iteration 27Q: 3 clusters Score -161475.1 nChanged 32 ComputeScore: Raw -164656.642543 + Penalty 3166.249199 = -161490.393344 Iteration 28Q: 3 clusters Score -161490.4 nChanged 21 ComputeScore: Raw -164666.622848 + Penalty 3166.249199 = -161500.373649 Iteration 29Q: 3 clusters Score -161500.4 nChanged 24 ComputeScore: Raw -164677.800240 + Penalty 3166.249199 = -161511.551041 Iteration 30Q: 3 clusters Score -161511.6 nChanged 8 ComputeScore: Raw -164680.713828 + Penalty 3166.249199 = -161514.464629 Iteration 31Q: 3 clusters Score -161514.5 nChanged 5 ComputeScore: Raw -164682.299478 + Penalty 3166.249199 = -161516.050279 Iteration 32Q: 3 clusters Score -161516.1 nChanged 7 ComputeScore: Raw -164685.170422 + Penalty 3166.249199 = -161518.921222 Iteration 33Q: 3 clusters Score -161518.9 nChanged 7 ComputeScore: Raw -164687.108402 + Penalty 3166.249199 = -161520.859203 Iteration 34Q: 3 clusters Score -161520.9 nChanged 4 ComputeScore: Raw -164688.108536 + Penalty 3166.249199 = -161521.859337 Iteration 35Q: 3 clusters Score -161521.9 nChanged 6 ComputeScore: Raw -164689.823972 + Penalty 3166.249199 = -161523.574773 Iteration 36Q: 3 clusters Score -161523.6 nChanged 4 ComputeScore: Raw -164690.538312 + Penalty 3166.249199 = -161524.289113 Iteration 37Q: 3 clusters Score -161524.3 nChanged 2 ComputeScore: Raw -164690.889919 + Penalty 3166.249199 = -161524.640720 Iteration 38Q: 3 clusters Score -161524.6 nChanged 1 ComputeScore: Raw -164690.993935 + Penalty 3166.249199 = -161524.744736 Iteration 39Q: 3 clusters Score -161524.7 nChanged 1 ComputeScore: Raw -164691.130125 + Penalty 3166.249199 = -161524.880926 Iteration 40F: 3 clusters Score -161524.9 nChanged 0 Trying to split cluster 24 (5539 points) Assigned 2 initial classes randomly. ComputeScore: Raw -211447.430078 + Penalty 1629.098590 = -209818.331489 Iteration 0F: 2 clusters Score -209818.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -208608.917157 + Penalty 3258.197180 = -205350.719977 Iteration 0F: 3 clusters Score -205350.7 nChanged 2232 ComputeScore: Raw -209895.427343 + Penalty 3258.197180 = -206637.230163 Iteration 1F: 3 clusters Score -206637.2 nChanged 428 ComputeScore: Raw -210169.244992 + Penalty 3258.197180 = -206911.047812 Iteration 2F: 3 clusters Score -206911 nChanged 344 ComputeScore: Raw -210369.972947 + Penalty 3258.197180 = -207111.775767 Iteration 3F: 3 clusters Score -207111.8 nChanged 251 ComputeScore: Raw -210500.650632 + Penalty 3258.197180 = -207242.453452 Iteration 4Q: 3 clusters Score -207242.5 nChanged 223 ComputeScore: Raw -210638.239994 + Penalty 3258.197180 = -207380.042814 Iteration 5Q: 3 clusters Score -207380 nChanged 216 ComputeScore: Raw -210787.031987 + Penalty 3258.197180 = -207528.834807 Iteration 6Q: 3 clusters Score -207528.8 nChanged 210 ComputeScore: Raw -210927.044577 + Penalty 3258.197180 = -207668.847397 Iteration 7Q: 3 clusters Score -207668.8 nChanged 193 ComputeScore: Raw -211069.821698 + Penalty 3258.197180 = -207811.624519 Iteration 8Q: 3 clusters Score -207811.6 nChanged 198 ComputeScore: Raw -211214.051732 + Penalty 3258.197180 = -207955.854553 Iteration 9Q: 3 clusters Score -207955.9 nChanged 178 ComputeScore: Raw -211330.904118 + Penalty 3258.197180 = -208072.706939 Iteration 10Q: 3 clusters Score -208072.7 nChanged 141 ComputeScore: Raw -211425.747991 + Penalty 3258.197180 = -208167.550812 Iteration 11Q: 3 clusters Score -208167.6 nChanged 119 ComputeScore: Raw -211510.833230 + Penalty 3258.197180 = -208252.636050 Iteration 12Q: 3 clusters Score -208252.6 nChanged 97 ComputeScore: Raw -211583.011567 + Penalty 3258.197180 = -208324.814388 Iteration 13Q: 3 clusters Score -208324.8 nChanged 82 ComputeScore: Raw -211652.159657 + Penalty 3258.197180 = -208393.962477 Iteration 14Q: 3 clusters Score -208394 nChanged 90 ComputeScore: Raw -211717.265090 + Penalty 3258.197180 = -208459.067910 Iteration 15Q: 3 clusters Score -208459.1 nChanged 67 ComputeScore: Raw -211764.380587 + Penalty 3258.197180 = -208506.183407 Iteration 16Q: 3 clusters Score -208506.2 nChanged 60 ComputeScore: Raw -211796.996120 + Penalty 3258.197180 = -208538.798940 Iteration 17Q: 3 clusters Score -208538.8 nChanged 38 ComputeScore: Raw -211820.677783 + Penalty 3258.197180 = -208562.480604 Iteration 18Q: 3 clusters Score -208562.5 nChanged 40 ComputeScore: Raw -211843.858748 + Penalty 3258.197180 = -208585.661568 Iteration 19Q: 3 clusters Score -208585.7 nChanged 36 ComputeScore: Raw -211863.204321 + Penalty 3258.197180 = -208605.007141 Iteration 20F: 3 clusters Score -208605 nChanged 28 ComputeScore: Raw -211873.855436 + Penalty 3258.197180 = -208615.658257 Iteration 21Q: 3 clusters Score -208615.7 nChanged 19 ComputeScore: Raw -211881.114940 + Penalty 3258.197180 = -208622.917761 Iteration 22Q: 3 clusters Score -208622.9 nChanged 16 ComputeScore: Raw -211888.647059 + Penalty 3258.197180 = -208630.449879 Iteration 23Q: 3 clusters Score -208630.4 nChanged 9 ComputeScore: Raw -211893.116553 + Penalty 3258.197180 = -208634.919374 Iteration 24Q: 3 clusters Score -208634.9 nChanged 5 ComputeScore: Raw -211894.584279 + Penalty 3258.197180 = -208636.387100 Iteration 25Q: 3 clusters Score -208636.4 nChanged 4 ComputeScore: Raw -211895.314035 + Penalty 3258.197180 = -208637.116855 Iteration 26Q: 3 clusters Score -208637.1 nChanged 1 ComputeScore: Raw -211895.478243 + Penalty 3258.197180 = -208637.281064 Iteration 27Q: 3 clusters Score -208637.3 nChanged 0 ComputeScore: Raw -211895.478243 + Penalty 3258.197180 = -208637.281064 Iteration 28F: 3 clusters Score -208637.3 nChanged 0 Trying to split cluster 25 (3671 points) Assigned 2 initial classes randomly. ComputeScore: Raw -141603.156075 + Penalty 1551.353463 = -140051.802612 Iteration 0F: 2 clusters Score -140051.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -139827.636866 + Penalty 3102.706927 = -136724.929939 Iteration 0F: 3 clusters Score -136724.9 nChanged 1408 ComputeScore: Raw -140606.845670 + Penalty 3102.706927 = -137504.138743 Iteration 1F: 3 clusters Score -137504.1 nChanged 293 ComputeScore: Raw -140797.582231 + Penalty 3102.706927 = -137694.875304 Iteration 2F: 3 clusters Score -137694.9 nChanged 213 ComputeScore: Raw -140921.522278 + Penalty 3102.706927 = -137818.815351 Iteration 3F: 3 clusters Score -137818.8 nChanged 162 ComputeScore: Raw -141021.140573 + Penalty 3102.706927 = -137918.433646 Iteration 4Q: 3 clusters Score -137918.4 nChanged 127 ComputeScore: Raw -141107.951739 + Penalty 3102.706927 = -138005.244812 Iteration 5Q: 3 clusters Score -138005.2 nChanged 122 ComputeScore: Raw -141173.020215 + Penalty 3102.706927 = -138070.313288 Iteration 6Q: 3 clusters Score -138070.3 nChanged 93 ComputeScore: Raw -141224.356512 + Penalty 3102.706927 = -138121.649585 Iteration 7Q: 3 clusters Score -138121.6 nChanged 84 ComputeScore: Raw -141272.973873 + Penalty 3102.706927 = -138170.266946 Iteration 8Q: 3 clusters Score -138170.3 nChanged 83 ComputeScore: Raw -141322.813550 + Penalty 3102.706927 = -138220.106623 Iteration 9Q: 3 clusters Score -138220.1 nChanged 78 ComputeScore: Raw -141363.477653 + Penalty 3102.706927 = -138260.770726 Iteration 10Q: 3 clusters Score -138260.8 nChanged 74 ComputeScore: Raw -141403.403338 + Penalty 3102.706927 = -138300.696411 Iteration 11Q: 3 clusters Score -138300.7 nChanged 71 ComputeScore: Raw -141439.385994 + Penalty 3102.706927 = -138336.679067 Iteration 12Q: 3 clusters Score -138336.7 nChanged 62 ComputeScore: Raw -141471.861978 + Penalty 3102.706927 = -138369.155051 Iteration 13Q: 3 clusters Score -138369.2 nChanged 57 ComputeScore: Raw -141501.169664 + Penalty 3102.706927 = -138398.462738 Iteration 14Q: 3 clusters Score -138398.5 nChanged 52 ComputeScore: Raw -141529.963871 + Penalty 3102.706927 = -138427.256944 Iteration 15Q: 3 clusters Score -138427.3 nChanged 44 ComputeScore: Raw -141555.656756 + Penalty 3102.706927 = -138452.949829 Iteration 16Q: 3 clusters Score -138452.9 nChanged 45 ComputeScore: Raw -141586.775187 + Penalty 3102.706927 = -138484.068260 Iteration 17Q: 3 clusters Score -138484.1 nChanged 50 ComputeScore: Raw -141614.278651 + Penalty 3102.706927 = -138511.571724 Iteration 18Q: 3 clusters Score -138511.6 nChanged 49 ComputeScore: Raw -141643.798261 + Penalty 3102.706927 = -138541.091334 Iteration 19Q: 3 clusters Score -138541.1 nChanged 45 ComputeScore: Raw -141670.863147 + Penalty 3102.706927 = -138568.156220 Iteration 20F: 3 clusters Score -138568.2 nChanged 37 ComputeScore: Raw -141694.800717 + Penalty 3102.706927 = -138592.093790 Iteration 21Q: 3 clusters Score -138592.1 nChanged 45 ComputeScore: Raw -141718.682365 + Penalty 3102.706927 = -138615.975438 Iteration 22Q: 3 clusters Score -138616 nChanged 39 ComputeScore: Raw -141746.663745 + Penalty 3102.706927 = -138643.956818 Iteration 23Q: 3 clusters Score -138644 nChanged 41 ComputeScore: Raw -141773.572089 + Penalty 3102.706927 = -138670.865162 Iteration 24Q: 3 clusters Score -138670.9 nChanged 43 ComputeScore: Raw -141811.174838 + Penalty 3102.706927 = -138708.467911 Iteration 25Q: 3 clusters Score -138708.5 nChanged 49 ComputeScore: Raw -141848.316517 + Penalty 3102.706927 = -138745.609590 Iteration 26Q: 3 clusters Score -138745.6 nChanged 52 ComputeScore: Raw -141877.751021 + Penalty 3102.706927 = -138775.044094 Iteration 27Q: 3 clusters Score -138775 nChanged 39 ComputeScore: Raw -141902.113271 + Penalty 3102.706927 = -138799.406344 Iteration 28Q: 3 clusters Score -138799.4 nChanged 41 ComputeScore: Raw -141928.273387 + Penalty 3102.706927 = -138825.566460 Iteration 29Q: 3 clusters Score -138825.6 nChanged 36 ComputeScore: Raw -141950.795066 + Penalty 3102.706927 = -138848.088139 Iteration 30Q: 3 clusters Score -138848.1 nChanged 45 ComputeScore: Raw -141980.077050 + Penalty 3102.706927 = -138877.370123 Iteration 31Q: 3 clusters Score -138877.4 nChanged 33 ComputeScore: Raw -142011.272400 + Penalty 3102.706927 = -138908.565473 Iteration 32Q: 3 clusters Score -138908.6 nChanged 37 ComputeScore: Raw -142035.227760 + Penalty 3102.706927 = -138932.520833 Iteration 33Q: 3 clusters Score -138932.5 nChanged 34 ComputeScore: Raw -142052.351337 + Penalty 3102.706927 = -138949.644411 Iteration 34Q: 3 clusters Score -138949.6 nChanged 19 ComputeScore: Raw -142062.401766 + Penalty 3102.706927 = -138959.694839 Iteration 35Q: 3 clusters Score -138959.7 nChanged 20 ComputeScore: Raw -142075.740689 + Penalty 3102.706927 = -138973.033762 Iteration 36Q: 3 clusters Score -138973 nChanged 31 ComputeScore: Raw -142097.227368 + Penalty 3102.706927 = -138994.520441 Iteration 37Q: 3 clusters Score -138994.5 nChanged 28 ComputeScore: Raw -142113.471715 + Penalty 3102.706927 = -139010.764788 Iteration 38Q: 3 clusters Score -139010.8 nChanged 26 ComputeScore: Raw -142131.559541 + Penalty 3102.706927 = -139028.852614 Iteration 39Q: 3 clusters Score -139028.9 nChanged 27 ComputeScore: Raw -142151.405363 + Penalty 3102.706927 = -139048.698436 Iteration 40F: 3 clusters Score -139048.7 nChanged 34 ComputeScore: Raw -142180.415806 + Penalty 3102.706927 = -139077.708879 Iteration 41Q: 3 clusters Score -139077.7 nChanged 39 ComputeScore: Raw -142205.019761 + Penalty 3102.706927 = -139102.312834 Iteration 42Q: 3 clusters Score -139102.3 nChanged 28 ComputeScore: Raw -142216.193367 + Penalty 3102.706927 = -139113.486440 Iteration 43Q: 3 clusters Score -139113.5 nChanged 18 ComputeScore: Raw -142225.039619 + Penalty 3102.706927 = -139122.332692 Iteration 44Q: 3 clusters Score -139122.3 nChanged 15 ComputeScore: Raw -142231.514359 + Penalty 3102.706927 = -139128.807432 Iteration 45Q: 3 clusters Score -139128.8 nChanged 12 ComputeScore: Raw -142239.322671 + Penalty 3102.706927 = -139136.615744 Iteration 46Q: 3 clusters Score -139136.6 nChanged 18 ComputeScore: Raw -142248.005904 + Penalty 3102.706927 = -139145.298977 Iteration 47Q: 3 clusters Score -139145.3 nChanged 23 ComputeScore: Raw -142260.360099 + Penalty 3102.706927 = -139157.653172 Iteration 48Q: 3 clusters Score -139157.7 nChanged 19 ComputeScore: Raw -142270.948912 + Penalty 3102.706927 = -139168.241985 Iteration 49Q: 3 clusters Score -139168.2 nChanged 18 ComputeScore: Raw -142279.289121 + Penalty 3102.706927 = -139176.582194 Iteration 50Q: 3 clusters Score -139176.6 nChanged 17 ComputeScore: Raw -142286.969874 + Penalty 3102.706927 = -139184.262947 Iteration 51Q: 3 clusters Score -139184.3 nChanged 16 ComputeScore: Raw -142294.396016 + Penalty 3102.706927 = -139191.689089 Iteration 52Q: 3 clusters Score -139191.7 nChanged 15 ComputeScore: Raw -142300.793862 + Penalty 3102.706927 = -139198.086935 Iteration 53Q: 3 clusters Score -139198.1 nChanged 15 ComputeScore: Raw -142307.150033 + Penalty 3102.706927 = -139204.443106 Iteration 54Q: 3 clusters Score -139204.4 nChanged 11 ComputeScore: Raw -142311.045123 + Penalty 3102.706927 = -139208.338196 Iteration 55Q: 3 clusters Score -139208.3 nChanged 6 ComputeScore: Raw -142313.136251 + Penalty 3102.706927 = -139210.429324 Iteration 56Q: 3 clusters Score -139210.4 nChanged 3 ComputeScore: Raw -142313.633439 + Penalty 3102.706927 = -139210.926512 Iteration 57Q: 3 clusters Score -139210.9 nChanged 1 ComputeScore: Raw -142313.885246 + Penalty 3102.706927 = -139211.178319 Iteration 58Q: 3 clusters Score -139211.2 nChanged 3 ComputeScore: Raw -142316.279238 + Penalty 3102.706927 = -139213.572311 Iteration 59Q: 3 clusters Score -139213.6 nChanged 8 ComputeScore: Raw -142319.504410 + Penalty 3102.706927 = -139216.797483 Iteration 60F: 3 clusters Score -139216.8 nChanged 6 ComputeScore: Raw -142320.806641 + Penalty 3102.706927 = -139218.099714 Iteration 61Q: 3 clusters Score -139218.1 nChanged 1 ComputeScore: Raw -142320.990308 + Penalty 3102.706927 = -139218.283381 Iteration 62Q: 3 clusters Score -139218.3 nChanged 0 ComputeScore: Raw -142320.990308 + Penalty 3102.706927 = -139218.283381 Iteration 63F: 3 clusters Score -139218.3 nChanged 0 Trying to split cluster 26 (1932 points) Assigned 2 initial classes randomly. ComputeScore: Raw -76258.053510 + Penalty 1430.032782 = -74828.020728 Iteration 0F: 2 clusters Score -74828.02 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -75532.389146 + Penalty 2860.065564 = -72672.323583 Iteration 0F: 3 clusters Score -72672.32 nChanged 633 ComputeScore: Raw -75928.027510 + Penalty 2860.065564 = -73067.961946 Iteration 1F: 3 clusters Score -73067.96 nChanged 136 ComputeScore: Raw -76037.911465 + Penalty 2860.065564 = -73177.845901 Iteration 2F: 3 clusters Score -73177.85 nChanged 88 ComputeScore: Raw -76103.329636 + Penalty 2860.065564 = -73243.264072 Iteration 3Q: 3 clusters Score -73243.26 nChanged 65 ComputeScore: Raw -76150.696531 + Penalty 2860.065564 = -73290.630967 Iteration 4Q: 3 clusters Score -73290.63 nChanged 41 ComputeScore: Raw -76177.397446 + Penalty 2860.065564 = -73317.331882 Iteration 5Q: 3 clusters Score -73317.33 nChanged 47 ComputeScore: Raw -76220.441944 + Penalty 2860.065564 = -73360.376381 Iteration 6Q: 3 clusters Score -73360.38 nChanged 41 ComputeScore: Raw -76254.936143 + Penalty 2860.065564 = -73394.870580 Iteration 7Q: 3 clusters Score -73394.87 nChanged 38 ComputeScore: Raw -76284.293828 + Penalty 2860.065564 = -73424.228264 Iteration 8Q: 3 clusters Score -73424.23 nChanged 25 ComputeScore: Raw -76304.097477 + Penalty 2860.065564 = -73444.031913 Iteration 9Q: 3 clusters Score -73444.03 nChanged 26 ComputeScore: Raw -76323.063721 + Penalty 2860.065564 = -73462.998158 Iteration 10Q: 3 clusters Score -73463 nChanged 18 ComputeScore: Raw -76331.532891 + Penalty 2860.065564 = -73471.467327 Iteration 11Q: 3 clusters Score -73471.47 nChanged 6 ComputeScore: Raw -76335.263843 + Penalty 2860.065564 = -73475.198280 Iteration 12Q: 3 clusters Score -73475.2 nChanged 2 ComputeScore: Raw -76336.136056 + Penalty 2860.065564 = -73476.070492 Iteration 13Q: 3 clusters Score -73476.07 nChanged 1 ComputeScore: Raw -76336.703326 + Penalty 2860.065564 = -73476.637763 Iteration 14Q: 3 clusters Score -73476.64 nChanged 1 ComputeScore: Raw -76337.202665 + Penalty 2860.065564 = -73477.137101 Iteration 15Q: 3 clusters Score -73477.14 nChanged 1 ComputeScore: Raw -76337.998925 + Penalty 2860.065564 = -73477.933361 Iteration 16Q: 3 clusters Score -73477.93 nChanged 1 ComputeScore: Raw -76338.478665 + Penalty 2860.065564 = -73478.413101 Iteration 17Q: 3 clusters Score -73478.41 nChanged 1 ComputeScore: Raw -76338.769650 + Penalty 2860.065564 = -73478.704086 Iteration 18Q: 3 clusters Score -73478.7 nChanged 2 ComputeScore: Raw -76340.086644 + Penalty 2860.065564 = -73480.021080 Iteration 19Q: 3 clusters Score -73480.02 nChanged 2 ComputeScore: Raw -76340.827880 + Penalty 2860.065564 = -73480.762316 Iteration 20F: 3 clusters Score -73480.76 nChanged 0 Trying to split cluster 27 (4127 points) Assigned 2 initial classes randomly. ComputeScore: Raw -158451.605105 + Penalty 1573.482840 = -156878.122266 Iteration 0F: 2 clusters Score -156878.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -156450.500092 + Penalty 3146.965679 = -153303.534413 Iteration 0F: 3 clusters Score -153303.5 nChanged 1567 ComputeScore: Raw -157342.513550 + Penalty 3146.965679 = -154195.547871 Iteration 1F: 3 clusters Score -154195.5 nChanged 326 ComputeScore: Raw -157546.380838 + Penalty 3146.965679 = -154399.415159 Iteration 2F: 3 clusters Score -154399.4 nChanged 247 ComputeScore: Raw -157693.686759 + Penalty 3146.965679 = -154546.721080 Iteration 3F: 3 clusters Score -154546.7 nChanged 168 ComputeScore: Raw -157788.611381 + Penalty 3146.965679 = -154641.645702 Iteration 4Q: 3 clusters Score -154641.6 nChanged 145 ComputeScore: Raw -157866.599456 + Penalty 3146.965679 = -154719.633777 Iteration 5Q: 3 clusters Score -154719.6 nChanged 136 ComputeScore: Raw -157941.220958 + Penalty 3146.965679 = -154794.255279 Iteration 6Q: 3 clusters Score -154794.3 nChanged 107 ComputeScore: Raw -158010.470746 + Penalty 3146.965679 = -154863.505066 Iteration 7Q: 3 clusters Score -154863.5 nChanged 98 ComputeScore: Raw -158075.039723 + Penalty 3146.965679 = -154928.074044 Iteration 8Q: 3 clusters Score -154928.1 nChanged 117 ComputeScore: Raw -158152.020749 + Penalty 3146.965679 = -155005.055070 Iteration 9Q: 3 clusters Score -155005.1 nChanged 114 ComputeScore: Raw -158215.127685 + Penalty 3146.965679 = -155068.162006 Iteration 10Q: 3 clusters Score -155068.2 nChanged 96 ComputeScore: Raw -158264.945642 + Penalty 3146.965679 = -155117.979963 Iteration 11Q: 3 clusters Score -155118 nChanged 74 ComputeScore: Raw -158309.190628 + Penalty 3146.965679 = -155162.224948 Iteration 12Q: 3 clusters Score -155162.2 nChanged 79 ComputeScore: Raw -158351.893703 + Penalty 3146.965679 = -155204.928023 Iteration 13Q: 3 clusters Score -155204.9 nChanged 67 ComputeScore: Raw -158385.770611 + Penalty 3146.965679 = -155238.804931 Iteration 14Q: 3 clusters Score -155238.8 nChanged 64 ComputeScore: Raw -158420.508711 + Penalty 3146.965679 = -155273.543031 Iteration 15Q: 3 clusters Score -155273.5 nChanged 54 ComputeScore: Raw -158448.999279 + Penalty 3146.965679 = -155302.033600 Iteration 16Q: 3 clusters Score -155302 nChanged 49 ComputeScore: Raw -158477.451279 + Penalty 3146.965679 = -155330.485600 Iteration 17Q: 3 clusters Score -155330.5 nChanged 46 ComputeScore: Raw -158502.850249 + Penalty 3146.965679 = -155355.884569 Iteration 18Q: 3 clusters Score -155355.9 nChanged 39 ComputeScore: Raw -158522.329009 + Penalty 3146.965679 = -155375.363329 Iteration 19Q: 3 clusters Score -155375.4 nChanged 32 ComputeScore: Raw -158542.268467 + Penalty 3146.965679 = -155395.302788 Iteration 20F: 3 clusters Score -155395.3 nChanged 32 ComputeScore: Raw -158557.133891 + Penalty 3146.965679 = -155410.168212 Iteration 21Q: 3 clusters Score -155410.2 nChanged 28 ComputeScore: Raw -158568.608588 + Penalty 3146.965679 = -155421.642909 Iteration 22Q: 3 clusters Score -155421.6 nChanged 26 ComputeScore: Raw -158579.452228 + Penalty 3146.965679 = -155432.486548 Iteration 23Q: 3 clusters Score -155432.5 nChanged 24 ComputeScore: Raw -158592.123121 + Penalty 3146.965679 = -155445.157442 Iteration 24Q: 3 clusters Score -155445.2 nChanged 19 ComputeScore: Raw -158601.538563 + Penalty 3146.965679 = -155454.572884 Iteration 25Q: 3 clusters Score -155454.6 nChanged 26 ComputeScore: Raw -158612.709633 + Penalty 3146.965679 = -155465.743953 Iteration 26Q: 3 clusters Score -155465.7 nChanged 14 ComputeScore: Raw -158621.367533 + Penalty 3146.965679 = -155474.401853 Iteration 27Q: 3 clusters Score -155474.4 nChanged 17 ComputeScore: Raw -158629.823812 + Penalty 3146.965679 = -155482.858133 Iteration 28Q: 3 clusters Score -155482.9 nChanged 14 ComputeScore: Raw -158635.045941 + Penalty 3146.965679 = -155488.080262 Iteration 29Q: 3 clusters Score -155488.1 nChanged 11 ComputeScore: Raw -158641.739445 + Penalty 3146.965679 = -155494.773766 Iteration 30Q: 3 clusters Score -155494.8 nChanged 12 ComputeScore: Raw -158645.895227 + Penalty 3146.965679 = -155498.929548 Iteration 31Q: 3 clusters Score -155498.9 nChanged 9 ComputeScore: Raw -158648.860994 + Penalty 3146.965679 = -155501.895315 Iteration 32Q: 3 clusters Score -155501.9 nChanged 5 ComputeScore: Raw -158650.182801 + Penalty 3146.965679 = -155503.217122 Iteration 33Q: 3 clusters Score -155503.2 nChanged 3 ComputeScore: Raw -158650.838813 + Penalty 3146.965679 = -155503.873134 Iteration 34Q: 3 clusters Score -155503.9 nChanged 0 ComputeScore: Raw -158650.838813 + Penalty 3146.965679 = -155503.873134 Iteration 35F: 3 clusters Score -155503.9 nChanged 0 Trying to split cluster 28 (5884 points) Assigned 2 initial classes randomly. ComputeScore: Raw -213484.848420 + Penalty 1640.518503 = -211844.329917 Iteration 0F: 2 clusters Score -211844.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -210440.021185 + Penalty 3281.037007 = -207158.984178 Iteration 0F: 3 clusters Score -207159 nChanged 2413 ComputeScore: Raw -211702.472491 + Penalty 3281.037007 = -208421.435484 Iteration 1F: 3 clusters Score -208421.4 nChanged 387 ComputeScore: Raw -211881.305457 + Penalty 3281.037007 = -208600.268450 Iteration 2F: 3 clusters Score -208600.3 nChanged 290 ComputeScore: Raw -212019.314968 + Penalty 3281.037007 = -208738.277962 Iteration 3Q: 3 clusters Score -208738.3 nChanged 241 ComputeScore: Raw -212144.585112 + Penalty 3281.037007 = -208863.548105 Iteration 4Q: 3 clusters Score -208863.5 nChanged 223 ComputeScore: Raw -212239.594307 + Penalty 3281.037007 = -208958.557300 Iteration 5Q: 3 clusters Score -208958.6 nChanged 187 ComputeScore: Raw -212321.086247 + Penalty 3281.037007 = -209040.049240 Iteration 6Q: 3 clusters Score -209040 nChanged 175 ComputeScore: Raw -212399.419662 + Penalty 3281.037007 = -209118.382655 Iteration 7Q: 3 clusters Score -209118.4 nChanged 158 ComputeScore: Raw -212463.275684 + Penalty 3281.037007 = -209182.238677 Iteration 8Q: 3 clusters Score -209182.2 nChanged 140 ComputeScore: Raw -212523.120775 + Penalty 3281.037007 = -209242.083768 Iteration 9Q: 3 clusters Score -209242.1 nChanged 149 ComputeScore: Raw -212593.050411 + Penalty 3281.037007 = -209312.013404 Iteration 10Q: 3 clusters Score -209312 nChanged 162 ComputeScore: Raw -212667.227271 + Penalty 3281.037007 = -209386.190264 Iteration 11Q: 3 clusters Score -209386.2 nChanged 162 ComputeScore: Raw -212747.445545 + Penalty 3281.037007 = -209466.408538 Iteration 12Q: 3 clusters Score -209466.4 nChanged 175 ComputeScore: Raw -212837.015116 + Penalty 3281.037007 = -209555.978109 Iteration 13Q: 3 clusters Score -209556 nChanged 164 ComputeScore: Raw -212927.616118 + Penalty 3281.037007 = -209646.579111 Iteration 14Q: 3 clusters Score -209646.6 nChanged 167 ComputeScore: Raw -213025.903184 + Penalty 3281.037007 = -209744.866177 Iteration 15Q: 3 clusters Score -209744.9 nChanged 168 ComputeScore: Raw -213130.552234 + Penalty 3281.037007 = -209849.515227 Iteration 16Q: 3 clusters Score -209849.5 nChanged 144 ComputeScore: Raw -213229.470751 + Penalty 3281.037007 = -209948.433744 Iteration 17Q: 3 clusters Score -209948.4 nChanged 142 ComputeScore: Raw -213315.539779 + Penalty 3281.037007 = -210034.502772 Iteration 18Q: 3 clusters Score -210034.5 nChanged 127 ComputeScore: Raw -213392.112459 + Penalty 3281.037007 = -210111.075452 Iteration 19Q: 3 clusters Score -210111.1 nChanged 115 ComputeScore: Raw -213472.696881 + Penalty 3281.037007 = -210191.659874 Iteration 20F: 3 clusters Score -210191.7 nChanged 98 ComputeScore: Raw -213525.093097 + Penalty 3281.037007 = -210244.056090 Iteration 21Q: 3 clusters Score -210244.1 nChanged 94 ComputeScore: Raw -213588.773265 + Penalty 3281.037007 = -210307.736259 Iteration 22Q: 3 clusters Score -210307.7 nChanged 107 ComputeScore: Raw -213660.051334 + Penalty 3281.037007 = -210379.014327 Iteration 23Q: 3 clusters Score -210379 nChanged 87 ComputeScore: Raw -213709.779487 + Penalty 3281.037007 = -210428.742480 Iteration 24Q: 3 clusters Score -210428.7 nChanged 77 ComputeScore: Raw -213761.801311 + Penalty 3281.037007 = -210480.764304 Iteration 25Q: 3 clusters Score -210480.8 nChanged 82 ComputeScore: Raw -213816.394833 + Penalty 3281.037007 = -210535.357826 Iteration 26Q: 3 clusters Score -210535.4 nChanged 81 ComputeScore: Raw -213867.209369 + Penalty 3281.037007 = -210586.172362 Iteration 27Q: 3 clusters Score -210586.2 nChanged 68 ComputeScore: Raw -213901.855007 + Penalty 3281.037007 = -210620.818001 Iteration 28Q: 3 clusters Score -210620.8 nChanged 61 ComputeScore: Raw -213928.856547 + Penalty 3281.037007 = -210647.819540 Iteration 29Q: 3 clusters Score -210647.8 nChanged 38 ComputeScore: Raw -213942.315656 + Penalty 3281.037007 = -210661.278650 Iteration 30Q: 3 clusters Score -210661.3 nChanged 26 ComputeScore: Raw -213952.551529 + Penalty 3281.037007 = -210671.514522 Iteration 31Q: 3 clusters Score -210671.5 nChanged 21 ComputeScore: Raw -213961.824865 + Penalty 3281.037007 = -210680.787858 Iteration 32Q: 3 clusters Score -210680.8 nChanged 25 ComputeScore: Raw -213968.909894 + Penalty 3281.037007 = -210687.872887 Iteration 33Q: 3 clusters Score -210687.9 nChanged 18 ComputeScore: Raw -213974.193936 + Penalty 3281.037007 = -210693.156929 Iteration 34Q: 3 clusters Score -210693.2 nChanged 16 ComputeScore: Raw -213980.370485 + Penalty 3281.037007 = -210699.333478 Iteration 35Q: 3 clusters Score -210699.3 nChanged 12 ComputeScore: Raw -213984.327988 + Penalty 3281.037007 = -210703.290981 Iteration 36Q: 3 clusters Score -210703.3 nChanged 12 ComputeScore: Raw -213988.662812 + Penalty 3281.037007 = -210707.625805 Iteration 37Q: 3 clusters Score -210707.6 nChanged 13 ComputeScore: Raw -213993.587859 + Penalty 3281.037007 = -210712.550852 Iteration 38Q: 3 clusters Score -210712.6 nChanged 9 ComputeScore: Raw -213998.258167 + Penalty 3281.037007 = -210717.221160 Iteration 39Q: 3 clusters Score -210717.2 nChanged 11 ComputeScore: Raw -214004.331142 + Penalty 3281.037007 = -210723.294135 Iteration 40F: 3 clusters Score -210723.3 nChanged 13 ComputeScore: Raw -214009.054934 + Penalty 3281.037007 = -210728.017927 Iteration 41Q: 3 clusters Score -210728 nChanged 7 ComputeScore: Raw -214010.896691 + Penalty 3281.037007 = -210729.859684 Iteration 42Q: 3 clusters Score -210729.9 nChanged 6 ComputeScore: Raw -214011.650467 + Penalty 3281.037007 = -210730.613460 Iteration 43Q: 3 clusters Score -210730.6 nChanged 2 ComputeScore: Raw -214011.867522 + Penalty 3281.037007 = -210730.830515 Iteration 44Q: 3 clusters Score -210730.8 nChanged 2 ComputeScore: Raw -214012.597227 + Penalty 3281.037007 = -210731.560220 Iteration 45Q: 3 clusters Score -210731.6 nChanged 1 ComputeScore: Raw -214012.788652 + Penalty 3281.037007 = -210731.751645 Iteration 46Q: 3 clusters Score -210731.8 nChanged 1 ComputeScore: Raw -214012.962068 + Penalty 3281.037007 = -210731.925061 Iteration 47Q: 3 clusters Score -210731.9 nChanged 1 ComputeScore: Raw -214013.878305 + Penalty 3281.037007 = -210732.841298 Iteration 48Q: 3 clusters Score -210732.8 nChanged 3 ComputeScore: Raw -214015.069295 + Penalty 3281.037007 = -210734.032288 Iteration 49Q: 3 clusters Score -210734 nChanged 4 ComputeScore: Raw -214016.260453 + Penalty 3281.037007 = -210735.223446 Iteration 50Q: 3 clusters Score -210735.2 nChanged 3 ComputeScore: Raw -214017.166661 + Penalty 3281.037007 = -210736.129654 Iteration 51Q: 3 clusters Score -210736.1 nChanged 1 ComputeScore: Raw -214017.562681 + Penalty 3281.037007 = -210736.525675 Iteration 52Q: 3 clusters Score -210736.5 nChanged 2 ComputeScore: Raw -214017.995768 + Penalty 3281.037007 = -210736.958761 Iteration 53Q: 3 clusters Score -210737 nChanged 2 ComputeScore: Raw -214018.444284 + Penalty 3281.037007 = -210737.407277 Iteration 54Q: 3 clusters Score -210737.4 nChanged 2 ComputeScore: Raw -214019.013498 + Penalty 3281.037007 = -210737.976491 Iteration 55Q: 3 clusters Score -210738 nChanged 3 ComputeScore: Raw -214019.617220 + Penalty 3281.037007 = -210738.580213 Iteration 56Q: 3 clusters Score -210738.6 nChanged 2 ComputeScore: Raw -214020.104716 + Penalty 3281.037007 = -210739.067709 Iteration 57Q: 3 clusters Score -210739.1 nChanged 1 ComputeScore: Raw -214020.297762 + Penalty 3281.037007 = -210739.260756 Iteration 58Q: 3 clusters Score -210739.3 nChanged 1 ComputeScore: Raw -214020.520185 + Penalty 3281.037007 = -210739.483178 Iteration 59Q: 3 clusters Score -210739.5 nChanged 0 ComputeScore: Raw -214020.520185 + Penalty 3281.037007 = -210739.483178 Iteration 60F: 3 clusters Score -210739.5 nChanged 0 Trying to split cluster 29 (5610 points) Assigned 2 initial classes randomly. ComputeScore: Raw -205239.691229 + Penalty 1631.505834 = -203608.185396 Iteration 0F: 2 clusters Score -203608.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -202395.930736 + Penalty 3263.011667 = -199132.919069 Iteration 0F: 3 clusters Score -199132.9 nChanged 2277 ComputeScore: Raw -203685.353533 + Penalty 3263.011667 = -200422.341866 Iteration 1F: 3 clusters Score -200422.3 nChanged 425 ComputeScore: Raw -203952.699822 + Penalty 3263.011667 = -200689.688154 Iteration 2F: 3 clusters Score -200689.7 nChanged 338 ComputeScore: Raw -204180.515663 + Penalty 3263.011667 = -200917.503996 Iteration 3F: 3 clusters Score -200917.5 nChanged 286 ComputeScore: Raw -204344.861285 + Penalty 3263.011667 = -201081.849617 Iteration 4F: 3 clusters Score -201081.8 nChanged 232 ComputeScore: Raw -204490.448451 + Penalty 3263.011667 = -201227.436784 Iteration 5Q: 3 clusters Score -201227.4 nChanged 212 ComputeScore: Raw -204605.568391 + Penalty 3263.011667 = -201342.556724 Iteration 6Q: 3 clusters Score -201342.6 nChanged 199 ComputeScore: Raw -204727.677958 + Penalty 3263.011667 = -201464.666290 Iteration 7Q: 3 clusters Score -201464.7 nChanged 214 ComputeScore: Raw -204848.734243 + Penalty 3263.011667 = -201585.722576 Iteration 8Q: 3 clusters Score -201585.7 nChanged 194 ComputeScore: Raw -204956.657514 + Penalty 3263.011667 = -201693.645846 Iteration 9Q: 3 clusters Score -201693.6 nChanged 162 ComputeScore: Raw -205037.420875 + Penalty 3263.011667 = -201774.409207 Iteration 10Q: 3 clusters Score -201774.4 nChanged 129 ComputeScore: Raw -205086.971664 + Penalty 3263.011667 = -201823.959996 Iteration 11Q: 3 clusters Score -201824 nChanged 80 ComputeScore: Raw -205127.680199 + Penalty 3263.011667 = -201864.668532 Iteration 12Q: 3 clusters Score -201864.7 nChanged 75 ComputeScore: Raw -205161.014449 + Penalty 3263.011667 = -201898.002782 Iteration 13Q: 3 clusters Score -201898 nChanged 73 ComputeScore: Raw -205190.584092 + Penalty 3263.011667 = -201927.572425 Iteration 14Q: 3 clusters Score -201927.6 nChanged 66 ComputeScore: Raw -205217.528391 + Penalty 3263.011667 = -201954.516724 Iteration 15Q: 3 clusters Score -201954.5 nChanged 67 ComputeScore: Raw -205243.792331 + Penalty 3263.011667 = -201980.780663 Iteration 16Q: 3 clusters Score -201980.8 nChanged 59 ComputeScore: Raw -205260.875621 + Penalty 3263.011667 = -201997.863954 Iteration 17Q: 3 clusters Score -201997.9 nChanged 36 ComputeScore: Raw -205271.677289 + Penalty 3263.011667 = -202008.665621 Iteration 18Q: 3 clusters Score -202008.7 nChanged 28 ComputeScore: Raw -205280.809432 + Penalty 3263.011667 = -202017.797764 Iteration 19Q: 3 clusters Score -202017.8 nChanged 25 ComputeScore: Raw -205287.585048 + Penalty 3263.011667 = -202024.573381 Iteration 20F: 3 clusters Score -202024.6 nChanged 20 ComputeScore: Raw -205293.530206 + Penalty 3263.011667 = -202030.518539 Iteration 21Q: 3 clusters Score -202030.5 nChanged 19 ComputeScore: Raw -205298.856612 + Penalty 3263.011667 = -202035.844945 Iteration 22Q: 3 clusters Score -202035.8 nChanged 26 ComputeScore: Raw -205308.748651 + Penalty 3263.011667 = -202045.736984 Iteration 23Q: 3 clusters Score -202045.7 nChanged 26 ComputeScore: Raw -205321.496404 + Penalty 3263.011667 = -202058.484737 Iteration 24Q: 3 clusters Score -202058.5 nChanged 35 ComputeScore: Raw -205333.852848 + Penalty 3263.011667 = -202070.841180 Iteration 25Q: 3 clusters Score -202070.8 nChanged 28 ComputeScore: Raw -205342.859064 + Penalty 3263.011667 = -202079.847396 Iteration 26Q: 3 clusters Score -202079.8 nChanged 25 ComputeScore: Raw -205350.524574 + Penalty 3263.011667 = -202087.512907 Iteration 27Q: 3 clusters Score -202087.5 nChanged 25 ComputeScore: Raw -205357.101110 + Penalty 3263.011667 = -202094.089442 Iteration 28Q: 3 clusters Score -202094.1 nChanged 15 ComputeScore: Raw -205361.045955 + Penalty 3263.011667 = -202098.034288 Iteration 29Q: 3 clusters Score -202098 nChanged 14 ComputeScore: Raw -205365.438276 + Penalty 3263.011667 = -202102.426608 Iteration 30Q: 3 clusters Score -202102.4 nChanged 18 ComputeScore: Raw -205372.103554 + Penalty 3263.011667 = -202109.091887 Iteration 31Q: 3 clusters Score -202109.1 nChanged 20 ComputeScore: Raw -205381.302919 + Penalty 3263.011667 = -202118.291252 Iteration 32Q: 3 clusters Score -202118.3 nChanged 27 ComputeScore: Raw -205389.935206 + Penalty 3263.011667 = -202126.923538 Iteration 33Q: 3 clusters Score -202126.9 nChanged 19 ComputeScore: Raw -205395.895044 + Penalty 3263.011667 = -202132.883377 Iteration 34Q: 3 clusters Score -202132.9 nChanged 17 ComputeScore: Raw -205400.977450 + Penalty 3263.011667 = -202137.965783 Iteration 35Q: 3 clusters Score -202138 nChanged 15 ComputeScore: Raw -205406.698488 + Penalty 3263.011667 = -202143.686820 Iteration 36Q: 3 clusters Score -202143.7 nChanged 17 ComputeScore: Raw -205410.445769 + Penalty 3263.011667 = -202147.434101 Iteration 37Q: 3 clusters Score -202147.4 nChanged 17 ComputeScore: Raw -205416.016442 + Penalty 3263.011667 = -202153.004774 Iteration 38Q: 3 clusters Score -202153 nChanged 21 ComputeScore: Raw -205422.302914 + Penalty 3263.011667 = -202159.291246 Iteration 39Q: 3 clusters Score -202159.3 nChanged 19 ComputeScore: Raw -205428.138597 + Penalty 3263.011667 = -202165.126930 Iteration 40F: 3 clusters Score -202165.1 nChanged 18 ComputeScore: Raw -205433.704733 + Penalty 3263.011667 = -202170.693065 Iteration 41Q: 3 clusters Score -202170.7 nChanged 18 ComputeScore: Raw -205439.250060 + Penalty 3263.011667 = -202176.238392 Iteration 42Q: 3 clusters Score -202176.2 nChanged 21 ComputeScore: Raw -205445.259044 + Penalty 3263.011667 = -202182.247376 Iteration 43Q: 3 clusters Score -202182.2 nChanged 25 ComputeScore: Raw -205452.455906 + Penalty 3263.011667 = -202189.444239 Iteration 44Q: 3 clusters Score -202189.4 nChanged 29 ComputeScore: Raw -205460.695343 + Penalty 3263.011667 = -202197.683676 Iteration 45Q: 3 clusters Score -202197.7 nChanged 15 ComputeScore: Raw -205464.349853 + Penalty 3263.011667 = -202201.338185 Iteration 46Q: 3 clusters Score -202201.3 nChanged 17 ComputeScore: Raw -205468.473409 + Penalty 3263.011667 = -202205.461741 Iteration 47Q: 3 clusters Score -202205.5 nChanged 17 ComputeScore: Raw -205473.220616 + Penalty 3263.011667 = -202210.208948 Iteration 48Q: 3 clusters Score -202210.2 nChanged 18 ComputeScore: Raw -205478.867864 + Penalty 3263.011667 = -202215.856196 Iteration 49Q: 3 clusters Score -202215.9 nChanged 13 ComputeScore: Raw -205483.455987 + Penalty 3263.011667 = -202220.444320 Iteration 50Q: 3 clusters Score -202220.4 nChanged 22 ComputeScore: Raw -205492.432517 + Penalty 3263.011667 = -202229.420850 Iteration 51Q: 3 clusters Score -202229.4 nChanged 23 ComputeScore: Raw -205501.065394 + Penalty 3263.011667 = -202238.053726 Iteration 52Q: 3 clusters Score -202238.1 nChanged 28 ComputeScore: Raw -205514.143530 + Penalty 3263.011667 = -202251.131863 Iteration 53Q: 3 clusters Score -202251.1 nChanged 31 ComputeScore: Raw -205525.719080 + Penalty 3263.011667 = -202262.707413 Iteration 54Q: 3 clusters Score -202262.7 nChanged 33 ComputeScore: Raw -205535.519977 + Penalty 3263.011667 = -202272.508310 Iteration 55Q: 3 clusters Score -202272.5 nChanged 32 ComputeScore: Raw -205546.896639 + Penalty 3263.011667 = -202283.884972 Iteration 56Q: 3 clusters Score -202283.9 nChanged 35 ComputeScore: Raw -205561.424014 + Penalty 3263.011667 = -202298.412347 Iteration 57Q: 3 clusters Score -202298.4 nChanged 35 ComputeScore: Raw -205577.444209 + Penalty 3263.011667 = -202314.432541 Iteration 58Q: 3 clusters Score -202314.4 nChanged 35 ComputeScore: Raw -205598.732016 + Penalty 3263.011667 = -202335.720349 Iteration 59Q: 3 clusters Score -202335.7 nChanged 51 ComputeScore: Raw -205621.850481 + Penalty 3263.011667 = -202358.838813 Iteration 60F: 3 clusters Score -202358.8 nChanged 45 ComputeScore: Raw -205653.072469 + Penalty 3263.011667 = -202390.060802 Iteration 61Q: 3 clusters Score -202390.1 nChanged 62 ComputeScore: Raw -205712.544982 + Penalty 3263.011667 = -202449.533314 Iteration 62Q: 3 clusters Score -202449.5 nChanged 80 ComputeScore: Raw -205796.766789 + Penalty 3263.011667 = -202533.755122 Iteration 63Q: 3 clusters Score -202533.8 nChanged 107 ComputeScore: Raw -205924.494098 + Penalty 3263.011667 = -202661.482431 Iteration 64Q: 3 clusters Score -202661.5 nChanged 96 ComputeScore: Raw -206027.701898 + Penalty 3263.011667 = -202764.690231 Iteration 65Q: 3 clusters Score -202764.7 nChanged 106 ComputeScore: Raw -206123.578900 + Penalty 3263.011667 = -202860.567232 Iteration 66Q: 3 clusters Score -202860.6 nChanged 90 ComputeScore: Raw -206201.079572 + Penalty 3263.011667 = -202938.067905 Iteration 67Q: 3 clusters Score -202938.1 nChanged 80 ComputeScore: Raw -206263.492972 + Penalty 3263.011667 = -203000.481305 Iteration 68Q: 3 clusters Score -203000.5 nChanged 64 ComputeScore: Raw -206304.634930 + Penalty 3263.011667 = -203041.623262 Iteration 69Q: 3 clusters Score -203041.6 nChanged 56 ComputeScore: Raw -206339.145221 + Penalty 3263.011667 = -203076.133554 Iteration 70Q: 3 clusters Score -203076.1 nChanged 42 ComputeScore: Raw -206358.068560 + Penalty 3263.011667 = -203095.056893 Iteration 71Q: 3 clusters Score -203095.1 nChanged 36 ComputeScore: Raw -206372.118454 + Penalty 3263.011667 = -203109.106786 Iteration 72Q: 3 clusters Score -203109.1 nChanged 34 ComputeScore: Raw -206388.916507 + Penalty 3263.011667 = -203125.904839 Iteration 73Q: 3 clusters Score -203125.9 nChanged 30 ComputeScore: Raw -206403.667789 + Penalty 3263.011667 = -203140.656122 Iteration 74Q: 3 clusters Score -203140.7 nChanged 32 ComputeScore: Raw -206412.818429 + Penalty 3263.011667 = -203149.806762 Iteration 75Q: 3 clusters Score -203149.8 nChanged 17 ComputeScore: Raw -206421.326842 + Penalty 3263.011667 = -203158.315175 Iteration 76Q: 3 clusters Score -203158.3 nChanged 11 ComputeScore: Raw -206425.720438 + Penalty 3263.011667 = -203162.708771 Iteration 77Q: 3 clusters Score -203162.7 nChanged 9 ComputeScore: Raw -206427.978864 + Penalty 3263.011667 = -203164.967197 Iteration 78Q: 3 clusters Score -203165 nChanged 4 ComputeScore: Raw -206429.268722 + Penalty 3263.011667 = -203166.257055 Iteration 79Q: 3 clusters Score -203166.3 nChanged 2 ComputeScore: Raw -206429.688455 + Penalty 3263.011667 = -203166.676788 Iteration 80F: 3 clusters Score -203166.7 nChanged 1 ComputeScore: Raw -206429.901697 + Penalty 3263.011667 = -203166.890029 Iteration 81Q: 3 clusters Score -203166.9 nChanged 3 ComputeScore: Raw -206430.522179 + Penalty 3263.011667 = -203167.510511 Iteration 82Q: 3 clusters Score -203167.5 nChanged 2 ComputeScore: Raw -206430.765110 + Penalty 3263.011667 = -203167.753442 Iteration 83Q: 3 clusters Score -203167.8 nChanged 2 ComputeScore: Raw -206431.175557 + Penalty 3263.011667 = -203168.163889 Iteration 84Q: 3 clusters Score -203168.2 nChanged 1 ComputeScore: Raw -206431.285286 + Penalty 3263.011667 = -203168.273619 Iteration 85Q: 3 clusters Score -203168.3 nChanged 0 ComputeScore: Raw -206431.285286 + Penalty 3263.011667 = -203168.273619 Iteration 86F: 3 clusters Score -203168.3 nChanged 0 Trying to split cluster 30 (5861 points) Assigned 2 initial classes randomly. ComputeScore: Raw -222800.912486 + Penalty 1639.778273 = -221161.134214 Iteration 0F: 2 clusters Score -221161.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -219770.088178 + Penalty 3279.556545 = -216490.531633 Iteration 0F: 3 clusters Score -216490.5 nChanged 2376 ComputeScore: Raw -221147.514699 + Penalty 3279.556545 = -217867.958154 Iteration 1F: 3 clusters Score -217868 nChanged 445 ComputeScore: Raw -221417.398784 + Penalty 3279.556545 = -218137.842238 Iteration 2F: 3 clusters Score -218137.8 nChanged 328 ComputeScore: Raw -221580.141400 + Penalty 3279.556545 = -218300.584855 Iteration 3F: 3 clusters Score -218300.6 nChanged 243 ComputeScore: Raw -221699.130808 + Penalty 3279.556545 = -218419.574263 Iteration 4Q: 3 clusters Score -218419.6 nChanged 209 ComputeScore: Raw -221795.889856 + Penalty 3279.556545 = -218516.333311 Iteration 5Q: 3 clusters Score -218516.3 nChanged 164 ComputeScore: Raw -221870.630720 + Penalty 3279.556545 = -218591.074175 Iteration 6Q: 3 clusters Score -218591.1 nChanged 158 ComputeScore: Raw -221930.594021 + Penalty 3279.556545 = -218651.037476 Iteration 7Q: 3 clusters Score -218651 nChanged 126 ComputeScore: Raw -221975.849129 + Penalty 3279.556545 = -218696.292584 Iteration 8Q: 3 clusters Score -218696.3 nChanged 116 ComputeScore: Raw -222018.954780 + Penalty 3279.556545 = -218739.398235 Iteration 9Q: 3 clusters Score -218739.4 nChanged 118 ComputeScore: Raw -222067.926078 + Penalty 3279.556545 = -218788.369533 Iteration 10Q: 3 clusters Score -218788.4 nChanged 119 ComputeScore: Raw -222117.616344 + Penalty 3279.556545 = -218838.059799 Iteration 11Q: 3 clusters Score -218838.1 nChanged 122 ComputeScore: Raw -222171.402060 + Penalty 3279.556545 = -218891.845515 Iteration 12Q: 3 clusters Score -218891.8 nChanged 137 ComputeScore: Raw -222230.812548 + Penalty 3279.556545 = -218951.256002 Iteration 13Q: 3 clusters Score -218951.3 nChanged 125 ComputeScore: Raw -222288.681265 + Penalty 3279.556545 = -219009.124720 Iteration 14Q: 3 clusters Score -219009.1 nChanged 127 ComputeScore: Raw -222358.725142 + Penalty 3279.556545 = -219079.168597 Iteration 15Q: 3 clusters Score -219079.2 nChanged 145 ComputeScore: Raw -222433.980907 + Penalty 3279.556545 = -219154.424362 Iteration 16Q: 3 clusters Score -219154.4 nChanged 117 ComputeScore: Raw -222493.938879 + Penalty 3279.556545 = -219214.382334 Iteration 17Q: 3 clusters Score -219214.4 nChanged 97 ComputeScore: Raw -222546.727187 + Penalty 3279.556545 = -219267.170642 Iteration 18Q: 3 clusters Score -219267.2 nChanged 96 ComputeScore: Raw -222599.578357 + Penalty 3279.556545 = -219320.021812 Iteration 19Q: 3 clusters Score -219320 nChanged 70 ComputeScore: Raw -222637.399086 + Penalty 3279.556545 = -219357.842541 Iteration 20F: 3 clusters Score -219357.8 nChanged 76 ComputeScore: Raw -222673.256604 + Penalty 3279.556545 = -219393.700058 Iteration 21Q: 3 clusters Score -219393.7 nChanged 57 ComputeScore: Raw -222698.228367 + Penalty 3279.556545 = -219418.671821 Iteration 22Q: 3 clusters Score -219418.7 nChanged 59 ComputeScore: Raw -222728.193815 + Penalty 3279.556545 = -219448.637270 Iteration 23Q: 3 clusters Score -219448.6 nChanged 56 ComputeScore: Raw -222764.986963 + Penalty 3279.556545 = -219485.430418 Iteration 24Q: 3 clusters Score -219485.4 nChanged 66 ComputeScore: Raw -222799.848845 + Penalty 3279.556545 = -219520.292299 Iteration 25Q: 3 clusters Score -219520.3 nChanged 61 ComputeScore: Raw -222835.112629 + Penalty 3279.556545 = -219555.556084 Iteration 26Q: 3 clusters Score -219555.6 nChanged 50 ComputeScore: Raw -222859.600645 + Penalty 3279.556545 = -219580.044100 Iteration 27Q: 3 clusters Score -219580 nChanged 40 ComputeScore: Raw -222878.927099 + Penalty 3279.556545 = -219599.370553 Iteration 28Q: 3 clusters Score -219599.4 nChanged 33 ComputeScore: Raw -222899.299932 + Penalty 3279.556545 = -219619.743387 Iteration 29Q: 3 clusters Score -219619.7 nChanged 30 ComputeScore: Raw -222919.764976 + Penalty 3279.556545 = -219640.208431 Iteration 30Q: 3 clusters Score -219640.2 nChanged 38 ComputeScore: Raw -222937.501949 + Penalty 3279.556545 = -219657.945404 Iteration 31Q: 3 clusters Score -219657.9 nChanged 27 ComputeScore: Raw -222947.212235 + Penalty 3279.556545 = -219667.655690 Iteration 32Q: 3 clusters Score -219667.7 nChanged 14 ComputeScore: Raw -222956.438230 + Penalty 3279.556545 = -219676.881685 Iteration 33Q: 3 clusters Score -219676.9 nChanged 32 ComputeScore: Raw -222973.768020 + Penalty 3279.556545 = -219694.211475 Iteration 34Q: 3 clusters Score -219694.2 nChanged 26 ComputeScore: Raw -222984.953725 + Penalty 3279.556545 = -219705.397180 Iteration 35Q: 3 clusters Score -219705.4 nChanged 22 ComputeScore: Raw -222993.850459 + Penalty 3279.556545 = -219714.293914 Iteration 36Q: 3 clusters Score -219714.3 nChanged 22 ComputeScore: Raw -223000.263604 + Penalty 3279.556545 = -219720.707059 Iteration 37Q: 3 clusters Score -219720.7 nChanged 10 ComputeScore: Raw -223002.766648 + Penalty 3279.556545 = -219723.210103 Iteration 38Q: 3 clusters Score -219723.2 nChanged 4 ComputeScore: Raw -223004.387281 + Penalty 3279.556545 = -219724.830736 Iteration 39Q: 3 clusters Score -219724.8 nChanged 3 ComputeScore: Raw -223005.544443 + Penalty 3279.556545 = -219725.987898 Iteration 40F: 3 clusters Score -219726 nChanged 0 Trying to split cluster 31 (5969 points) Assigned 2 initial classes randomly. ComputeScore: Raw -226341.031143 + Penalty 1643.229256 = -224697.801887 Iteration 0F: 2 clusters Score -224697.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -223208.203238 + Penalty 3286.458512 = -219921.744726 Iteration 0F: 3 clusters Score -219921.7 nChanged 2429 ComputeScore: Raw -224549.586396 + Penalty 3286.458512 = -221263.127884 Iteration 1F: 3 clusters Score -221263.1 nChanged 429 ComputeScore: Raw -224829.079592 + Penalty 3286.458512 = -221542.621080 Iteration 2F: 3 clusters Score -221542.6 nChanged 390 ComputeScore: Raw -225081.744264 + Penalty 3286.458512 = -221795.285752 Iteration 3F: 3 clusters Score -221795.3 nChanged 341 ComputeScore: Raw -225298.382758 + Penalty 3286.458512 = -222011.924246 Iteration 4F: 3 clusters Score -222011.9 nChanged 293 ComputeScore: Raw -225488.037569 + Penalty 3286.458512 = -222201.579057 Iteration 5Q: 3 clusters Score -222201.6 nChanged 252 ComputeScore: Raw -225631.270445 + Penalty 3286.458512 = -222344.811933 Iteration 6Q: 3 clusters Score -222344.8 nChanged 225 ComputeScore: Raw -225745.599355 + Penalty 3286.458512 = -222459.140843 Iteration 7Q: 3 clusters Score -222459.1 nChanged 182 ComputeScore: Raw -225847.830303 + Penalty 3286.458512 = -222561.371791 Iteration 8Q: 3 clusters Score -222561.4 nChanged 187 ComputeScore: Raw -225938.491209 + Penalty 3286.458512 = -222652.032697 Iteration 9Q: 3 clusters Score -222652 nChanged 162 ComputeScore: Raw -226016.548373 + Penalty 3286.458512 = -222730.089861 Iteration 10Q: 3 clusters Score -222730.1 nChanged 152 ComputeScore: Raw -226101.798965 + Penalty 3286.458512 = -222815.340453 Iteration 11Q: 3 clusters Score -222815.3 nChanged 146 ComputeScore: Raw -226185.608266 + Penalty 3286.458512 = -222899.149754 Iteration 12Q: 3 clusters Score -222899.1 nChanged 125 ComputeScore: Raw -226262.010257 + Penalty 3286.458512 = -222975.551745 Iteration 13Q: 3 clusters Score -222975.6 nChanged 134 ComputeScore: Raw -226345.457925 + Penalty 3286.458512 = -223058.999413 Iteration 14Q: 3 clusters Score -223059 nChanged 104 ComputeScore: Raw -226404.783354 + Penalty 3286.458512 = -223118.324842 Iteration 15Q: 3 clusters Score -223118.3 nChanged 85 ComputeScore: Raw -226447.493598 + Penalty 3286.458512 = -223161.035086 Iteration 16Q: 3 clusters Score -223161 nChanged 70 ComputeScore: Raw -226474.353580 + Penalty 3286.458512 = -223187.895068 Iteration 17Q: 3 clusters Score -223187.9 nChanged 50 ComputeScore: Raw -226496.137044 + Penalty 3286.458512 = -223209.678532 Iteration 18Q: 3 clusters Score -223209.7 nChanged 42 ComputeScore: Raw -226518.445753 + Penalty 3286.458512 = -223231.987241 Iteration 19Q: 3 clusters Score -223232 nChanged 42 ComputeScore: Raw -226537.309497 + Penalty 3286.458512 = -223250.850984 Iteration 20F: 3 clusters Score -223250.9 nChanged 40 ComputeScore: Raw -226560.530120 + Penalty 3286.458512 = -223274.071608 Iteration 21Q: 3 clusters Score -223274.1 nChanged 43 ComputeScore: Raw -226594.025992 + Penalty 3286.458512 = -223307.567480 Iteration 22Q: 3 clusters Score -223307.6 nChanged 44 ComputeScore: Raw -226638.886445 + Penalty 3286.458512 = -223352.427932 Iteration 23Q: 3 clusters Score -223352.4 nChanged 53 ComputeScore: Raw -226690.483449 + Penalty 3286.458512 = -223404.024937 Iteration 24Q: 3 clusters Score -223404 nChanged 56 ComputeScore: Raw -226726.709300 + Penalty 3286.458512 = -223440.250788 Iteration 25Q: 3 clusters Score -223440.3 nChanged 40 ComputeScore: Raw -226750.397862 + Penalty 3286.458512 = -223463.939350 Iteration 26Q: 3 clusters Score -223463.9 nChanged 32 ComputeScore: Raw -226766.259557 + Penalty 3286.458512 = -223479.801045 Iteration 27Q: 3 clusters Score -223479.8 nChanged 30 ComputeScore: Raw -226779.474084 + Penalty 3286.458512 = -223493.015572 Iteration 28Q: 3 clusters Score -223493 nChanged 26 ComputeScore: Raw -226789.075532 + Penalty 3286.458512 = -223502.617020 Iteration 29Q: 3 clusters Score -223502.6 nChanged 22 ComputeScore: Raw -226795.292548 + Penalty 3286.458512 = -223508.834036 Iteration 30Q: 3 clusters Score -223508.8 nChanged 18 ComputeScore: Raw -226802.600216 + Penalty 3286.458512 = -223516.141704 Iteration 31Q: 3 clusters Score -223516.1 nChanged 13 ComputeScore: Raw -226807.682861 + Penalty 3286.458512 = -223521.224348 Iteration 32Q: 3 clusters Score -223521.2 nChanged 12 ComputeScore: Raw -226811.830660 + Penalty 3286.458512 = -223525.372148 Iteration 33Q: 3 clusters Score -223525.4 nChanged 11 ComputeScore: Raw -226815.497095 + Penalty 3286.458512 = -223529.038583 Iteration 34Q: 3 clusters Score -223529 nChanged 14 ComputeScore: Raw -226820.008978 + Penalty 3286.458512 = -223533.550466 Iteration 35Q: 3 clusters Score -223533.6 nChanged 14 ComputeScore: Raw -226826.751254 + Penalty 3286.458512 = -223540.292742 Iteration 36Q: 3 clusters Score -223540.3 nChanged 6 ComputeScore: Raw -226828.622541 + Penalty 3286.458512 = -223542.164029 Iteration 37Q: 3 clusters Score -223542.2 nChanged 5 ComputeScore: Raw -226830.095305 + Penalty 3286.458512 = -223543.636793 Iteration 38Q: 3 clusters Score -223543.6 nChanged 3 ComputeScore: Raw -226830.607155 + Penalty 3286.458512 = -223544.148643 Iteration 39Q: 3 clusters Score -223544.1 nChanged 1 ComputeScore: Raw -226830.653907 + Penalty 3286.458512 = -223544.195395 Iteration 40F: 3 clusters Score -223544.2 nChanged 0 Trying to split cluster 32 (1822 points) Assigned 2 initial classes randomly. ComputeScore: Raw -71850.771903 + Penalty 1418.953425 = -70431.818478 Iteration 0F: 2 clusters Score -70431.82 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -71151.429916 + Penalty 2837.906849 = -68313.523067 Iteration 0F: 3 clusters Score -68313.52 nChanged 610 ComputeScore: Raw -71544.574925 + Penalty 2837.906849 = -68706.668076 Iteration 1F: 3 clusters Score -68706.67 nChanged 109 ComputeScore: Raw -71626.604966 + Penalty 2837.906849 = -68788.698117 Iteration 2F: 3 clusters Score -68788.7 nChanged 79 ComputeScore: Raw -71677.342269 + Penalty 2837.906849 = -68839.435419 Iteration 3Q: 3 clusters Score -68839.44 nChanged 44 ComputeScore: Raw -71703.297862 + Penalty 2837.906849 = -68865.391012 Iteration 4Q: 3 clusters Score -68865.39 nChanged 25 ComputeScore: Raw -71715.772791 + Penalty 2837.906849 = -68877.865942 Iteration 5Q: 3 clusters Score -68877.87 nChanged 22 ComputeScore: Raw -71727.235400 + Penalty 2837.906849 = -68889.328551 Iteration 6Q: 3 clusters Score -68889.33 nChanged 16 ComputeScore: Raw -71736.964700 + Penalty 2837.906849 = -68899.057851 Iteration 7Q: 3 clusters Score -68899.06 nChanged 14 ComputeScore: Raw -71745.095953 + Penalty 2837.906849 = -68907.189103 Iteration 8Q: 3 clusters Score -68907.19 nChanged 14 ComputeScore: Raw -71752.054502 + Penalty 2837.906849 = -68914.147653 Iteration 9Q: 3 clusters Score -68914.15 nChanged 12 ComputeScore: Raw -71758.333272 + Penalty 2837.906849 = -68920.426423 Iteration 10Q: 3 clusters Score -68920.43 nChanged 6 ComputeScore: Raw -71760.832943 + Penalty 2837.906849 = -68922.926094 Iteration 11Q: 3 clusters Score -68922.93 nChanged 5 ComputeScore: Raw -71763.378990 + Penalty 2837.906849 = -68925.472140 Iteration 12Q: 3 clusters Score -68925.47 nChanged 5 ComputeScore: Raw -71767.136745 + Penalty 2837.906849 = -68929.229895 Iteration 13Q: 3 clusters Score -68929.23 nChanged 4 ComputeScore: Raw -71768.489591 + Penalty 2837.906849 = -68930.582741 Iteration 14Q: 3 clusters Score -68930.58 nChanged 2 ComputeScore: Raw -71769.576086 + Penalty 2837.906849 = -68931.669237 Iteration 15Q: 3 clusters Score -68931.67 nChanged 4 ComputeScore: Raw -71771.161812 + Penalty 2837.906849 = -68933.254962 Iteration 16Q: 3 clusters Score -68933.25 nChanged 1 ComputeScore: Raw -71772.854849 + Penalty 2837.906849 = -68934.948000 Iteration 17Q: 3 clusters Score -68934.95 nChanged 3 ComputeScore: Raw -71773.743213 + Penalty 2837.906849 = -68935.836363 Iteration 18Q: 3 clusters Score -68935.84 nChanged 4 ComputeScore: Raw -71776.316685 + Penalty 2837.906849 = -68938.409835 Iteration 19Q: 3 clusters Score -68938.41 nChanged 3 ComputeScore: Raw -71778.649281 + Penalty 2837.906849 = -68940.742431 Iteration 20F: 3 clusters Score -68940.74 nChanged 1 ComputeScore: Raw -71779.043405 + Penalty 2837.906849 = -68941.136555 Iteration 21Q: 3 clusters Score -68941.14 nChanged 2 ComputeScore: Raw -71780.508121 + Penalty 2837.906849 = -68942.601272 Iteration 22Q: 3 clusters Score -68942.6 nChanged 2 ComputeScore: Raw -71781.239791 + Penalty 2837.906849 = -68943.332941 Iteration 23Q: 3 clusters Score -68943.33 nChanged 0 ComputeScore: Raw -71781.239791 + Penalty 2837.906849 = -68943.332941 Iteration 24F: 3 clusters Score -68943.33 nChanged 0 Trying to split cluster 33 (5819 points) Assigned 2 initial classes randomly. ComputeScore: Raw -215540.204314 + Penalty 1638.419020 = -213901.785294 Iteration 0F: 2 clusters Score -213901.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -212491.034088 + Penalty 3276.838040 = -209214.196048 Iteration 0F: 3 clusters Score -209214.2 nChanged 2354 ComputeScore: Raw -213821.531304 + Penalty 3276.838040 = -210544.693263 Iteration 1F: 3 clusters Score -210544.7 nChanged 459 ComputeScore: Raw -214106.344465 + Penalty 3276.838040 = -210829.506424 Iteration 2F: 3 clusters Score -210829.5 nChanged 371 ComputeScore: Raw -214328.677201 + Penalty 3276.838040 = -211051.839161 Iteration 3F: 3 clusters Score -211051.8 nChanged 314 ComputeScore: Raw -214516.010572 + Penalty 3276.838040 = -211239.172531 Iteration 4F: 3 clusters Score -211239.2 nChanged 265 ComputeScore: Raw -214688.116071 + Penalty 3276.838040 = -211411.278031 Iteration 5Q: 3 clusters Score -211411.3 nChanged 281 ComputeScore: Raw -214875.463802 + Penalty 3276.838040 = -211598.625762 Iteration 6Q: 3 clusters Score -211598.6 nChanged 246 ComputeScore: Raw -215031.466670 + Penalty 3276.838040 = -211754.628630 Iteration 7Q: 3 clusters Score -211754.6 nChanged 230 ComputeScore: Raw -215183.780565 + Penalty 3276.838040 = -211906.942525 Iteration 8Q: 3 clusters Score -211906.9 nChanged 204 ComputeScore: Raw -215334.967548 + Penalty 3276.838040 = -212058.129507 Iteration 9Q: 3 clusters Score -212058.1 nChanged 187 ComputeScore: Raw -215462.644559 + Penalty 3276.838040 = -212185.806518 Iteration 10Q: 3 clusters Score -212185.8 nChanged 151 ComputeScore: Raw -215570.516722 + Penalty 3276.838040 = -212293.678682 Iteration 11Q: 3 clusters Score -212293.7 nChanged 131 ComputeScore: Raw -215671.899782 + Penalty 3276.838040 = -212395.061741 Iteration 12Q: 3 clusters Score -212395.1 nChanged 105 ComputeScore: Raw -215749.104243 + Penalty 3276.838040 = -212472.266203 Iteration 13Q: 3 clusters Score -212472.3 nChanged 78 ComputeScore: Raw -215800.171503 + Penalty 3276.838040 = -212523.333463 Iteration 14Q: 3 clusters Score -212523.3 nChanged 57 ComputeScore: Raw -215838.677472 + Penalty 3276.838040 = -212561.839432 Iteration 15Q: 3 clusters Score -212561.8 nChanged 38 ComputeScore: Raw -215864.709060 + Penalty 3276.838040 = -212587.871019 Iteration 16Q: 3 clusters Score -212587.9 nChanged 35 ComputeScore: Raw -215887.852668 + Penalty 3276.838040 = -212611.014627 Iteration 17Q: 3 clusters Score -212611 nChanged 27 ComputeScore: Raw -215904.232583 + Penalty 3276.838040 = -212627.394542 Iteration 18Q: 3 clusters Score -212627.4 nChanged 17 ComputeScore: Raw -215912.207657 + Penalty 3276.838040 = -212635.369617 Iteration 19Q: 3 clusters Score -212635.4 nChanged 17 ComputeScore: Raw -215919.958626 + Penalty 3276.838040 = -212643.120585 Iteration 20F: 3 clusters Score -212643.1 nChanged 16 ComputeScore: Raw -215927.821843 + Penalty 3276.838040 = -212650.983802 Iteration 21Q: 3 clusters Score -212651 nChanged 13 ComputeScore: Raw -215934.753445 + Penalty 3276.838040 = -212657.915405 Iteration 22Q: 3 clusters Score -212657.9 nChanged 11 ComputeScore: Raw -215941.005714 + Penalty 3276.838040 = -212664.167673 Iteration 23Q: 3 clusters Score -212664.2 nChanged 4 ComputeScore: Raw -215943.536168 + Penalty 3276.838040 = -212666.698128 Iteration 24Q: 3 clusters Score -212666.7 nChanged 2 ComputeScore: Raw -215944.310718 + Penalty 3276.838040 = -212667.472678 Iteration 25Q: 3 clusters Score -212667.5 nChanged 1 ComputeScore: Raw -215944.894504 + Penalty 3276.838040 = -212668.056463 Iteration 26Q: 3 clusters Score -212668.1 nChanged 2 ComputeScore: Raw -215946.252814 + Penalty 3276.838040 = -212669.414774 Iteration 27Q: 3 clusters Score -212669.4 nChanged 3 ComputeScore: Raw -215947.265058 + Penalty 3276.838040 = -212670.427017 Iteration 28Q: 3 clusters Score -212670.4 nChanged 3 ComputeScore: Raw -215949.205385 + Penalty 3276.838040 = -212672.367344 Iteration 29Q: 3 clusters Score -212672.4 nChanged 4 ComputeScore: Raw -215950.993596 + Penalty 3276.838040 = -212674.155555 Iteration 30Q: 3 clusters Score -212674.2 nChanged 1 ComputeScore: Raw -215951.269831 + Penalty 3276.838040 = -212674.431791 Iteration 31Q: 3 clusters Score -212674.4 nChanged 1 ComputeScore: Raw -215951.391023 + Penalty 3276.838040 = -212674.552982 Iteration 32Q: 3 clusters Score -212674.6 nChanged 1 ComputeScore: Raw -215951.919286 + Penalty 3276.838040 = -212675.081245 Iteration 33Q: 3 clusters Score -212675.1 nChanged 2 ComputeScore: Raw -215954.503818 + Penalty 3276.838040 = -212677.665777 Iteration 34Q: 3 clusters Score -212677.7 nChanged 3 ComputeScore: Raw -215956.653718 + Penalty 3276.838040 = -212679.815678 Iteration 35Q: 3 clusters Score -212679.8 nChanged 3 ComputeScore: Raw -215958.490818 + Penalty 3276.838040 = -212681.652777 Iteration 36Q: 3 clusters Score -212681.7 nChanged 0 ComputeScore: Raw -215958.490818 + Penalty 3276.838040 = -212681.652777 Iteration 37F: 3 clusters Score -212681.7 nChanged 0 Trying to split cluster 34 (5032 points) Assigned 2 initial classes randomly. ComputeScore: Raw -187850.150799 + Penalty 1610.955259 = -186239.195540 Iteration 0F: 2 clusters Score -186239.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -185313.470155 + Penalty 3221.910518 = -182091.559637 Iteration 0F: 3 clusters Score -182091.6 nChanged 1977 ComputeScore: Raw -186378.625044 + Penalty 3221.910518 = -183156.714526 Iteration 1F: 3 clusters Score -183156.7 nChanged 370 ComputeScore: Raw -186629.038166 + Penalty 3221.910518 = -183407.127649 Iteration 2F: 3 clusters Score -183407.1 nChanged 301 ComputeScore: Raw -186841.730892 + Penalty 3221.910518 = -183619.820375 Iteration 3F: 3 clusters Score -183619.8 nChanged 278 ComputeScore: Raw -187046.367681 + Penalty 3221.910518 = -183824.457163 Iteration 4F: 3 clusters Score -183824.5 nChanged 296 ComputeScore: Raw -187288.118221 + Penalty 3221.910518 = -184066.207704 Iteration 5F: 3 clusters Score -184066.2 nChanged 251 ComputeScore: Raw -187516.794304 + Penalty 3221.910518 = -184294.883786 Iteration 6Q: 3 clusters Score -184294.9 nChanged 228 ComputeScore: Raw -187764.791470 + Penalty 3221.910518 = -184542.880952 Iteration 7Q: 3 clusters Score -184542.9 nChanged 218 ComputeScore: Raw -188008.150945 + Penalty 3221.910518 = -184786.240428 Iteration 8Q: 3 clusters Score -184786.2 nChanged 218 ComputeScore: Raw -188305.895300 + Penalty 3221.910518 = -185083.984783 Iteration 9Q: 3 clusters Score -185084 nChanged 213 ComputeScore: Raw -188634.555920 + Penalty 3221.910518 = -185412.645402 Iteration 10Q: 3 clusters Score -185412.6 nChanged 204 ComputeScore: Raw -188899.243054 + Penalty 3221.910518 = -185677.332536 Iteration 11Q: 3 clusters Score -185677.3 nChanged 157 ComputeScore: Raw -189065.821047 + Penalty 3221.910518 = -185843.910529 Iteration 12Q: 3 clusters Score -185843.9 nChanged 143 ComputeScore: Raw -189203.534176 + Penalty 3221.910518 = -185981.623658 Iteration 13Q: 3 clusters Score -185981.6 nChanged 112 ComputeScore: Raw -189295.812015 + Penalty 3221.910518 = -186073.901497 Iteration 14Q: 3 clusters Score -186073.9 nChanged 80 ComputeScore: Raw -189338.973115 + Penalty 3221.910518 = -186117.062597 Iteration 15Q: 3 clusters Score -186117.1 nChanged 45 ComputeScore: Raw -189363.578112 + Penalty 3221.910518 = -186141.667594 Iteration 16Q: 3 clusters Score -186141.7 nChanged 30 ComputeScore: Raw -189377.693950 + Penalty 3221.910518 = -186155.783432 Iteration 17Q: 3 clusters Score -186155.8 nChanged 21 ComputeScore: Raw -189385.941101 + Penalty 3221.910518 = -186164.030583 Iteration 18Q: 3 clusters Score -186164 nChanged 14 ComputeScore: Raw -189391.198904 + Penalty 3221.910518 = -186169.288386 Iteration 19Q: 3 clusters Score -186169.3 nChanged 11 ComputeScore: Raw -189396.147883 + Penalty 3221.910518 = -186174.237365 Iteration 20F: 3 clusters Score -186174.2 nChanged 13 ComputeScore: Raw -189401.049132 + Penalty 3221.910518 = -186179.138615 Iteration 21Q: 3 clusters Score -186179.1 nChanged 12 ComputeScore: Raw -189404.385389 + Penalty 3221.910518 = -186182.474872 Iteration 22Q: 3 clusters Score -186182.5 nChanged 10 ComputeScore: Raw -189406.598079 + Penalty 3221.910518 = -186184.687561 Iteration 23Q: 3 clusters Score -186184.7 nChanged 7 ComputeScore: Raw -189407.764996 + Penalty 3221.910518 = -186185.854478 Iteration 24Q: 3 clusters Score -186185.9 nChanged 6 ComputeScore: Raw -189408.892357 + Penalty 3221.910518 = -186186.981839 Iteration 25Q: 3 clusters Score -186187 nChanged 5 ComputeScore: Raw -189410.311546 + Penalty 3221.910518 = -186188.401029 Iteration 26Q: 3 clusters Score -186188.4 nChanged 5 ComputeScore: Raw -189411.174800 + Penalty 3221.910518 = -186189.264282 Iteration 27Q: 3 clusters Score -186189.3 nChanged 2 ComputeScore: Raw -189411.476844 + Penalty 3221.910518 = -186189.566326 Iteration 28Q: 3 clusters Score -186189.6 nChanged 1 ComputeScore: Raw -189411.539808 + Penalty 3221.910518 = -186189.629290 Iteration 29Q: 3 clusters Score -186189.6 nChanged 0 ComputeScore: Raw -189411.539808 + Penalty 3221.910518 = -186189.629290 Iteration 30F: 3 clusters Score -186189.6 nChanged 0 22->35 Clusters: Score -5144903.151336, best is -5292625.915334 Main iterations: 499 (time per=1143.226453ms) Total iterations: 18225 (time per=31.301509ms) Iterations metric 2: 117833655316.000000 (time per=4.841316ns) Iterations metric 3: 3063675038216.000000 (time per=186.204474ps) That took 570.470000 seconds.