FileBase /isis1/Yuta/YutaData/YutaMouse32-150317/YutaMouse32-150317 ElecNo 5 UseFeatures 11111111111111111111111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 9.76 and 14.63 GB of RAM. Memory request: 4.88 GB would take us to total of 4.88 GB. ---------------------------------------------------------- Loaded 2617852 data points of dimension 30. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 1.63 GB would take us to total of 6.50 GB. ------ Running on subset of 872617 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 5 (181 points): Lose 71.147289 but Gain 3392.454501 Iteration 0F (77.420000 sec): 19 clusters Score: Raw -129411498.240858 + Penalty 61064.181024 = -129350434.059834 nChanged 826736 Deleting Class 2 (391 points): Lose 1086.073899 but Gain 3392.454501 Iteration 1F (109.550000 sec): 18 clusters Score: Raw -152220536.054020 + Penalty 57671.726523 = -152162864.327497 nChanged 264140 Iteration 2F (140.400000 sec): 18 clusters Score: Raw -153149948.318778 + Penalty 57671.726523 = -153092276.592256 nChanged 183368 Iteration 3F (169.570000 sec): 18 clusters Score: Raw -153574596.404820 + Penalty 57671.726523 = -153516924.678297 nChanged 127811 Iteration 4F (198.740000 sec): 18 clusters Score: Raw -153854960.499126 + Penalty 57671.726523 = -153797288.772604 nChanged 105999 Iteration 5F (227.140000 sec): 18 clusters Score: Raw -154042910.355259 + Penalty 57671.726523 = -153985238.628736 nChanged 96538 Iteration 6F (255.540000 sec): 18 clusters Score: Raw -154195129.844256 + Penalty 57671.726523 = -154137458.117734 nChanged 81146 Iteration 7F (284.860000 sec): 18 clusters Score: Raw -154302632.657521 + Penalty 57671.726523 = -154244960.930998 nChanged 61325 Iteration 8F (313.650000 sec): 18 clusters Score: Raw -154370171.591156 + Penalty 57671.726523 = -154312499.864634 nChanged 44542 Iteration 9F (342.910000 sec): 18 clusters Score: Raw -154409118.327230 + Penalty 57671.726523 = -154351446.600708 nChanged 32533 Iteration 10Q (361.520000 sec): 18 clusters Score: Raw -154431144.710514 + Penalty 57671.726523 = -154373472.983991 nChanged 24648 Iteration 11Q (379.520000 sec): 18 clusters Score: Raw -154444180.944088 + Penalty 57671.726523 = -154386509.217565 nChanged 19273 Iteration 12Q (397.610000 sec): 18 clusters Score: Raw -154452859.719125 + Penalty 57671.726523 = -154395187.992602 nChanged 15499 Iteration 13Q (414.640000 sec): 18 clusters Score: Raw -154458911.022401 + Penalty 57671.726523 = -154401239.295878 nChanged 12715 Iteration 14Q (431.790000 sec): 18 clusters Score: Raw -154463148.279167 + Penalty 57671.726523 = -154405476.552645 nChanged 10581 Iteration 15Q (448.370000 sec): 18 clusters Score: Raw -154466217.112842 + Penalty 57671.726523 = -154408545.386320 nChanged 8999 Iteration 16Q (465.600000 sec): 18 clusters Score: Raw -154468601.390760 + Penalty 57671.726523 = -154410929.664238 nChanged 7925 Iteration 17Q (483.110000 sec): 18 clusters Score: Raw -154470517.958742 + Penalty 57671.726523 = -154412846.232220 nChanged 6915 Iteration 18Q (499.840000 sec): 18 clusters Score: Raw -154472156.736976 + Penalty 57671.726523 = -154414485.010454 nChanged 6257 Iteration 19Q (515.060000 sec): 18 clusters Score: Raw -154473596.078281 + Penalty 57671.726523 = -154415924.351758 nChanged 5761 Writing temp clu file Because OldScore, -154414485.010454, is greater than current (better) Score,-154415924.351758 Compute initial score before splitting: Score: Raw -154473596.078281 + Penalty 57671.726523 = -154415924.351758 Memory request: 0.06 GB would take us to total of 6.56 GB. Trying to split cluster 1 (31111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (515.460000 sec): 2 clusters Score: Raw -5398664.605685 + Penalty 2565.638550 = -5396098.967135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (515.750000 sec): 3 clusters Score: Raw -5379891.778541 + Penalty 5131.277100 = -5374760.501441 nChanged 14116 SP:Iteration 1F (516.130000 sec): 3 clusters Score: Raw -5387617.438205 + Penalty 5131.277100 = -5382486.161105 nChanged 1761 SP:Iteration 2F (516.430000 sec): 3 clusters Score: Raw -5388525.391769 + Penalty 5131.277100 = -5383394.114669 nChanged 1871 SP:Iteration 3F (516.750000 sec): 3 clusters Score: Raw -5389740.596452 + Penalty 5131.277100 = -5384609.319352 nChanged 1946 SP:Iteration 4F (517.080000 sec): 3 clusters Score: Raw -5391084.708376 + Penalty 5131.277100 = -5385953.431276 nChanged 1920 SP:Iteration 5F (517.440000 sec): 3 clusters Score: Raw -5392278.686401 + Penalty 5131.277100 = -5387147.409301 nChanged 1913 SP:Iteration 6F (517.750000 sec): 3 clusters Score: Raw -5393401.567566 + Penalty 5131.277100 = -5388270.290466 nChanged 1738 SP:Iteration 7F (518.120000 sec): 3 clusters Score: Raw -5394336.828923 + Penalty 5131.277100 = -5389205.551823 nChanged 1542 SP:Iteration 8Q (518.440000 sec): 3 clusters Score: Raw -5395035.131370 + Penalty 5131.277100 = -5389903.854270 nChanged 1272 SP:Iteration 9Q (518.820000 sec): 3 clusters Score: Raw -5395491.534823 + Penalty 5131.277100 = -5390360.257723 nChanged 936 SP:Iteration 10Q (519.140000 sec): 3 clusters Score: Raw -5395754.249975 + Penalty 5131.277100 = -5390622.972875 nChanged 708 SP:Iteration 11Q (519.490000 sec): 3 clusters Score: Raw -5395918.337685 + Penalty 5131.277100 = -5390787.060585 nChanged 535 SP:Iteration 12Q (519.820000 sec): 3 clusters Score: Raw -5396023.587247 + Penalty 5131.277100 = -5390892.310147 nChanged 419 SP:Iteration 13Q (520.170000 sec): 3 clusters Score: Raw -5396098.212509 + Penalty 5131.277100 = -5390966.935409 nChanged 345 SP:Iteration 14Q (520.480000 sec): 3 clusters Score: Raw -5396158.548442 + Penalty 5131.277100 = -5391027.271342 nChanged 323 SP:Iteration 15Q (520.790000 sec): 3 clusters Score: Raw -5396221.386294 + Penalty 5131.277100 = -5391090.109194 nChanged 307 SP:Iteration 16Q (521.140000 sec): 3 clusters Score: Raw -5396276.245915 + Penalty 5131.277100 = -5391144.968815 nChanged 310 SP:Iteration 17Q (521.490000 sec): 3 clusters Score: Raw -5396331.632025 + Penalty 5131.277100 = -5391200.354925 nChanged 338 SP:Iteration 18Q (521.840000 sec): 3 clusters Score: Raw -5396392.682015 + Penalty 5131.277100 = -5391261.404915 nChanged 318 SP:Iteration 19Q (522.160000 sec): 3 clusters Score: Raw -5396448.937695 + Penalty 5131.277100 = -5391317.660595 nChanged 315 SP:Iteration 20F (522.500000 sec): 3 clusters Score: Raw -5396506.429060 + Penalty 5131.277100 = -5391375.151960 nChanged 328 SP:Iteration 21Q (522.820000 sec): 3 clusters Score: Raw -5396563.707337 + Penalty 5131.277100 = -5391432.430238 nChanged 301 SP:Iteration 22Q (523.140000 sec): 3 clusters Score: Raw -5396620.588490 + Penalty 5131.277100 = -5391489.311390 nChanged 321 SP:Iteration 23Q (523.500000 sec): 3 clusters Score: Raw -5396684.278859 + Penalty 5131.277100 = -5391553.001760 nChanged 325 SP:Iteration 24Q (523.850000 sec): 3 clusters Score: Raw -5396747.274764 + Penalty 5131.277100 = -5391615.997664 nChanged 343 SP:Iteration 25Q (524.180000 sec): 3 clusters Score: Raw -5396825.707241 + Penalty 5131.277100 = -5391694.430141 nChanged 362 SP:Iteration 26Q (524.540000 sec): 3 clusters Score: Raw -5396902.362884 + Penalty 5131.277100 = -5391771.085784 nChanged 381 SP:Iteration 27Q (524.880000 sec): 3 clusters Score: Raw -5396987.334925 + Penalty 5131.277100 = -5391856.057825 nChanged 393 SP:Iteration 28Q (525.230000 sec): 3 clusters Score: Raw -5397083.155948 + Penalty 5131.277100 = -5391951.878849 nChanged 449 SP:Iteration 29Q (525.590000 sec): 3 clusters Score: Raw -5397198.135787 + Penalty 5131.277100 = -5392066.858687 nChanged 444 SP:Iteration 30Q (525.880000 sec): 3 clusters Score: Raw -5397319.721029 + Penalty 5131.277100 = -5392188.443929 nChanged 469 SP:Iteration 31Q (526.200000 sec): 3 clusters Score: Raw -5397450.195608 + Penalty 5131.277100 = -5392318.918508 nChanged 500 SP:Iteration 32Q (526.510000 sec): 3 clusters Score: Raw -5397586.334243 + Penalty 5131.277100 = -5392455.057143 nChanged 482 SP:Iteration 33Q (526.850000 sec): 3 clusters Score: Raw -5397736.260382 + Penalty 5131.277100 = -5392604.983282 nChanged 537 SP:Iteration 34Q (527.190000 sec): 3 clusters Score: Raw -5397920.271233 + Penalty 5131.277100 = -5392788.994133 nChanged 578 SP:Iteration 35Q (527.480000 sec): 3 clusters Score: Raw -5398127.184687 + Penalty 5131.277100 = -5392995.907587 nChanged 547 SP:Iteration 36Q (527.820000 sec): 3 clusters Score: Raw -5398343.671029 + Penalty 5131.277100 = -5393212.393929 nChanged 607 SP:Iteration 37Q (528.140000 sec): 3 clusters Score: Raw -5398613.247352 + Penalty 5131.277100 = -5393481.970252 nChanged 551 SP:Iteration 38Q (528.450000 sec): 3 clusters Score: Raw -5398874.300075 + Penalty 5131.277100 = -5393743.022976 nChanged 531 SP:Iteration 39Q (528.790000 sec): 3 clusters Score: Raw -5399157.977239 + Penalty 5131.277100 = -5394026.700139 nChanged 499 SP:Iteration 40F (529.140000 sec): 3 clusters Score: Raw -5399440.005137 + Penalty 5131.277100 = -5394308.728037 nChanged 428 SP:Iteration 41Q (529.440000 sec): 3 clusters Score: Raw -5399689.472597 + Penalty 5131.277100 = -5394558.195497 nChanged 351 SP:Iteration 42Q (529.780000 sec): 3 clusters Score: Raw -5399887.819943 + Penalty 5131.277100 = -5394756.542843 nChanged 298 SP:Iteration 43Q (530.110000 sec): 3 clusters Score: Raw -5400053.633476 + Penalty 5131.277100 = -5394922.356376 nChanged 219 SP:Iteration 44Q (530.430000 sec): 3 clusters Score: Raw -5400167.661581 + Penalty 5131.277100 = -5395036.384481 nChanged 179 SP:Iteration 45Q (530.740000 sec): 3 clusters Score: Raw -5400258.611305 + Penalty 5131.277100 = -5395127.334205 nChanged 147 SP:Iteration 46Q (531.060000 sec): 3 clusters Score: Raw -5400319.843945 + Penalty 5131.277100 = -5395188.566845 nChanged 122 SP:Iteration 47Q (531.380000 sec): 3 clusters Score: Raw -5400365.415152 + Penalty 5131.277100 = -5395234.138052 nChanged 87 SP:Iteration 48Q (531.700000 sec): 3 clusters Score: Raw -5400391.976378 + Penalty 5131.277100 = -5395260.699278 nChanged 57 SP:Iteration 49Q (532.010000 sec): 3 clusters Score: Raw -5400406.905768 + Penalty 5131.277100 = -5395275.628668 nChanged 50 SP:Iteration 50Q (532.300000 sec): 3 clusters Score: Raw -5400420.212015 + Penalty 5131.277100 = -5395288.934916 nChanged 45 SP:Iteration 51Q (532.600000 sec): 3 clusters Score: Raw -5400434.004501 + Penalty 5131.277100 = -5395302.727402 nChanged 43 SP:Iteration 52Q (532.910000 sec): 3 clusters Score: Raw -5400447.154295 + Penalty 5131.277100 = -5395315.877195 nChanged 34 SP:Iteration 53Q (533.230000 sec): 3 clusters Score: Raw -5400455.079234 + Penalty 5131.277100 = -5395323.802134 nChanged 28 SP:Iteration 54Q (533.490000 sec): 3 clusters Score: Raw -5400463.304998 + Penalty 5131.277100 = -5395332.027898 nChanged 24 SP:Iteration 55Q (533.810000 sec): 3 clusters Score: Raw -5400471.581468 + Penalty 5131.277100 = -5395340.304368 nChanged 28 SP:Iteration 56Q (534.120000 sec): 3 clusters Score: Raw -5400479.918820 + Penalty 5131.277100 = -5395348.641720 nChanged 29 SP:Iteration 57Q (534.470000 sec): 3 clusters Score: Raw -5400486.441008 + Penalty 5131.277100 = -5395355.163908 nChanged 21 SP:Iteration 58Q (534.770000 sec): 3 clusters Score: Raw -5400490.594870 + Penalty 5131.277100 = -5395359.317770 nChanged 19 SP:Iteration 59Q (535.100000 sec): 3 clusters Score: Raw -5400495.286378 + Penalty 5131.277100 = -5395364.009278 nChanged 19 SP:Iteration 60F (535.460000 sec): 3 clusters Score: Raw -5400499.218275 + Penalty 5131.277100 = -5395367.941175 nChanged 12 SP:Iteration 61Q (535.780000 sec): 3 clusters Score: Raw -5400501.685169 + Penalty 5131.277100 = -5395370.408069 nChanged 10 SP:Iteration 62Q (536.080000 sec): 3 clusters Score: Raw -5400503.611787 + Penalty 5131.277100 = -5395372.334687 nChanged 9 SP:Iteration 63Q (536.440000 sec): 3 clusters Score: Raw -5400505.926028 + Penalty 5131.277100 = -5395374.648929 nChanged 10 SP:Iteration 64Q (536.760000 sec): 3 clusters Score: Raw -5400509.289407 + Penalty 5131.277100 = -5395378.012308 nChanged 20 SP:Iteration 65Q (537.050000 sec): 3 clusters Score: Raw -5400515.576235 + Penalty 5131.277100 = -5395384.299135 nChanged 25 SP:Iteration 66Q (537.340000 sec): 3 clusters Score: Raw -5400522.134084 + Penalty 5131.277100 = -5395390.856984 nChanged 22 SP:Iteration 67Q (537.640000 sec): 3 clusters Score: Raw -5400526.207133 + Penalty 5131.277100 = -5395394.930033 nChanged 16 SP:Iteration 68Q (537.930000 sec): 3 clusters Score: Raw -5400530.746133 + Penalty 5131.277100 = -5395399.469034 nChanged 20 SP:Iteration 69Q (538.240000 sec): 3 clusters Score: Raw -5400535.247440 + Penalty 5131.277100 = -5395403.970340 nChanged 14 SP:Iteration 70Q (538.510000 sec): 3 clusters Score: Raw -5400537.282830 + Penalty 5131.277100 = -5395406.005730 nChanged 5 SP:Iteration 71Q (538.840000 sec): 3 clusters Score: Raw -5400537.855792 + Penalty 5131.277100 = -5395406.578692 nChanged 5 SP:Iteration 72Q (539.120000 sec): 3 clusters Score: Raw -5400538.449889 + Penalty 5131.277100 = -5395407.172790 nChanged 9 SP:Iteration 73Q (539.460000 sec): 3 clusters Score: Raw -5400540.176952 + Penalty 5131.277100 = -5395408.899852 nChanged 10 SP:Iteration 74Q (539.750000 sec): 3 clusters Score: Raw -5400542.534720 + Penalty 5131.277100 = -5395411.257620 nChanged 10 SP:Iteration 75Q (540.100000 sec): 3 clusters Score: Raw -5400544.474383 + Penalty 5131.277100 = -5395413.197283 nChanged 9 SP:Iteration 76Q (540.430000 sec): 3 clusters Score: Raw -5400546.715770 + Penalty 5131.277100 = -5395415.438671 nChanged 12 SP:Iteration 77Q (540.720000 sec): 3 clusters Score: Raw -5400548.974830 + Penalty 5131.277100 = -5395417.697730 nChanged 11 SP:Iteration 78Q (541.050000 sec): 3 clusters Score: Raw -5400552.010181 + Penalty 5131.277100 = -5395420.733081 nChanged 18 SP:Iteration 79Q (541.390000 sec): 3 clusters Score: Raw -5400556.111077 + Penalty 5131.277100 = -5395424.833977 nChanged 18 SP:Iteration 80F (541.740000 sec): 3 clusters Score: Raw -5400559.494067 + Penalty 5131.277100 = -5395428.216967 nChanged 19 SP:Iteration 81Q (542.060000 sec): 3 clusters Score: Raw -5400563.574899 + Penalty 5131.277100 = -5395432.297799 nChanged 17 SP:Iteration 82Q (542.340000 sec): 3 clusters Score: Raw -5400567.347746 + Penalty 5131.277100 = -5395436.070646 nChanged 14 SP:Iteration 83Q (542.710000 sec): 3 clusters Score: Raw -5400570.353017 + Penalty 5131.277100 = -5395439.075917 nChanged 22 SP:Iteration 84Q (543.050000 sec): 3 clusters Score: Raw -5400576.469718 + Penalty 5131.277100 = -5395445.192618 nChanged 16 SP:Iteration 85Q (543.360000 sec): 3 clusters Score: Raw -5400580.336262 + Penalty 5131.277100 = -5395449.059163 nChanged 14 SP:Iteration 86Q (543.690000 sec): 3 clusters Score: Raw -5400583.730005 + Penalty 5131.277100 = -5395452.452906 nChanged 11 SP:Iteration 87Q (544.020000 sec): 3 clusters Score: Raw -5400586.146034 + Penalty 5131.277100 = -5395454.868934 nChanged 16 SP:Iteration 88Q (544.310000 sec): 3 clusters Score: Raw -5400589.770695 + Penalty 5131.277100 = -5395458.493596 nChanged 10 SP:Iteration 89Q (544.590000 sec): 3 clusters Score: Raw -5400591.929469 + Penalty 5131.277100 = -5395460.652370 nChanged 10 SP:Iteration 90Q (544.920000 sec): 3 clusters Score: Raw -5400594.529363 + Penalty 5131.277100 = -5395463.252263 nChanged 9 SP:Iteration 91Q (545.200000 sec): 3 clusters Score: Raw -5400597.001269 + Penalty 5131.277100 = -5395465.724169 nChanged 8 SP:Iteration 92Q (545.540000 sec): 3 clusters Score: Raw -5400598.830624 + Penalty 5131.277100 = -5395467.553524 nChanged 7 SP:Iteration 93Q (545.850000 sec): 3 clusters Score: Raw -5400600.987277 + Penalty 5131.277100 = -5395469.710177 nChanged 12 SP:Iteration 94Q (546.130000 sec): 3 clusters Score: Raw -5400604.438316 + Penalty 5131.277100 = -5395473.161216 nChanged 18 SP:Iteration 95Q (546.430000 sec): 3 clusters Score: Raw -5400610.127688 + Penalty 5131.277100 = -5395478.850588 nChanged 21 SP:Iteration 96Q (546.710000 sec): 3 clusters Score: Raw -5400615.427338 + Penalty 5131.277100 = -5395484.150238 nChanged 14 SP:Iteration 97Q (547.020000 sec): 3 clusters Score: Raw -5400619.261872 + Penalty 5131.277100 = -5395487.984772 nChanged 11 SP:Iteration 98Q (547.340000 sec): 3 clusters Score: Raw -5400623.075442 + Penalty 5131.277100 = -5395491.798342 nChanged 15 SP:Iteration 99Q (547.680000 sec): 3 clusters Score: Raw -5400627.274943 + Penalty 5131.277100 = -5395495.997843 nChanged 10 SP:Iteration 100F (548.030000 sec): 3 clusters Score: Raw -5400629.946225 + Penalty 5131.277100 = -5395498.669125 nChanged 11 SP:Iteration 101Q (548.370000 sec): 3 clusters Score: Raw -5400632.412452 + Penalty 5131.277100 = -5395501.135352 nChanged 9 SP:Iteration 102Q (548.700000 sec): 3 clusters Score: Raw -5400634.775494 + Penalty 5131.277100 = -5395503.498394 nChanged 7 SP:Iteration 103Q (549.020000 sec): 3 clusters Score: Raw -5400636.772862 + Penalty 5131.277100 = -5395505.495762 nChanged 8 SP:Iteration 104Q (549.350000 sec): 3 clusters Score: Raw -5400638.101916 + Penalty 5131.277100 = -5395506.824817 nChanged 7 SP:Iteration 105Q (549.640000 sec): 3 clusters Score: Raw -5400639.482512 + Penalty 5131.277100 = -5395508.205413 nChanged 5 SP:Iteration 106Q (550.000000 sec): 3 clusters Score: Raw -5400640.892340 + Penalty 5131.277100 = -5395509.615240 nChanged 4 SP:Iteration 107Q (550.340000 sec): 3 clusters Score: Raw -5400641.903282 + Penalty 5131.277100 = -5395510.626182 nChanged 4 SP:Iteration 108Q (550.620000 sec): 3 clusters Score: Raw -5400642.620553 + Penalty 5131.277100 = -5395511.343453 nChanged 5 SP:Iteration 109Q (550.950000 sec): 3 clusters Score: Raw -5400643.337279 + Penalty 5131.277100 = -5395512.060179 nChanged 5 SP:Iteration 110Q (551.240000 sec): 3 clusters Score: Raw -5400644.292252 + Penalty 5131.277100 = -5395513.015152 nChanged 7 SP:Iteration 111Q (551.540000 sec): 3 clusters Score: Raw -5400646.724442 + Penalty 5131.277100 = -5395515.447343 nChanged 20 SP:Iteration 112Q (551.880000 sec): 3 clusters Score: Raw -5400651.393973 + Penalty 5131.277100 = -5395520.116874 nChanged 17 SP:Iteration 113Q (552.200000 sec): 3 clusters Score: Raw -5400656.698720 + Penalty 5131.277100 = -5395525.421620 nChanged 11 SP:Iteration 114Q (552.540000 sec): 3 clusters Score: Raw -5400658.769832 + Penalty 5131.277100 = -5395527.492732 nChanged 6 SP:Iteration 115Q (552.910000 sec): 3 clusters Score: Raw -5400659.926378 + Penalty 5131.277100 = -5395528.649279 nChanged 4 SP:Iteration 116Q (553.220000 sec): 3 clusters Score: Raw -5400660.745564 + Penalty 5131.277100 = -5395529.468464 nChanged 1 SP:Iteration 117Q (553.500000 sec): 3 clusters Score: Raw -5400660.956329 + Penalty 5131.277100 = -5395529.679229 nChanged 0 SP:Iteration 118F (553.850000 sec): 3 clusters Score: Raw -5400660.956329 + Penalty 5131.277100 = -5395529.679229 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 3 (1966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.970000 sec): 2 clusters Score: Raw -317087.035923 + Penalty 1880.771563 = -315206.264360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (554.150000 sec): 3 clusters Score: Raw -316506.612852 + Penalty 3761.543125 = -312745.069727 nChanged 670 SP:Iteration 1F (554.330000 sec): 3 clusters Score: Raw -317952.389076 + Penalty 3761.543125 = -314190.845951 nChanged 282 SP:Iteration 2F (554.540000 sec): 3 clusters Score: Raw -319354.194717 + Penalty 3761.543125 = -315592.651592 nChanged 239 SP:Iteration 3F (554.730000 sec): 3 clusters Score: Raw -320399.832144 + Penalty 3761.543125 = -316638.289019 nChanged 151 SP:Iteration 4F (554.930000 sec): 3 clusters Score: Raw -320851.337929 + Penalty 3761.543125 = -317089.794804 nChanged 91 SP:Iteration 5Q (555.140000 sec): 3 clusters Score: Raw -320987.484881 + Penalty 3761.543125 = -317225.941756 nChanged 41 SP:Iteration 6Q (555.310000 sec): 3 clusters Score: Raw -321032.701666 + Penalty 3761.543125 = -317271.158541 nChanged 41 SP:Iteration 7Q (555.520000 sec): 3 clusters Score: Raw -321077.174718 + Penalty 3761.543125 = -317315.631593 nChanged 39 SP:Iteration 8Q (555.710000 sec): 3 clusters Score: Raw -321123.062737 + Penalty 3761.543125 = -317361.519612 nChanged 40 SP:Iteration 9Q (555.880000 sec): 3 clusters Score: Raw -321176.039655 + Penalty 3761.543125 = -317414.496530 nChanged 49 SP:Iteration 10Q (556.070000 sec): 3 clusters Score: Raw -321269.114687 + Penalty 3761.543125 = -317507.571562 nChanged 56 SP:Iteration 11Q (556.250000 sec): 3 clusters Score: Raw -321400.010148 + Penalty 3761.543125 = -317638.467023 nChanged 60 SP:Iteration 12Q (556.430000 sec): 3 clusters Score: Raw -321537.564956 + Penalty 3761.543125 = -317776.021831 nChanged 38 SP:Iteration 13Q (556.600000 sec): 3 clusters Score: Raw -321609.263038 + Penalty 3761.543125 = -317847.719913 nChanged 29 SP:Iteration 14Q (556.780000 sec): 3 clusters Score: Raw -321671.470909 + Penalty 3761.543125 = -317909.927783 nChanged 13 SP:Iteration 15Q (557.010000 sec): 3 clusters Score: Raw -321704.203592 + Penalty 3761.543125 = -317942.660467 nChanged 10 SP:Iteration 16Q (557.160000 sec): 3 clusters Score: Raw -321763.070158 + Penalty 3761.543125 = -318001.527033 nChanged 2 SP:Iteration 17Q (557.330000 sec): 3 clusters Score: Raw -321800.028866 + Penalty 3761.543125 = -318038.485741 nChanged 6 SP:Iteration 18Q (557.530000 sec): 3 clusters Score: Raw -321835.000018 + Penalty 3761.543125 = -318073.456893 nChanged 6 SP:Iteration 19Q (557.700000 sec): 3 clusters Score: Raw -321845.761817 + Penalty 3761.543125 = -318084.218692 nChanged 4 SP:Iteration 20F (557.880000 sec): 3 clusters Score: Raw -321863.096974 + Penalty 3761.543125 = -318101.553849 nChanged 5 SP:Iteration 21Q (558.050000 sec): 3 clusters Score: Raw -321880.562299 + Penalty 3761.543125 = -318119.019174 nChanged 5 SP:Iteration 22Q (558.240000 sec): 3 clusters Score: Raw -321888.009752 + Penalty 3761.543125 = -318126.466627 nChanged 3 SP:Iteration 23Q (558.420000 sec): 3 clusters Score: Raw -321894.187357 + Penalty 3761.543125 = -318132.644232 nChanged 4 SP:Iteration 24Q (558.590000 sec): 3 clusters Score: Raw -321897.430729 + Penalty 3761.543125 = -318135.887604 nChanged 0 SP:Iteration 25F (558.770000 sec): 3 clusters Score: Raw -321897.430729 + Penalty 3761.543125 = -318135.887604 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 2. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 4 (1201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (558.900000 sec): 2 clusters Score: Raw -192922.444377 + Penalty 1758.545636 = -191163.898741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (559.090000 sec): 3 clusters Score: Raw -192827.901730 + Penalty 3517.091272 = -189310.810458 nChanged 417 SP:Iteration 1F (559.280000 sec): 3 clusters Score: Raw -194494.119942 + Penalty 3517.091272 = -190977.028671 nChanged 214 SP:Iteration 2F (559.510000 sec): 3 clusters Score: Raw -195730.179097 + Penalty 3517.091272 = -192213.087826 nChanged 94 SP:Iteration 3F (559.660000 sec): 3 clusters Score: Raw -196561.819682 + Penalty 3517.091272 = -193044.728411 nChanged 69 SP:Iteration 4F (559.840000 sec): 3 clusters Score: Raw -197129.084083 + Penalty 3517.091272 = -193611.992811 nChanged 56 SP:Iteration 5Q (560.050000 sec): 3 clusters Score: Raw -197534.877318 + Penalty 3517.091272 = -194017.786046 nChanged 34 SP:Iteration 6Q (560.230000 sec): 3 clusters Score: Raw -197862.974806 + Penalty 3517.091272 = -194345.883534 nChanged 30 SP:Iteration 7Q (560.390000 sec): 3 clusters Score: Raw -198155.464049 + Penalty 3517.091272 = -194638.372777 nChanged 12 SP:Iteration 8Q (560.540000 sec): 3 clusters Score: Raw -198192.073489 + Penalty 3517.091272 = -194674.982218 nChanged 4 SP:Iteration 9Q (560.740000 sec): 3 clusters Score: Raw -198203.082807 + Penalty 3517.091272 = -194685.991535 nChanged 0 SP:Iteration 10F (560.880000 sec): 3 clusters Score: Raw -198203.082807 + Penalty 3517.091272 = -194685.991535 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 6 (2105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (561.010000 sec): 2 clusters Score: Raw -353158.663977 + Penalty 1897.713545 = -351260.950432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (561.190000 sec): 3 clusters Score: Raw -352620.875616 + Penalty 3795.427090 = -348825.448526 nChanged 762 SP:Iteration 1F (561.350000 sec): 3 clusters Score: Raw -355049.311733 + Penalty 3795.427090 = -351253.884643 nChanged 445 SP:Iteration 2F (561.530000 sec): 3 clusters Score: Raw -358399.355181 + Penalty 3795.427090 = -354603.928091 nChanged 215 SP:Iteration 3F (561.720000 sec): 3 clusters Score: Raw -360393.706619 + Penalty 3795.427090 = -356598.279529 nChanged 112 SP:Iteration 4F (561.860000 sec): 3 clusters Score: Raw -361056.205126 + Penalty 3795.427090 = -357260.778036 nChanged 62 SP:Iteration 5Q (562.040000 sec): 3 clusters Score: Raw -361294.028380 + Penalty 3795.427090 = -357498.601290 nChanged 42 SP:Iteration 6Q (562.240000 sec): 3 clusters Score: Raw -361382.919313 + Penalty 3795.427090 = -357587.492223 nChanged 17 SP:Iteration 7Q (562.390000 sec): 3 clusters Score: Raw -361401.628376 + Penalty 3795.427090 = -357606.201286 nChanged 7 SP:Iteration 8Q (562.590000 sec): 3 clusters Score: Raw -361408.312290 + Penalty 3795.427090 = -357612.885200 nChanged 2 SP:Iteration 9Q (562.750000 sec): 3 clusters Score: Raw -361410.061700 + Penalty 3795.427090 = -357614.634610 nChanged 1 SP:Iteration 10Q (562.920000 sec): 3 clusters Score: Raw -361410.332578 + Penalty 3795.427090 = -357614.905488 nChanged 0 SP:Iteration 11F (563.110000 sec): 3 clusters Score: Raw -361410.332578 + Penalty 3795.427090 = -357614.905488 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 20. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 7 (2663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (563.210000 sec): 2 clusters Score: Raw -395970.687622 + Penalty 1956.027729 = -394014.659892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (563.440000 sec): 3 clusters Score: Raw -395099.837172 + Penalty 3912.055459 = -391187.781713 nChanged 956 SP:Iteration 1F (563.600000 sec): 3 clusters Score: Raw -396672.191967 + Penalty 3912.055459 = -392760.136509 nChanged 408 SP:Iteration 2F (563.770000 sec): 3 clusters Score: Raw -398309.280035 + Penalty 3912.055459 = -394397.224576 nChanged 369 SP:Iteration 3F (563.970000 sec): 3 clusters Score: Raw -399984.227216 + Penalty 3912.055459 = -396072.171757 nChanged 229 SP:Iteration 4F (564.130000 sec): 3 clusters Score: Raw -401681.932553 + Penalty 3912.055459 = -397769.877095 nChanged 129 SP:Iteration 5Q (564.310000 sec): 3 clusters Score: Raw -403487.185311 + Penalty 3912.055459 = -399575.129852 nChanged 52 SP:Iteration 6Q (564.500000 sec): 3 clusters Score: Raw -403666.904065 + Penalty 3912.055459 = -399754.848607 nChanged 37 SP:Iteration 7Q (564.680000 sec): 3 clusters Score: Raw -403870.264863 + Penalty 3912.055459 = -399958.209404 nChanged 19 SP:Iteration 8Q (564.850000 sec): 3 clusters Score: Raw -403961.348535 + Penalty 3912.055459 = -400049.293077 nChanged 19 SP:Iteration 9Q (565.040000 sec): 3 clusters Score: Raw -404051.564967 + Penalty 3912.055459 = -400139.509508 nChanged 8 SP:Iteration 10Q (565.250000 sec): 3 clusters Score: Raw -404071.257208 + Penalty 3912.055459 = -400159.201750 nChanged 3 SP:Iteration 11Q (565.410000 sec): 3 clusters Score: Raw -404075.234892 + Penalty 3912.055459 = -400163.179433 nChanged 2 SP:Iteration 12Q (565.620000 sec): 3 clusters Score: Raw -404076.683477 + Penalty 3912.055459 = -400164.628018 nChanged 2 SP:Iteration 13Q (565.790000 sec): 3 clusters Score: Raw -404079.296215 + Penalty 3912.055459 = -400167.240757 nChanged 0 SP:Iteration 14F (565.990000 sec): 3 clusters Score: Raw -404091.008436 + Penalty 3912.055459 = -400178.952977 nChanged 4 SP:Iteration 15Q (566.130000 sec): 3 clusters Score: Raw -404108.006206 + Penalty 3912.055459 = -400195.950747 nChanged 8 SP:Iteration 16Q (566.330000 sec): 3 clusters Score: Raw -404144.412527 + Penalty 3912.055459 = -400232.357068 nChanged 13 SP:Iteration 17Q (566.550000 sec): 3 clusters Score: Raw -404196.985558 + Penalty 3912.055459 = -400284.930100 nChanged 9 SP:Iteration 18Q (566.730000 sec): 3 clusters Score: Raw -404243.865087 + Penalty 3912.055459 = -400331.809628 nChanged 2 SP:Iteration 19Q (566.910000 sec): 3 clusters Score: Raw -404249.374518 + Penalty 3912.055459 = -400337.319060 nChanged 0 SP:Iteration 20F (567.110000 sec): 3 clusters Score: Raw -404249.374518 + Penalty 3912.055459 = -400337.319060 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 8 (12698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (567.240000 sec): 2 clusters Score: Raw -2172387.697211 + Penalty 2343.401545 = -2170044.295666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (567.520000 sec): 3 clusters Score: Raw -2165894.829026 + Penalty 4686.803091 = -2161208.025935 nChanged 5538 SP:Iteration 1F (567.750000 sec): 3 clusters Score: Raw -2177944.101541 + Penalty 4686.803091 = -2173257.298450 nChanged 2359 SP:Iteration 2F (568.050000 sec): 3 clusters Score: Raw -2182797.156308 + Penalty 4686.803091 = -2178110.353217 nChanged 1055 SP:Iteration 3F (568.260000 sec): 3 clusters Score: Raw -2183828.943873 + Penalty 4686.803091 = -2179142.140782 nChanged 363 SP:Iteration 4Q (568.490000 sec): 3 clusters Score: Raw -2183998.021072 + Penalty 4686.803091 = -2179311.217981 nChanged 128 SP:Iteration 5Q (568.700000 sec): 3 clusters Score: Raw -2184039.628627 + Penalty 4686.803091 = -2179352.825537 nChanged 58 SP:Iteration 6Q (568.970000 sec): 3 clusters Score: Raw -2184055.668503 + Penalty 4686.803091 = -2179368.865412 nChanged 42 SP:Iteration 7Q (569.190000 sec): 3 clusters Score: Raw -2184065.710817 + Penalty 4686.803091 = -2179378.907726 nChanged 30 SP:Iteration 8Q (569.420000 sec): 3 clusters Score: Raw -2184075.068292 + Penalty 4686.803091 = -2179388.265202 nChanged 24 SP:Iteration 9Q (569.650000 sec): 3 clusters Score: Raw -2184080.619359 + Penalty 4686.803091 = -2179393.816268 nChanged 18 SP:Iteration 10Q (569.930000 sec): 3 clusters Score: Raw -2184084.957099 + Penalty 4686.803091 = -2179398.154008 nChanged 23 SP:Iteration 11Q (570.150000 sec): 3 clusters Score: Raw -2184091.683662 + Penalty 4686.803091 = -2179404.880571 nChanged 21 SP:Iteration 12Q (570.390000 sec): 3 clusters Score: Raw -2184100.783262 + Penalty 4686.803091 = -2179413.980171 nChanged 24 SP:Iteration 13Q (570.610000 sec): 3 clusters Score: Raw -2184115.048287 + Penalty 4686.803091 = -2179428.245196 nChanged 31 SP:Iteration 14Q (570.820000 sec): 3 clusters Score: Raw -2184130.111386 + Penalty 4686.803091 = -2179443.308296 nChanged 28 SP:Iteration 15Q (571.070000 sec): 3 clusters Score: Raw -2184140.742197 + Penalty 4686.803091 = -2179453.939106 nChanged 32 SP:Iteration 16Q (571.300000 sec): 3 clusters Score: Raw -2184151.433101 + Penalty 4686.803091 = -2179464.630010 nChanged 22 SP:Iteration 17Q (571.540000 sec): 3 clusters Score: Raw -2184157.103665 + Penalty 4686.803091 = -2179470.300574 nChanged 21 SP:Iteration 18Q (571.800000 sec): 3 clusters Score: Raw -2184161.993072 + Penalty 4686.803091 = -2179475.189981 nChanged 19 SP:Iteration 19Q (572.020000 sec): 3 clusters Score: Raw -2184165.506934 + Penalty 4686.803091 = -2179478.703843 nChanged 18 SP:Iteration 20F (572.270000 sec): 3 clusters Score: Raw -2184168.139134 + Penalty 4686.803091 = -2179481.336044 nChanged 10 SP:Iteration 21Q (572.540000 sec): 3 clusters Score: Raw -2184170.107054 + Penalty 4686.803091 = -2179483.303964 nChanged 7 SP:Iteration 22Q (572.770000 sec): 3 clusters Score: Raw -2184171.202802 + Penalty 4686.803091 = -2179484.399711 nChanged 6 SP:Iteration 23Q (573.010000 sec): 3 clusters Score: Raw -2184172.172942 + Penalty 4686.803091 = -2179485.369851 nChanged 4 SP:Iteration 24Q (573.210000 sec): 3 clusters Score: Raw -2184172.942087 + Penalty 4686.803091 = -2179486.138996 nChanged 1 SP:Iteration 25Q (573.470000 sec): 3 clusters Score: Raw -2184173.135517 + Penalty 4686.803091 = -2179486.332426 nChanged 1 SP:Iteration 26Q (573.750000 sec): 3 clusters Score: Raw -2184173.337799 + Penalty 4686.803091 = -2179486.534709 nChanged 0 SP:Iteration 27F (573.940000 sec): 3 clusters Score: Raw -2184173.337799 + Penalty 4686.803091 = -2179486.534709 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 9 (1170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (574.060000 sec): 2 clusters Score: Raw -151770.430410 + Penalty 1752.060239 = -150018.370171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (574.290000 sec): 3 clusters Score: Raw -151813.559332 + Penalty 3504.120478 = -148309.438855 nChanged 405 SP:Iteration 1F (574.480000 sec): 3 clusters Score: Raw -153259.721096 + Penalty 3504.120478 = -149755.600618 nChanged 165 SP:Iteration 2F (574.630000 sec): 3 clusters Score: Raw -154042.628571 + Penalty 3504.120478 = -150538.508094 nChanged 92 SP:Iteration 3F (574.810000 sec): 3 clusters Score: Raw -154572.859571 + Penalty 3504.120478 = -151068.739093 nChanged 54 SP:Iteration 4Q (575.000000 sec): 3 clusters Score: Raw -154876.496376 + Penalty 3504.120478 = -151372.375898 nChanged 32 SP:Iteration 5Q (575.180000 sec): 3 clusters Score: Raw -155042.292329 + Penalty 3504.120478 = -151538.171851 nChanged 26 SP:Iteration 6Q (575.340000 sec): 3 clusters Score: Raw -155166.061719 + Penalty 3504.120478 = -151661.941241 nChanged 25 SP:Iteration 7Q (575.480000 sec): 3 clusters Score: Raw -155309.446013 + Penalty 3504.120478 = -151805.325535 nChanged 18 SP:Iteration 8Q (575.710000 sec): 3 clusters Score: Raw -155511.132024 + Penalty 3504.120478 = -152007.011546 nChanged 15 SP:Iteration 9Q (575.890000 sec): 3 clusters Score: Raw -155714.748278 + Penalty 3504.120478 = -152210.627800 nChanged 12 SP:Iteration 10Q (576.070000 sec): 3 clusters Score: Raw -155745.742532 + Penalty 3504.120478 = -152241.622054 nChanged 7 SP:Iteration 11Q (576.250000 sec): 3 clusters Score: Raw -155762.795031 + Penalty 3504.120478 = -152258.674553 nChanged 3 SP:Iteration 12Q (576.430000 sec): 3 clusters Score: Raw -155770.293603 + Penalty 3504.120478 = -152266.173125 nChanged 1 SP:Iteration 13Q (576.590000 sec): 3 clusters Score: Raw -155774.229709 + Penalty 3504.120478 = -152270.109231 nChanged 0 SP:Iteration 14F (576.730000 sec): 3 clusters Score: Raw -155797.064067 + Penalty 3504.120478 = -152292.943589 nChanged 10 SP:Iteration 15Q (576.920000 sec): 3 clusters Score: Raw -155873.362099 + Penalty 3504.120478 = -152369.241621 nChanged 14 SP:Iteration 16Q (577.080000 sec): 3 clusters Score: Raw -155951.299824 + Penalty 3504.120478 = -152447.179346 nChanged 15 SP:Iteration 17Q (577.260000 sec): 3 clusters Score: Raw -155998.920310 + Penalty 3504.120478 = -152494.799832 nChanged 16 SP:Iteration 18Q (577.440000 sec): 3 clusters Score: Raw -156081.693317 + Penalty 3504.120478 = -152577.572839 nChanged 17 SP:Iteration 19Q (577.640000 sec): 3 clusters Score: Raw -156179.930027 + Penalty 3504.120478 = -152675.809550 nChanged 16 SP:Iteration 20F (577.800000 sec): 3 clusters Score: Raw -156394.706553 + Penalty 3504.120478 = -152890.586075 nChanged 32 SP:Iteration 21Q (577.940000 sec): 3 clusters Score: Raw -156954.102525 + Penalty 3504.120478 = -153449.982047 nChanged 15 SP:Iteration 22Q (578.170000 sec): 3 clusters Score: Raw -157282.628600 + Penalty 3504.120478 = -153778.508122 nChanged 10 SP:Iteration 23Q (578.320000 sec): 3 clusters Score: Raw -157413.518252 + Penalty 3504.120478 = -153909.397774 nChanged 5 SP:Iteration 24Q (578.490000 sec): 3 clusters Score: Raw -157440.000155 + Penalty 3504.120478 = -153935.879678 nChanged 2 SP:Iteration 25Q (578.710000 sec): 3 clusters Score: Raw -157447.839184 + Penalty 3504.120478 = -153943.718706 nChanged 0 SP:Iteration 26F (578.880000 sec): 3 clusters Score: Raw -157447.839184 + Penalty 3504.120478 = -153943.718706 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 10 (845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (578.970000 sec): 2 clusters Score: Raw -97610.811573 + Penalty 1671.355484 = -95939.456089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (579.180000 sec): 3 clusters Score: Raw -97922.503486 + Penalty 3342.710967 = -94579.792519 nChanged 306 SP:Iteration 1F (579.350000 sec): 3 clusters Score: Raw -98686.946028 + Penalty 3342.710967 = -95344.235061 nChanged 135 SP:Iteration 2F (579.540000 sec): 3 clusters Score: Raw -99453.218685 + Penalty 3342.710967 = -96110.507718 nChanged 90 SP:Iteration 3F (579.740000 sec): 3 clusters Score: Raw -100211.278513 + Penalty 3342.710967 = -96868.567545 nChanged 61 SP:Iteration 4F (579.900000 sec): 3 clusters Score: Raw -100996.094106 + Penalty 3342.710967 = -97653.383139 nChanged 44 SP:Iteration 5F (580.080000 sec): 3 clusters Score: Raw -101423.684921 + Penalty 3342.710967 = -98080.973954 nChanged 40 SP:Iteration 6Q (580.220000 sec): 3 clusters Score: Raw -101872.432112 + Penalty 3342.710967 = -98529.721145 nChanged 33 SP:Iteration 7Q (580.400000 sec): 3 clusters Score: Raw -102250.091288 + Penalty 3342.710967 = -98907.380320 nChanged 19 SP:Iteration 8Q (580.590000 sec): 3 clusters Score: Raw -102376.126856 + Penalty 3342.710967 = -99033.415889 nChanged 9 SP:Iteration 9Q (580.740000 sec): 3 clusters Score: Raw -102426.021280 + Penalty 3342.710967 = -99083.310313 nChanged 6 SP:Iteration 10Q (580.920000 sec): 3 clusters Score: Raw -102470.499688 + Penalty 3342.710967 = -99127.788721 nChanged 11 SP:Iteration 11Q (581.100000 sec): 3 clusters Score: Raw -102549.334883 + Penalty 3342.710967 = -99206.623915 nChanged 7 SP:Iteration 12Q (581.270000 sec): 3 clusters Score: Raw -102618.127675 + Penalty 3342.710967 = -99275.416708 nChanged 8 SP:Iteration 13Q (581.430000 sec): 3 clusters Score: Raw -102748.445570 + Penalty 3342.710967 = -99405.734603 nChanged 2 SP:Iteration 14Q (581.630000 sec): 3 clusters Score: Raw -102762.427747 + Penalty 3342.710967 = -99419.716779 nChanged 5 SP:Iteration 15Q (581.830000 sec): 3 clusters Score: Raw -102795.878882 + Penalty 3342.710967 = -99453.167915 nChanged 6 SP:Iteration 16Q (582.020000 sec): 3 clusters Score: Raw -102838.548470 + Penalty 3342.710967 = -99495.837503 nChanged 5 SP:Iteration 17Q (582.170000 sec): 3 clusters Score: Raw -102855.788912 + Penalty 3342.710967 = -99513.077945 nChanged 2 SP:Iteration 18Q (582.340000 sec): 3 clusters Score: Raw -102917.326471 + Penalty 3342.710967 = -99574.615504 nChanged 2 SP:Iteration 19Q (582.550000 sec): 3 clusters Score: Raw -102999.232861 + Penalty 3342.710967 = -99656.521894 nChanged 3 SP:Iteration 20F (582.720000 sec): 3 clusters Score: Raw -103381.969061 + Penalty 3342.710967 = -100039.258093 nChanged 5 SP:Iteration 21Q (582.870000 sec): 3 clusters Score: Raw -103637.225106 + Penalty 3342.710967 = -100294.514139 nChanged 5 SP:Iteration 22Q (583.070000 sec): 3 clusters Score: Raw -103657.752021 + Penalty 3342.710967 = -100315.041054 nChanged 4 SP:Iteration 23Q (583.230000 sec): 3 clusters Score: Raw -103678.252625 + Penalty 3342.710967 = -100335.541658 nChanged 4 SP:Iteration 24Q (583.430000 sec): 3 clusters Score: Raw -103696.610277 + Penalty 3342.710967 = -100353.899309 nChanged 2 SP:Iteration 25Q (583.580000 sec): 3 clusters Score: Raw -103703.717045 + Penalty 3342.710967 = -100361.006078 nChanged 0 SP:Iteration 26F (583.780000 sec): 3 clusters Score: Raw -103703.717045 + Penalty 3342.710967 = -100361.006078 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 11 (33248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (584.020000 sec): 2 clusters Score: Raw -5613097.791443 + Penalty 2582.113974 = -5610515.677469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (584.350000 sec): 3 clusters Score: Raw -5593061.528947 + Penalty 5164.227947 = -5587897.301000 nChanged 15082 SP:Iteration 1F (584.690000 sec): 3 clusters Score: Raw -5601370.736033 + Penalty 5164.227947 = -5596206.508086 nChanged 1810 SP:Iteration 2F (585.040000 sec): 3 clusters Score: Raw -5602309.564159 + Penalty 5164.227947 = -5597145.336211 nChanged 1948 SP:Iteration 3F (585.380000 sec): 3 clusters Score: Raw -5603355.880196 + Penalty 5164.227947 = -5598191.652249 nChanged 1940 SP:Iteration 4F (585.690000 sec): 3 clusters Score: Raw -5604406.254860 + Penalty 5164.227947 = -5599242.026912 nChanged 1978 SP:Iteration 5F (586.040000 sec): 3 clusters Score: Raw -5605595.242562 + Penalty 5164.227947 = -5600431.014615 nChanged 2048 SP:Iteration 6F (586.350000 sec): 3 clusters Score: Raw -5606977.899936 + Penalty 5164.227947 = -5601813.671989 nChanged 2046 SP:Iteration 7F (586.700000 sec): 3 clusters Score: Raw -5608532.917678 + Penalty 5164.227947 = -5603368.689731 nChanged 2020 SP:Iteration 8F (587.040000 sec): 3 clusters Score: Raw -5610134.909222 + Penalty 5164.227947 = -5604970.681275 nChanged 1872 SP:Iteration 9F (587.350000 sec): 3 clusters Score: Raw -5611409.741509 + Penalty 5164.227947 = -5606245.513562 nChanged 1481 SP:Iteration 10Q (587.720000 sec): 3 clusters Score: Raw -5612312.225418 + Penalty 5164.227947 = -5607147.997470 nChanged 1242 SP:Iteration 11Q (588.030000 sec): 3 clusters Score: Raw -5612894.343651 + Penalty 5164.227947 = -5607730.115704 nChanged 923 SP:Iteration 12Q (588.410000 sec): 3 clusters Score: Raw -5613237.522787 + Penalty 5164.227947 = -5608073.294840 nChanged 754 SP:Iteration 13Q (588.750000 sec): 3 clusters Score: Raw -5613472.182912 + Penalty 5164.227947 = -5608307.954965 nChanged 634 SP:Iteration 14Q (589.100000 sec): 3 clusters Score: Raw -5613645.026844 + Penalty 5164.227947 = -5608480.798896 nChanged 566 SP:Iteration 15Q (589.430000 sec): 3 clusters Score: Raw -5613803.175543 + Penalty 5164.227947 = -5608638.947595 nChanged 556 SP:Iteration 16Q (589.790000 sec): 3 clusters Score: Raw -5613957.824160 + Penalty 5164.227947 = -5608793.596213 nChanged 530 SP:Iteration 17Q (590.110000 sec): 3 clusters Score: Raw -5614101.792541 + Penalty 5164.227947 = -5608937.564594 nChanged 494 SP:Iteration 18Q (590.430000 sec): 3 clusters Score: Raw -5614225.414268 + Penalty 5164.227947 = -5609061.186321 nChanged 484 SP:Iteration 19Q (590.740000 sec): 3 clusters Score: Raw -5614351.494922 + Penalty 5164.227947 = -5609187.266974 nChanged 479 SP:Iteration 20F (591.110000 sec): 3 clusters Score: Raw -5614472.923428 + Penalty 5164.227947 = -5609308.695480 nChanged 452 SP:Iteration 21Q (591.410000 sec): 3 clusters Score: Raw -5614592.764464 + Penalty 5164.227947 = -5609428.536517 nChanged 429 SP:Iteration 22Q (591.820000 sec): 3 clusters Score: Raw -5614710.816128 + Penalty 5164.227947 = -5609546.588180 nChanged 447 SP:Iteration 23Q (592.160000 sec): 3 clusters Score: Raw -5614841.148888 + Penalty 5164.227947 = -5609676.920941 nChanged 430 SP:Iteration 24Q (592.470000 sec): 3 clusters Score: Raw -5614975.539771 + Penalty 5164.227947 = -5609811.311823 nChanged 437 SP:Iteration 25Q (592.760000 sec): 3 clusters Score: Raw -5615115.071036 + Penalty 5164.227947 = -5609950.843089 nChanged 396 SP:Iteration 26Q (593.090000 sec): 3 clusters Score: Raw -5615254.532284 + Penalty 5164.227947 = -5610090.304337 nChanged 405 SP:Iteration 27Q (593.390000 sec): 3 clusters Score: Raw -5615423.989847 + Penalty 5164.227947 = -5610259.761899 nChanged 417 SP:Iteration 28Q (593.750000 sec): 3 clusters Score: Raw -5615614.460781 + Penalty 5164.227947 = -5610450.232834 nChanged 392 SP:Iteration 29Q (594.070000 sec): 3 clusters Score: Raw -5615802.194294 + Penalty 5164.227947 = -5610637.966347 nChanged 368 SP:Iteration 30Q (594.400000 sec): 3 clusters Score: Raw -5615976.766779 + Penalty 5164.227947 = -5610812.538831 nChanged 316 SP:Iteration 31Q (594.730000 sec): 3 clusters Score: Raw -5616118.213371 + Penalty 5164.227947 = -5610953.985423 nChanged 272 SP:Iteration 32Q (595.030000 sec): 3 clusters Score: Raw -5616235.617961 + Penalty 5164.227947 = -5611071.390013 nChanged 228 SP:Iteration 33Q (595.390000 sec): 3 clusters Score: Raw -5616324.378746 + Penalty 5164.227947 = -5611160.150799 nChanged 169 SP:Iteration 34Q (595.730000 sec): 3 clusters Score: Raw -5616383.080682 + Penalty 5164.227947 = -5611218.852735 nChanged 109 SP:Iteration 35Q (596.050000 sec): 3 clusters Score: Raw -5616415.001191 + Penalty 5164.227947 = -5611250.773243 nChanged 96 SP:Iteration 36Q (596.380000 sec): 3 clusters Score: Raw -5616439.661830 + Penalty 5164.227947 = -5611275.433883 nChanged 66 SP:Iteration 37Q (596.720000 sec): 3 clusters Score: Raw -5616453.264335 + Penalty 5164.227947 = -5611289.036388 nChanged 43 SP:Iteration 38Q (597.070000 sec): 3 clusters Score: Raw -5616462.576448 + Penalty 5164.227947 = -5611298.348501 nChanged 38 SP:Iteration 39Q (597.410000 sec): 3 clusters Score: Raw -5616469.055114 + Penalty 5164.227947 = -5611304.827167 nChanged 26 SP:Iteration 40F (597.740000 sec): 3 clusters Score: Raw -5616493.428063 + Penalty 5164.227947 = -5611329.200115 nChanged 26 SP:Iteration 41Q (598.140000 sec): 3 clusters Score: Raw -5616506.168516 + Penalty 5164.227947 = -5611341.940569 nChanged 23 SP:Iteration 42Q (598.520000 sec): 3 clusters Score: Raw -5616511.995768 + Penalty 5164.227947 = -5611347.767820 nChanged 18 SP:Iteration 43Q (598.840000 sec): 3 clusters Score: Raw -5616516.079029 + Penalty 5164.227947 = -5611351.851081 nChanged 12 SP:Iteration 44Q (599.180000 sec): 3 clusters Score: Raw -5616517.984656 + Penalty 5164.227947 = -5611353.756709 nChanged 10 SP:Iteration 45Q (599.470000 sec): 3 clusters Score: Raw -5616519.518531 + Penalty 5164.227947 = -5611355.290584 nChanged 5 SP:Iteration 46Q (599.820000 sec): 3 clusters Score: Raw -5616520.363249 + Penalty 5164.227947 = -5611356.135301 nChanged 7 SP:Iteration 47Q (600.180000 sec): 3 clusters Score: Raw -5616521.260975 + Penalty 5164.227947 = -5611357.033028 nChanged 5 SP:Iteration 48Q (600.490000 sec): 3 clusters Score: Raw -5616521.911933 + Penalty 5164.227947 = -5611357.683985 nChanged 6 SP:Iteration 49Q (600.820000 sec): 3 clusters Score: Raw -5616522.772313 + Penalty 5164.227947 = -5611358.544366 nChanged 5 SP:Iteration 50Q (601.150000 sec): 3 clusters Score: Raw -5616523.966554 + Penalty 5164.227947 = -5611359.738607 nChanged 5 SP:Iteration 51Q (601.490000 sec): 3 clusters Score: Raw -5616524.797122 + Penalty 5164.227947 = -5611360.569175 nChanged 5 SP:Iteration 52Q (601.800000 sec): 3 clusters Score: Raw -5616525.477179 + Penalty 5164.227947 = -5611361.249232 nChanged 5 SP:Iteration 53Q (602.160000 sec): 3 clusters Score: Raw -5616526.191274 + Penalty 5164.227947 = -5611361.963327 nChanged 5 SP:Iteration 54Q (602.500000 sec): 3 clusters Score: Raw -5616526.896888 + Penalty 5164.227947 = -5611362.668940 nChanged 4 SP:Iteration 55Q (602.840000 sec): 3 clusters Score: Raw -5616527.700412 + Penalty 5164.227947 = -5611363.472465 nChanged 3 SP:Iteration 56Q (603.200000 sec): 3 clusters Score: Raw -5616527.905996 + Penalty 5164.227947 = -5611363.678048 nChanged 1 SP:Iteration 57Q (603.540000 sec): 3 clusters Score: Raw -5616527.952200 + Penalty 5164.227947 = -5611363.724253 nChanged 0 SP:Iteration 58F (603.880000 sec): 3 clusters Score: Raw -5616527.952200 + Penalty 5164.227947 = -5611363.724253 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 12 (1440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (603.960000 sec): 2 clusters Score: Raw -145516.094495 + Penalty 1803.554801 = -143712.539694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (604.140000 sec): 3 clusters Score: Raw -145849.880443 + Penalty 3607.109603 = -142242.770840 nChanged 576 SP:Iteration 1F (604.310000 sec): 3 clusters Score: Raw -149760.932137 + Penalty 3607.109603 = -146153.822534 nChanged 211 SP:Iteration 2F (604.510000 sec): 3 clusters Score: Raw -153508.505254 + Penalty 3607.109603 = -149901.395651 nChanged 131 SP:Iteration 3F (604.680000 sec): 3 clusters Score: Raw -158153.250009 + Penalty 3607.109603 = -154546.140406 nChanged 113 SP:Iteration 4F (604.880000 sec): 3 clusters Score: Raw -161141.754208 + Penalty 3607.109603 = -157534.644606 nChanged 78 SP:Iteration 5F (605.060000 sec): 3 clusters Score: Raw -163479.210616 + Penalty 3607.109603 = -159872.101013 nChanged 43 SP:Iteration 6Q (605.220000 sec): 3 clusters Score: Raw -164814.032887 + Penalty 3607.109603 = -161206.923284 nChanged 21 SP:Iteration 7Q (605.410000 sec): 3 clusters Score: Raw -165303.021829 + Penalty 3607.109603 = -161695.912226 nChanged 9 SP:Iteration 8Q (605.560000 sec): 3 clusters Score: Raw -165388.028547 + Penalty 3607.109603 = -161780.918945 nChanged 9 SP:Iteration 9Q (605.750000 sec): 3 clusters Score: Raw -165585.671503 + Penalty 3607.109603 = -161978.561900 nChanged 7 SP:Iteration 10Q (605.940000 sec): 3 clusters Score: Raw -165721.079329 + Penalty 3607.109603 = -162113.969726 nChanged 3 SP:Iteration 11Q (606.080000 sec): 3 clusters Score: Raw -165737.493769 + Penalty 3607.109603 = -162130.384166 nChanged 0 SP:Iteration 12F (606.270000 sec): 3 clusters Score: Raw -165737.493769 + Penalty 3607.109603 = -162130.384166 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 13 (261094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (607.790000 sec): 2 clusters Score: Raw -46359620.702121 + Penalty 3093.213672 = -46356527.488449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (609.180000 sec): 3 clusters Score: Raw -46187116.023364 + Penalty 6186.427344 = -46180929.596020 nChanged 126379 SP:Iteration 1F (610.750000 sec): 3 clusters Score: Raw -46261007.428387 + Penalty 6186.427344 = -46254821.001042 nChanged 6840 SP:Iteration 2Q (612.250000 sec): 3 clusters Score: Raw -46262468.785788 + Penalty 6186.427344 = -46256282.358444 nChanged 7539 SP:Iteration 3Q (613.850000 sec): 3 clusters Score: Raw -46264493.909990 + Penalty 6186.427344 = -46258307.482646 nChanged 8906 SP:Iteration 4Q (615.430000 sec): 3 clusters Score: Raw -46267461.083385 + Penalty 6186.427344 = -46261274.656041 nChanged 10788 SP:Iteration 5Q (616.980000 sec): 3 clusters Score: Raw -46271730.322214 + Penalty 6186.427344 = -46265543.894870 nChanged 13112 SP:Iteration 6F (618.490000 sec): 3 clusters Score: Raw -46278016.047953 + Penalty 6186.427344 = -46271829.620609 nChanged 16334 SP:Iteration 7F (620.160000 sec): 3 clusters Score: Raw -46287750.418726 + Penalty 6186.427344 = -46281563.991382 nChanged 19578 SP:Iteration 8F (621.790000 sec): 3 clusters Score: Raw -46301685.142838 + Penalty 6186.427344 = -46295498.715494 nChanged 20533 SP:Iteration 9F (623.220000 sec): 3 clusters Score: Raw -46317905.237472 + Penalty 6186.427344 = -46311718.810128 nChanged 18150 SP:Iteration 10F (624.720000 sec): 3 clusters Score: Raw -46333246.853946 + Penalty 6186.427344 = -46327060.426601 nChanged 13858 SP:Iteration 11F (626.210000 sec): 3 clusters Score: Raw -46345713.700932 + Penalty 6186.427344 = -46339527.273587 nChanged 8913 SP:Iteration 12Q (627.640000 sec): 3 clusters Score: Raw -46354481.355388 + Penalty 6186.427344 = -46348294.928044 nChanged 4690 SP:Iteration 13Q (628.980000 sec): 3 clusters Score: Raw -46360347.443304 + Penalty 6186.427344 = -46354161.015960 nChanged 2401 SP:Iteration 14Q (630.230000 sec): 3 clusters Score: Raw -46364487.562168 + Penalty 6186.427344 = -46358301.134824 nChanged 1482 SP:Iteration 15Q (631.390000 sec): 3 clusters Score: Raw -46367139.284739 + Penalty 6186.427344 = -46360952.857395 nChanged 934 SP:Iteration 16Q (632.610000 sec): 3 clusters Score: Raw -46368903.342733 + Penalty 6186.427344 = -46362716.915389 nChanged 601 SP:Iteration 17Q (633.830000 sec): 3 clusters Score: Raw -46370360.303616 + Penalty 6186.427344 = -46364173.876272 nChanged 351 SP:Iteration 18Q (635.030000 sec): 3 clusters Score: Raw -46371363.593134 + Penalty 6186.427344 = -46365177.165790 nChanged 186 SP:Iteration 19Q (636.300000 sec): 3 clusters Score: Raw -46371611.360038 + Penalty 6186.427344 = -46365424.932694 nChanged 78 SP:Iteration 20F (637.770000 sec): 3 clusters Score: Raw -46371647.089148 + Penalty 6186.427344 = -46365460.661804 nChanged 33 SP:Iteration 21Q (638.950000 sec): 3 clusters Score: Raw -46371654.775923 + Penalty 6186.427344 = -46365468.348578 nChanged 11 SP:Iteration 22Q (640.270000 sec): 3 clusters Score: Raw -46371656.422804 + Penalty 6186.427344 = -46365469.995460 nChanged 2 SP:Iteration 23Q (641.510000 sec): 3 clusters Score: Raw -46371656.724569 + Penalty 6186.427344 = -46365470.297225 nChanged 1 SP:Iteration 24Q (642.670000 sec): 3 clusters Score: Raw -46371656.838417 + Penalty 6186.427344 = -46365470.411073 nChanged 0 SP:Iteration 25F (644.070000 sec): 3 clusters Score: Raw -46371656.838417 + Penalty 6186.427344 = -46365470.411073 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 14 (227954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (645.000000 sec): 2 clusters Score: Raw -43525753.522580 + Penalty 3059.550985 = -43522693.971595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (646.310000 sec): 3 clusters Score: Raw -43375722.210340 + Penalty 6119.101970 = -43369603.108370 nChanged 109797 SP:Iteration 1F (647.600000 sec): 3 clusters Score: Raw -43441958.727150 + Penalty 6119.101970 = -43435839.625180 nChanged 9035 SP:Iteration 2Q (648.940000 sec): 3 clusters Score: Raw -43445139.672026 + Penalty 6119.101970 = -43439020.570056 nChanged 10346 SP:Iteration 3Q (650.270000 sec): 3 clusters Score: Raw -43449385.349765 + Penalty 6119.101970 = -43443266.247795 nChanged 11782 SP:Iteration 4F (651.600000 sec): 3 clusters Score: Raw -43454770.326973 + Penalty 6119.101970 = -43448651.225003 nChanged 12906 SP:Iteration 5F (652.860000 sec): 3 clusters Score: Raw -43461126.854281 + Penalty 6119.101970 = -43455007.752311 nChanged 13396 SP:Iteration 6F (654.060000 sec): 3 clusters Score: Raw -43467729.188087 + Penalty 6119.101970 = -43461610.086117 nChanged 12826 SP:Iteration 7F (655.280000 sec): 3 clusters Score: Raw -43473883.448665 + Penalty 6119.101970 = -43467764.346695 nChanged 11715 SP:Iteration 8F (656.460000 sec): 3 clusters Score: Raw -43479511.480673 + Penalty 6119.101970 = -43473392.378703 nChanged 10680 SP:Iteration 9Q (657.720000 sec): 3 clusters Score: Raw -43484875.751868 + Penalty 6119.101970 = -43478756.649898 nChanged 9978 SP:Iteration 10Q (658.980000 sec): 3 clusters Score: Raw -43490326.396834 + Penalty 6119.101970 = -43484207.294864 nChanged 9295 SP:Iteration 11Q (660.170000 sec): 3 clusters Score: Raw -43496178.672220 + Penalty 6119.101970 = -43490059.570250 nChanged 8855 SP:Iteration 12Q (661.420000 sec): 3 clusters Score: Raw -43502585.860901 + Penalty 6119.101970 = -43496466.758931 nChanged 8580 SP:Iteration 13Q (662.690000 sec): 3 clusters Score: Raw -43508548.180311 + Penalty 6119.101970 = -43502429.078341 nChanged 7840 SP:Iteration 14Q (664.060000 sec): 3 clusters Score: Raw -43512579.768032 + Penalty 6119.101970 = -43506460.666062 nChanged 7084 SP:Iteration 15Q (665.350000 sec): 3 clusters Score: Raw -43515336.128704 + Penalty 6119.101970 = -43509217.026734 nChanged 5979 SP:Iteration 16Q (666.640000 sec): 3 clusters Score: Raw -43517191.755964 + Penalty 6119.101970 = -43511072.653994 nChanged 5159 SP:Iteration 17Q (667.870000 sec): 3 clusters Score: Raw -43518526.080783 + Penalty 6119.101970 = -43512406.978813 nChanged 4426 SP:Iteration 18Q (669.030000 sec): 3 clusters Score: Raw -43519485.230402 + Penalty 6119.101970 = -43513366.128432 nChanged 3713 SP:Iteration 19Q (670.220000 sec): 3 clusters Score: Raw -43520160.802729 + Penalty 6119.101970 = -43514041.700759 nChanged 3035 SP:Iteration 20F (671.400000 sec): 3 clusters Score: Raw -43520603.428752 + Penalty 6119.101970 = -43514484.326782 nChanged 2409 SP:Iteration 21Q (672.690000 sec): 3 clusters Score: Raw -43520890.861466 + Penalty 6119.101970 = -43514771.759496 nChanged 1964 SP:Iteration 22Q (673.990000 sec): 3 clusters Score: Raw -43521090.021697 + Penalty 6119.101970 = -43514970.919727 nChanged 1600 SP:Iteration 23Q (675.240000 sec): 3 clusters Score: Raw -43521227.110908 + Penalty 6119.101970 = -43515108.008938 nChanged 1306 SP:Iteration 24Q (676.500000 sec): 3 clusters Score: Raw -43521321.819336 + Penalty 6119.101970 = -43515202.717366 nChanged 1082 SP:Iteration 25Q (677.790000 sec): 3 clusters Score: Raw -43521386.890649 + Penalty 6119.101970 = -43515267.788679 nChanged 918 SP:Iteration 26Q (679.040000 sec): 3 clusters Score: Raw -43521434.299871 + Penalty 6119.101970 = -43515315.197900 nChanged 713 SP:Iteration 27Q (680.350000 sec): 3 clusters Score: Raw -43521464.741885 + Penalty 6119.101970 = -43515345.639915 nChanged 621 SP:Iteration 28Q (681.650000 sec): 3 clusters Score: Raw -43521488.128393 + Penalty 6119.101970 = -43515369.026423 nChanged 529 SP:Iteration 29Q (682.910000 sec): 3 clusters Score: Raw -43521506.208128 + Penalty 6119.101970 = -43515387.106158 nChanged 478 SP:Iteration 30Q (684.190000 sec): 3 clusters Score: Raw -43521521.501507 + Penalty 6119.101970 = -43515402.399537 nChanged 410 SP:Iteration 31Q (685.470000 sec): 3 clusters Score: Raw -43521532.942088 + Penalty 6119.101970 = -43515413.840118 nChanged 368 SP:Iteration 32Q (686.730000 sec): 3 clusters Score: Raw -43521542.633354 + Penalty 6119.101970 = -43515423.531384 nChanged 339 SP:Iteration 33Q (688.040000 sec): 3 clusters Score: Raw -43521551.265469 + Penalty 6119.101970 = -43515432.163499 nChanged 327 SP:Iteration 34Q (689.350000 sec): 3 clusters Score: Raw -43521558.995699 + Penalty 6119.101970 = -43515439.893729 nChanged 261 SP:Iteration 35Q (690.650000 sec): 3 clusters Score: Raw -43521564.729539 + Penalty 6119.101970 = -43515445.627568 nChanged 243 SP:Iteration 36Q (691.900000 sec): 3 clusters Score: Raw -43521569.635180 + Penalty 6119.101970 = -43515450.533209 nChanged 239 SP:Iteration 37Q (693.160000 sec): 3 clusters Score: Raw -43521573.934884 + Penalty 6119.101970 = -43515454.832914 nChanged 221 SP:Iteration 38Q (694.450000 sec): 3 clusters Score: Raw -43521577.932773 + Penalty 6119.101970 = -43515458.830803 nChanged 216 SP:Iteration 39Q (695.680000 sec): 3 clusters Score: Raw -43521581.715617 + Penalty 6119.101970 = -43515462.613647 nChanged 178 SP:Iteration 40F (696.960000 sec): 3 clusters Score: Raw -43521584.475656 + Penalty 6119.101970 = -43515465.373686 nChanged 185 SP:Iteration 41Q (698.190000 sec): 3 clusters Score: Raw -43521587.634233 + Penalty 6119.101970 = -43515468.532263 nChanged 219 SP:Iteration 42Q (699.490000 sec): 3 clusters Score: Raw -43521591.688973 + Penalty 6119.101970 = -43515472.587003 nChanged 229 SP:Iteration 43Q (700.770000 sec): 3 clusters Score: Raw -43521595.872766 + Penalty 6119.101970 = -43515476.770796 nChanged 206 SP:Iteration 44Q (702.030000 sec): 3 clusters Score: Raw -43521599.435761 + Penalty 6119.101970 = -43515480.333791 nChanged 208 SP:Iteration 45Q (703.270000 sec): 3 clusters Score: Raw -43521603.026372 + Penalty 6119.101970 = -43515483.924402 nChanged 203 SP:Iteration 46Q (704.550000 sec): 3 clusters Score: Raw -43521606.739352 + Penalty 6119.101970 = -43515487.637382 nChanged 195 SP:Iteration 47Q (705.860000 sec): 3 clusters Score: Raw -43521610.159517 + Penalty 6119.101970 = -43515491.057547 nChanged 199 SP:Iteration 48Q (707.120000 sec): 3 clusters Score: Raw -43521613.698415 + Penalty 6119.101970 = -43515494.596445 nChanged 195 SP:Iteration 49Q (708.420000 sec): 3 clusters Score: Raw -43521617.457627 + Penalty 6119.101970 = -43515498.355656 nChanged 224 SP:Iteration 50Q (709.700000 sec): 3 clusters Score: Raw -43521621.818444 + Penalty 6119.101970 = -43515502.716474 nChanged 213 SP:Iteration 51Q (710.960000 sec): 3 clusters Score: Raw -43521625.869946 + Penalty 6119.101970 = -43515506.767976 nChanged 225 SP:Iteration 52Q (712.250000 sec): 3 clusters Score: Raw -43521630.449516 + Penalty 6119.101970 = -43515511.347546 nChanged 222 SP:Iteration 53Q (713.530000 sec): 3 clusters Score: Raw -43521634.789489 + Penalty 6119.101970 = -43515515.687519 nChanged 235 SP:Iteration 54Q (714.840000 sec): 3 clusters Score: Raw -43521639.682298 + Penalty 6119.101970 = -43515520.580328 nChanged 261 SP:Iteration 55Q (716.140000 sec): 3 clusters Score: Raw -43521644.912571 + Penalty 6119.101970 = -43515525.810601 nChanged 252 SP:Iteration 56Q (717.430000 sec): 3 clusters Score: Raw -43521650.248679 + Penalty 6119.101970 = -43515531.146709 nChanged 269 SP:Iteration 57Q (718.710000 sec): 3 clusters Score: Raw -43521656.275976 + Penalty 6119.101970 = -43515537.174006 nChanged 243 SP:Iteration 58Q (719.940000 sec): 3 clusters Score: Raw -43521661.785944 + Penalty 6119.101970 = -43515542.683974 nChanged 276 SP:Iteration 59Q (721.210000 sec): 3 clusters Score: Raw -43521668.193456 + Penalty 6119.101970 = -43515549.091486 nChanged 281 SP:Iteration 60F (722.530000 sec): 3 clusters Score: Raw -43521674.851400 + Penalty 6119.101970 = -43515555.749430 nChanged 304 SP:Iteration 61Q (723.790000 sec): 3 clusters Score: Raw -43521681.729556 + Penalty 6119.101970 = -43515562.627586 nChanged 300 SP:Iteration 62Q (725.080000 sec): 3 clusters Score: Raw -43521688.926317 + Penalty 6119.101970 = -43515569.824347 nChanged 304 SP:Iteration 63Q (726.390000 sec): 3 clusters Score: Raw -43521696.318675 + Penalty 6119.101970 = -43515577.216705 nChanged 307 SP:Iteration 64Q (727.610000 sec): 3 clusters Score: Raw -43521703.934737 + Penalty 6119.101970 = -43515584.832766 nChanged 302 SP:Iteration 65Q (728.910000 sec): 3 clusters Score: Raw -43521711.576290 + Penalty 6119.101970 = -43515592.474320 nChanged 318 SP:Iteration 66Q (730.220000 sec): 3 clusters Score: Raw -43521719.821844 + Penalty 6119.101970 = -43515600.719873 nChanged 353 SP:Iteration 67Q (731.480000 sec): 3 clusters Score: Raw -43521729.941595 + Penalty 6119.101970 = -43515610.839625 nChanged 382 SP:Iteration 68Q (732.850000 sec): 3 clusters Score: Raw -43521741.126117 + Penalty 6119.101970 = -43515622.024147 nChanged 413 SP:Iteration 69Q (734.120000 sec): 3 clusters Score: Raw -43521753.536977 + Penalty 6119.101970 = -43515634.435007 nChanged 414 SP:Iteration 70Q (735.310000 sec): 3 clusters Score: Raw -43521766.336503 + Penalty 6119.101970 = -43515647.234533 nChanged 446 SP:Iteration 71Q (736.520000 sec): 3 clusters Score: Raw -43521780.811481 + Penalty 6119.101970 = -43515661.709511 nChanged 455 SP:Iteration 72Q (737.780000 sec): 3 clusters Score: Raw -43521795.750394 + Penalty 6119.101970 = -43515676.648424 nChanged 462 SP:Iteration 73Q (739.060000 sec): 3 clusters Score: Raw -43521811.887918 + Penalty 6119.101970 = -43515692.785948 nChanged 521 SP:Iteration 74Q (740.420000 sec): 3 clusters Score: Raw -43521830.338680 + Penalty 6119.101970 = -43515711.236710 nChanged 532 SP:Iteration 75Q (741.740000 sec): 3 clusters Score: Raw -43521849.012960 + Penalty 6119.101970 = -43515729.910990 nChanged 526 SP:Iteration 76Q (743.030000 sec): 3 clusters Score: Raw -43521867.867611 + Penalty 6119.101970 = -43515748.765641 nChanged 550 SP:Iteration 77Q (744.380000 sec): 3 clusters Score: Raw -43521888.625173 + Penalty 6119.101970 = -43515769.523203 nChanged 596 SP:Iteration 78Q (745.660000 sec): 3 clusters Score: Raw -43521913.249877 + Penalty 6119.101970 = -43515794.147907 nChanged 660 SP:Iteration 79Q (746.930000 sec): 3 clusters Score: Raw -43521943.052247 + Penalty 6119.101970 = -43515823.950277 nChanged 706 SP:Iteration 80F (748.270000 sec): 3 clusters Score: Raw -43521974.848375 + Penalty 6119.101970 = -43515855.746405 nChanged 720 SP:Iteration 81Q (749.590000 sec): 3 clusters Score: Raw -43522006.673791 + Penalty 6119.101970 = -43515887.571821 nChanged 686 SP:Iteration 82Q (750.790000 sec): 3 clusters Score: Raw -43522039.401234 + Penalty 6119.101970 = -43515920.299264 nChanged 721 SP:Iteration 83Q (752.060000 sec): 3 clusters Score: Raw -43522073.746709 + Penalty 6119.101970 = -43515954.644739 nChanged 713 SP:Iteration 84Q (753.300000 sec): 3 clusters Score: Raw -43522107.458359 + Penalty 6119.101970 = -43515988.356389 nChanged 743 SP:Iteration 85Q (754.550000 sec): 3 clusters Score: Raw -43522143.512322 + Penalty 6119.101970 = -43516024.410351 nChanged 752 SP:Iteration 86Q (755.850000 sec): 3 clusters Score: Raw -43522179.271676 + Penalty 6119.101970 = -43516060.169706 nChanged 752 SP:Iteration 87Q (757.090000 sec): 3 clusters Score: Raw -43522217.252848 + Penalty 6119.101970 = -43516098.150878 nChanged 790 SP:Iteration 88Q (758.310000 sec): 3 clusters Score: Raw -43522258.753527 + Penalty 6119.101970 = -43516139.651557 nChanged 845 SP:Iteration 89Q (759.520000 sec): 3 clusters Score: Raw -43522305.012588 + Penalty 6119.101970 = -43516185.910618 nChanged 856 SP:Iteration 90Q (760.660000 sec): 3 clusters Score: Raw -43522352.500988 + Penalty 6119.101970 = -43516233.399018 nChanged 902 SP:Iteration 91Q (761.770000 sec): 3 clusters Score: Raw -43522404.120171 + Penalty 6119.101970 = -43516285.018201 nChanged 928 SP:Iteration 92Q (762.930000 sec): 3 clusters Score: Raw -43522459.272222 + Penalty 6119.101970 = -43516340.170252 nChanged 946 SP:Iteration 93Q (764.080000 sec): 3 clusters Score: Raw -43522516.885486 + Penalty 6119.101970 = -43516397.783516 nChanged 958 SP:Iteration 94Q (765.230000 sec): 3 clusters Score: Raw -43522576.261874 + Penalty 6119.101970 = -43516457.159904 nChanged 994 SP:Iteration 95Q (766.450000 sec): 3 clusters Score: Raw -43522638.820110 + Penalty 6119.101970 = -43516519.718140 nChanged 1013 SP:Iteration 96Q (767.690000 sec): 3 clusters Score: Raw -43522702.531113 + Penalty 6119.101970 = -43516583.429143 nChanged 1029 SP:Iteration 97Q (768.950000 sec): 3 clusters Score: Raw -43522768.217824 + Penalty 6119.101970 = -43516649.115854 nChanged 1035 SP:Iteration 98Q (770.220000 sec): 3 clusters Score: Raw -43522838.839511 + Penalty 6119.101970 = -43516719.737541 nChanged 1084 SP:Iteration 99Q (771.470000 sec): 3 clusters Score: Raw -43522914.815103 + Penalty 6119.101970 = -43516795.713133 nChanged 1115 SP:Iteration 100F (772.730000 sec): 3 clusters Score: Raw -43522996.493858 + Penalty 6119.101970 = -43516877.391888 nChanged 1199 SP:Iteration 101Q (773.960000 sec): 3 clusters Score: Raw -43523086.089261 + Penalty 6119.101970 = -43516966.987291 nChanged 1205 SP:Iteration 102Q (775.190000 sec): 3 clusters Score: Raw -43523177.288950 + Penalty 6119.101970 = -43517058.186979 nChanged 1222 SP:Iteration 103Q (776.480000 sec): 3 clusters Score: Raw -43523273.425417 + Penalty 6119.101970 = -43517154.323447 nChanged 1260 SP:Iteration 104Q (777.880000 sec): 3 clusters Score: Raw -43523375.713656 + Penalty 6119.101970 = -43517256.611686 nChanged 1300 SP:Iteration 105Q (779.080000 sec): 3 clusters Score: Raw -43523481.874476 + Penalty 6119.101970 = -43517362.772506 nChanged 1283 SP:Iteration 106Q (780.230000 sec): 3 clusters Score: Raw -43523586.689341 + Penalty 6119.101970 = -43517467.587371 nChanged 1247 SP:Iteration 107Q (781.530000 sec): 3 clusters Score: Raw -43523687.709032 + Penalty 6119.101970 = -43517568.607062 nChanged 1226 SP:Iteration 108Q (782.780000 sec): 3 clusters Score: Raw -43523788.291963 + Penalty 6119.101970 = -43517669.189993 nChanged 1209 SP:Iteration 109Q (783.960000 sec): 3 clusters Score: Raw -43523888.598958 + Penalty 6119.101970 = -43517769.496988 nChanged 1258 SP:Iteration 110Q (785.140000 sec): 3 clusters Score: Raw -43523994.187805 + Penalty 6119.101970 = -43517875.085835 nChanged 1232 SP:Iteration 111Q (786.300000 sec): 3 clusters Score: Raw -43524100.654242 + Penalty 6119.101970 = -43517981.552272 nChanged 1263 SP:Iteration 112Q (787.460000 sec): 3 clusters Score: Raw -43524214.884056 + Penalty 6119.101970 = -43518095.782086 nChanged 1264 SP:Iteration 113Q (788.650000 sec): 3 clusters Score: Raw -43524330.072714 + Penalty 6119.101970 = -43518210.970744 nChanged 1283 SP:Iteration 114Q (789.850000 sec): 3 clusters Score: Raw -43524453.906352 + Penalty 6119.101970 = -43518334.804382 nChanged 1372 SP:Iteration 115Q (791.070000 sec): 3 clusters Score: Raw -43524587.866337 + Penalty 6119.101970 = -43518468.764367 nChanged 1348 SP:Iteration 116Q (792.290000 sec): 3 clusters Score: Raw -43524720.553983 + Penalty 6119.101970 = -43518601.452013 nChanged 1349 SP:Iteration 117Q (793.500000 sec): 3 clusters Score: Raw -43524854.550370 + Penalty 6119.101970 = -43518735.448400 nChanged 1355 SP:Iteration 118Q (794.670000 sec): 3 clusters Score: Raw -43524996.062679 + Penalty 6119.101970 = -43518876.960709 nChanged 1365 SP:Iteration 119Q (795.860000 sec): 3 clusters Score: Raw -43525143.836832 + Penalty 6119.101970 = -43519024.734862 nChanged 1371 SP:Iteration 120F (797.100000 sec): 3 clusters Score: Raw -43525291.222565 + Penalty 6119.101970 = -43519172.120595 nChanged 1271 SP:Iteration 121Q (798.220000 sec): 3 clusters Score: Raw -43525422.917810 + Penalty 6119.101970 = -43519303.815840 nChanged 1218 SP:Iteration 122Q (799.350000 sec): 3 clusters Score: Raw -43525549.817250 + Penalty 6119.101970 = -43519430.715280 nChanged 1153 SP:Iteration 123Q (800.540000 sec): 3 clusters Score: Raw -43525667.549965 + Penalty 6119.101970 = -43519548.447995 nChanged 1139 SP:Iteration 124Q (801.850000 sec): 3 clusters Score: Raw -43525784.896454 + Penalty 6119.101970 = -43519665.794484 nChanged 1083 SP:Iteration 125Q (803.090000 sec): 3 clusters Score: Raw -43525894.803644 + Penalty 6119.101970 = -43519775.701673 nChanged 1078 SP:Iteration 126Q (804.220000 sec): 3 clusters Score: Raw -43526004.695356 + Penalty 6119.101970 = -43519885.593386 nChanged 1014 SP:Iteration 127Q (805.380000 sec): 3 clusters Score: Raw -43526104.108103 + Penalty 6119.101970 = -43519985.006133 nChanged 996 SP:Iteration 128Q (806.540000 sec): 3 clusters Score: Raw -43526210.592945 + Penalty 6119.101970 = -43520091.490975 nChanged 1014 SP:Iteration 129Q (807.720000 sec): 3 clusters Score: Raw -43526324.900127 + Penalty 6119.101970 = -43520205.798157 nChanged 1008 SP:Iteration 130Q (808.940000 sec): 3 clusters Score: Raw -43526434.781458 + Penalty 6119.101970 = -43520315.679488 nChanged 933 SP:Iteration 131Q (810.130000 sec): 3 clusters Score: Raw -43526539.689511 + Penalty 6119.101970 = -43520420.587541 nChanged 960 SP:Iteration 132Q (811.290000 sec): 3 clusters Score: Raw -43526650.486935 + Penalty 6119.101970 = -43520531.384965 nChanged 928 SP:Iteration 133Q (812.420000 sec): 3 clusters Score: Raw -43526755.833234 + Penalty 6119.101970 = -43520636.731264 nChanged 892 SP:Iteration 134Q (813.630000 sec): 3 clusters Score: Raw -43526862.864453 + Penalty 6119.101970 = -43520743.762483 nChanged 881 SP:Iteration 135Q (814.830000 sec): 3 clusters Score: Raw -43526966.199835 + Penalty 6119.101970 = -43520847.097865 nChanged 802 SP:Iteration 136Q (815.980000 sec): 3 clusters Score: Raw -43527062.157656 + Penalty 6119.101970 = -43520943.055686 nChanged 825 SP:Iteration 137Q (817.160000 sec): 3 clusters Score: Raw -43527157.979754 + Penalty 6119.101970 = -43521038.877784 nChanged 750 SP:Iteration 138Q (818.320000 sec): 3 clusters Score: Raw -43527240.603655 + Penalty 6119.101970 = -43521121.501685 nChanged 676 SP:Iteration 139Q (819.470000 sec): 3 clusters Score: Raw -43527312.523374 + Penalty 6119.101970 = -43521193.421404 nChanged 640 SP:Iteration 140F (820.780000 sec): 3 clusters Score: Raw -43527381.828245 + Penalty 6119.101970 = -43521262.726275 nChanged 581 SP:Iteration 141Q (822.050000 sec): 3 clusters Score: Raw -43527443.846957 + Penalty 6119.101970 = -43521324.744987 nChanged 543 SP:Iteration 142Q (823.330000 sec): 3 clusters Score: Raw -43527503.667203 + Penalty 6119.101970 = -43521384.565233 nChanged 525 SP:Iteration 143Q (824.490000 sec): 3 clusters Score: Raw -43527558.324218 + Penalty 6119.101970 = -43521439.222248 nChanged 499 SP:Iteration 144Q (825.670000 sec): 3 clusters Score: Raw -43527610.873509 + Penalty 6119.101970 = -43521491.771539 nChanged 411 SP:Iteration 145Q (826.910000 sec): 3 clusters Score: Raw -43527652.785928 + Penalty 6119.101970 = -43521533.683958 nChanged 392 SP:Iteration 146Q (828.090000 sec): 3 clusters Score: Raw -43527692.200073 + Penalty 6119.101970 = -43521573.098103 nChanged 375 SP:Iteration 147Q (829.210000 sec): 3 clusters Score: Raw -43527730.191173 + Penalty 6119.101970 = -43521611.089203 nChanged 362 SP:Iteration 148Q (830.390000 sec): 3 clusters Score: Raw -43527767.328338 + Penalty 6119.101970 = -43521648.226368 nChanged 366 SP:Iteration 149Q (831.580000 sec): 3 clusters Score: Raw -43527802.494320 + Penalty 6119.101970 = -43521683.392350 nChanged 361 SP:Iteration 150Q (832.740000 sec): 3 clusters Score: Raw -43527838.681162 + Penalty 6119.101970 = -43521719.579192 nChanged 339 SP:Iteration 151Q (833.930000 sec): 3 clusters Score: Raw -43527870.144696 + Penalty 6119.101970 = -43521751.042726 nChanged 301 SP:Iteration 152Q (835.100000 sec): 3 clusters Score: Raw -43527901.226650 + Penalty 6119.101970 = -43521782.124680 nChanged 305 SP:Iteration 153Q (836.270000 sec): 3 clusters Score: Raw -43527932.809541 + Penalty 6119.101970 = -43521813.707571 nChanged 290 SP:Iteration 154Q (837.430000 sec): 3 clusters Score: Raw -43527960.163518 + Penalty 6119.101970 = -43521841.061547 nChanged 281 SP:Iteration 155Q (838.510000 sec): 3 clusters Score: Raw -43527985.471408 + Penalty 6119.101970 = -43521866.369437 nChanged 243 SP:Iteration 156Q (839.650000 sec): 3 clusters Score: Raw -43528008.207345 + Penalty 6119.101970 = -43521889.105375 nChanged 235 SP:Iteration 157Q (840.740000 sec): 3 clusters Score: Raw -43528028.495994 + Penalty 6119.101970 = -43521909.394024 nChanged 225 SP:Iteration 158Q (841.840000 sec): 3 clusters Score: Raw -43528048.622442 + Penalty 6119.101970 = -43521929.520472 nChanged 252 SP:Iteration 159Q (842.920000 sec): 3 clusters Score: Raw -43528077.210027 + Penalty 6119.101970 = -43521958.108057 nChanged 263 SP:Iteration 160F (844.140000 sec): 3 clusters Score: Raw -43528106.215478 + Penalty 6119.101970 = -43521987.113507 nChanged 266 SP:Iteration 161Q (845.290000 sec): 3 clusters Score: Raw -43528132.560058 + Penalty 6119.101970 = -43522013.458088 nChanged 241 SP:Iteration 162Q (846.390000 sec): 3 clusters Score: Raw -43528154.157086 + Penalty 6119.101970 = -43522035.055116 nChanged 210 SP:Iteration 163Q (847.440000 sec): 3 clusters Score: Raw -43528171.776650 + Penalty 6119.101970 = -43522052.674680 nChanged 173 SP:Iteration 164Q (848.530000 sec): 3 clusters Score: Raw -43528186.601412 + Penalty 6119.101970 = -43522067.499442 nChanged 182 SP:Iteration 165Q (849.620000 sec): 3 clusters Score: Raw -43528201.534624 + Penalty 6119.101970 = -43522082.432654 nChanged 168 SP:Iteration 166Q (850.630000 sec): 3 clusters Score: Raw -43528218.435397 + Penalty 6119.101970 = -43522099.333427 nChanged 176 SP:Iteration 167Q (851.610000 sec): 3 clusters Score: Raw -43528234.790112 + Penalty 6119.101970 = -43522115.688142 nChanged 164 SP:Iteration 168Q (852.630000 sec): 3 clusters Score: Raw -43528248.033533 + Penalty 6119.101970 = -43522128.931563 nChanged 167 SP:Iteration 169Q (853.650000 sec): 3 clusters Score: Raw -43528260.029288 + Penalty 6119.101970 = -43522140.927318 nChanged 143 SP:Iteration 170Q (854.720000 sec): 3 clusters Score: Raw -43528270.907934 + Penalty 6119.101970 = -43522151.805964 nChanged 129 SP:Iteration 171Q (855.800000 sec): 3 clusters Score: Raw -43528282.202313 + Penalty 6119.101970 = -43522163.100343 nChanged 143 SP:Iteration 172Q (856.920000 sec): 3 clusters Score: Raw -43528294.198560 + Penalty 6119.101970 = -43522175.096589 nChanged 152 SP:Iteration 173Q (857.990000 sec): 3 clusters Score: Raw -43528309.595444 + Penalty 6119.101970 = -43522190.493474 nChanged 182 SP:Iteration 174Q (859.130000 sec): 3 clusters Score: Raw -43528326.460103 + Penalty 6119.101970 = -43522207.358133 nChanged 176 SP:Iteration 175Q (860.310000 sec): 3 clusters Score: Raw -43528341.908817 + Penalty 6119.101970 = -43522222.806847 nChanged 167 SP:Iteration 176Q (861.440000 sec): 3 clusters Score: Raw -43528356.543695 + Penalty 6119.101970 = -43522237.441725 nChanged 143 SP:Iteration 177Q (862.640000 sec): 3 clusters Score: Raw -43528368.000077 + Penalty 6119.101970 = -43522248.898107 nChanged 140 SP:Iteration 178Q (863.750000 sec): 3 clusters Score: Raw -43528378.473258 + Penalty 6119.101970 = -43522259.371288 nChanged 116 SP:Iteration 179Q (864.870000 sec): 3 clusters Score: Raw -43528387.883361 + Penalty 6119.101970 = -43522268.781391 nChanged 122 SP:Iteration 180F (866.130000 sec): 3 clusters Score: Raw -43528396.996844 + Penalty 6119.101970 = -43522277.894874 nChanged 132 SP:Iteration 181Q (867.270000 sec): 3 clusters Score: Raw -43528406.363817 + Penalty 6119.101970 = -43522287.261846 nChanged 114 SP:Iteration 182Q (868.380000 sec): 3 clusters Score: Raw -43528414.629166 + Penalty 6119.101970 = -43522295.527196 nChanged 102 SP:Iteration 183Q (869.560000 sec): 3 clusters Score: Raw -43528421.250711 + Penalty 6119.101970 = -43522302.148741 nChanged 83 SP:Iteration 184Q (870.740000 sec): 3 clusters Score: Raw -43528426.155598 + Penalty 6119.101970 = -43522307.053628 nChanged 89 SP:Iteration 185Q (871.890000 sec): 3 clusters Score: Raw -43528432.407146 + Penalty 6119.101970 = -43522313.305176 nChanged 77 SP:Iteration 186Q (873.040000 sec): 3 clusters Score: Raw -43528437.464112 + Penalty 6119.101970 = -43522318.362142 nChanged 87 SP:Iteration 187Q (874.220000 sec): 3 clusters Score: Raw -43528443.520502 + Penalty 6119.101970 = -43522324.418531 nChanged 80 SP:Iteration 188Q (875.400000 sec): 3 clusters Score: Raw -43528449.168155 + Penalty 6119.101970 = -43522330.066185 nChanged 88 SP:Iteration 189Q (876.520000 sec): 3 clusters Score: Raw -43528454.738200 + Penalty 6119.101970 = -43522335.636230 nChanged 66 SP:Iteration 190Q (877.620000 sec): 3 clusters Score: Raw -43528458.873345 + Penalty 6119.101970 = -43522339.771375 nChanged 55 SP:Iteration 191Q (878.700000 sec): 3 clusters Score: Raw -43528461.941827 + Penalty 6119.101970 = -43522342.839857 nChanged 56 SP:Iteration 192Q (879.890000 sec): 3 clusters Score: Raw -43528465.415193 + Penalty 6119.101970 = -43522346.313223 nChanged 47 SP:Iteration 193Q (881.010000 sec): 3 clusters Score: Raw -43528468.011866 + Penalty 6119.101970 = -43522348.909896 nChanged 40 SP:Iteration 194Q (882.180000 sec): 3 clusters Score: Raw -43528470.059060 + Penalty 6119.101970 = -43522350.957090 nChanged 42 SP:Iteration 195Q (883.300000 sec): 3 clusters Score: Raw -43528472.128544 + Penalty 6119.101970 = -43522353.026574 nChanged 41 SP:Iteration 196Q (884.460000 sec): 3 clusters Score: Raw -43528474.479601 + Penalty 6119.101970 = -43522355.377631 nChanged 42 SP:Iteration 197Q (885.600000 sec): 3 clusters Score: Raw -43528476.989362 + Penalty 6119.101970 = -43522357.887391 nChanged 34 SP:Iteration 198Q (886.690000 sec): 3 clusters Score: Raw -43528478.640437 + Penalty 6119.101970 = -43522359.538467 nChanged 36 SP:Iteration 199Q (887.820000 sec): 3 clusters Score: Raw -43528480.521908 + Penalty 6119.101970 = -43522361.419938 nChanged 31 SP:Iteration 200F (889.130000 sec): 3 clusters Score: Raw -43528482.078747 + Penalty 6119.101970 = -43522362.976777 nChanged 23 SP:Iteration 201Q (890.290000 sec): 3 clusters Score: Raw -43528483.200499 + Penalty 6119.101970 = -43522364.098529 nChanged 26 SP:Iteration 202Q (891.460000 sec): 3 clusters Score: Raw -43528484.473394 + Penalty 6119.101970 = -43522365.371424 nChanged 25 SP:Iteration 203Q (892.610000 sec): 3 clusters Score: Raw -43528485.991797 + Penalty 6119.101970 = -43522366.889827 nChanged 21 SP:Iteration 204Q (893.730000 sec): 3 clusters Score: Raw -43528487.013542 + Penalty 6119.101970 = -43522367.911572 nChanged 18 SP:Iteration 205Q (894.880000 sec): 3 clusters Score: Raw -43528487.790056 + Penalty 6119.101970 = -43522368.688086 nChanged 17 SP:Iteration 206Q (895.920000 sec): 3 clusters Score: Raw -43528488.665895 + Penalty 6119.101970 = -43522369.563925 nChanged 17 SP:Iteration 207Q (896.950000 sec): 3 clusters Score: Raw -43528489.560550 + Penalty 6119.101970 = -43522370.458580 nChanged 26 SP:Iteration 208Q (898.030000 sec): 3 clusters Score: Raw -43528490.852104 + Penalty 6119.101970 = -43522371.750133 nChanged 22 SP:Iteration 209Q (899.090000 sec): 3 clusters Score: Raw -43528491.942591 + Penalty 6119.101970 = -43522372.840621 nChanged 25 SP:Iteration 210Q (900.220000 sec): 3 clusters Score: Raw -43528493.410337 + Penalty 6119.101970 = -43522374.308367 nChanged 30 SP:Iteration 211Q (901.380000 sec): 3 clusters Score: Raw -43528494.848909 + Penalty 6119.101970 = -43522375.746939 nChanged 28 SP:Iteration 212Q (902.450000 sec): 3 clusters Score: Raw -43528496.416677 + Penalty 6119.101970 = -43522377.314707 nChanged 33 SP:Iteration 213Q (903.440000 sec): 3 clusters Score: Raw -43528497.935335 + Penalty 6119.101970 = -43522378.833365 nChanged 27 SP:Iteration 214Q (904.520000 sec): 3 clusters Score: Raw -43528499.271571 + Penalty 6119.101970 = -43522380.169601 nChanged 17 SP:Iteration 215Q (905.660000 sec): 3 clusters Score: Raw -43528500.095059 + Penalty 6119.101970 = -43522380.993089 nChanged 16 SP:Iteration 216Q (906.790000 sec): 3 clusters Score: Raw -43528500.962861 + Penalty 6119.101970 = -43522381.860891 nChanged 22 SP:Iteration 217Q (907.930000 sec): 3 clusters Score: Raw -43528502.059878 + Penalty 6119.101970 = -43522382.957908 nChanged 22 SP:Iteration 218Q (909.050000 sec): 3 clusters Score: Raw -43528503.425757 + Penalty 6119.101970 = -43522384.323787 nChanged 26 SP:Iteration 219Q (910.220000 sec): 3 clusters Score: Raw -43528504.938449 + Penalty 6119.101970 = -43522385.836478 nChanged 25 SP:Iteration 220F (911.500000 sec): 3 clusters Score: Raw -43528506.154729 + Penalty 6119.101970 = -43522387.052759 nChanged 22 SP:Iteration 221Q (912.580000 sec): 3 clusters Score: Raw -43528507.314055 + Penalty 6119.101970 = -43522388.212085 nChanged 21 SP:Iteration 222Q (913.650000 sec): 3 clusters Score: Raw -43528508.585506 + Penalty 6119.101970 = -43522389.483536 nChanged 22 SP:Iteration 223Q (914.730000 sec): 3 clusters Score: Raw -43528509.575504 + Penalty 6119.101970 = -43522390.473534 nChanged 17 SP:Iteration 224Q (915.840000 sec): 3 clusters Score: Raw -43528510.487278 + Penalty 6119.101970 = -43522391.385308 nChanged 16 SP:Iteration 225Q (917.000000 sec): 3 clusters Score: Raw -43528511.234698 + Penalty 6119.101970 = -43522392.132728 nChanged 14 SP:Iteration 226Q (918.140000 sec): 3 clusters Score: Raw -43528511.858111 + Penalty 6119.101970 = -43522392.756141 nChanged 10 SP:Iteration 227Q (919.230000 sec): 3 clusters Score: Raw -43528512.293896 + Penalty 6119.101970 = -43522393.191926 nChanged 11 SP:Iteration 228Q (920.320000 sec): 3 clusters Score: Raw -43528512.776538 + Penalty 6119.101970 = -43522393.674568 nChanged 8 SP:Iteration 229Q (921.420000 sec): 3 clusters Score: Raw -43528513.067841 + Penalty 6119.101970 = -43522393.965871 nChanged 9 SP:Iteration 230Q (922.500000 sec): 3 clusters Score: Raw -43528513.483015 + Penalty 6119.101970 = -43522394.381045 nChanged 9 SP:Iteration 231Q (923.580000 sec): 3 clusters Score: Raw -43528513.892941 + Penalty 6119.101970 = -43522394.790971 nChanged 10 SP:Iteration 232Q (924.640000 sec): 3 clusters Score: Raw -43528514.300608 + Penalty 6119.101970 = -43522395.198638 nChanged 12 SP:Iteration 233Q (925.750000 sec): 3 clusters Score: Raw -43528514.810450 + Penalty 6119.101970 = -43522395.708480 nChanged 12 SP:Iteration 234Q (926.830000 sec): 3 clusters Score: Raw -43528515.354103 + Penalty 6119.101970 = -43522396.252133 nChanged 17 SP:Iteration 235Q (927.970000 sec): 3 clusters Score: Raw -43528516.143501 + Penalty 6119.101970 = -43522397.041531 nChanged 19 SP:Iteration 236Q (929.100000 sec): 3 clusters Score: Raw -43528517.036446 + Penalty 6119.101970 = -43522397.934476 nChanged 15 SP:Iteration 237Q (930.260000 sec): 3 clusters Score: Raw -43528517.626968 + Penalty 6119.101970 = -43522398.524998 nChanged 10 SP:Iteration 238Q (931.420000 sec): 3 clusters Score: Raw -43528517.991315 + Penalty 6119.101970 = -43522398.889345 nChanged 7 SP:Iteration 239Q (932.560000 sec): 3 clusters Score: Raw -43528518.333092 + Penalty 6119.101970 = -43522399.231122 nChanged 9 SP:Iteration 240F (933.790000 sec): 3 clusters Score: Raw -43528518.685996 + Penalty 6119.101970 = -43522399.584026 nChanged 5 SP:Iteration 241Q (934.910000 sec): 3 clusters Score: Raw -43528518.847172 + Penalty 6119.101970 = -43522399.745202 nChanged 2 SP:Iteration 242Q (936.090000 sec): 3 clusters Score: Raw -43528518.932162 + Penalty 6119.101970 = -43522399.830192 nChanged 5 SP:Iteration 243Q (937.220000 sec): 3 clusters Score: Raw -43528519.112558 + Penalty 6119.101970 = -43522400.010588 nChanged 5 SP:Iteration 244Q (938.350000 sec): 3 clusters Score: Raw -43528519.291305 + Penalty 6119.101970 = -43522400.189335 nChanged 5 SP:Iteration 245Q (939.610000 sec): 3 clusters Score: Raw -43528519.552952 + Penalty 6119.101970 = -43522400.450982 nChanged 7 SP:Iteration 246Q (940.810000 sec): 3 clusters Score: Raw -43528519.887504 + Penalty 6119.101970 = -43522400.785534 nChanged 8 SP:Iteration 247Q (941.950000 sec): 3 clusters Score: Raw -43528520.187563 + Penalty 6119.101970 = -43522401.085593 nChanged 7 SP:Iteration 248Q (943.070000 sec): 3 clusters Score: Raw -43528520.492096 + Penalty 6119.101970 = -43522401.390126 nChanged 8 SP:Iteration 249Q (944.170000 sec): 3 clusters Score: Raw -43528520.886632 + Penalty 6119.101970 = -43522401.784662 nChanged 9 SP:Iteration 250Q (945.260000 sec): 3 clusters Score: Raw -43528521.176800 + Penalty 6119.101970 = -43522402.074829 nChanged 5 SP:Iteration 251Q (946.370000 sec): 3 clusters Score: Raw -43528521.392062 + Penalty 6119.101970 = -43522402.290092 nChanged 14 SP:Iteration 252Q (947.450000 sec): 3 clusters Score: Raw -43528522.034766 + Penalty 6119.101970 = -43522402.932796 nChanged 20 SP:Iteration 253Q (948.590000 sec): 3 clusters Score: Raw -43528522.804790 + Penalty 6119.101970 = -43522403.702820 nChanged 13 SP:Iteration 254Q (949.680000 sec): 3 clusters Score: Raw -43528523.302529 + Penalty 6119.101970 = -43522404.200559 nChanged 15 SP:Iteration 255Q (950.790000 sec): 3 clusters Score: Raw -43528524.303793 + Penalty 6119.101970 = -43522405.201823 nChanged 25 SP:Iteration 256Q (951.860000 sec): 3 clusters Score: Raw -43528525.717409 + Penalty 6119.101970 = -43522406.615439 nChanged 27 SP:Iteration 257Q (952.980000 sec): 3 clusters Score: Raw -43528527.354701 + Penalty 6119.101970 = -43522408.252731 nChanged 38 SP:Iteration 258Q (954.230000 sec): 3 clusters Score: Raw -43528530.229891 + Penalty 6119.101970 = -43522411.127921 nChanged 57 SP:Iteration 259Q (955.430000 sec): 3 clusters Score: Raw -43528534.126308 + Penalty 6119.101970 = -43522415.024338 nChanged 53 SP:Iteration 260F (956.730000 sec): 3 clusters Score: Raw -43528537.717585 + Penalty 6119.101970 = -43522418.615615 nChanged 58 SP:Iteration 261Q (957.880000 sec): 3 clusters Score: Raw -43528541.530374 + Penalty 6119.101970 = -43522422.428403 nChanged 51 SP:Iteration 262Q (959.010000 sec): 3 clusters Score: Raw -43528544.997983 + Penalty 6119.101970 = -43522425.896013 nChanged 55 SP:Iteration 263Q (960.190000 sec): 3 clusters Score: Raw -43528548.212688 + Penalty 6119.101970 = -43522429.110718 nChanged 40 SP:Iteration 264Q (961.300000 sec): 3 clusters Score: Raw -43528550.393252 + Penalty 6119.101970 = -43522431.291282 nChanged 36 SP:Iteration 265Q (962.410000 sec): 3 clusters Score: Raw -43528552.500691 + Penalty 6119.101970 = -43522433.398721 nChanged 45 SP:Iteration 266Q (963.480000 sec): 3 clusters Score: Raw -43528554.816885 + Penalty 6119.101970 = -43522435.714914 nChanged 41 SP:Iteration 267Q (964.590000 sec): 3 clusters Score: Raw -43528556.839921 + Penalty 6119.101970 = -43522437.737951 nChanged 26 SP:Iteration 268Q (965.760000 sec): 3 clusters Score: Raw -43528558.219826 + Penalty 6119.101970 = -43522439.117855 nChanged 28 SP:Iteration 269Q (966.820000 sec): 3 clusters Score: Raw -43528559.685346 + Penalty 6119.101970 = -43522440.583376 nChanged 25 SP:Iteration 270Q (967.940000 sec): 3 clusters Score: Raw -43528561.131632 + Penalty 6119.101970 = -43522442.029662 nChanged 33 SP:Iteration 271Q (969.070000 sec): 3 clusters Score: Raw -43528562.916503 + Penalty 6119.101970 = -43522443.814533 nChanged 24 SP:Iteration 272Q (970.140000 sec): 3 clusters Score: Raw -43528563.783169 + Penalty 6119.101970 = -43522444.681199 nChanged 13 SP:Iteration 273Q (971.240000 sec): 3 clusters Score: Raw -43528564.376600 + Penalty 6119.101970 = -43522445.274630 nChanged 16 SP:Iteration 274Q (972.350000 sec): 3 clusters Score: Raw -43528565.134683 + Penalty 6119.101970 = -43522446.032713 nChanged 20 SP:Iteration 275Q (973.480000 sec): 3 clusters Score: Raw -43528566.019520 + Penalty 6119.101970 = -43522446.917550 nChanged 23 SP:Iteration 276Q (974.610000 sec): 3 clusters Score: Raw -43528567.124240 + Penalty 6119.101970 = -43522448.022270 nChanged 12 SP:Iteration 277Q (975.820000 sec): 3 clusters Score: Raw -43528567.719156 + Penalty 6119.101970 = -43522448.617186 nChanged 11 SP:Iteration 278Q (977.020000 sec): 3 clusters Score: Raw -43528568.160173 + Penalty 6119.101970 = -43522449.058203 nChanged 4 SP:Iteration 279Q (978.240000 sec): 3 clusters Score: Raw -43528568.293955 + Penalty 6119.101970 = -43522449.191985 nChanged 1 SP:Iteration 280F (979.560000 sec): 3 clusters Score: Raw -43528568.321404 + Penalty 6119.101970 = -43522449.219434 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 15 (249385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (980.650000 sec): 2 clusters Score: Raw -44096655.107495 + Penalty 3081.834785 = -44093573.272710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (982.070000 sec): 3 clusters Score: Raw -43932525.890291 + Penalty 6163.669570 = -43926362.220720 nChanged 120553 SP:Iteration 1F (983.450000 sec): 3 clusters Score: Raw -44003718.438515 + Penalty 6163.669570 = -43997554.768945 nChanged 7202 SP:Iteration 2Q (984.940000 sec): 3 clusters Score: Raw -44005366.746117 + Penalty 6163.669570 = -43999203.076546 nChanged 7926 SP:Iteration 3Q (986.460000 sec): 3 clusters Score: Raw -44007590.831843 + Penalty 6163.669570 = -44001427.162273 nChanged 8972 SP:Iteration 4Q (988.030000 sec): 3 clusters Score: Raw -44010634.526194 + Penalty 6163.669570 = -44004470.856624 nChanged 10420 SP:Iteration 5Q (989.500000 sec): 3 clusters Score: Raw -44014930.519572 + Penalty 6163.669570 = -44008766.850001 nChanged 12066 SP:Iteration 6Q (990.980000 sec): 3 clusters Score: Raw -44020509.540063 + Penalty 6163.669570 = -44014345.870493 nChanged 12948 SP:Iteration 7F (992.470000 sec): 3 clusters Score: Raw -44026717.903654 + Penalty 6163.669570 = -44020554.234083 nChanged 12967 SP:Iteration 8F (993.870000 sec): 3 clusters Score: Raw -44033006.016975 + Penalty 6163.669570 = -44026842.347404 nChanged 12485 SP:Iteration 9F (995.290000 sec): 3 clusters Score: Raw -44038626.027005 + Penalty 6163.669570 = -44032462.357434 nChanged 11308 SP:Iteration 10Q (996.750000 sec): 3 clusters Score: Raw -44043513.985477 + Penalty 6163.669570 = -44037350.315907 nChanged 10366 SP:Iteration 11Q (998.280000 sec): 3 clusters Score: Raw -44047833.743220 + Penalty 6163.669570 = -44041670.073650 nChanged 9799 SP:Iteration 12Q (999.780000 sec): 3 clusters Score: Raw -44051938.192534 + Penalty 6163.669570 = -44045774.522964 nChanged 10047 SP:Iteration 13Q (1001.170000 sec): 3 clusters Score: Raw -44056538.595992 + Penalty 6163.669570 = -44050374.926421 nChanged 11072 SP:Iteration 14Q (1002.600000 sec): 3 clusters Score: Raw -44062079.493663 + Penalty 6163.669570 = -44055915.824093 nChanged 11869 SP:Iteration 15Q (1003.930000 sec): 3 clusters Score: Raw -44068646.744534 + Penalty 6163.669570 = -44062483.074964 nChanged 12032 SP:Iteration 16Q (1005.260000 sec): 3 clusters Score: Raw -44075735.592731 + Penalty 6163.669570 = -44069571.923161 nChanged 10830 SP:Iteration 17Q (1006.610000 sec): 3 clusters Score: Raw -44082342.187008 + Penalty 6163.669570 = -44076178.517437 nChanged 8802 SP:Iteration 18Q (1007.780000 sec): 3 clusters Score: Raw -44087770.017766 + Penalty 6163.669570 = -44081606.348196 nChanged 6409 SP:Iteration 19Q (1008.900000 sec): 3 clusters Score: Raw -44091590.025582 + Penalty 6163.669570 = -44085426.356012 nChanged 4168 SP:Iteration 20F (1010.210000 sec): 3 clusters Score: Raw -44093942.672503 + Penalty 6163.669570 = -44087779.002933 nChanged 2618 SP:Iteration 21Q (1011.190000 sec): 3 clusters Score: Raw -44095364.050516 + Penalty 6163.669570 = -44089200.380946 nChanged 1547 SP:Iteration 22Q (1012.240000 sec): 3 clusters Score: Raw -44096130.240847 + Penalty 6163.669570 = -44089966.571277 nChanged 961 SP:Iteration 23Q (1013.380000 sec): 3 clusters Score: Raw -44096581.285097 + Penalty 6163.669570 = -44090417.615526 nChanged 589 SP:Iteration 24Q (1014.540000 sec): 3 clusters Score: Raw -44096824.743106 + Penalty 6163.669570 = -44090661.073535 nChanged 396 SP:Iteration 25Q (1015.690000 sec): 3 clusters Score: Raw -44096982.850583 + Penalty 6163.669570 = -44090819.181012 nChanged 263 SP:Iteration 26Q (1016.840000 sec): 3 clusters Score: Raw -44097084.162187 + Penalty 6163.669570 = -44090920.492617 nChanged 189 SP:Iteration 27Q (1018.030000 sec): 3 clusters Score: Raw -44097157.991848 + Penalty 6163.669570 = -44090994.322278 nChanged 139 SP:Iteration 28Q (1019.150000 sec): 3 clusters Score: Raw -44097213.336958 + Penalty 6163.669570 = -44091049.667388 nChanged 121 SP:Iteration 29Q (1020.440000 sec): 3 clusters Score: Raw -44097257.775349 + Penalty 6163.669570 = -44091094.105779 nChanged 99 SP:Iteration 30Q (1021.640000 sec): 3 clusters Score: Raw -44097290.547513 + Penalty 6163.669570 = -44091126.877943 nChanged 76 SP:Iteration 31Q (1022.790000 sec): 3 clusters Score: Raw -44097314.583359 + Penalty 6163.669570 = -44091150.913789 nChanged 73 SP:Iteration 32Q (1023.890000 sec): 3 clusters Score: Raw -44097339.919279 + Penalty 6163.669570 = -44091176.249708 nChanged 63 SP:Iteration 33Q (1025.120000 sec): 3 clusters Score: Raw -44097363.135224 + Penalty 6163.669570 = -44091199.465654 nChanged 72 SP:Iteration 34Q (1026.340000 sec): 3 clusters Score: Raw -44097386.973168 + Penalty 6163.669570 = -44091223.303597 nChanged 55 SP:Iteration 35Q (1027.520000 sec): 3 clusters Score: Raw -44097404.881630 + Penalty 6163.669570 = -44091241.212060 nChanged 46 SP:Iteration 36Q (1028.740000 sec): 3 clusters Score: Raw -44097420.175271 + Penalty 6163.669570 = -44091256.505701 nChanged 36 SP:Iteration 37Q (1029.960000 sec): 3 clusters Score: Raw -44097432.517852 + Penalty 6163.669570 = -44091268.848282 nChanged 29 SP:Iteration 38Q (1031.180000 sec): 3 clusters Score: Raw -44097440.963511 + Penalty 6163.669570 = -44091277.293940 nChanged 28 SP:Iteration 39Q (1032.260000 sec): 3 clusters Score: Raw -44097450.863430 + Penalty 6163.669570 = -44091287.193860 nChanged 30 SP:Iteration 40F (1033.580000 sec): 3 clusters Score: Raw -44097459.993425 + Penalty 6163.669570 = -44091296.323855 nChanged 30 SP:Iteration 41Q (1034.690000 sec): 3 clusters Score: Raw -44097470.537617 + Penalty 6163.669570 = -44091306.868046 nChanged 29 SP:Iteration 42Q (1035.870000 sec): 3 clusters Score: Raw -44097481.307957 + Penalty 6163.669570 = -44091317.638387 nChanged 24 SP:Iteration 43Q (1036.970000 sec): 3 clusters Score: Raw -44097487.488888 + Penalty 6163.669570 = -44091323.819318 nChanged 17 SP:Iteration 44Q (1038.190000 sec): 3 clusters Score: Raw -44097492.554829 + Penalty 6163.669570 = -44091328.885259 nChanged 15 SP:Iteration 45Q (1039.440000 sec): 3 clusters Score: Raw -44097497.382410 + Penalty 6163.669570 = -44091333.712840 nChanged 17 SP:Iteration 46Q (1040.610000 sec): 3 clusters Score: Raw -44097501.669143 + Penalty 6163.669570 = -44091337.999572 nChanged 10 SP:Iteration 47Q (1041.960000 sec): 3 clusters Score: Raw -44097504.865707 + Penalty 6163.669570 = -44091341.196137 nChanged 12 SP:Iteration 48Q (1043.170000 sec): 3 clusters Score: Raw -44097508.862434 + Penalty 6163.669570 = -44091345.192864 nChanged 14 SP:Iteration 49Q (1044.300000 sec): 3 clusters Score: Raw -44097512.409035 + Penalty 6163.669570 = -44091348.739464 nChanged 10 SP:Iteration 50Q (1045.570000 sec): 3 clusters Score: Raw -44097515.153030 + Penalty 6163.669570 = -44091351.483460 nChanged 4 SP:Iteration 51Q (1046.710000 sec): 3 clusters Score: Raw -44097516.142688 + Penalty 6163.669570 = -44091352.473118 nChanged 8 SP:Iteration 52Q (1047.910000 sec): 3 clusters Score: Raw -44097518.233181 + Penalty 6163.669570 = -44091354.563611 nChanged 9 SP:Iteration 53Q (1049.140000 sec): 3 clusters Score: Raw -44097520.741067 + Penalty 6163.669570 = -44091357.071497 nChanged 5 SP:Iteration 54Q (1050.350000 sec): 3 clusters Score: Raw -44097522.163522 + Penalty 6163.669570 = -44091358.493951 nChanged 6 SP:Iteration 55Q (1051.590000 sec): 3 clusters Score: Raw -44097523.721673 + Penalty 6163.669570 = -44091360.052102 nChanged 7 SP:Iteration 56Q (1052.820000 sec): 3 clusters Score: Raw -44097525.340521 + Penalty 6163.669570 = -44091361.670950 nChanged 4 SP:Iteration 57Q (1053.880000 sec): 3 clusters Score: Raw -44097526.565939 + Penalty 6163.669570 = -44091362.896368 nChanged 7 SP:Iteration 58Q (1054.990000 sec): 3 clusters Score: Raw -44097528.331381 + Penalty 6163.669570 = -44091364.661811 nChanged 4 SP:Iteration 59Q (1056.200000 sec): 3 clusters Score: Raw -44097529.143973 + Penalty 6163.669570 = -44091365.474403 nChanged 0 SP:Iteration 60F (1057.550000 sec): 3 clusters Score: Raw -44097529.143973 + Penalty 6163.669570 = -44091365.474403 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 16 (31376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1057.880000 sec): 2 clusters Score: Raw -5503401.074291 + Penalty 2567.742040 = -5500833.332251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1058.160000 sec): 3 clusters Score: Raw -5484499.202454 + Penalty 5135.484080 = -5479363.718374 nChanged 14379 SP:Iteration 1F (1058.530000 sec): 3 clusters Score: Raw -5493410.359541 + Penalty 5135.484080 = -5488274.875461 nChanged 2927 SP:Iteration 2F (1058.860000 sec): 3 clusters Score: Raw -5498096.467889 + Penalty 5135.484080 = -5492960.983809 nChanged 4424 SP:Iteration 3F (1059.180000 sec): 3 clusters Score: Raw -5506456.205876 + Penalty 5135.484080 = -5501320.721796 nChanged 3877 SP:Iteration 4F (1059.520000 sec): 3 clusters Score: Raw -5510916.030519 + Penalty 5135.484080 = -5505780.546439 nChanged 2007 SP:Iteration 5F (1059.930000 sec): 3 clusters Score: Raw -5512012.142040 + Penalty 5135.484080 = -5506876.657960 nChanged 918 SP:Iteration 6Q (1060.260000 sec): 3 clusters Score: Raw -5512329.539079 + Penalty 5135.484080 = -5507194.054999 nChanged 514 SP:Iteration 7Q (1060.650000 sec): 3 clusters Score: Raw -5512466.302910 + Penalty 5135.484080 = -5507330.818830 nChanged 373 SP:Iteration 8Q (1060.990000 sec): 3 clusters Score: Raw -5512547.666781 + Penalty 5135.484080 = -5507412.182701 nChanged 292 SP:Iteration 9Q (1061.340000 sec): 3 clusters Score: Raw -5512604.563789 + Penalty 5135.484080 = -5507469.079709 nChanged 251 SP:Iteration 10Q (1061.650000 sec): 3 clusters Score: Raw -5512651.708605 + Penalty 5135.484080 = -5507516.224525 nChanged 254 SP:Iteration 11Q (1062.010000 sec): 3 clusters Score: Raw -5512694.484527 + Penalty 5135.484080 = -5507559.000447 nChanged 217 SP:Iteration 12Q (1062.370000 sec): 3 clusters Score: Raw -5512724.818379 + Penalty 5135.484080 = -5507589.334299 nChanged 170 SP:Iteration 13Q (1062.720000 sec): 3 clusters Score: Raw -5512747.478365 + Penalty 5135.484080 = -5507611.994285 nChanged 152 SP:Iteration 14Q (1063.070000 sec): 3 clusters Score: Raw -5512764.797035 + Penalty 5135.484080 = -5507629.312955 nChanged 141 SP:Iteration 15Q (1063.390000 sec): 3 clusters Score: Raw -5512779.865779 + Penalty 5135.484080 = -5507644.381699 nChanged 124 SP:Iteration 16Q (1063.710000 sec): 3 clusters Score: Raw -5512792.758289 + Penalty 5135.484080 = -5507657.274209 nChanged 111 SP:Iteration 17Q (1064.100000 sec): 3 clusters Score: Raw -5512802.602873 + Penalty 5135.484080 = -5507667.118793 nChanged 99 SP:Iteration 18Q (1064.440000 sec): 3 clusters Score: Raw -5512812.216696 + Penalty 5135.484080 = -5507676.732616 nChanged 105 SP:Iteration 19Q (1064.740000 sec): 3 clusters Score: Raw -5512823.461931 + Penalty 5135.484080 = -5507687.977851 nChanged 110 SP:Iteration 20F (1065.070000 sec): 3 clusters Score: Raw -5512833.373727 + Penalty 5135.484080 = -5507697.889647 nChanged 104 SP:Iteration 21Q (1065.380000 sec): 3 clusters Score: Raw -5512843.041481 + Penalty 5135.484080 = -5507707.557401 nChanged 88 SP:Iteration 22Q (1065.720000 sec): 3 clusters Score: Raw -5512850.593780 + Penalty 5135.484080 = -5507715.109700 nChanged 77 SP:Iteration 23Q (1066.060000 sec): 3 clusters Score: Raw -5512857.194246 + Penalty 5135.484080 = -5507721.710166 nChanged 92 SP:Iteration 24Q (1066.420000 sec): 3 clusters Score: Raw -5512864.411519 + Penalty 5135.484080 = -5507728.927439 nChanged 64 SP:Iteration 25Q (1066.750000 sec): 3 clusters Score: Raw -5512868.957154 + Penalty 5135.484080 = -5507733.473074 nChanged 61 SP:Iteration 26Q (1067.090000 sec): 3 clusters Score: Raw -5512873.058143 + Penalty 5135.484080 = -5507737.574063 nChanged 42 SP:Iteration 27Q (1067.440000 sec): 3 clusters Score: Raw -5512875.810050 + Penalty 5135.484080 = -5507740.325970 nChanged 39 SP:Iteration 28Q (1067.790000 sec): 3 clusters Score: Raw -5512878.211853 + Penalty 5135.484080 = -5507742.727773 nChanged 36 SP:Iteration 29Q (1068.120000 sec): 3 clusters Score: Raw -5512880.330249 + Penalty 5135.484080 = -5507744.846169 nChanged 25 SP:Iteration 30Q (1068.490000 sec): 3 clusters Score: Raw -5512881.691494 + Penalty 5135.484080 = -5507746.207413 nChanged 24 SP:Iteration 31Q (1068.830000 sec): 3 clusters Score: Raw -5512882.959440 + Penalty 5135.484080 = -5507747.475360 nChanged 20 SP:Iteration 32Q (1069.190000 sec): 3 clusters Score: Raw -5512884.014090 + Penalty 5135.484080 = -5507748.530009 nChanged 12 SP:Iteration 33Q (1069.520000 sec): 3 clusters Score: Raw -5512884.611476 + Penalty 5135.484080 = -5507749.127396 nChanged 13 SP:Iteration 34Q (1069.860000 sec): 3 clusters Score: Raw -5512885.258083 + Penalty 5135.484080 = -5507749.774003 nChanged 16 SP:Iteration 35Q (1070.220000 sec): 3 clusters Score: Raw -5512886.157457 + Penalty 5135.484080 = -5507750.673377 nChanged 12 SP:Iteration 36Q (1070.580000 sec): 3 clusters Score: Raw -5512886.754378 + Penalty 5135.484080 = -5507751.270298 nChanged 12 SP:Iteration 37Q (1070.910000 sec): 3 clusters Score: Raw -5512887.282076 + Penalty 5135.484080 = -5507751.797996 nChanged 14 SP:Iteration 38Q (1071.250000 sec): 3 clusters Score: Raw -5512888.003566 + Penalty 5135.484080 = -5507752.519486 nChanged 10 SP:Iteration 39Q (1071.630000 sec): 3 clusters Score: Raw -5512888.425568 + Penalty 5135.484080 = -5507752.941488 nChanged 3 SP:Iteration 40F (1071.960000 sec): 3 clusters Score: Raw -5512888.563441 + Penalty 5135.484080 = -5507753.079361 nChanged 4 SP:Iteration 41Q (1072.310000 sec): 3 clusters Score: Raw -5512888.749935 + Penalty 5135.484080 = -5507753.265855 nChanged 4 SP:Iteration 42Q (1072.640000 sec): 3 clusters Score: Raw -5512888.932874 + Penalty 5135.484080 = -5507753.448794 nChanged 4 SP:Iteration 43Q (1072.980000 sec): 3 clusters Score: Raw -5512889.102068 + Penalty 5135.484080 = -5507753.617988 nChanged 1 SP:Iteration 44Q (1073.340000 sec): 3 clusters Score: Raw -5512889.137798 + Penalty 5135.484080 = -5507753.653717 nChanged 0 SP:Iteration 45F (1073.710000 sec): 3 clusters Score: Raw -5512889.137798 + Penalty 5135.484080 = -5507753.653717 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 17 (2343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1073.840000 sec): 2 clusters Score: Raw -392144.964641 + Penalty 1924.278485 = -390220.686156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1074.030000 sec): 3 clusters Score: Raw -391438.318009 + Penalty 3848.556969 = -387589.761040 nChanged 772 SP:Iteration 1F (1074.210000 sec): 3 clusters Score: Raw -392745.541848 + Penalty 3848.556969 = -388896.984878 nChanged 329 SP:Iteration 2F (1074.420000 sec): 3 clusters Score: Raw -393470.375741 + Penalty 3848.556969 = -389621.818772 nChanged 215 SP:Iteration 3F (1074.660000 sec): 3 clusters Score: Raw -394015.274889 + Penalty 3848.556969 = -390166.717919 nChanged 140 SP:Iteration 4F (1074.830000 sec): 3 clusters Score: Raw -394381.624371 + Penalty 3848.556969 = -390533.067402 nChanged 105 SP:Iteration 5Q (1075.020000 sec): 3 clusters Score: Raw -394647.156928 + Penalty 3848.556969 = -390798.599959 nChanged 81 SP:Iteration 6Q (1075.220000 sec): 3 clusters Score: Raw -394914.761562 + Penalty 3848.556969 = -391066.204593 nChanged 70 SP:Iteration 7Q (1075.380000 sec): 3 clusters Score: Raw -395183.694086 + Penalty 3848.556969 = -391335.137116 nChanged 61 SP:Iteration 8Q (1075.620000 sec): 3 clusters Score: Raw -395408.649595 + Penalty 3848.556969 = -391560.092625 nChanged 63 SP:Iteration 9Q (1075.800000 sec): 3 clusters Score: Raw -395627.395468 + Penalty 3848.556969 = -391778.838498 nChanged 56 SP:Iteration 10Q (1076.010000 sec): 3 clusters Score: Raw -395812.615350 + Penalty 3848.556969 = -391964.058381 nChanged 72 SP:Iteration 11Q (1076.180000 sec): 3 clusters Score: Raw -395954.971304 + Penalty 3848.556969 = -392106.414334 nChanged 75 SP:Iteration 12Q (1076.380000 sec): 3 clusters Score: Raw -396130.018564 + Penalty 3848.556969 = -392281.461595 nChanged 73 SP:Iteration 13Q (1076.530000 sec): 3 clusters Score: Raw -396353.854026 + Penalty 3848.556969 = -392505.297056 nChanged 55 SP:Iteration 14Q (1076.690000 sec): 3 clusters Score: Raw -396518.337574 + Penalty 3848.556969 = -392669.780605 nChanged 35 SP:Iteration 15Q (1076.880000 sec): 3 clusters Score: Raw -396579.799194 + Penalty 3848.556969 = -392731.242224 nChanged 25 SP:Iteration 16Q (1077.040000 sec): 3 clusters Score: Raw -396608.993308 + Penalty 3848.556969 = -392760.436338 nChanged 15 SP:Iteration 17Q (1077.220000 sec): 3 clusters Score: Raw -396626.192835 + Penalty 3848.556969 = -392777.635865 nChanged 12 SP:Iteration 18Q (1077.440000 sec): 3 clusters Score: Raw -396639.796192 + Penalty 3848.556969 = -392791.239222 nChanged 10 SP:Iteration 19Q (1077.640000 sec): 3 clusters Score: Raw -396657.856751 + Penalty 3848.556969 = -392809.299781 nChanged 13 SP:Iteration 20F (1077.790000 sec): 3 clusters Score: Raw -396677.743278 + Penalty 3848.556969 = -392829.186308 nChanged 9 SP:Iteration 21Q (1078.000000 sec): 3 clusters Score: Raw -396691.777131 + Penalty 3848.556969 = -392843.220162 nChanged 9 SP:Iteration 22Q (1078.140000 sec): 3 clusters Score: Raw -396707.836032 + Penalty 3848.556969 = -392859.279063 nChanged 8 SP:Iteration 23Q (1078.340000 sec): 3 clusters Score: Raw -396725.014158 + Penalty 3848.556969 = -392876.457189 nChanged 11 SP:Iteration 24Q (1078.520000 sec): 3 clusters Score: Raw -396743.519999 + Penalty 3848.556969 = -392894.963030 nChanged 5 SP:Iteration 25Q (1078.720000 sec): 3 clusters Score: Raw -396749.131802 + Penalty 3848.556969 = -392900.574832 nChanged 7 SP:Iteration 26Q (1078.920000 sec): 3 clusters Score: Raw -396763.871626 + Penalty 3848.556969 = -392915.314657 nChanged 8 SP:Iteration 27Q (1079.100000 sec): 3 clusters Score: Raw -396781.253722 + Penalty 3848.556969 = -392932.696753 nChanged 10 SP:Iteration 28Q (1079.280000 sec): 3 clusters Score: Raw -396796.498478 + Penalty 3848.556969 = -392947.941508 nChanged 9 SP:Iteration 29Q (1079.480000 sec): 3 clusters Score: Raw -396809.955838 + Penalty 3848.556969 = -392961.398868 nChanged 9 SP:Iteration 30Q (1079.660000 sec): 3 clusters Score: Raw -396825.278717 + Penalty 3848.556969 = -392976.721747 nChanged 14 SP:Iteration 31Q (1079.880000 sec): 3 clusters Score: Raw -396858.807487 + Penalty 3848.556969 = -393010.250518 nChanged 12 SP:Iteration 32Q (1080.070000 sec): 3 clusters Score: Raw -396900.109582 + Penalty 3848.556969 = -393051.552613 nChanged 10 SP:Iteration 33Q (1080.260000 sec): 3 clusters Score: Raw -396931.709007 + Penalty 3848.556969 = -393083.152038 nChanged 9 SP:Iteration 34Q (1080.460000 sec): 3 clusters Score: Raw -396958.683605 + Penalty 3848.556969 = -393110.126636 nChanged 11 SP:Iteration 35Q (1080.640000 sec): 3 clusters Score: Raw -396988.250750 + Penalty 3848.556969 = -393139.693780 nChanged 9 SP:Iteration 36Q (1080.820000 sec): 3 clusters Score: Raw -397010.555429 + Penalty 3848.556969 = -393161.998459 nChanged 13 SP:Iteration 37Q (1081.020000 sec): 3 clusters Score: Raw -397035.579829 + Penalty 3848.556969 = -393187.022860 nChanged 15 SP:Iteration 38Q (1081.210000 sec): 3 clusters Score: Raw -397066.613645 + Penalty 3848.556969 = -393218.056675 nChanged 15 SP:Iteration 39Q (1081.400000 sec): 3 clusters Score: Raw -397098.446209 + Penalty 3848.556969 = -393249.889239 nChanged 14 SP:Iteration 40F (1081.610000 sec): 3 clusters Score: Raw -397176.570697 + Penalty 3848.556969 = -393328.013727 nChanged 24 SP:Iteration 41Q (1081.820000 sec): 3 clusters Score: Raw -397373.810449 + Penalty 3848.556969 = -393525.253479 nChanged 44 SP:Iteration 42Q (1081.990000 sec): 3 clusters Score: Raw -397709.346013 + Penalty 3848.556969 = -393860.789044 nChanged 29 SP:Iteration 43Q (1082.190000 sec): 3 clusters Score: Raw -398301.988008 + Penalty 3848.556969 = -394453.431038 nChanged 7 SP:Iteration 44Q (1082.370000 sec): 3 clusters Score: Raw -398376.613170 + Penalty 3848.556969 = -394528.056200 nChanged 1 SP:Iteration 45Q (1082.580000 sec): 3 clusters Score: Raw -398377.938267 + Penalty 3848.556969 = -394529.381297 nChanged 0 SP:Iteration 46F (1082.760000 sec): 3 clusters Score: Raw -398377.938267 + Penalty 3848.556969 = -394529.381297 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 18 (1552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1082.870000 sec): 2 clusters Score: Raw -247441.423516 + Penalty 1822.130326 = -245619.293190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1083.040000 sec): 3 clusters Score: Raw -247028.188088 + Penalty 3644.260652 = -243383.927436 nChanged 460 SP:Iteration 1F (1083.230000 sec): 3 clusters Score: Raw -247795.797953 + Penalty 3644.260652 = -244151.537302 nChanged 192 SP:Iteration 2F (1083.440000 sec): 3 clusters Score: Raw -248258.527543 + Penalty 3644.260652 = -244614.266892 nChanged 136 SP:Iteration 3F (1083.640000 sec): 3 clusters Score: Raw -248583.941677 + Penalty 3644.260652 = -244939.681025 nChanged 87 SP:Iteration 4F (1083.820000 sec): 3 clusters Score: Raw -248769.766466 + Penalty 3644.260652 = -245125.505814 nChanged 49 SP:Iteration 5Q (1083.990000 sec): 3 clusters Score: Raw -248873.619864 + Penalty 3644.260652 = -245229.359212 nChanged 29 SP:Iteration 6Q (1084.200000 sec): 3 clusters Score: Raw -248935.582283 + Penalty 3644.260652 = -245291.321631 nChanged 19 SP:Iteration 7Q (1084.370000 sec): 3 clusters Score: Raw -248970.012937 + Penalty 3644.260652 = -245325.752285 nChanged 12 SP:Iteration 8Q (1084.550000 sec): 3 clusters Score: Raw -248983.583903 + Penalty 3644.260652 = -245339.323251 nChanged 11 SP:Iteration 9Q (1084.720000 sec): 3 clusters Score: Raw -248993.534874 + Penalty 3644.260652 = -245349.274223 nChanged 7 SP:Iteration 10Q (1084.930000 sec): 3 clusters Score: Raw -248999.177311 + Penalty 3644.260652 = -245354.916660 nChanged 4 SP:Iteration 11Q (1085.090000 sec): 3 clusters Score: Raw -249002.414783 + Penalty 3644.260652 = -245358.154132 nChanged 2 SP:Iteration 12Q (1085.280000 sec): 3 clusters Score: Raw -249004.050280 + Penalty 3644.260652 = -245359.789629 nChanged 2 SP:Iteration 13Q (1085.450000 sec): 3 clusters Score: Raw -249005.049140 + Penalty 3644.260652 = -245360.788489 nChanged 1 SP:Iteration 14Q (1085.640000 sec): 3 clusters Score: Raw -249005.791952 + Penalty 3644.260652 = -245361.531300 nChanged 0 SP:Iteration 15F (1085.840000 sec): 3 clusters Score: Raw -249005.791952 + Penalty 3644.260652 = -245361.531300 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 19 (5999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1085.970000 sec): 2 clusters Score: Raw -962832.019124 + Penalty 2157.438321 = -960674.580803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1086.160000 sec): 3 clusters Score: Raw -960006.091532 + Penalty 4314.876642 = -955691.214890 nChanged 2350 SP:Iteration 1F (1086.420000 sec): 3 clusters Score: Raw -962094.425116 + Penalty 4314.876642 = -957779.548474 nChanged 655 SP:Iteration 2F (1086.660000 sec): 3 clusters Score: Raw -963314.325426 + Penalty 4314.876642 = -958999.448785 nChanged 578 SP:Iteration 3F (1086.840000 sec): 3 clusters Score: Raw -964535.614454 + Penalty 4314.876642 = -960220.737813 nChanged 636 SP:Iteration 4F (1087.110000 sec): 3 clusters Score: Raw -966164.856186 + Penalty 4314.876642 = -961849.979544 nChanged 713 SP:Iteration 5F (1087.320000 sec): 3 clusters Score: Raw -968385.039530 + Penalty 4314.876642 = -964070.162889 nChanged 638 SP:Iteration 6F (1087.520000 sec): 3 clusters Score: Raw -970827.686929 + Penalty 4314.876642 = -966512.810287 nChanged 358 SP:Iteration 7F (1087.740000 sec): 3 clusters Score: Raw -971769.190357 + Penalty 4314.876642 = -967454.313715 nChanged 159 SP:Iteration 8Q (1087.980000 sec): 3 clusters Score: Raw -971985.113987 + Penalty 4314.876642 = -967670.237346 nChanged 86 SP:Iteration 9Q (1088.210000 sec): 3 clusters Score: Raw -972068.748461 + Penalty 4314.876642 = -967753.871819 nChanged 66 SP:Iteration 10Q (1088.410000 sec): 3 clusters Score: Raw -972120.291101 + Penalty 4314.876642 = -967805.414459 nChanged 38 SP:Iteration 11Q (1088.620000 sec): 3 clusters Score: Raw -972149.342633 + Penalty 4314.876642 = -967834.465991 nChanged 33 SP:Iteration 12Q (1088.850000 sec): 3 clusters Score: Raw -972170.699252 + Penalty 4314.876642 = -967855.822610 nChanged 22 SP:Iteration 13Q (1089.060000 sec): 3 clusters Score: Raw -972180.445396 + Penalty 4314.876642 = -967865.568755 nChanged 12 SP:Iteration 14Q (1089.290000 sec): 3 clusters Score: Raw -972185.464147 + Penalty 4314.876642 = -967870.587506 nChanged 5 SP:Iteration 15Q (1089.450000 sec): 3 clusters Score: Raw -972187.103963 + Penalty 4314.876642 = -967872.227322 nChanged 1 SP:Iteration 16Q (1089.650000 sec): 3 clusters Score: Raw -972187.234044 + Penalty 4314.876642 = -967872.357403 nChanged 2 SP:Iteration 17Q (1089.850000 sec): 3 clusters Score: Raw -972187.977820 + Penalty 4314.876642 = -967873.101178 nChanged 2 SP:Iteration 18Q (1090.050000 sec): 3 clusters Score: Raw -972188.792741 + Penalty 4314.876642 = -967873.916099 nChanged 2 SP:Iteration 19Q (1090.260000 sec): 3 clusters Score: Raw -972189.593177 + Penalty 4314.876642 = -967874.716536 nChanged 2 SP:Iteration 20F (1090.450000 sec): 3 clusters Score: Raw -972190.078149 + Penalty 4314.876642 = -967875.201507 nChanged 1 SP:Iteration 21Q (1090.670000 sec): 3 clusters Score: Raw -972191.115522 + Penalty 4314.876642 = -967876.238880 nChanged 1 SP:Iteration 22Q (1090.880000 sec): 3 clusters Score: Raw -972191.328562 + Penalty 4314.876642 = -967876.451920 nChanged 0 SP:Iteration 23F (1091.060000 sec): 3 clusters Score: Raw -972191.328562 + Penalty 4314.876642 = -967876.451920 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Iteration 20F (1138.410000 sec): 31 clusters Score: Raw -154607926.271097 + Penalty 101773.635040 = -154506152.636057 nChanged 23995 Iteration 21Q (1163.520000 sec): 31 clusters Score: Raw -154623062.608607 + Penalty 101773.635040 = -154521288.973567 nChanged 14359 Iteration 22Q (1186.950000 sec): 31 clusters Score: Raw -154628286.735499 + Penalty 101773.635040 = -154526513.100459 nChanged 10357 Iteration 23Q (1211.070000 sec): 31 clusters Score: Raw -154630941.684027 + Penalty 101773.635040 = -154529168.048987 nChanged 8019 Iteration 24Q (1237.710000 sec): 31 clusters Score: Raw -154632550.317798 + Penalty 101773.635040 = -154530776.682758 nChanged 6425 Iteration 25Q (1262.030000 sec): 31 clusters Score: Raw -154633659.318822 + Penalty 101773.635040 = -154531885.683782 nChanged 5268 Iteration 26Q (1284.100000 sec): 31 clusters Score: Raw -154634397.905534 + Penalty 101773.635040 = -154532624.270494 nChanged 4402 Iteration 27Q (1307.570000 sec): 31 clusters Score: Raw -154634964.039127 + Penalty 101773.635040 = -154533190.404087 nChanged 3765 Iteration 28Q (1333.460000 sec): 31 clusters Score: Raw -154635407.457918 + Penalty 101773.635040 = -154533633.822878 nChanged 3182 Iteration 29Q (1360.060000 sec): 31 clusters Score: Raw -154635727.536825 + Penalty 101773.635040 = -154533953.901785 nChanged 2610 Iteration 30Q (1384.390000 sec): 31 clusters Score: Raw -154635960.399779 + Penalty 101773.635040 = -154534186.764740 nChanged 2238 Iteration 31Q (1409.810000 sec): 31 clusters Score: Raw -154636139.071467 + Penalty 101773.635040 = -154534365.436427 nChanged 1818 Iteration 32Q (1431.250000 sec): 31 clusters Score: Raw -154636276.081246 + Penalty 101773.635040 = -154534502.446206 nChanged 1604 Iteration 33Q (1454.940000 sec): 31 clusters Score: Raw -154636402.395594 + Penalty 101773.635040 = -154534628.760554 nChanged 1382 Iteration 34Q (1478.730000 sec): 31 clusters Score: Raw -154636486.629539 + Penalty 101773.635040 = -154534712.994499 nChanged 1222 Iteration 35Q (1502.860000 sec): 31 clusters Score: Raw -154636567.010643 + Penalty 101773.635040 = -154534793.375603 nChanged 1084 Iteration 36Q (1529.700000 sec): 31 clusters Score: Raw -154636631.320446 + Penalty 101773.635040 = -154534857.685406 nChanged 985 Iteration 37Q (1553.980000 sec): 31 clusters Score: Raw -154636695.428401 + Penalty 101773.635040 = -154534921.793361 nChanged 893 Iteration 38Q (1579.070000 sec): 31 clusters Score: Raw -154636742.219841 + Penalty 101773.635040 = -154534968.584801 nChanged 779 Iteration 39Q (1605.410000 sec): 31 clusters Score: Raw -154636783.724768 + Penalty 101773.635040 = -154535010.089729 nChanged 766 Iteration 40F (1652.270000 sec): 31 clusters Score: Raw -154638701.365646 + Penalty 101773.635040 = -154536927.730606 nChanged 1160 Iteration 41Q (1676.260000 sec): 31 clusters Score: Raw -154640653.134763 + Penalty 101773.635040 = -154538879.499723 nChanged 1233 Iteration 42Q (1702.030000 sec): 31 clusters Score: Raw -154641311.283612 + Penalty 101773.635040 = -154539537.648573 nChanged 1122 Iteration 43Q (1727.560000 sec): 31 clusters Score: Raw -154641659.493324 + Penalty 101773.635040 = -154539885.858284 nChanged 1015 Iteration 44Q (1751.670000 sec): 31 clusters Score: Raw -154641853.263703 + Penalty 101773.635040 = -154540079.628663 nChanged 881 Iteration 45Q (1778.080000 sec): 31 clusters Score: Raw -154641986.236928 + Penalty 101773.635040 = -154540212.601888 nChanged 758 Iteration 46Q (1801.590000 sec): 31 clusters Score: Raw -154642075.892953 + Penalty 101773.635040 = -154540302.257913 nChanged 651 Iteration 47Q (1825.740000 sec): 31 clusters Score: Raw -154642145.805576 + Penalty 101773.635040 = -154540372.170536 nChanged 576 Iteration 48Q (1850.410000 sec): 31 clusters Score: Raw -154642194.893555 + Penalty 101773.635040 = -154540421.258515 nChanged 481 Iteration 49Q (1872.760000 sec): 31 clusters Score: Raw -154642222.473874 + Penalty 101773.635040 = -154540448.838834 nChanged 426 Iteration 50Q (1897.050000 sec): 31 clusters Score: Raw -154642254.299698 + Penalty 101773.635040 = -154540480.664658 nChanged 409 Iteration 51Q (1922.060000 sec): 31 clusters Score: Raw -154642277.681080 + Penalty 101773.635040 = -154540504.046040 nChanged 375 Iteration 52Q (1945.600000 sec): 31 clusters Score: Raw -154642297.958233 + Penalty 101773.635040 = -154540524.323193 nChanged 351 Iteration 53Q (1970.730000 sec): 31 clusters Score: Raw -154642313.248371 + Penalty 101773.635040 = -154540539.613331 nChanged 294 Iteration 54Q (1995.020000 sec): 31 clusters Score: Raw -154642322.974985 + Penalty 101773.635040 = -154540549.339945 nChanged 292 Iteration 55Q (2016.250000 sec): 31 clusters Score: Raw -154642330.734973 + Penalty 101773.635040 = -154540557.099934 nChanged 235 Iteration 56Q (2039.510000 sec): 31 clusters Score: Raw -154642336.332016 + Penalty 101773.635040 = -154540562.696977 nChanged 193 Iteration 57Q (2063.900000 sec): 31 clusters Score: Raw -154642341.087063 + Penalty 101773.635040 = -154540567.452023 nChanged 189 Iteration 58Q (2087.900000 sec): 31 clusters Score: Raw -154642346.515847 + Penalty 101773.635040 = -154540572.880807 nChanged 180 Writing temp clu file Because OldScore, -154540567.452023, is greater than current (better) Score,-154540572.880807 Compute initial score before splitting: Score: Raw -154642346.515847 + Penalty 101773.635040 = -154540572.880807 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 1 (37683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2088.350000 sec): 2 clusters Score: Raw -6555084.944125 + Penalty 2613.167157 = -6552471.776968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2088.710000 sec): 3 clusters Score: Raw -6532103.377592 + Penalty 5226.334314 = -6526877.043278 nChanged 17188 SP:Iteration 1F (2089.080000 sec): 3 clusters Score: Raw -6541674.273596 + Penalty 5226.334314 = -6536447.939282 nChanged 1918 SP:Iteration 2F (2089.470000 sec): 3 clusters Score: Raw -6542550.109424 + Penalty 5226.334314 = -6537323.775109 nChanged 2035 SP:Iteration 3F (2089.840000 sec): 3 clusters Score: Raw -6543719.112056 + Penalty 5226.334314 = -6538492.777742 nChanged 2259 SP:Iteration 4F (2090.200000 sec): 3 clusters Score: Raw -6545152.863213 + Penalty 5226.334314 = -6539926.528898 nChanged 2277 SP:Iteration 5F (2090.560000 sec): 3 clusters Score: Raw -6546668.658623 + Penalty 5226.334314 = -6541442.324309 nChanged 2244 SP:Iteration 6F (2090.930000 sec): 3 clusters Score: Raw -6548115.004282 + Penalty 5226.334314 = -6542888.669968 nChanged 2127 SP:Iteration 7F (2091.340000 sec): 3 clusters Score: Raw -6549412.139507 + Penalty 5226.334314 = -6544185.805192 nChanged 1846 SP:Iteration 8Q (2091.700000 sec): 3 clusters Score: Raw -6550485.228045 + Penalty 5226.334314 = -6545258.893731 nChanged 1670 SP:Iteration 9Q (2092.080000 sec): 3 clusters Score: Raw -6551357.289374 + Penalty 5226.334314 = -6546130.955059 nChanged 1499 SP:Iteration 10Q (2092.440000 sec): 3 clusters Score: Raw -6552158.264481 + Penalty 5226.334314 = -6546931.930166 nChanged 1469 SP:Iteration 11Q (2092.790000 sec): 3 clusters Score: Raw -6552958.107161 + Penalty 5226.334314 = -6547731.772847 nChanged 1485 SP:Iteration 12Q (2093.140000 sec): 3 clusters Score: Raw -6553826.526456 + Penalty 5226.334314 = -6548600.192142 nChanged 1498 SP:Iteration 13Q (2093.550000 sec): 3 clusters Score: Raw -6554709.562308 + Penalty 5226.334314 = -6549483.227993 nChanged 1378 SP:Iteration 14Q (2093.860000 sec): 3 clusters Score: Raw -6555534.303690 + Penalty 5226.334314 = -6550307.969376 nChanged 1136 SP:Iteration 15Q (2094.230000 sec): 3 clusters Score: Raw -6556194.301628 + Penalty 5226.334314 = -6550967.967314 nChanged 945 SP:Iteration 16Q (2094.570000 sec): 3 clusters Score: Raw -6556699.234411 + Penalty 5226.334314 = -6551472.900096 nChanged 736 SP:Iteration 17Q (2094.940000 sec): 3 clusters Score: Raw -6557062.627402 + Penalty 5226.334314 = -6551836.293088 nChanged 564 SP:Iteration 18Q (2095.260000 sec): 3 clusters Score: Raw -6557311.823055 + Penalty 5226.334314 = -6552085.488740 nChanged 422 SP:Iteration 19Q (2095.630000 sec): 3 clusters Score: Raw -6557493.588218 + Penalty 5226.334314 = -6552267.253904 nChanged 309 SP:Iteration 20F (2095.970000 sec): 3 clusters Score: Raw -6557615.790639 + Penalty 5226.334314 = -6552389.456325 nChanged 211 SP:Iteration 21Q (2096.310000 sec): 3 clusters Score: Raw -6557684.922250 + Penalty 5226.334314 = -6552458.587936 nChanged 151 SP:Iteration 22Q (2096.660000 sec): 3 clusters Score: Raw -6557728.415458 + Penalty 5226.334314 = -6552502.081143 nChanged 116 SP:Iteration 23Q (2097.020000 sec): 3 clusters Score: Raw -6557763.161279 + Penalty 5226.334314 = -6552536.826965 nChanged 91 SP:Iteration 24Q (2097.370000 sec): 3 clusters Score: Raw -6557786.354088 + Penalty 5226.334314 = -6552560.019774 nChanged 79 SP:Iteration 25Q (2097.700000 sec): 3 clusters Score: Raw -6557805.581515 + Penalty 5226.334314 = -6552579.247200 nChanged 60 SP:Iteration 26Q (2098.000000 sec): 3 clusters Score: Raw -6557818.007188 + Penalty 5226.334314 = -6552591.672873 nChanged 40 SP:Iteration 27Q (2098.340000 sec): 3 clusters Score: Raw -6557824.974371 + Penalty 5226.334314 = -6552598.640056 nChanged 22 SP:Iteration 28Q (2098.660000 sec): 3 clusters Score: Raw -6557830.091776 + Penalty 5226.334314 = -6552603.757461 nChanged 22 SP:Iteration 29Q (2098.980000 sec): 3 clusters Score: Raw -6557834.246356 + Penalty 5226.334314 = -6552607.912042 nChanged 20 SP:Iteration 30Q (2099.330000 sec): 3 clusters Score: Raw -6557838.909322 + Penalty 5226.334314 = -6552612.575008 nChanged 21 SP:Iteration 31Q (2099.660000 sec): 3 clusters Score: Raw -6557842.841802 + Penalty 5226.334314 = -6552616.507488 nChanged 13 SP:Iteration 32Q (2099.990000 sec): 3 clusters Score: Raw -6557845.860849 + Penalty 5226.334314 = -6552619.526535 nChanged 10 SP:Iteration 33Q (2100.360000 sec): 3 clusters Score: Raw -6557847.451791 + Penalty 5226.334314 = -6552621.117477 nChanged 7 SP:Iteration 34Q (2100.690000 sec): 3 clusters Score: Raw -6557848.480244 + Penalty 5226.334314 = -6552622.145929 nChanged 8 SP:Iteration 35Q (2101.000000 sec): 3 clusters Score: Raw -6557849.666650 + Penalty 5226.334314 = -6552623.332336 nChanged 3 SP:Iteration 36Q (2101.320000 sec): 3 clusters Score: Raw -6557850.388511 + Penalty 5226.334314 = -6552624.054197 nChanged 3 SP:Iteration 37Q (2101.650000 sec): 3 clusters Score: Raw -6557851.122030 + Penalty 5226.334314 = -6552624.787716 nChanged 1 SP:Iteration 38Q (2102.020000 sec): 3 clusters Score: Raw -6557851.298214 + Penalty 5226.334314 = -6552624.963900 nChanged 0 SP:Iteration 39F (2102.340000 sec): 3 clusters Score: Raw -6557851.298214 + Penalty 5226.334314 = -6552624.963900 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 2 (1431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2102.500000 sec): 2 clusters Score: Raw -237874.249786 + Penalty 1801.999937 = -236072.249849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2102.680000 sec): 3 clusters Score: Raw -237647.885059 + Penalty 3603.999875 = -234043.885185 nChanged 488 SP:Iteration 1F (2102.860000 sec): 3 clusters Score: Raw -239084.440492 + Penalty 3603.999875 = -235480.440618 nChanged 212 SP:Iteration 2F (2103.040000 sec): 3 clusters Score: Raw -239795.584919 + Penalty 3603.999875 = -236191.585044 nChanged 98 SP:Iteration 3F (2103.190000 sec): 3 clusters Score: Raw -240030.642548 + Penalty 3603.999875 = -236426.642673 nChanged 53 SP:Iteration 4Q (2103.370000 sec): 3 clusters Score: Raw -240155.039758 + Penalty 3603.999875 = -236551.039883 nChanged 29 SP:Iteration 5Q (2103.530000 sec): 3 clusters Score: Raw -240229.628583 + Penalty 3603.999875 = -236625.628708 nChanged 23 SP:Iteration 6Q (2103.720000 sec): 3 clusters Score: Raw -240288.853228 + Penalty 3603.999875 = -236684.853353 nChanged 20 SP:Iteration 7Q (2103.920000 sec): 3 clusters Score: Raw -240325.938019 + Penalty 3603.999875 = -236721.938144 nChanged 20 SP:Iteration 8Q (2104.110000 sec): 3 clusters Score: Raw -240363.432537 + Penalty 3603.999875 = -236759.432662 nChanged 19 SP:Iteration 9Q (2104.240000 sec): 3 clusters Score: Raw -240397.373344 + Penalty 3603.999875 = -236793.373469 nChanged 20 SP:Iteration 10Q (2104.450000 sec): 3 clusters Score: Raw -240439.032978 + Penalty 3603.999875 = -236835.033104 nChanged 14 SP:Iteration 11Q (2104.590000 sec): 3 clusters Score: Raw -240458.658289 + Penalty 3603.999875 = -236854.658414 nChanged 9 SP:Iteration 12Q (2104.780000 sec): 3 clusters Score: Raw -240468.690732 + Penalty 3603.999875 = -236864.690857 nChanged 10 SP:Iteration 13Q (2104.940000 sec): 3 clusters Score: Raw -240480.307069 + Penalty 3603.999875 = -236876.307194 nChanged 10 SP:Iteration 14Q (2105.110000 sec): 3 clusters Score: Raw -240493.527519 + Penalty 3603.999875 = -236889.527644 nChanged 12 SP:Iteration 15Q (2105.310000 sec): 3 clusters Score: Raw -240517.989784 + Penalty 3603.999875 = -236913.989909 nChanged 13 SP:Iteration 16Q (2105.470000 sec): 3 clusters Score: Raw -240535.289909 + Penalty 3603.999875 = -236931.290034 nChanged 10 SP:Iteration 17Q (2105.620000 sec): 3 clusters Score: Raw -240551.415883 + Penalty 3603.999875 = -236947.416009 nChanged 9 SP:Iteration 18Q (2105.810000 sec): 3 clusters Score: Raw -240563.057274 + Penalty 3603.999875 = -236959.057399 nChanged 8 SP:Iteration 19Q (2106.020000 sec): 3 clusters Score: Raw -240573.982778 + Penalty 3603.999875 = -236969.982903 nChanged 9 SP:Iteration 20F (2106.180000 sec): 3 clusters Score: Raw -240589.619929 + Penalty 3603.999875 = -236985.620055 nChanged 7 SP:Iteration 21Q (2106.330000 sec): 3 clusters Score: Raw -240596.942421 + Penalty 3603.999875 = -236992.942546 nChanged 2 SP:Iteration 22Q (2106.490000 sec): 3 clusters Score: Raw -240599.444021 + Penalty 3603.999875 = -236995.444147 nChanged 3 SP:Iteration 23Q (2106.670000 sec): 3 clusters Score: Raw -240605.876794 + Penalty 3603.999875 = -237001.876919 nChanged 2 SP:Iteration 24Q (2106.890000 sec): 3 clusters Score: Raw -240608.342330 + Penalty 3603.999875 = -237004.342455 nChanged 3 SP:Iteration 25Q (2107.040000 sec): 3 clusters Score: Raw -240613.038304 + Penalty 3603.999875 = -237009.038429 nChanged 4 SP:Iteration 26Q (2107.210000 sec): 3 clusters Score: Raw -240618.378849 + Penalty 3603.999875 = -237014.378975 nChanged 1 SP:Iteration 27Q (2107.370000 sec): 3 clusters Score: Raw -240620.000562 + Penalty 3603.999875 = -237016.000688 nChanged 0 SP:Iteration 28F (2107.530000 sec): 3 clusters Score: Raw -240620.000562 + Penalty 3603.999875 = -237016.000688 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 3 (932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2107.650000 sec): 2 clusters Score: Raw -153102.765231 + Penalty 1695.658538 = -151407.106693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2107.780000 sec): 3 clusters Score: Raw -152994.075567 + Penalty 3391.317076 = -149602.758490 nChanged 261 SP:Iteration 1F (2107.950000 sec): 3 clusters Score: Raw -153473.906152 + Penalty 3391.317076 = -150082.589076 nChanged 116 SP:Iteration 2F (2108.170000 sec): 3 clusters Score: Raw -154013.568369 + Penalty 3391.317076 = -150622.251293 nChanged 76 SP:Iteration 3F (2108.300000 sec): 3 clusters Score: Raw -154598.874434 + Penalty 3391.317076 = -151207.557358 nChanged 78 SP:Iteration 4F (2108.500000 sec): 3 clusters Score: Raw -154957.361578 + Penalty 3391.317076 = -151566.044502 nChanged 51 SP:Iteration 5F (2108.650000 sec): 3 clusters Score: Raw -155219.411612 + Penalty 3391.317076 = -151828.094536 nChanged 39 SP:Iteration 6Q (2108.820000 sec): 3 clusters Score: Raw -155364.708513 + Penalty 3391.317076 = -151973.391437 nChanged 27 SP:Iteration 7Q (2109.060000 sec): 3 clusters Score: Raw -155461.282081 + Penalty 3391.317076 = -152069.965005 nChanged 21 SP:Iteration 8Q (2109.220000 sec): 3 clusters Score: Raw -155533.847096 + Penalty 3391.317076 = -152142.530020 nChanged 26 SP:Iteration 9Q (2109.400000 sec): 3 clusters Score: Raw -155636.408945 + Penalty 3391.317076 = -152245.091869 nChanged 19 SP:Iteration 10Q (2109.570000 sec): 3 clusters Score: Raw -155710.934993 + Penalty 3391.317076 = -152319.617917 nChanged 21 SP:Iteration 11Q (2109.740000 sec): 3 clusters Score: Raw -155806.466324 + Penalty 3391.317076 = -152415.149247 nChanged 24 SP:Iteration 12Q (2109.910000 sec): 3 clusters Score: Raw -155927.664257 + Penalty 3391.317076 = -152536.347181 nChanged 13 SP:Iteration 13Q (2110.100000 sec): 3 clusters Score: Raw -156001.267755 + Penalty 3391.317076 = -152609.950679 nChanged 4 SP:Iteration 14Q (2110.270000 sec): 3 clusters Score: Raw -156029.046620 + Penalty 3391.317076 = -152637.729544 nChanged 4 SP:Iteration 15Q (2110.470000 sec): 3 clusters Score: Raw -156048.792551 + Penalty 3391.317076 = -152657.475475 nChanged 2 SP:Iteration 16Q (2110.680000 sec): 3 clusters Score: Raw -156064.114095 + Penalty 3391.317076 = -152672.797018 nChanged 3 SP:Iteration 17Q (2110.860000 sec): 3 clusters Score: Raw -156076.093062 + Penalty 3391.317076 = -152684.775986 nChanged 2 SP:Iteration 18Q (2111.070000 sec): 3 clusters Score: Raw -156083.950305 + Penalty 3391.317076 = -152692.633229 nChanged 1 SP:Iteration 19Q (2111.200000 sec): 3 clusters Score: Raw -156092.570541 + Penalty 3391.317076 = -152701.253465 nChanged 0 SP:Iteration 20F (2111.410000 sec): 3 clusters Score: Raw -156092.570541 + Penalty 3391.317076 = -152701.253465 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 4 (727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2111.510000 sec): 2 clusters Score: Raw -126519.899847 + Penalty 1634.053766 = -124885.846081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2111.690000 sec): 3 clusters Score: Raw -126501.461758 + Penalty 3268.107533 = -123233.354225 nChanged 160 SP:Iteration 1F (2111.860000 sec): 3 clusters Score: Raw -126856.370885 + Penalty 3268.107533 = -123588.263352 nChanged 75 SP:Iteration 2F (2112.030000 sec): 3 clusters Score: Raw -127121.405089 + Penalty 3268.107533 = -123853.297556 nChanged 63 SP:Iteration 3F (2112.210000 sec): 3 clusters Score: Raw -127333.879265 + Penalty 3268.107533 = -124065.771732 nChanged 41 SP:Iteration 4F (2112.420000 sec): 3 clusters Score: Raw -127498.519914 + Penalty 3268.107533 = -124230.412381 nChanged 24 SP:Iteration 5Q (2112.600000 sec): 3 clusters Score: Raw -127604.872667 + Penalty 3268.107533 = -124336.765134 nChanged 26 SP:Iteration 6Q (2112.800000 sec): 3 clusters Score: Raw -127698.510901 + Penalty 3268.107533 = -124430.403369 nChanged 16 SP:Iteration 7Q (2112.980000 sec): 3 clusters Score: Raw -127765.968799 + Penalty 3268.107533 = -124497.861266 nChanged 7 SP:Iteration 8Q (2113.100000 sec): 3 clusters Score: Raw -127788.388407 + Penalty 3268.107533 = -124520.280874 nChanged 8 SP:Iteration 9Q (2113.270000 sec): 3 clusters Score: Raw -127816.131787 + Penalty 3268.107533 = -124548.024254 nChanged 5 SP:Iteration 10Q (2113.460000 sec): 3 clusters Score: Raw -127834.592756 + Penalty 3268.107533 = -124566.485223 nChanged 8 SP:Iteration 11Q (2113.640000 sec): 3 clusters Score: Raw -127861.143484 + Penalty 3268.107533 = -124593.035952 nChanged 4 SP:Iteration 12Q (2113.830000 sec): 3 clusters Score: Raw -127875.839879 + Penalty 3268.107533 = -124607.732346 nChanged 3 SP:Iteration 13Q (2113.990000 sec): 3 clusters Score: Raw -127881.288800 + Penalty 3268.107533 = -124613.181267 nChanged 2 SP:Iteration 14Q (2114.170000 sec): 3 clusters Score: Raw -127883.587704 + Penalty 3268.107533 = -124615.480171 nChanged 2 SP:Iteration 15Q (2114.330000 sec): 3 clusters Score: Raw -127887.872624 + Penalty 3268.107533 = -124619.765091 nChanged 2 SP:Iteration 16Q (2114.510000 sec): 3 clusters Score: Raw -127894.941224 + Penalty 3268.107533 = -124626.833692 nChanged 5 SP:Iteration 17Q (2114.700000 sec): 3 clusters Score: Raw -127907.022371 + Penalty 3268.107533 = -124638.914838 nChanged 3 SP:Iteration 18Q (2114.860000 sec): 3 clusters Score: Raw -127910.861269 + Penalty 3268.107533 = -124642.753736 nChanged 3 SP:Iteration 19Q (2115.060000 sec): 3 clusters Score: Raw -127917.992974 + Penalty 3268.107533 = -124649.885441 nChanged 3 SP:Iteration 20F (2115.210000 sec): 3 clusters Score: Raw -127922.566449 + Penalty 3268.107533 = -124654.458916 nChanged 1 SP:Iteration 21Q (2115.380000 sec): 3 clusters Score: Raw -127924.589963 + Penalty 3268.107533 = -124656.482430 nChanged 0 SP:Iteration 22F (2115.550000 sec): 3 clusters Score: Raw -127924.589963 + Penalty 3268.107533 = -124656.482430 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 5 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2115.620000 sec): 2 clusters Score: Raw -83942.687117 + Penalty 1562.594877 = -82380.092240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2115.790000 sec): 3 clusters Score: Raw -84019.102715 + Penalty 3125.189754 = -80893.912961 nChanged 104 SP:Iteration 1F (2115.980000 sec): 3 clusters Score: Raw -84290.453269 + Penalty 3125.189754 = -81165.263515 nChanged 43 SP:Iteration 2F (2116.170000 sec): 3 clusters Score: Raw -84493.445743 + Penalty 3125.189754 = -81368.255989 nChanged 42 SP:Iteration 3F (2116.300000 sec): 3 clusters Score: Raw -84720.189733 + Penalty 3125.189754 = -81594.999979 nChanged 43 SP:Iteration 4F (2116.500000 sec): 3 clusters Score: Raw -85178.583316 + Penalty 3125.189754 = -82053.393562 nChanged 56 SP:Iteration 5F (2116.650000 sec): 3 clusters Score: Raw -85848.584241 + Penalty 3125.189754 = -82723.394487 nChanged 45 SP:Iteration 6F (2116.810000 sec): 3 clusters Score: Raw -86384.244181 + Penalty 3125.189754 = -83259.054427 nChanged 25 SP:Iteration 7Q (2116.970000 sec): 3 clusters Score: Raw -86858.354581 + Penalty 3125.189754 = -83733.164827 nChanged 9 SP:Iteration 8Q (2117.170000 sec): 3 clusters Score: Raw -86993.744297 + Penalty 3125.189754 = -83868.554543 nChanged 5 SP:Iteration 9Q (2117.350000 sec): 3 clusters Score: Raw -87028.999569 + Penalty 3125.189754 = -83903.809814 nChanged 1 SP:Iteration 10Q (2117.520000 sec): 3 clusters Score: Raw -87043.613224 + Penalty 3125.189754 = -83918.423470 nChanged 0 SP:Iteration 11F (2117.710000 sec): 3 clusters Score: Raw -87043.613224 + Penalty 3125.189754 = -83918.423470 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 6 (1010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2117.830000 sec): 2 clusters Score: Raw -164682.991276 + Penalty 1715.590991 = -162967.400285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2117.980000 sec): 3 clusters Score: Raw -164571.103614 + Penalty 3431.181982 = -161139.921631 nChanged 269 SP:Iteration 1F (2118.180000 sec): 3 clusters Score: Raw -165232.538184 + Penalty 3431.181982 = -161801.356201 nChanged 129 SP:Iteration 2F (2118.330000 sec): 3 clusters Score: Raw -165654.599650 + Penalty 3431.181982 = -162223.417667 nChanged 74 SP:Iteration 3F (2118.510000 sec): 3 clusters Score: Raw -165901.771837 + Penalty 3431.181982 = -162470.589855 nChanged 52 SP:Iteration 4F (2118.650000 sec): 3 clusters Score: Raw -166077.534661 + Penalty 3431.181982 = -162646.352679 nChanged 51 SP:Iteration 5F (2118.840000 sec): 3 clusters Score: Raw -166283.052337 + Penalty 3431.181982 = -162851.870355 nChanged 37 SP:Iteration 6Q (2118.980000 sec): 3 clusters Score: Raw -166422.506735 + Penalty 3431.181982 = -162991.324752 nChanged 27 SP:Iteration 7Q (2119.180000 sec): 3 clusters Score: Raw -166479.402539 + Penalty 3431.181982 = -163048.220557 nChanged 23 SP:Iteration 8Q (2119.320000 sec): 3 clusters Score: Raw -166518.441637 + Penalty 3431.181982 = -163087.259655 nChanged 13 SP:Iteration 9Q (2119.520000 sec): 3 clusters Score: Raw -166550.020214 + Penalty 3431.181982 = -163118.838232 nChanged 5 SP:Iteration 10Q (2119.670000 sec): 3 clusters Score: Raw -166557.642229 + Penalty 3431.181982 = -163126.460246 nChanged 2 SP:Iteration 11Q (2119.860000 sec): 3 clusters Score: Raw -166561.661169 + Penalty 3431.181982 = -163130.479186 nChanged 1 SP:Iteration 12Q (2120.010000 sec): 3 clusters Score: Raw -166561.991578 + Penalty 3431.181982 = -163130.809596 nChanged 0 SP:Iteration 13F (2120.150000 sec): 3 clusters Score: Raw -166561.991578 + Penalty 3431.181982 = -163130.809596 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 7 (787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2120.280000 sec): 2 clusters Score: Raw -118573.325767 + Penalty 1653.720606 = -116919.605162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2120.440000 sec): 3 clusters Score: Raw -118512.599433 + Penalty 3307.441211 = -115205.158222 nChanged 193 SP:Iteration 1F (2120.600000 sec): 3 clusters Score: Raw -118940.321684 + Penalty 3307.441211 = -115632.880473 nChanged 74 SP:Iteration 2F (2120.800000 sec): 3 clusters Score: Raw -119301.230577 + Penalty 3307.441211 = -115993.789366 nChanged 42 SP:Iteration 3F (2121.010000 sec): 3 clusters Score: Raw -119482.535036 + Penalty 3307.441211 = -116175.093825 nChanged 39 SP:Iteration 4Q (2121.220000 sec): 3 clusters Score: Raw -119676.696970 + Penalty 3307.441211 = -116369.255758 nChanged 49 SP:Iteration 5F (2121.380000 sec): 3 clusters Score: Raw -120016.733445 + Penalty 3307.441211 = -116709.292233 nChanged 44 SP:Iteration 6F (2121.580000 sec): 3 clusters Score: Raw -120383.891054 + Penalty 3307.441211 = -117076.449843 nChanged 51 SP:Iteration 7F (2121.730000 sec): 3 clusters Score: Raw -120621.201896 + Penalty 3307.441211 = -117313.760685 nChanged 40 SP:Iteration 8F (2121.920000 sec): 3 clusters Score: Raw -120818.748900 + Penalty 3307.441211 = -117511.307689 nChanged 19 SP:Iteration 9Q (2122.060000 sec): 3 clusters Score: Raw -120954.084662 + Penalty 3307.441211 = -117646.643451 nChanged 13 SP:Iteration 10Q (2122.250000 sec): 3 clusters Score: Raw -121029.129961 + Penalty 3307.441211 = -117721.688750 nChanged 12 SP:Iteration 11Q (2122.400000 sec): 3 clusters Score: Raw -121081.222427 + Penalty 3307.441211 = -117773.781216 nChanged 9 SP:Iteration 12Q (2122.600000 sec): 3 clusters Score: Raw -121112.332826 + Penalty 3307.441211 = -117804.891615 nChanged 5 SP:Iteration 13Q (2122.760000 sec): 3 clusters Score: Raw -121132.714732 + Penalty 3307.441211 = -117825.273521 nChanged 3 SP:Iteration 14Q (2122.930000 sec): 3 clusters Score: Raw -121141.056044 + Penalty 3307.441211 = -117833.614833 nChanged 0 SP:Iteration 15F (2123.130000 sec): 3 clusters Score: Raw -121141.056044 + Penalty 3307.441211 = -117833.614833 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 8 (2513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2123.260000 sec): 2 clusters Score: Raw -416011.119170 + Penalty 1941.649669 = -414069.469501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2123.420000 sec): 3 clusters Score: Raw -415055.269206 + Penalty 3883.299339 = -411171.969868 nChanged 807 SP:Iteration 1F (2123.590000 sec): 3 clusters Score: Raw -415742.418847 + Penalty 3883.299339 = -411859.119509 nChanged 257 SP:Iteration 2F (2123.770000 sec): 3 clusters Score: Raw -416318.860513 + Penalty 3883.299339 = -412435.561175 nChanged 283 SP:Iteration 3F (2123.950000 sec): 3 clusters Score: Raw -417132.163616 + Penalty 3883.299339 = -413248.864277 nChanged 267 SP:Iteration 4F (2124.130000 sec): 3 clusters Score: Raw -417782.120959 + Penalty 3883.299339 = -413898.821621 nChanged 191 SP:Iteration 5F (2124.350000 sec): 3 clusters Score: Raw -418205.113402 + Penalty 3883.299339 = -414321.814064 nChanged 114 SP:Iteration 6Q (2124.550000 sec): 3 clusters Score: Raw -418417.568086 + Penalty 3883.299339 = -414534.268747 nChanged 70 SP:Iteration 7Q (2124.700000 sec): 3 clusters Score: Raw -418523.459762 + Penalty 3883.299339 = -414640.160424 nChanged 43 SP:Iteration 8Q (2124.920000 sec): 3 clusters Score: Raw -418564.132252 + Penalty 3883.299339 = -414680.832913 nChanged 22 SP:Iteration 9Q (2125.090000 sec): 3 clusters Score: Raw -418584.349829 + Penalty 3883.299339 = -414701.050491 nChanged 12 SP:Iteration 10Q (2125.260000 sec): 3 clusters Score: Raw -418592.387920 + Penalty 3883.299339 = -414709.088581 nChanged 6 SP:Iteration 11Q (2125.450000 sec): 3 clusters Score: Raw -418596.887046 + Penalty 3883.299339 = -414713.587707 nChanged 6 SP:Iteration 12Q (2125.620000 sec): 3 clusters Score: Raw -418601.757962 + Penalty 3883.299339 = -414718.458623 nChanged 6 SP:Iteration 13Q (2125.770000 sec): 3 clusters Score: Raw -418605.952742 + Penalty 3883.299339 = -414722.653404 nChanged 3 SP:Iteration 14Q (2125.940000 sec): 3 clusters Score: Raw -418607.441248 + Penalty 3883.299339 = -414724.141909 nChanged 0 SP:Iteration 15F (2126.140000 sec): 3 clusters Score: Raw -418607.441248 + Penalty 3883.299339 = -414724.141909 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 9 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2126.220000 sec): 2 clusters Score: Raw -73458.775757 + Penalty 1560.309147 = -71898.466610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2126.430000 sec): 3 clusters Score: Raw -73639.993766 + Penalty 3120.618293 = -70519.375472 nChanged 159 SP:Iteration 1F (2126.580000 sec): 3 clusters Score: Raw -74523.426373 + Penalty 3120.618293 = -71402.808080 nChanged 66 SP:Iteration 2F (2126.770000 sec): 3 clusters Score: Raw -74936.983794 + Penalty 3120.618293 = -71816.365501 nChanged 26 SP:Iteration 3Q (2126.930000 sec): 3 clusters Score: Raw -75310.327028 + Penalty 3120.618293 = -72189.708734 nChanged 21 SP:Iteration 4Q (2127.110000 sec): 3 clusters Score: Raw -75530.950724 + Penalty 3120.618293 = -72410.332431 nChanged 16 SP:Iteration 5Q (2127.290000 sec): 3 clusters Score: Raw -76040.581580 + Penalty 3120.618293 = -72919.963287 nChanged 12 SP:Iteration 6Q (2127.480000 sec): 3 clusters Score: Raw -76108.546744 + Penalty 3120.618293 = -72987.928451 nChanged 9 SP:Iteration 7Q (2127.630000 sec): 3 clusters Score: Raw -76158.014797 + Penalty 3120.618293 = -73037.396503 nChanged 3 SP:Iteration 8Q (2127.820000 sec): 3 clusters Score: Raw -76179.768578 + Penalty 3120.618293 = -73059.150285 nChanged 2 SP:Iteration 9Q (2127.980000 sec): 3 clusters Score: Raw -76202.793217 + Penalty 3120.618293 = -73082.174924 nChanged 1 SP:Iteration 10Q (2128.150000 sec): 3 clusters Score: Raw -76233.068571 + Penalty 3120.618293 = -73112.450278 nChanged 0 SP:Iteration 11F (2128.350000 sec): 3 clusters Score: Raw -76238.056961 + Penalty 3120.618293 = -73117.438667 nChanged 2 SP:Iteration 12Q (2128.520000 sec): 3 clusters Score: Raw -76248.291049 + Penalty 3120.618293 = -73127.672755 nChanged 1 SP:Iteration 13Q (2128.660000 sec): 3 clusters Score: Raw -76249.896126 + Penalty 3120.618293 = -73129.277832 nChanged 1 SP:Iteration 14Q (2128.850000 sec): 3 clusters Score: Raw -76255.221202 + Penalty 3120.618293 = -73134.602909 nChanged 0 SP:Iteration 15F (2129.030000 sec): 3 clusters Score: Raw -76255.221202 + Penalty 3120.618293 = -73134.602909 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 10 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2129.120000 sec): 2 clusters Score: Raw -38008.797317 + Penalty 1481.504784 = -36527.292533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2129.300000 sec): 3 clusters Score: Raw -38348.329615 + Penalty 2963.009567 = -35385.320047 nChanged 86 SP:Iteration 1F (2129.490000 sec): 3 clusters Score: Raw -38794.151955 + Penalty 2963.009567 = -35831.142387 nChanged 52 SP:Iteration 2F (2129.700000 sec): 3 clusters Score: Raw -39267.199540 + Penalty 2963.009567 = -36304.189973 nChanged 33 SP:Iteration 3F (2129.840000 sec): 3 clusters Score: Raw -39646.055642 + Penalty 2963.009567 = -36683.046075 nChanged 11 SP:Iteration 4Q (2130.020000 sec): 3 clusters Score: Raw -39742.069917 + Penalty 2963.009567 = -36779.060349 nChanged 6 SP:Iteration 5Q (2130.210000 sec): 3 clusters Score: Raw -39823.383489 + Penalty 2963.009567 = -36860.373921 nChanged 3 SP:Iteration 6Q (2130.380000 sec): 3 clusters Score: Raw -39843.094877 + Penalty 2963.009567 = -36880.085309 nChanged 1 SP:Iteration 7Q (2130.540000 sec): 3 clusters Score: Raw -39845.868149 + Penalty 2963.009567 = -36882.858582 nChanged 0 SP:Iteration 8F (2130.720000 sec): 3 clusters Score: Raw -39845.868149 + Penalty 2963.009567 = -36882.858582 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 11 (3490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2130.860000 sec): 2 clusters Score: Raw -585574.264286 + Penalty 2023.098940 = -583551.165347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2131.040000 sec): 3 clusters Score: Raw -584094.619608 + Penalty 4046.197880 = -580048.421728 nChanged 1271 SP:Iteration 1F (2131.210000 sec): 3 clusters Score: Raw -585245.513232 + Penalty 4046.197880 = -581199.315352 nChanged 436 SP:Iteration 2F (2131.400000 sec): 3 clusters Score: Raw -586154.712291 + Penalty 4046.197880 = -582108.514411 nChanged 454 SP:Iteration 3F (2131.590000 sec): 3 clusters Score: Raw -587263.829151 + Penalty 4046.197880 = -583217.631272 nChanged 353 SP:Iteration 4F (2131.800000 sec): 3 clusters Score: Raw -588096.389477 + Penalty 4046.197880 = -584050.191598 nChanged 180 SP:Iteration 5F (2132.000000 sec): 3 clusters Score: Raw -588390.698086 + Penalty 4046.197880 = -584344.500207 nChanged 89 SP:Iteration 6Q (2132.160000 sec): 3 clusters Score: Raw -588473.001336 + Penalty 4046.197880 = -584426.803456 nChanged 32 SP:Iteration 7Q (2132.350000 sec): 3 clusters Score: Raw -588492.415632 + Penalty 4046.197880 = -584446.217752 nChanged 19 SP:Iteration 8Q (2132.540000 sec): 3 clusters Score: Raw -588498.796905 + Penalty 4046.197880 = -584452.599025 nChanged 4 SP:Iteration 9Q (2132.720000 sec): 3 clusters Score: Raw -588499.678047 + Penalty 4046.197880 = -584453.480168 nChanged 0 SP:Iteration 10F (2132.910000 sec): 3 clusters Score: Raw -588499.678047 + Penalty 4046.197880 = -584453.480168 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 12 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2133.030000 sec): 2 clusters Score: Raw -92102.828365 + Penalty 1616.748527 = -90486.079837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2133.190000 sec): 3 clusters Score: Raw -92294.573731 + Penalty 3233.497055 = -89061.076676 nChanged 205 SP:Iteration 1F (2133.390000 sec): 3 clusters Score: Raw -93107.017770 + Penalty 3233.497055 = -89873.520715 nChanged 107 SP:Iteration 2F (2133.550000 sec): 3 clusters Score: Raw -94766.349856 + Penalty 3233.497055 = -91532.852801 nChanged 116 SP:Iteration 3F (2133.730000 sec): 3 clusters Score: Raw -97505.918456 + Penalty 3233.497055 = -94272.421401 nChanged 46 SP:Iteration 4F (2133.900000 sec): 3 clusters Score: Raw -100046.245238 + Penalty 3233.497055 = -96812.748183 nChanged 4 SP:Iteration 5Q (2134.060000 sec): 3 clusters Score: Raw -100426.276686 + Penalty 3233.497055 = -97192.779631 nChanged 1 SP:Iteration 6Q (2134.230000 sec): 3 clusters Score: Raw -100834.078506 + Penalty 3233.497055 = -97600.581452 nChanged 0 SP:Iteration 7F (2134.420000 sec): 3 clusters Score: Raw -100834.078506 + Penalty 3233.497055 = -97600.581452 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 13 (8227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2134.520000 sec): 2 clusters Score: Raw -1541123.464492 + Penalty 2235.763823 = -1538887.700668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2134.760000 sec): 3 clusters Score: Raw -1536818.245832 + Penalty 4471.527647 = -1532346.718185 nChanged 3356 SP:Iteration 1F (2135.000000 sec): 3 clusters Score: Raw -1538642.005778 + Penalty 4471.527647 = -1534170.478131 nChanged 592 SP:Iteration 2F (2135.170000 sec): 3 clusters Score: Raw -1538970.130744 + Penalty 4471.527647 = -1534498.603097 nChanged 425 SP:Iteration 3F (2135.410000 sec): 3 clusters Score: Raw -1539203.546490 + Penalty 4471.527647 = -1534732.018843 nChanged 358 SP:Iteration 4Q (2135.620000 sec): 3 clusters Score: Raw -1539405.455764 + Penalty 4471.527647 = -1534933.928117 nChanged 356 SP:Iteration 5Q (2135.840000 sec): 3 clusters Score: Raw -1539613.159773 + Penalty 4471.527647 = -1535141.632126 nChanged 357 SP:Iteration 6Q (2136.040000 sec): 3 clusters Score: Raw -1539868.174497 + Penalty 4471.527647 = -1535396.646850 nChanged 406 SP:Iteration 7Q (2136.260000 sec): 3 clusters Score: Raw -1540212.841438 + Penalty 4471.527647 = -1535741.313791 nChanged 439 SP:Iteration 8F (2136.460000 sec): 3 clusters Score: Raw -1540643.090588 + Penalty 4471.527647 = -1536171.562941 nChanged 496 SP:Iteration 9F (2136.710000 sec): 3 clusters Score: Raw -1541167.635263 + Penalty 4471.527647 = -1536696.107617 nChanged 488 SP:Iteration 10F (2136.910000 sec): 3 clusters Score: Raw -1541612.847913 + Penalty 4471.527647 = -1537141.320266 nChanged 407 SP:Iteration 11Q (2137.120000 sec): 3 clusters Score: Raw -1541942.356292 + Penalty 4471.527647 = -1537470.828645 nChanged 300 SP:Iteration 12Q (2137.350000 sec): 3 clusters Score: Raw -1542111.228073 + Penalty 4471.527647 = -1537639.700426 nChanged 179 SP:Iteration 13Q (2137.590000 sec): 3 clusters Score: Raw -1542189.451111 + Penalty 4471.527647 = -1537717.923465 nChanged 118 SP:Iteration 14Q (2137.850000 sec): 3 clusters Score: Raw -1542237.278981 + Penalty 4471.527647 = -1537765.751334 nChanged 93 SP:Iteration 15Q (2138.070000 sec): 3 clusters Score: Raw -1542275.015302 + Penalty 4471.527647 = -1537803.487655 nChanged 58 SP:Iteration 16Q (2138.250000 sec): 3 clusters Score: Raw -1542295.230730 + Penalty 4471.527647 = -1537823.703083 nChanged 60 SP:Iteration 17Q (2138.480000 sec): 3 clusters Score: Raw -1542312.565117 + Penalty 4471.527647 = -1537841.037470 nChanged 53 SP:Iteration 18Q (2138.680000 sec): 3 clusters Score: Raw -1542331.441396 + Penalty 4471.527647 = -1537859.913749 nChanged 54 SP:Iteration 19Q (2138.890000 sec): 3 clusters Score: Raw -1542351.274759 + Penalty 4471.527647 = -1537879.747112 nChanged 53 SP:Iteration 20F (2139.100000 sec): 3 clusters Score: Raw -1542369.097911 + Penalty 4471.527647 = -1537897.570265 nChanged 48 SP:Iteration 21Q (2139.300000 sec): 3 clusters Score: Raw -1542383.391547 + Penalty 4471.527647 = -1537911.863900 nChanged 50 SP:Iteration 22Q (2139.520000 sec): 3 clusters Score: Raw -1542397.646545 + Penalty 4471.527647 = -1537926.118899 nChanged 45 SP:Iteration 23Q (2139.760000 sec): 3 clusters Score: Raw -1542411.113971 + Penalty 4471.527647 = -1537939.586324 nChanged 43 SP:Iteration 24Q (2139.970000 sec): 3 clusters Score: Raw -1542421.484625 + Penalty 4471.527647 = -1537949.956978 nChanged 39 SP:Iteration 25Q (2140.160000 sec): 3 clusters Score: Raw -1542431.456640 + Penalty 4471.527647 = -1537959.928994 nChanged 34 SP:Iteration 26Q (2140.380000 sec): 3 clusters Score: Raw -1542440.803261 + Penalty 4471.527647 = -1537969.275614 nChanged 22 SP:Iteration 27Q (2140.580000 sec): 3 clusters Score: Raw -1542445.061513 + Penalty 4471.527647 = -1537973.533866 nChanged 13 SP:Iteration 28Q (2140.820000 sec): 3 clusters Score: Raw -1542447.078760 + Penalty 4471.527647 = -1537975.551114 nChanged 9 SP:Iteration 29Q (2141.020000 sec): 3 clusters Score: Raw -1542448.764334 + Penalty 4471.527647 = -1537977.236687 nChanged 12 SP:Iteration 30Q (2141.220000 sec): 3 clusters Score: Raw -1542451.142502 + Penalty 4471.527647 = -1537979.614855 nChanged 7 SP:Iteration 31Q (2141.410000 sec): 3 clusters Score: Raw -1542452.636583 + Penalty 4471.527647 = -1537981.108937 nChanged 3 SP:Iteration 32Q (2141.640000 sec): 3 clusters Score: Raw -1542453.087943 + Penalty 4471.527647 = -1537981.560296 nChanged 5 SP:Iteration 33Q (2141.860000 sec): 3 clusters Score: Raw -1542453.906461 + Penalty 4471.527647 = -1537982.378814 nChanged 3 SP:Iteration 34Q (2142.080000 sec): 3 clusters Score: Raw -1542454.183801 + Penalty 4471.527647 = -1537982.656154 nChanged 3 SP:Iteration 35Q (2142.320000 sec): 3 clusters Score: Raw -1542454.493257 + Penalty 4471.527647 = -1537982.965610 nChanged 1 SP:Iteration 36Q (2142.530000 sec): 3 clusters Score: Raw -1542454.609068 + Penalty 4471.527647 = -1537983.081421 nChanged 0 SP:Iteration 37F (2142.750000 sec): 3 clusters Score: Raw -1542454.609068 + Penalty 4471.527647 = -1537983.081421 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 14 (208349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2143.720000 sec): 2 clusters Score: Raw -39929796.765885 + Penalty 3037.248520 = -39926759.517365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2145.150000 sec): 3 clusters Score: Raw -39793203.057655 + Penalty 6074.497039 = -39787128.560616 nChanged 100249 SP:Iteration 1F (2146.210000 sec): 3 clusters Score: Raw -39854464.185325 + Penalty 6074.497039 = -39848389.688285 nChanged 9211 SP:Iteration 2Q (2147.400000 sec): 3 clusters Score: Raw -39859370.964450 + Penalty 6074.497039 = -39853296.467410 nChanged 12380 SP:Iteration 3F (2148.620000 sec): 3 clusters Score: Raw -39868054.284464 + Penalty 6074.497039 = -39861979.787424 nChanged 16520 SP:Iteration 4F (2149.850000 sec): 3 clusters Score: Raw -39881629.780056 + Penalty 6074.497039 = -39875555.283016 nChanged 19888 SP:Iteration 5F (2151.070000 sec): 3 clusters Score: Raw -39899413.217213 + Penalty 6074.497039 = -39893338.720174 nChanged 19008 SP:Iteration 6F (2152.250000 sec): 3 clusters Score: Raw -39915385.997479 + Penalty 6074.497039 = -39909311.500440 nChanged 13129 SP:Iteration 7F (2153.410000 sec): 3 clusters Score: Raw -39923437.199059 + Penalty 6074.497039 = -39917362.702020 nChanged 7369 SP:Iteration 8Q (2154.710000 sec): 3 clusters Score: Raw -39926654.528916 + Penalty 6074.497039 = -39920580.031876 nChanged 4305 SP:Iteration 9Q (2155.980000 sec): 3 clusters Score: Raw -39928379.671163 + Penalty 6074.497039 = -39922305.174123 nChanged 3136 SP:Iteration 10Q (2157.250000 sec): 3 clusters Score: Raw -39929529.672600 + Penalty 6074.497039 = -39923455.175561 nChanged 2667 SP:Iteration 11Q (2158.490000 sec): 3 clusters Score: Raw -39930377.235469 + Penalty 6074.497039 = -39924302.738430 nChanged 2393 SP:Iteration 12Q (2159.690000 sec): 3 clusters Score: Raw -39931023.268447 + Penalty 6074.497039 = -39924948.771408 nChanged 2255 SP:Iteration 13Q (2160.910000 sec): 3 clusters Score: Raw -39931558.178073 + Penalty 6074.497039 = -39925483.681034 nChanged 2067 SP:Iteration 14Q (2162.110000 sec): 3 clusters Score: Raw -39932009.191329 + Penalty 6074.497039 = -39925934.694290 nChanged 1946 SP:Iteration 15Q (2163.300000 sec): 3 clusters Score: Raw -39932407.826285 + Penalty 6074.497039 = -39926333.329246 nChanged 1744 SP:Iteration 16Q (2164.460000 sec): 3 clusters Score: Raw -39932740.661639 + Penalty 6074.497039 = -39926666.164600 nChanged 1559 SP:Iteration 17Q (2165.620000 sec): 3 clusters Score: Raw -39933010.898035 + Penalty 6074.497039 = -39926936.400995 nChanged 1398 SP:Iteration 18Q (2166.660000 sec): 3 clusters Score: Raw -39933235.125912 + Penalty 6074.497039 = -39927160.628873 nChanged 1264 SP:Iteration 19Q (2167.820000 sec): 3 clusters Score: Raw -39933420.715534 + Penalty 6074.497039 = -39927346.218495 nChanged 1134 SP:Iteration 20F (2168.990000 sec): 3 clusters Score: Raw -39933582.363272 + Penalty 6074.497039 = -39927507.866232 nChanged 1072 SP:Iteration 21Q (2170.150000 sec): 3 clusters Score: Raw -39933730.625138 + Penalty 6074.497039 = -39927656.128098 nChanged 1031 SP:Iteration 22Q (2171.380000 sec): 3 clusters Score: Raw -39933869.255384 + Penalty 6074.497039 = -39927794.758345 nChanged 925 SP:Iteration 23Q (2172.560000 sec): 3 clusters Score: Raw -39933990.548402 + Penalty 6074.497039 = -39927916.051363 nChanged 906 SP:Iteration 24Q (2173.740000 sec): 3 clusters Score: Raw -39934107.198114 + Penalty 6074.497039 = -39928032.701074 nChanged 845 SP:Iteration 25Q (2174.920000 sec): 3 clusters Score: Raw -39934210.908182 + Penalty 6074.497039 = -39928136.411143 nChanged 744 SP:Iteration 26Q (2176.000000 sec): 3 clusters Score: Raw -39934295.079217 + Penalty 6074.497039 = -39928220.582177 nChanged 684 SP:Iteration 27Q (2177.110000 sec): 3 clusters Score: Raw -39934374.888863 + Penalty 6074.497039 = -39928300.391824 nChanged 692 SP:Iteration 28Q (2178.270000 sec): 3 clusters Score: Raw -39934454.501544 + Penalty 6074.497039 = -39928380.004505 nChanged 643 SP:Iteration 29Q (2179.340000 sec): 3 clusters Score: Raw -39934524.411820 + Penalty 6074.497039 = -39928449.914781 nChanged 610 SP:Iteration 30Q (2180.450000 sec): 3 clusters Score: Raw -39934590.202167 + Penalty 6074.497039 = -39928515.705128 nChanged 569 SP:Iteration 31Q (2181.570000 sec): 3 clusters Score: Raw -39934646.808420 + Penalty 6074.497039 = -39928572.311381 nChanged 504 SP:Iteration 32Q (2182.670000 sec): 3 clusters Score: Raw -39934694.180779 + Penalty 6074.497039 = -39928619.683740 nChanged 472 SP:Iteration 33Q (2183.720000 sec): 3 clusters Score: Raw -39934736.912619 + Penalty 6074.497039 = -39928662.415579 nChanged 473 SP:Iteration 34Q (2184.800000 sec): 3 clusters Score: Raw -39934777.272221 + Penalty 6074.497039 = -39928702.775181 nChanged 403 SP:Iteration 35Q (2185.780000 sec): 3 clusters Score: Raw -39934809.484135 + Penalty 6074.497039 = -39928734.987096 nChanged 371 SP:Iteration 36Q (2186.880000 sec): 3 clusters Score: Raw -39934838.027321 + Penalty 6074.497039 = -39928763.530282 nChanged 331 SP:Iteration 37Q (2187.940000 sec): 3 clusters Score: Raw -39934861.719367 + Penalty 6074.497039 = -39928787.222328 nChanged 308 SP:Iteration 38Q (2189.030000 sec): 3 clusters Score: Raw -39934882.714289 + Penalty 6074.497039 = -39928808.217250 nChanged 304 SP:Iteration 39Q (2190.090000 sec): 3 clusters Score: Raw -39934903.499418 + Penalty 6074.497039 = -39928829.002378 nChanged 292 SP:Iteration 40F (2191.310000 sec): 3 clusters Score: Raw -39934922.040106 + Penalty 6074.497039 = -39928847.543066 nChanged 262 SP:Iteration 41Q (2192.400000 sec): 3 clusters Score: Raw -39934937.925754 + Penalty 6074.497039 = -39928863.428714 nChanged 224 SP:Iteration 42Q (2193.480000 sec): 3 clusters Score: Raw -39934951.058928 + Penalty 6074.497039 = -39928876.561889 nChanged 222 SP:Iteration 43Q (2194.570000 sec): 3 clusters Score: Raw -39934962.265767 + Penalty 6074.497039 = -39928887.768727 nChanged 175 SP:Iteration 44Q (2195.670000 sec): 3 clusters Score: Raw -39934970.961474 + Penalty 6074.497039 = -39928896.464435 nChanged 164 SP:Iteration 45Q (2196.750000 sec): 3 clusters Score: Raw -39934978.183195 + Penalty 6074.497039 = -39928903.686156 nChanged 127 SP:Iteration 46Q (2197.830000 sec): 3 clusters Score: Raw -39934982.766057 + Penalty 6074.497039 = -39928908.269017 nChanged 93 SP:Iteration 47Q (2198.920000 sec): 3 clusters Score: Raw -39934986.203736 + Penalty 6074.497039 = -39928911.706697 nChanged 82 SP:Iteration 48Q (2200.030000 sec): 3 clusters Score: Raw -39934989.118326 + Penalty 6074.497039 = -39928914.621287 nChanged 78 SP:Iteration 49Q (2201.190000 sec): 3 clusters Score: Raw -39934992.250169 + Penalty 6074.497039 = -39928917.753130 nChanged 89 SP:Iteration 50Q (2202.250000 sec): 3 clusters Score: Raw -39934995.713709 + Penalty 6074.497039 = -39928921.216670 nChanged 89 SP:Iteration 51Q (2203.440000 sec): 3 clusters Score: Raw -39934999.271611 + Penalty 6074.497039 = -39928924.774572 nChanged 105 SP:Iteration 52Q (2204.540000 sec): 3 clusters Score: Raw -39935004.113597 + Penalty 6074.497039 = -39928929.616558 nChanged 106 SP:Iteration 53Q (2205.590000 sec): 3 clusters Score: Raw -39935008.728161 + Penalty 6074.497039 = -39928934.231121 nChanged 99 SP:Iteration 54Q (2206.690000 sec): 3 clusters Score: Raw -39935012.548495 + Penalty 6074.497039 = -39928938.051455 nChanged 87 SP:Iteration 55Q (2207.730000 sec): 3 clusters Score: Raw -39935015.553505 + Penalty 6074.497039 = -39928941.056466 nChanged 75 SP:Iteration 56Q (2208.810000 sec): 3 clusters Score: Raw -39935018.300864 + Penalty 6074.497039 = -39928943.803824 nChanged 68 SP:Iteration 57Q (2210.010000 sec): 3 clusters Score: Raw -39935020.809586 + Penalty 6074.497039 = -39928946.312547 nChanged 68 SP:Iteration 58Q (2211.030000 sec): 3 clusters Score: Raw -39935023.092444 + Penalty 6074.497039 = -39928948.595404 nChanged 57 SP:Iteration 59Q (2212.130000 sec): 3 clusters Score: Raw -39935024.679132 + Penalty 6074.497039 = -39928950.182092 nChanged 44 SP:Iteration 60F (2213.340000 sec): 3 clusters Score: Raw -39935025.727528 + Penalty 6074.497039 = -39928951.230488 nChanged 29 SP:Iteration 61Q (2214.340000 sec): 3 clusters Score: Raw -39935026.317290 + Penalty 6074.497039 = -39928951.820251 nChanged 17 SP:Iteration 62Q (2215.370000 sec): 3 clusters Score: Raw -39935026.731072 + Penalty 6074.497039 = -39928952.234033 nChanged 19 SP:Iteration 63Q (2216.360000 sec): 3 clusters Score: Raw -39935027.187214 + Penalty 6074.497039 = -39928952.690175 nChanged 19 SP:Iteration 64Q (2217.310000 sec): 3 clusters Score: Raw -39935027.563974 + Penalty 6074.497039 = -39928953.066935 nChanged 14 SP:Iteration 65Q (2218.290000 sec): 3 clusters Score: Raw -39935027.890723 + Penalty 6074.497039 = -39928953.393684 nChanged 13 SP:Iteration 66Q (2219.390000 sec): 3 clusters Score: Raw -39935028.216171 + Penalty 6074.497039 = -39928953.719132 nChanged 9 SP:Iteration 67Q (2220.420000 sec): 3 clusters Score: Raw -39935028.502323 + Penalty 6074.497039 = -39928954.005284 nChanged 13 SP:Iteration 68Q (2221.470000 sec): 3 clusters Score: Raw -39935028.797901 + Penalty 6074.497039 = -39928954.300862 nChanged 13 SP:Iteration 69Q (2222.550000 sec): 3 clusters Score: Raw -39935029.102600 + Penalty 6074.497039 = -39928954.605561 nChanged 19 SP:Iteration 70Q (2223.570000 sec): 3 clusters Score: Raw -39935029.734587 + Penalty 6074.497039 = -39928955.237548 nChanged 32 SP:Iteration 71Q (2224.530000 sec): 3 clusters Score: Raw -39935030.553839 + Penalty 6074.497039 = -39928956.056800 nChanged 27 SP:Iteration 72Q (2225.460000 sec): 3 clusters Score: Raw -39935031.122911 + Penalty 6074.497039 = -39928956.625872 nChanged 18 SP:Iteration 73Q (2226.400000 sec): 3 clusters Score: Raw -39935031.627666 + Penalty 6074.497039 = -39928957.130627 nChanged 24 SP:Iteration 74Q (2227.340000 sec): 3 clusters Score: Raw -39935032.358438 + Penalty 6074.497039 = -39928957.861399 nChanged 34 SP:Iteration 75Q (2228.390000 sec): 3 clusters Score: Raw -39935033.096680 + Penalty 6074.497039 = -39928958.599641 nChanged 27 SP:Iteration 76Q (2229.480000 sec): 3 clusters Score: Raw -39935033.808036 + Penalty 6074.497039 = -39928959.310996 nChanged 27 SP:Iteration 77Q (2230.570000 sec): 3 clusters Score: Raw -39935034.531648 + Penalty 6074.497039 = -39928960.034608 nChanged 24 SP:Iteration 78Q (2231.610000 sec): 3 clusters Score: Raw -39935035.190414 + Penalty 6074.497039 = -39928960.693375 nChanged 25 SP:Iteration 79Q (2232.700000 sec): 3 clusters Score: Raw -39935035.837698 + Penalty 6074.497039 = -39928961.340658 nChanged 24 SP:Iteration 80F (2233.860000 sec): 3 clusters Score: Raw -39935036.457467 + Penalty 6074.497039 = -39928961.960428 nChanged 20 SP:Iteration 81Q (2234.900000 sec): 3 clusters Score: Raw -39935036.859802 + Penalty 6074.497039 = -39928962.362763 nChanged 13 SP:Iteration 82Q (2235.930000 sec): 3 clusters Score: Raw -39935037.069667 + Penalty 6074.497039 = -39928962.572627 nChanged 7 SP:Iteration 83Q (2236.920000 sec): 3 clusters Score: Raw -39935037.213933 + Penalty 6074.497039 = -39928962.716894 nChanged 6 SP:Iteration 84Q (2237.990000 sec): 3 clusters Score: Raw -39935037.315842 + Penalty 6074.497039 = -39928962.818803 nChanged 7 SP:Iteration 85Q (2238.990000 sec): 3 clusters Score: Raw -39935037.464099 + Penalty 6074.497039 = -39928962.967060 nChanged 7 SP:Iteration 86Q (2240.020000 sec): 3 clusters Score: Raw -39935037.617685 + Penalty 6074.497039 = -39928963.120646 nChanged 14 SP:Iteration 87Q (2241.070000 sec): 3 clusters Score: Raw -39935037.823150 + Penalty 6074.497039 = -39928963.326111 nChanged 12 SP:Iteration 88Q (2242.050000 sec): 3 clusters Score: Raw -39935038.075126 + Penalty 6074.497039 = -39928963.578086 nChanged 15 SP:Iteration 89Q (2243.140000 sec): 3 clusters Score: Raw -39935038.330738 + Penalty 6074.497039 = -39928963.833699 nChanged 12 SP:Iteration 90Q (2244.260000 sec): 3 clusters Score: Raw -39935038.486452 + Penalty 6074.497039 = -39928963.989413 nChanged 4 SP:Iteration 91Q (2245.340000 sec): 3 clusters Score: Raw -39935038.526760 + Penalty 6074.497039 = -39928964.029720 nChanged 2 SP:Iteration 92Q (2246.400000 sec): 3 clusters Score: Raw -39935038.550973 + Penalty 6074.497039 = -39928964.053933 nChanged 3 SP:Iteration 93Q (2247.600000 sec): 3 clusters Score: Raw -39935038.598941 + Penalty 6074.497039 = -39928964.101901 nChanged 4 SP:Iteration 94Q (2248.800000 sec): 3 clusters Score: Raw -39935038.665462 + Penalty 6074.497039 = -39928964.168422 nChanged 2 SP:Iteration 95Q (2249.950000 sec): 3 clusters Score: Raw -39935038.703161 + Penalty 6074.497039 = -39928964.206122 nChanged 1 SP:Iteration 96Q (2251.120000 sec): 3 clusters Score: Raw -39935038.717167 + Penalty 6074.497039 = -39928964.220127 nChanged 1 SP:Iteration 97Q (2252.270000 sec): 3 clusters Score: Raw -39935038.734170 + Penalty 6074.497039 = -39928964.237130 nChanged 0 SP:Iteration 98F (2253.450000 sec): 3 clusters Score: Raw -39935038.734170 + Penalty 6074.497039 = -39928964.237130 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 15 (261129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2256.000000 sec): 2 clusters Score: Raw -46278006.821037 + Penalty 3093.246915 = -46274913.574122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2257.530000 sec): 3 clusters Score: Raw -46105718.657677 + Penalty 6186.493829 = -46099532.163847 nChanged 126499 SP:Iteration 1F (2259.060000 sec): 3 clusters Score: Raw -46180229.559140 + Penalty 6186.493829 = -46174043.065311 nChanged 7095 SP:Iteration 2Q (2260.630000 sec): 3 clusters Score: Raw -46181647.882210 + Penalty 6186.493829 = -46175461.388381 nChanged 7640 SP:Iteration 3Q (2262.160000 sec): 3 clusters Score: Raw -46183341.024219 + Penalty 6186.493829 = -46177154.530389 nChanged 8359 SP:Iteration 4Q (2263.780000 sec): 3 clusters Score: Raw -46185432.793591 + Penalty 6186.493829 = -46179246.299761 nChanged 9392 SP:Iteration 5Q (2265.300000 sec): 3 clusters Score: Raw -46188115.459086 + Penalty 6186.493829 = -46181928.965256 nChanged 10499 SP:Iteration 6Q (2266.910000 sec): 3 clusters Score: Raw -46191411.412333 + Penalty 6186.493829 = -46185224.918503 nChanged 11515 SP:Iteration 7Q (2268.440000 sec): 3 clusters Score: Raw -46195388.176354 + Penalty 6186.493829 = -46189201.682525 nChanged 12217 SP:Iteration 8Q (2269.980000 sec): 3 clusters Score: Raw -46200008.518699 + Penalty 6186.493829 = -46193822.024870 nChanged 12841 SP:Iteration 9Q (2271.430000 sec): 3 clusters Score: Raw -46205343.734876 + Penalty 6186.493829 = -46199157.241047 nChanged 13376 SP:Iteration 10F (2272.990000 sec): 3 clusters Score: Raw -46211763.158696 + Penalty 6186.493829 = -46205576.664867 nChanged 14411 SP:Iteration 11F (2274.570000 sec): 3 clusters Score: Raw -46219860.926814 + Penalty 6186.493829 = -46213674.432984 nChanged 15227 SP:Iteration 12F (2276.070000 sec): 3 clusters Score: Raw -46229581.891726 + Penalty 6186.493829 = -46223395.397896 nChanged 15548 SP:Iteration 13F (2277.450000 sec): 3 clusters Score: Raw -46240671.632898 + Penalty 6186.493829 = -46234485.139069 nChanged 14922 SP:Iteration 14F (2278.860000 sec): 3 clusters Score: Raw -46252302.576152 + Penalty 6186.493829 = -46246116.082322 nChanged 12516 SP:Iteration 15Q (2280.320000 sec): 3 clusters Score: Raw -46262502.620536 + Penalty 6186.493829 = -46256316.126706 nChanged 8966 SP:Iteration 16Q (2281.790000 sec): 3 clusters Score: Raw -46269973.198324 + Penalty 6186.493829 = -46263786.704495 nChanged 5412 SP:Iteration 17Q (2283.170000 sec): 3 clusters Score: Raw -46274440.269501 + Penalty 6186.493829 = -46268253.775672 nChanged 2693 SP:Iteration 18Q (2284.510000 sec): 3 clusters Score: Raw -46276630.574473 + Penalty 6186.493829 = -46270444.080644 nChanged 1126 SP:Iteration 19Q (2285.880000 sec): 3 clusters Score: Raw -46277541.786207 + Penalty 6186.493829 = -46271355.292378 nChanged 444 SP:Iteration 20F (2287.360000 sec): 3 clusters Score: Raw -46277943.513771 + Penalty 6186.493829 = -46271757.019942 nChanged 182 SP:Iteration 21Q (2288.670000 sec): 3 clusters Score: Raw -46278104.824454 + Penalty 6186.493829 = -46271918.330625 nChanged 90 SP:Iteration 22Q (2289.840000 sec): 3 clusters Score: Raw -46278199.844083 + Penalty 6186.493829 = -46272013.350254 nChanged 56 SP:Iteration 23Q (2290.990000 sec): 3 clusters Score: Raw -46278264.695800 + Penalty 6186.493829 = -46272078.201971 nChanged 44 SP:Iteration 24Q (2292.220000 sec): 3 clusters Score: Raw -46278321.361249 + Penalty 6186.493829 = -46272134.867419 nChanged 26 SP:Iteration 25Q (2293.380000 sec): 3 clusters Score: Raw -46278349.823816 + Penalty 6186.493829 = -46272163.329987 nChanged 16 SP:Iteration 26Q (2294.480000 sec): 3 clusters Score: Raw -46278363.497287 + Penalty 6186.493829 = -46272177.003458 nChanged 9 SP:Iteration 27Q (2295.700000 sec): 3 clusters Score: Raw -46278372.153079 + Penalty 6186.493829 = -46272185.659249 nChanged 7 SP:Iteration 28Q (2296.910000 sec): 3 clusters Score: Raw -46278378.803214 + Penalty 6186.493829 = -46272192.309385 nChanged 6 SP:Iteration 29Q (2298.150000 sec): 3 clusters Score: Raw -46278386.070798 + Penalty 6186.493829 = -46272199.576968 nChanged 8 SP:Iteration 30Q (2299.320000 sec): 3 clusters Score: Raw -46278395.253478 + Penalty 6186.493829 = -46272208.759648 nChanged 5 SP:Iteration 31Q (2300.540000 sec): 3 clusters Score: Raw -46278399.739557 + Penalty 6186.493829 = -46272213.245728 nChanged 4 SP:Iteration 32Q (2301.730000 sec): 3 clusters Score: Raw -46278402.435856 + Penalty 6186.493829 = -46272215.942027 nChanged 0 SP:Iteration 33F (2303.220000 sec): 3 clusters Score: Raw -46278402.435856 + Penalty 6186.493829 = -46272215.942027 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 16 (26236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2303.540000 sec): 2 clusters Score: Raw -4793811.587010 + Penalty 2523.372173 = -4791288.214837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2303.880000 sec): 3 clusters Score: Raw -4778210.058743 + Penalty 5046.744345 = -4773163.314398 nChanged 11694 SP:Iteration 1F (2304.240000 sec): 3 clusters Score: Raw -4784627.761824 + Penalty 5046.744345 = -4779581.017479 nChanged 1336 SP:Iteration 2F (2304.570000 sec): 3 clusters Score: Raw -4785147.917168 + Penalty 5046.744345 = -4780101.172823 nChanged 1245 SP:Iteration 3Q (2304.950000 sec): 3 clusters Score: Raw -4785646.670763 + Penalty 5046.744345 = -4780599.926418 nChanged 1246 SP:Iteration 4Q (2305.250000 sec): 3 clusters Score: Raw -4786241.906999 + Penalty 5046.744345 = -4781195.162654 nChanged 1351 SP:Iteration 5F (2305.610000 sec): 3 clusters Score: Raw -4786992.966288 + Penalty 5046.744345 = -4781946.221943 nChanged 1561 SP:Iteration 6F (2305.950000 sec): 3 clusters Score: Raw -4788072.730853 + Penalty 5046.744345 = -4783025.986508 nChanged 1782 SP:Iteration 7F (2306.250000 sec): 3 clusters Score: Raw -4789490.357187 + Penalty 5046.744345 = -4784443.612842 nChanged 1893 SP:Iteration 8F (2306.570000 sec): 3 clusters Score: Raw -4791114.141055 + Penalty 5046.744345 = -4786067.396710 nChanged 1731 SP:Iteration 9F (2306.940000 sec): 3 clusters Score: Raw -4792541.068008 + Penalty 5046.744345 = -4787494.323663 nChanged 1340 SP:Iteration 10F (2307.290000 sec): 3 clusters Score: Raw -4793480.510098 + Penalty 5046.744345 = -4788433.765753 nChanged 865 SP:Iteration 11Q (2307.610000 sec): 3 clusters Score: Raw -4793881.898711 + Penalty 5046.744345 = -4788835.154366 nChanged 537 SP:Iteration 12Q (2307.980000 sec): 3 clusters Score: Raw -4794098.235948 + Penalty 5046.744345 = -4789051.491603 nChanged 370 SP:Iteration 13Q (2308.280000 sec): 3 clusters Score: Raw -4794220.551033 + Penalty 5046.744345 = -4789173.806688 nChanged 259 SP:Iteration 14Q (2308.620000 sec): 3 clusters Score: Raw -4794288.663253 + Penalty 5046.744345 = -4789241.918908 nChanged 201 SP:Iteration 15Q (2308.930000 sec): 3 clusters Score: Raw -4794339.942143 + Penalty 5046.744345 = -4789293.197798 nChanged 174 SP:Iteration 16Q (2309.290000 sec): 3 clusters Score: Raw -4794380.935616 + Penalty 5046.744345 = -4789334.191271 nChanged 162 SP:Iteration 17Q (2309.600000 sec): 3 clusters Score: Raw -4794415.426005 + Penalty 5046.744345 = -4789368.681660 nChanged 153 SP:Iteration 18Q (2309.950000 sec): 3 clusters Score: Raw -4794445.547188 + Penalty 5046.744345 = -4789398.802843 nChanged 128 SP:Iteration 19Q (2310.270000 sec): 3 clusters Score: Raw -4794471.193589 + Penalty 5046.744345 = -4789424.449244 nChanged 120 SP:Iteration 20F (2310.640000 sec): 3 clusters Score: Raw -4794494.618917 + Penalty 5046.744345 = -4789447.874572 nChanged 117 SP:Iteration 21Q (2310.950000 sec): 3 clusters Score: Raw -4794517.224278 + Penalty 5046.744345 = -4789470.479932 nChanged 117 SP:Iteration 22Q (2311.300000 sec): 3 clusters Score: Raw -4794539.210620 + Penalty 5046.744345 = -4789492.466275 nChanged 119 SP:Iteration 23Q (2311.590000 sec): 3 clusters Score: Raw -4794559.447237 + Penalty 5046.744345 = -4789512.702892 nChanged 96 SP:Iteration 24Q (2311.890000 sec): 3 clusters Score: Raw -4794576.093363 + Penalty 5046.744345 = -4789529.349018 nChanged 92 SP:Iteration 25Q (2312.230000 sec): 3 clusters Score: Raw -4794592.171769 + Penalty 5046.744345 = -4789545.427424 nChanged 102 SP:Iteration 26Q (2312.580000 sec): 3 clusters Score: Raw -4794609.666391 + Penalty 5046.744345 = -4789562.922046 nChanged 84 SP:Iteration 27Q (2312.930000 sec): 3 clusters Score: Raw -4794622.514604 + Penalty 5046.744345 = -4789575.770259 nChanged 65 SP:Iteration 28Q (2313.220000 sec): 3 clusters Score: Raw -4794632.136771 + Penalty 5046.744345 = -4789585.392426 nChanged 76 SP:Iteration 29Q (2313.550000 sec): 3 clusters Score: Raw -4794644.677480 + Penalty 5046.744345 = -4789597.933135 nChanged 81 SP:Iteration 30Q (2313.900000 sec): 3 clusters Score: Raw -4794658.246992 + Penalty 5046.744345 = -4789611.502647 nChanged 87 SP:Iteration 31Q (2314.190000 sec): 3 clusters Score: Raw -4794673.040904 + Penalty 5046.744345 = -4789626.296559 nChanged 72 SP:Iteration 32Q (2314.550000 sec): 3 clusters Score: Raw -4794685.206971 + Penalty 5046.744345 = -4789638.462626 nChanged 79 SP:Iteration 33Q (2314.910000 sec): 3 clusters Score: Raw -4794699.776548 + Penalty 5046.744345 = -4789653.032203 nChanged 85 SP:Iteration 34Q (2315.260000 sec): 3 clusters Score: Raw -4794717.759263 + Penalty 5046.744345 = -4789671.014918 nChanged 104 SP:Iteration 35Q (2315.560000 sec): 3 clusters Score: Raw -4794740.351316 + Penalty 5046.744345 = -4789693.606971 nChanged 98 SP:Iteration 36Q (2315.870000 sec): 3 clusters Score: Raw -4794762.880994 + Penalty 5046.744345 = -4789716.136649 nChanged 104 SP:Iteration 37Q (2316.190000 sec): 3 clusters Score: Raw -4794787.372073 + Penalty 5046.744345 = -4789740.627728 nChanged 91 SP:Iteration 38Q (2316.530000 sec): 3 clusters Score: Raw -4794808.312444 + Penalty 5046.744345 = -4789761.568099 nChanged 101 SP:Iteration 39Q (2316.860000 sec): 3 clusters Score: Raw -4794832.009463 + Penalty 5046.744345 = -4789785.265118 nChanged 87 SP:Iteration 40F (2317.240000 sec): 3 clusters Score: Raw -4794852.448911 + Penalty 5046.744345 = -4789805.704566 nChanged 84 SP:Iteration 41Q (2317.550000 sec): 3 clusters Score: Raw -4794869.440950 + Penalty 5046.744345 = -4789822.696605 nChanged 74 SP:Iteration 42Q (2317.910000 sec): 3 clusters Score: Raw -4794884.213706 + Penalty 5046.744345 = -4789837.469361 nChanged 67 SP:Iteration 43Q (2318.180000 sec): 3 clusters Score: Raw -4794897.863435 + Penalty 5046.744345 = -4789851.119090 nChanged 60 SP:Iteration 44Q (2318.530000 sec): 3 clusters Score: Raw -4794908.090303 + Penalty 5046.744345 = -4789861.345958 nChanged 55 SP:Iteration 45Q (2318.850000 sec): 3 clusters Score: Raw -4794918.018356 + Penalty 5046.744345 = -4789871.274011 nChanged 64 SP:Iteration 46Q (2319.240000 sec): 3 clusters Score: Raw -4794928.835211 + Penalty 5046.744345 = -4789882.090866 nChanged 52 SP:Iteration 47Q (2319.550000 sec): 3 clusters Score: Raw -4794938.773637 + Penalty 5046.744345 = -4789892.029292 nChanged 65 SP:Iteration 48Q (2319.860000 sec): 3 clusters Score: Raw -4794953.323784 + Penalty 5046.744345 = -4789906.579439 nChanged 75 SP:Iteration 49Q (2320.240000 sec): 3 clusters Score: Raw -4794970.254212 + Penalty 5046.744345 = -4789923.509867 nChanged 63 SP:Iteration 50Q (2320.570000 sec): 3 clusters Score: Raw -4794984.577061 + Penalty 5046.744345 = -4789937.832716 nChanged 69 SP:Iteration 51Q (2320.830000 sec): 3 clusters Score: Raw -4794998.460713 + Penalty 5046.744345 = -4789951.716368 nChanged 53 SP:Iteration 52Q (2321.130000 sec): 3 clusters Score: Raw -4795008.922002 + Penalty 5046.744345 = -4789962.177657 nChanged 52 SP:Iteration 53Q (2321.400000 sec): 3 clusters Score: Raw -4795019.870069 + Penalty 5046.744345 = -4789973.125724 nChanged 51 SP:Iteration 54Q (2321.720000 sec): 3 clusters Score: Raw -4795030.985461 + Penalty 5046.744345 = -4789984.241116 nChanged 56 SP:Iteration 55Q (2322.060000 sec): 3 clusters Score: Raw -4795043.696396 + Penalty 5046.744345 = -4789996.952051 nChanged 69 SP:Iteration 56Q (2322.370000 sec): 3 clusters Score: Raw -4795061.481972 + Penalty 5046.744345 = -4790014.737627 nChanged 77 SP:Iteration 57Q (2322.700000 sec): 3 clusters Score: Raw -4795082.400206 + Penalty 5046.744345 = -4790035.655861 nChanged 72 SP:Iteration 58Q (2323.040000 sec): 3 clusters Score: Raw -4795099.845811 + Penalty 5046.744345 = -4790053.101466 nChanged 61 SP:Iteration 59Q (2323.340000 sec): 3 clusters Score: Raw -4795113.719512 + Penalty 5046.744345 = -4790066.975167 nChanged 69 SP:Iteration 60F (2323.640000 sec): 3 clusters Score: Raw -4795131.145224 + Penalty 5046.744345 = -4790084.400879 nChanged 71 SP:Iteration 61Q (2323.940000 sec): 3 clusters Score: Raw -4795150.682690 + Penalty 5046.744345 = -4790103.938345 nChanged 67 SP:Iteration 62Q (2324.270000 sec): 3 clusters Score: Raw -4795167.153992 + Penalty 5046.744345 = -4790120.409647 nChanged 76 SP:Iteration 63Q (2324.550000 sec): 3 clusters Score: Raw -4795186.844137 + Penalty 5046.744345 = -4790140.099792 nChanged 58 SP:Iteration 64Q (2324.850000 sec): 3 clusters Score: Raw -4795201.337219 + Penalty 5046.744345 = -4790154.592874 nChanged 52 SP:Iteration 65Q (2325.170000 sec): 3 clusters Score: Raw -4795213.973141 + Penalty 5046.744345 = -4790167.228796 nChanged 54 SP:Iteration 66Q (2325.520000 sec): 3 clusters Score: Raw -4795226.631517 + Penalty 5046.744345 = -4790179.887172 nChanged 57 SP:Iteration 67Q (2325.810000 sec): 3 clusters Score: Raw -4795240.473046 + Penalty 5046.744345 = -4790193.728701 nChanged 52 SP:Iteration 68Q (2326.110000 sec): 3 clusters Score: Raw -4795254.263092 + Penalty 5046.744345 = -4790207.518747 nChanged 52 SP:Iteration 69Q (2326.440000 sec): 3 clusters Score: Raw -4795266.333660 + Penalty 5046.744345 = -4790219.589315 nChanged 37 SP:Iteration 70Q (2326.760000 sec): 3 clusters Score: Raw -4795274.884454 + Penalty 5046.744345 = -4790228.140109 nChanged 40 SP:Iteration 71Q (2327.060000 sec): 3 clusters Score: Raw -4795285.088355 + Penalty 5046.744345 = -4790238.344010 nChanged 47 SP:Iteration 72Q (2327.350000 sec): 3 clusters Score: Raw -4795296.525056 + Penalty 5046.744345 = -4790249.780711 nChanged 46 SP:Iteration 73Q (2327.660000 sec): 3 clusters Score: Raw -4795309.109014 + Penalty 5046.744345 = -4790262.364669 nChanged 47 SP:Iteration 74Q (2327.970000 sec): 3 clusters Score: Raw -4795324.523756 + Penalty 5046.744345 = -4790277.779411 nChanged 51 SP:Iteration 75Q (2328.260000 sec): 3 clusters Score: Raw -4795339.341503 + Penalty 5046.744345 = -4790292.597158 nChanged 49 SP:Iteration 76Q (2328.580000 sec): 3 clusters Score: Raw -4795352.214944 + Penalty 5046.744345 = -4790305.470599 nChanged 31 SP:Iteration 77Q (2328.870000 sec): 3 clusters Score: Raw -4795361.215385 + Penalty 5046.744345 = -4790314.471040 nChanged 34 SP:Iteration 78Q (2329.200000 sec): 3 clusters Score: Raw -4795370.976451 + Penalty 5046.744345 = -4790324.232106 nChanged 28 SP:Iteration 79Q (2329.510000 sec): 3 clusters Score: Raw -4795379.392209 + Penalty 5046.744345 = -4790332.647864 nChanged 23 SP:Iteration 80F (2329.830000 sec): 3 clusters Score: Raw -4795385.057326 + Penalty 5046.744345 = -4790338.312981 nChanged 20 SP:Iteration 81Q (2330.110000 sec): 3 clusters Score: Raw -4795390.044283 + Penalty 5046.744345 = -4790343.299938 nChanged 19 SP:Iteration 82Q (2330.410000 sec): 3 clusters Score: Raw -4795394.401769 + Penalty 5046.744345 = -4790347.657424 nChanged 17 SP:Iteration 83Q (2330.710000 sec): 3 clusters Score: Raw -4795399.666749 + Penalty 5046.744345 = -4790352.922403 nChanged 20 SP:Iteration 84Q (2331.000000 sec): 3 clusters Score: Raw -4795406.626887 + Penalty 5046.744345 = -4790359.882542 nChanged 20 SP:Iteration 85Q (2331.270000 sec): 3 clusters Score: Raw -4795411.970408 + Penalty 5046.744345 = -4790365.226063 nChanged 16 SP:Iteration 86Q (2331.600000 sec): 3 clusters Score: Raw -4795416.569278 + Penalty 5046.744345 = -4790369.824933 nChanged 15 SP:Iteration 87Q (2331.880000 sec): 3 clusters Score: Raw -4795419.854381 + Penalty 5046.744345 = -4790373.110036 nChanged 13 SP:Iteration 88Q (2332.190000 sec): 3 clusters Score: Raw -4795422.613036 + Penalty 5046.744345 = -4790375.868691 nChanged 9 SP:Iteration 89Q (2332.480000 sec): 3 clusters Score: Raw -4795424.934210 + Penalty 5046.744345 = -4790378.189865 nChanged 12 SP:Iteration 90Q (2332.840000 sec): 3 clusters Score: Raw -4795429.280382 + Penalty 5046.744345 = -4790382.536037 nChanged 9 SP:Iteration 91Q (2333.140000 sec): 3 clusters Score: Raw -4795431.674208 + Penalty 5046.744345 = -4790384.929862 nChanged 3 SP:Iteration 92Q (2333.460000 sec): 3 clusters Score: Raw -4795432.451767 + Penalty 5046.744345 = -4790385.707422 nChanged 0 SP:Iteration 93F (2333.790000 sec): 3 clusters Score: Raw -4795432.451767 + Penalty 5046.744345 = -4790385.707422 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 17 (1141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2333.890000 sec): 2 clusters Score: Raw -204892.182480 + Penalty 1745.835767 = -203146.346714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2334.100000 sec): 3 clusters Score: Raw -204572.853523 + Penalty 3491.671534 = -201081.181990 nChanged 329 SP:Iteration 1F (2334.280000 sec): 3 clusters Score: Raw -204914.755259 + Penalty 3491.671534 = -201423.083725 nChanged 80 SP:Iteration 2F (2334.470000 sec): 3 clusters Score: Raw -205027.625091 + Penalty 3491.671534 = -201535.953558 nChanged 45 SP:Iteration 3Q (2334.660000 sec): 3 clusters Score: Raw -205106.574698 + Penalty 3491.671534 = -201614.903165 nChanged 33 SP:Iteration 4Q (2334.840000 sec): 3 clusters Score: Raw -205152.624206 + Penalty 3491.671534 = -201660.952672 nChanged 23 SP:Iteration 5Q (2335.040000 sec): 3 clusters Score: Raw -205189.227338 + Penalty 3491.671534 = -201697.555804 nChanged 21 SP:Iteration 6Q (2335.230000 sec): 3 clusters Score: Raw -205221.057862 + Penalty 3491.671534 = -201729.386328 nChanged 17 SP:Iteration 7Q (2335.430000 sec): 3 clusters Score: Raw -205258.464328 + Penalty 3491.671534 = -201766.792794 nChanged 19 SP:Iteration 8Q (2335.580000 sec): 3 clusters Score: Raw -205315.384598 + Penalty 3491.671534 = -201823.713065 nChanged 31 SP:Iteration 9Q (2335.770000 sec): 3 clusters Score: Raw -205384.928559 + Penalty 3491.671534 = -201893.257025 nChanged 33 SP:Iteration 10Q (2335.930000 sec): 3 clusters Score: Raw -205439.792129 + Penalty 3491.671534 = -201948.120596 nChanged 33 SP:Iteration 11Q (2336.120000 sec): 3 clusters Score: Raw -205504.177317 + Penalty 3491.671534 = -202012.505783 nChanged 39 SP:Iteration 12Q (2336.260000 sec): 3 clusters Score: Raw -205578.513268 + Penalty 3491.671534 = -202086.841735 nChanged 40 SP:Iteration 13Q (2336.490000 sec): 3 clusters Score: Raw -205648.169037 + Penalty 3491.671534 = -202156.497504 nChanged 26 SP:Iteration 14Q (2336.680000 sec): 3 clusters Score: Raw -205704.724498 + Penalty 3491.671534 = -202213.052965 nChanged 32 SP:Iteration 15Q (2336.820000 sec): 3 clusters Score: Raw -205760.362341 + Penalty 3491.671534 = -202268.690807 nChanged 25 SP:Iteration 16Q (2337.010000 sec): 3 clusters Score: Raw -205821.254808 + Penalty 3491.671534 = -202329.583274 nChanged 37 SP:Iteration 17Q (2337.200000 sec): 3 clusters Score: Raw -205918.105618 + Penalty 3491.671534 = -202426.434084 nChanged 34 SP:Iteration 18Q (2337.440000 sec): 3 clusters Score: Raw -205996.843469 + Penalty 3491.671534 = -202505.171935 nChanged 20 SP:Iteration 19Q (2337.620000 sec): 3 clusters Score: Raw -206047.388082 + Penalty 3491.671534 = -202555.716548 nChanged 20 SP:Iteration 20F (2337.800000 sec): 3 clusters Score: Raw -206086.261249 + Penalty 3491.671534 = -202594.589716 nChanged 11 SP:Iteration 21Q (2337.980000 sec): 3 clusters Score: Raw -206109.810086 + Penalty 3491.671534 = -202618.138552 nChanged 12 SP:Iteration 22Q (2338.180000 sec): 3 clusters Score: Raw -206134.640313 + Penalty 3491.671534 = -202642.968779 nChanged 10 SP:Iteration 23Q (2338.370000 sec): 3 clusters Score: Raw -206151.779500 + Penalty 3491.671534 = -202660.107966 nChanged 4 SP:Iteration 24Q (2338.590000 sec): 3 clusters Score: Raw -206156.851835 + Penalty 3491.671534 = -202665.180301 nChanged 1 SP:Iteration 25Q (2338.770000 sec): 3 clusters Score: Raw -206158.046711 + Penalty 3491.671534 = -202666.375177 nChanged 0 SP:Iteration 26F (2338.980000 sec): 3 clusters Score: Raw -206158.046711 + Penalty 3491.671534 = -202666.375177 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 18 (1378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2339.060000 sec): 2 clusters Score: Raw -221001.077335 + Penalty 1792.640336 = -219208.436999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2339.260000 sec): 3 clusters Score: Raw -220589.489576 + Penalty 3585.280672 = -217004.208904 nChanged 434 SP:Iteration 1F (2339.450000 sec): 3 clusters Score: Raw -221336.860597 + Penalty 3585.280672 = -217751.579925 nChanged 174 SP:Iteration 2F (2339.630000 sec): 3 clusters Score: Raw -222092.104329 + Penalty 3585.280672 = -218506.823657 nChanged 141 SP:Iteration 3F (2339.790000 sec): 3 clusters Score: Raw -222823.397375 + Penalty 3585.280672 = -219238.116703 nChanged 108 SP:Iteration 4F (2340.000000 sec): 3 clusters Score: Raw -223197.388324 + Penalty 3585.280672 = -219612.107652 nChanged 65 SP:Iteration 5Q (2340.210000 sec): 3 clusters Score: Raw -223366.948307 + Penalty 3585.280672 = -219781.667635 nChanged 46 SP:Iteration 6Q (2340.350000 sec): 3 clusters Score: Raw -223483.178352 + Penalty 3585.280672 = -219897.897680 nChanged 28 SP:Iteration 7Q (2340.560000 sec): 3 clusters Score: Raw -223561.819206 + Penalty 3585.280672 = -219976.538534 nChanged 34 SP:Iteration 8Q (2340.750000 sec): 3 clusters Score: Raw -223678.446775 + Penalty 3585.280672 = -220093.166103 nChanged 27 SP:Iteration 9Q (2340.950000 sec): 3 clusters Score: Raw -223793.634302 + Penalty 3585.280672 = -220208.353630 nChanged 20 SP:Iteration 10Q (2341.100000 sec): 3 clusters Score: Raw -223858.313054 + Penalty 3585.280672 = -220273.032382 nChanged 15 SP:Iteration 11Q (2341.320000 sec): 3 clusters Score: Raw -223921.958154 + Penalty 3585.280672 = -220336.677482 nChanged 10 SP:Iteration 12Q (2341.520000 sec): 3 clusters Score: Raw -223960.576252 + Penalty 3585.280672 = -220375.295581 nChanged 8 SP:Iteration 13Q (2341.720000 sec): 3 clusters Score: Raw -223976.848167 + Penalty 3585.280672 = -220391.567495 nChanged 6 SP:Iteration 14Q (2341.900000 sec): 3 clusters Score: Raw -223986.847241 + Penalty 3585.280672 = -220401.566569 nChanged 7 SP:Iteration 15Q (2342.080000 sec): 3 clusters Score: Raw -223997.493120 + Penalty 3585.280672 = -220412.212448 nChanged 7 SP:Iteration 16Q (2342.240000 sec): 3 clusters Score: Raw -224008.904035 + Penalty 3585.280672 = -220423.623363 nChanged 2 SP:Iteration 17Q (2342.440000 sec): 3 clusters Score: Raw -224011.175705 + Penalty 3585.280672 = -220425.895034 nChanged 1 SP:Iteration 18Q (2342.630000 sec): 3 clusters Score: Raw -224011.669488 + Penalty 3585.280672 = -220426.388816 nChanged 0 SP:Iteration 19F (2342.840000 sec): 3 clusters Score: Raw -224011.669488 + Penalty 3585.280672 = -220426.388816 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 19 (2349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2342.960000 sec): 2 clusters Score: Raw -386433.389139 + Penalty 1924.912756 = -384508.476383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2343.140000 sec): 3 clusters Score: Raw -385553.166531 + Penalty 3849.825512 = -381703.341019 nChanged 779 SP:Iteration 1F (2343.280000 sec): 3 clusters Score: Raw -386270.453151 + Penalty 3849.825512 = -382420.627638 nChanged 222 SP:Iteration 2F (2343.460000 sec): 3 clusters Score: Raw -386661.044525 + Penalty 3849.825512 = -382811.219012 nChanged 206 SP:Iteration 3F (2343.630000 sec): 3 clusters Score: Raw -387023.502243 + Penalty 3849.825512 = -383173.676730 nChanged 198 SP:Iteration 4F (2343.800000 sec): 3 clusters Score: Raw -387304.063252 + Penalty 3849.825512 = -383454.237739 nChanged 154 SP:Iteration 5F (2343.950000 sec): 3 clusters Score: Raw -387505.384712 + Penalty 3849.825512 = -383655.559200 nChanged 107 SP:Iteration 6Q (2344.160000 sec): 3 clusters Score: Raw -387628.495001 + Penalty 3849.825512 = -383778.669489 nChanged 62 SP:Iteration 7Q (2344.310000 sec): 3 clusters Score: Raw -387697.575439 + Penalty 3849.825512 = -383847.749927 nChanged 40 SP:Iteration 8Q (2344.470000 sec): 3 clusters Score: Raw -387745.386394 + Penalty 3849.825512 = -383895.560882 nChanged 33 SP:Iteration 9Q (2344.650000 sec): 3 clusters Score: Raw -387782.443103 + Penalty 3849.825512 = -383932.617591 nChanged 23 SP:Iteration 10Q (2344.820000 sec): 3 clusters Score: Raw -387810.178085 + Penalty 3849.825512 = -383960.352572 nChanged 7 SP:Iteration 11Q (2344.970000 sec): 3 clusters Score: Raw -387817.571316 + Penalty 3849.825512 = -383967.745803 nChanged 12 SP:Iteration 12Q (2345.170000 sec): 3 clusters Score: Raw -387827.730660 + Penalty 3849.825512 = -383977.905148 nChanged 3 SP:Iteration 13Q (2345.400000 sec): 3 clusters Score: Raw -387831.533039 + Penalty 3849.825512 = -383981.707527 nChanged 5 SP:Iteration 14Q (2345.600000 sec): 3 clusters Score: Raw -387837.253092 + Penalty 3849.825512 = -383987.427579 nChanged 4 SP:Iteration 15Q (2345.850000 sec): 3 clusters Score: Raw -387841.540200 + Penalty 3849.825512 = -383991.714688 nChanged 4 SP:Iteration 16Q (2346.010000 sec): 3 clusters Score: Raw -387844.618204 + Penalty 3849.825512 = -383994.792692 nChanged 3 SP:Iteration 17Q (2346.230000 sec): 3 clusters Score: Raw -387846.306372 + Penalty 3849.825512 = -383996.480859 nChanged 1 SP:Iteration 18Q (2346.430000 sec): 3 clusters Score: Raw -387846.714851 + Penalty 3849.825512 = -383996.889338 nChanged 0 SP:Iteration 19F (2346.640000 sec): 3 clusters Score: Raw -387846.714851 + Penalty 3849.825512 = -383996.889338 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 20 (1759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2346.740000 sec): 2 clusters Score: Raw -315310.433521 + Penalty 1853.180185 = -313457.253336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2346.980000 sec): 3 clusters Score: Raw -314720.996852 + Penalty 3706.360369 = -311014.636483 nChanged 542 SP:Iteration 1F (2347.180000 sec): 3 clusters Score: Raw -315377.190551 + Penalty 3706.360369 = -311670.830182 nChanged 205 SP:Iteration 2F (2347.330000 sec): 3 clusters Score: Raw -315960.484903 + Penalty 3706.360369 = -312254.124533 nChanged 208 SP:Iteration 3F (2347.560000 sec): 3 clusters Score: Raw -316565.090744 + Penalty 3706.360369 = -312858.730374 nChanged 140 SP:Iteration 4F (2347.720000 sec): 3 clusters Score: Raw -316875.978904 + Penalty 3706.360369 = -313169.618534 nChanged 73 SP:Iteration 5Q (2347.920000 sec): 3 clusters Score: Raw -317022.211453 + Penalty 3706.360369 = -313315.851083 nChanged 32 SP:Iteration 6Q (2348.110000 sec): 3 clusters Score: Raw -317066.781570 + Penalty 3706.360369 = -313360.421201 nChanged 20 SP:Iteration 7Q (2348.320000 sec): 3 clusters Score: Raw -317085.368524 + Penalty 3706.360369 = -313379.008155 nChanged 6 SP:Iteration 8Q (2348.510000 sec): 3 clusters Score: Raw -317091.403851 + Penalty 3706.360369 = -313385.043482 nChanged 2 SP:Iteration 9Q (2348.710000 sec): 3 clusters Score: Raw -317093.690286 + Penalty 3706.360369 = -313387.329916 nChanged 1 SP:Iteration 10Q (2348.900000 sec): 3 clusters Score: Raw -317094.543205 + Penalty 3706.360369 = -313388.182836 nChanged 0 SP:Iteration 11F (2349.090000 sec): 3 clusters Score: Raw -317094.543205 + Penalty 3706.360369 = -313388.182836 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 21 (1570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2349.200000 sec): 2 clusters Score: Raw -240307.893642 + Penalty 1824.990063 = -238482.903580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2349.410000 sec): 3 clusters Score: Raw -239788.290456 + Penalty 3649.980126 = -236138.310331 nChanged 501 SP:Iteration 1F (2349.640000 sec): 3 clusters Score: Raw -240651.036048 + Penalty 3649.980126 = -237001.055922 nChanged 185 SP:Iteration 2F (2349.790000 sec): 3 clusters Score: Raw -241372.024269 + Penalty 3649.980126 = -237722.044144 nChanged 163 SP:Iteration 3F (2349.980000 sec): 3 clusters Score: Raw -242061.641454 + Penalty 3649.980126 = -238411.661329 nChanged 158 SP:Iteration 4F (2350.160000 sec): 3 clusters Score: Raw -242647.620634 + Penalty 3649.980126 = -238997.640508 nChanged 101 SP:Iteration 5F (2350.410000 sec): 3 clusters Score: Raw -242982.888730 + Penalty 3649.980126 = -239332.908605 nChanged 53 SP:Iteration 6Q (2350.600000 sec): 3 clusters Score: Raw -243092.103400 + Penalty 3649.980126 = -239442.123275 nChanged 30 SP:Iteration 7Q (2350.760000 sec): 3 clusters Score: Raw -243162.083964 + Penalty 3649.980126 = -239512.103839 nChanged 18 SP:Iteration 8Q (2350.940000 sec): 3 clusters Score: Raw -243222.673925 + Penalty 3649.980126 = -239572.693799 nChanged 14 SP:Iteration 9Q (2351.130000 sec): 3 clusters Score: Raw -243279.178448 + Penalty 3649.980126 = -239629.198322 nChanged 24 SP:Iteration 10Q (2351.300000 sec): 3 clusters Score: Raw -243378.586548 + Penalty 3649.980126 = -239728.606423 nChanged 14 SP:Iteration 11Q (2351.490000 sec): 3 clusters Score: Raw -243433.656394 + Penalty 3649.980126 = -239783.676268 nChanged 6 SP:Iteration 12Q (2351.630000 sec): 3 clusters Score: Raw -243450.121136 + Penalty 3649.980126 = -239800.141010 nChanged 7 SP:Iteration 13Q (2351.830000 sec): 3 clusters Score: Raw -243458.022321 + Penalty 3649.980126 = -239808.042196 nChanged 2 SP:Iteration 14Q (2352.010000 sec): 3 clusters Score: Raw -243461.166050 + Penalty 3649.980126 = -239811.185924 nChanged 3 SP:Iteration 15Q (2352.220000 sec): 3 clusters Score: Raw -243462.813640 + Penalty 3649.980126 = -239812.833514 nChanged 0 SP:Iteration 16F (2352.400000 sec): 3 clusters Score: Raw -243476.210507 + Penalty 3649.980126 = -239826.230381 nChanged 1 SP:Iteration 17Q (2352.560000 sec): 3 clusters Score: Raw -243484.076069 + Penalty 3649.980126 = -239834.095944 nChanged 2 SP:Iteration 18Q (2352.750000 sec): 3 clusters Score: Raw -243490.183836 + Penalty 3649.980126 = -239840.203711 nChanged 3 SP:Iteration 19Q (2352.930000 sec): 3 clusters Score: Raw -243492.953299 + Penalty 3649.980126 = -239842.973173 nChanged 1 SP:Iteration 20F (2353.090000 sec): 3 clusters Score: Raw -243493.426350 + Penalty 3649.980126 = -239843.446224 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 22 (9140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2353.230000 sec): 2 clusters Score: Raw -1589045.407283 + Penalty 2261.863085 = -1586783.544198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2353.490000 sec): 3 clusters Score: Raw -1584173.524552 + Penalty 4523.726170 = -1579649.798383 nChanged 3747 SP:Iteration 1F (2353.670000 sec): 3 clusters Score: Raw -1586265.757892 + Penalty 4523.726170 = -1581742.031722 nChanged 696 SP:Iteration 2F (2353.950000 sec): 3 clusters Score: Raw -1586705.143903 + Penalty 4523.726170 = -1582181.417733 nChanged 604 SP:Iteration 3F (2354.130000 sec): 3 clusters Score: Raw -1587131.455875 + Penalty 4523.726170 = -1582607.729705 nChanged 521 SP:Iteration 4F (2354.390000 sec): 3 clusters Score: Raw -1587505.365780 + Penalty 4523.726170 = -1582981.639610 nChanged 509 SP:Iteration 5F (2354.620000 sec): 3 clusters Score: Raw -1587876.955222 + Penalty 4523.726170 = -1583353.229053 nChanged 446 SP:Iteration 6Q (2354.830000 sec): 3 clusters Score: Raw -1588207.910020 + Penalty 4523.726170 = -1583684.183850 nChanged 404 SP:Iteration 7Q (2355.070000 sec): 3 clusters Score: Raw -1588515.968254 + Penalty 4523.726170 = -1583992.242084 nChanged 358 SP:Iteration 8Q (2355.290000 sec): 3 clusters Score: Raw -1588800.987717 + Penalty 4523.726170 = -1584277.261548 nChanged 324 SP:Iteration 9Q (2355.550000 sec): 3 clusters Score: Raw -1589037.589346 + Penalty 4523.726170 = -1584513.863176 nChanged 244 SP:Iteration 10Q (2355.760000 sec): 3 clusters Score: Raw -1589187.031015 + Penalty 4523.726170 = -1584663.304846 nChanged 204 SP:Iteration 11Q (2355.960000 sec): 3 clusters Score: Raw -1589317.529234 + Penalty 4523.726170 = -1584793.803065 nChanged 181 SP:Iteration 12Q (2356.210000 sec): 3 clusters Score: Raw -1589437.588422 + Penalty 4523.726170 = -1584913.862252 nChanged 182 SP:Iteration 13Q (2356.450000 sec): 3 clusters Score: Raw -1589551.759037 + Penalty 4523.726170 = -1585028.032867 nChanged 147 SP:Iteration 14Q (2356.740000 sec): 3 clusters Score: Raw -1589638.248215 + Penalty 4523.726170 = -1585114.522045 nChanged 153 SP:Iteration 15Q (2356.980000 sec): 3 clusters Score: Raw -1589737.059363 + Penalty 4523.726170 = -1585213.333193 nChanged 138 SP:Iteration 16Q (2357.180000 sec): 3 clusters Score: Raw -1589828.952544 + Penalty 4523.726170 = -1585305.226375 nChanged 118 SP:Iteration 17Q (2357.420000 sec): 3 clusters Score: Raw -1589905.604554 + Penalty 4523.726170 = -1585381.878385 nChanged 103 SP:Iteration 18Q (2357.680000 sec): 3 clusters Score: Raw -1589970.827569 + Penalty 4523.726170 = -1585447.101399 nChanged 100 SP:Iteration 19Q (2357.940000 sec): 3 clusters Score: Raw -1590046.965581 + Penalty 4523.726170 = -1585523.239412 nChanged 100 SP:Iteration 20F (2358.180000 sec): 3 clusters Score: Raw -1590132.367816 + Penalty 4523.726170 = -1585608.641646 nChanged 115 SP:Iteration 21Q (2358.380000 sec): 3 clusters Score: Raw -1590234.461444 + Penalty 4523.726170 = -1585710.735274 nChanged 107 SP:Iteration 22Q (2358.660000 sec): 3 clusters Score: Raw -1590334.526096 + Penalty 4523.726170 = -1585810.799927 nChanged 95 SP:Iteration 23Q (2358.880000 sec): 3 clusters Score: Raw -1590406.799835 + Penalty 4523.726170 = -1585883.073666 nChanged 69 SP:Iteration 24Q (2359.100000 sec): 3 clusters Score: Raw -1590441.043405 + Penalty 4523.726170 = -1585917.317235 nChanged 52 SP:Iteration 25Q (2359.360000 sec): 3 clusters Score: Raw -1590469.089247 + Penalty 4523.726170 = -1585945.363077 nChanged 46 SP:Iteration 26Q (2359.620000 sec): 3 clusters Score: Raw -1590489.260333 + Penalty 4523.726170 = -1585965.534164 nChanged 33 SP:Iteration 27Q (2359.860000 sec): 3 clusters Score: Raw -1590502.438171 + Penalty 4523.726170 = -1585978.712001 nChanged 25 SP:Iteration 28Q (2360.060000 sec): 3 clusters Score: Raw -1590510.318991 + Penalty 4523.726170 = -1585986.592821 nChanged 24 SP:Iteration 29Q (2360.260000 sec): 3 clusters Score: Raw -1590520.221987 + Penalty 4523.726170 = -1585996.495818 nChanged 20 SP:Iteration 30Q (2360.440000 sec): 3 clusters Score: Raw -1590528.240345 + Penalty 4523.726170 = -1586004.514175 nChanged 20 SP:Iteration 31Q (2360.660000 sec): 3 clusters Score: Raw -1590534.063607 + Penalty 4523.726170 = -1586010.337438 nChanged 9 SP:Iteration 32Q (2360.860000 sec): 3 clusters Score: Raw -1590537.780609 + Penalty 4523.726170 = -1586014.054439 nChanged 12 SP:Iteration 33Q (2361.100000 sec): 3 clusters Score: Raw -1590541.277376 + Penalty 4523.726170 = -1586017.551206 nChanged 6 SP:Iteration 34Q (2361.320000 sec): 3 clusters Score: Raw -1590543.500535 + Penalty 4523.726170 = -1586019.774366 nChanged 4 SP:Iteration 35Q (2361.550000 sec): 3 clusters Score: Raw -1590544.941652 + Penalty 4523.726170 = -1586021.215482 nChanged 4 SP:Iteration 36Q (2361.760000 sec): 3 clusters Score: Raw -1590546.068584 + Penalty 4523.726170 = -1586022.342415 nChanged 2 SP:Iteration 37Q (2362.000000 sec): 3 clusters Score: Raw -1590546.670344 + Penalty 4523.726170 = -1586022.944174 nChanged 1 SP:Iteration 38Q (2362.220000 sec): 3 clusters Score: Raw -1590547.292533 + Penalty 4523.726170 = -1586023.566363 nChanged 0 SP:Iteration 39F (2362.440000 sec): 3 clusters Score: Raw -1590547.292533 + Penalty 4523.726170 = -1586023.566363 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 23 (679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2362.540000 sec): 2 clusters Score: Raw -90355.685564 + Penalty 1617.114040 = -88738.571524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2362.730000 sec): 3 clusters Score: Raw -90604.518484 + Penalty 3234.228079 = -87370.290405 nChanged 210 SP:Iteration 1F (2362.930000 sec): 3 clusters Score: Raw -91505.752514 + Penalty 3234.228079 = -88271.524434 nChanged 80 SP:Iteration 2F (2363.150000 sec): 3 clusters Score: Raw -92005.518092 + Penalty 3234.228079 = -88771.290013 nChanged 48 SP:Iteration 3F (2363.340000 sec): 3 clusters Score: Raw -92364.703319 + Penalty 3234.228079 = -89130.475239 nChanged 38 SP:Iteration 4F (2363.520000 sec): 3 clusters Score: Raw -92968.082590 + Penalty 3234.228079 = -89733.854511 nChanged 38 SP:Iteration 5F (2363.740000 sec): 3 clusters Score: Raw -93989.919815 + Penalty 3234.228079 = -90755.691735 nChanged 31 SP:Iteration 6Q (2363.930000 sec): 3 clusters Score: Raw -95227.583272 + Penalty 3234.228079 = -91993.355193 nChanged 19 SP:Iteration 7Q (2364.130000 sec): 3 clusters Score: Raw -95594.540240 + Penalty 3234.228079 = -92360.312161 nChanged 5 SP:Iteration 8Q (2364.330000 sec): 3 clusters Score: Raw -95669.870057 + Penalty 3234.228079 = -92435.641978 nChanged 2 SP:Iteration 9Q (2364.580000 sec): 3 clusters Score: Raw -95711.587219 + Penalty 3234.228079 = -92477.359140 nChanged 0 SP:Iteration 10F (2364.750000 sec): 3 clusters Score: Raw -95711.587219 + Penalty 3234.228079 = -92477.359140 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 24 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2364.850000 sec): 2 clusters Score: Raw -58305.995541 + Penalty 1510.644851 = -56795.350690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2365.130000 sec): 3 clusters Score: Raw -58508.280065 + Penalty 3021.289702 = -55486.990363 nChanged 92 SP:Iteration 1F (2365.310000 sec): 3 clusters Score: Raw -58815.018354 + Penalty 3021.289702 = -55793.728652 nChanged 27 SP:Iteration 2F (2365.530000 sec): 3 clusters Score: Raw -58891.390392 + Penalty 3021.289702 = -55870.100691 nChanged 12 SP:Iteration 3Q (2365.740000 sec): 3 clusters Score: Raw -58948.521836 + Penalty 3021.289702 = -55927.232135 nChanged 9 SP:Iteration 4Q (2365.910000 sec): 3 clusters Score: Raw -58993.248570 + Penalty 3021.289702 = -55971.958868 nChanged 5 SP:Iteration 5Q (2366.110000 sec): 3 clusters Score: Raw -59009.739191 + Penalty 3021.289702 = -55988.449489 nChanged 1 SP:Iteration 6Q (2366.320000 sec): 3 clusters Score: Raw -59015.006391 + Penalty 3021.289702 = -55993.716690 nChanged 2 SP:Iteration 7Q (2366.510000 sec): 3 clusters Score: Raw -59022.507124 + Penalty 3021.289702 = -56001.217423 nChanged 2 SP:Iteration 8Q (2366.660000 sec): 3 clusters Score: Raw -59037.821441 + Penalty 3021.289702 = -56016.531739 nChanged 5 SP:Iteration 9Q (2366.860000 sec): 3 clusters Score: Raw -59061.497428 + Penalty 3021.289702 = -56040.207726 nChanged 5 SP:Iteration 10Q (2367.060000 sec): 3 clusters Score: Raw -59091.062228 + Penalty 3021.289702 = -56069.772527 nChanged 4 SP:Iteration 11Q (2367.250000 sec): 3 clusters Score: Raw -59107.358276 + Penalty 3021.289702 = -56086.068575 nChanged 3 SP:Iteration 12Q (2367.450000 sec): 3 clusters Score: Raw -59119.732590 + Penalty 3021.289702 = -56098.442888 nChanged 3 SP:Iteration 13Q (2367.630000 sec): 3 clusters Score: Raw -59147.969678 + Penalty 3021.289702 = -56126.679976 nChanged 6 SP:Iteration 14Q (2367.820000 sec): 3 clusters Score: Raw -59172.562259 + Penalty 3021.289702 = -56151.272557 nChanged 2 SP:Iteration 15Q (2368.040000 sec): 3 clusters Score: Raw -59176.827133 + Penalty 3021.289702 = -56155.537431 nChanged 2 SP:Iteration 16Q (2368.190000 sec): 3 clusters Score: Raw -59181.173226 + Penalty 3021.289702 = -56159.883524 nChanged 0 SP:Iteration 17F (2368.380000 sec): 3 clusters Score: Raw -59181.424041 + Penalty 3021.289702 = -56160.134340 nChanged 1 SP:Iteration 18Q (2368.580000 sec): 3 clusters Score: Raw -59188.390137 + Penalty 3021.289702 = -56167.100435 nChanged 2 SP:Iteration 19Q (2368.810000 sec): 3 clusters Score: Raw -59195.340950 + Penalty 3021.289702 = -56174.051248 nChanged 1 SP:Iteration 20F (2368.990000 sec): 3 clusters Score: Raw -59197.953913 + Penalty 3021.289702 = -56176.664211 nChanged 1 SP:Iteration 21Q (2369.190000 sec): 3 clusters Score: Raw -59199.780095 + Penalty 3021.289702 = -56178.490394 nChanged 1 SP:Iteration 22Q (2369.400000 sec): 3 clusters Score: Raw -59207.115558 + Penalty 3021.289702 = -56185.825856 nChanged 3 SP:Iteration 23Q (2369.570000 sec): 3 clusters Score: Raw -59232.472579 + Penalty 3021.289702 = -56211.182878 nChanged 3 SP:Iteration 24Q (2369.760000 sec): 3 clusters Score: Raw -59263.505630 + Penalty 3021.289702 = -56242.215928 nChanged 3 SP:Iteration 25Q (2369.940000 sec): 3 clusters Score: Raw -59275.199613 + Penalty 3021.289702 = -56253.909911 nChanged 2 SP:Iteration 26Q (2370.130000 sec): 3 clusters Score: Raw -59292.531082 + Penalty 3021.289702 = -56271.241380 nChanged 1 SP:Iteration 27Q (2370.300000 sec): 3 clusters Score: Raw -59294.171738 + Penalty 3021.289702 = -56272.882036 nChanged 0 SP:Iteration 28F (2370.480000 sec): 3 clusters Score: Raw -59294.171738 + Penalty 3021.289702 = -56272.882036 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 25 (51244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2370.820000 sec): 2 clusters Score: Raw -8770244.058958 + Penalty 2689.399747 = -8767554.659211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2371.300000 sec): 3 clusters Score: Raw -8738310.734473 + Penalty 5378.799493 = -8732931.934980 nChanged 23679 SP:Iteration 1F (2371.760000 sec): 3 clusters Score: Raw -8751427.678551 + Penalty 5378.799493 = -8746048.879058 nChanged 1825 SP:Iteration 2Q (2372.270000 sec): 3 clusters Score: Raw -8751860.726963 + Penalty 5378.799493 = -8746481.927470 nChanged 1688 SP:Iteration 3Q (2372.700000 sec): 3 clusters Score: Raw -8752276.225378 + Penalty 5378.799493 = -8746897.425885 nChanged 1644 SP:Iteration 4Q (2373.170000 sec): 3 clusters Score: Raw -8752683.981651 + Penalty 5378.799493 = -8747305.182158 nChanged 1592 SP:Iteration 5Q (2373.670000 sec): 3 clusters Score: Raw -8753088.246641 + Penalty 5378.799493 = -8747709.447147 nChanged 1593 SP:Iteration 6Q (2374.140000 sec): 3 clusters Score: Raw -8753521.072445 + Penalty 5378.799493 = -8748142.272952 nChanged 1638 SP:Iteration 7Q (2374.640000 sec): 3 clusters Score: Raw -8754026.206897 + Penalty 5378.799493 = -8748647.407404 nChanged 1789 SP:Iteration 8Q (2375.150000 sec): 3 clusters Score: Raw -8754686.942908 + Penalty 5378.799493 = -8749308.143415 nChanged 2099 SP:Iteration 9Q (2375.570000 sec): 3 clusters Score: Raw -8755589.519351 + Penalty 5378.799493 = -8750210.719858 nChanged 2499 SP:Iteration 10Q (2376.100000 sec): 3 clusters Score: Raw -8756911.465756 + Penalty 5378.799493 = -8751532.666263 nChanged 2966 SP:Iteration 11F (2376.590000 sec): 3 clusters Score: Raw -8758763.838281 + Penalty 5378.799493 = -8753385.038788 nChanged 3245 SP:Iteration 12F (2377.130000 sec): 3 clusters Score: Raw -8761078.294413 + Penalty 5378.799493 = -8755699.494920 nChanged 3160 SP:Iteration 13F (2377.630000 sec): 3 clusters Score: Raw -8763452.408125 + Penalty 5378.799493 = -8758073.608632 nChanged 2763 SP:Iteration 14F (2378.050000 sec): 3 clusters Score: Raw -8765649.075336 + Penalty 5378.799493 = -8760270.275843 nChanged 2208 SP:Iteration 15Q (2378.580000 sec): 3 clusters Score: Raw -8767378.070629 + Penalty 5378.799493 = -8761999.271136 nChanged 1579 SP:Iteration 16Q (2379.050000 sec): 3 clusters Score: Raw -8768607.641223 + Penalty 5378.799493 = -8763228.841730 nChanged 1061 SP:Iteration 17Q (2379.510000 sec): 3 clusters Score: Raw -8769378.257292 + Penalty 5378.799493 = -8763999.457798 nChanged 679 SP:Iteration 18Q (2379.940000 sec): 3 clusters Score: Raw -8769865.894199 + Penalty 5378.799493 = -8764487.094705 nChanged 419 SP:Iteration 19Q (2380.340000 sec): 3 clusters Score: Raw -8770169.455336 + Penalty 5378.799493 = -8764790.655842 nChanged 259 SP:Iteration 20F (2380.780000 sec): 3 clusters Score: Raw -8770342.594377 + Penalty 5378.799493 = -8764963.794884 nChanged 123 SP:Iteration 21Q (2381.180000 sec): 3 clusters Score: Raw -8770432.363646 + Penalty 5378.799493 = -8765053.564152 nChanged 89 SP:Iteration 22Q (2381.620000 sec): 3 clusters Score: Raw -8770487.963160 + Penalty 5378.799493 = -8765109.163667 nChanged 61 SP:Iteration 23Q (2382.040000 sec): 3 clusters Score: Raw -8770533.761417 + Penalty 5378.799493 = -8765154.961924 nChanged 38 SP:Iteration 24Q (2382.420000 sec): 3 clusters Score: Raw -8770557.822375 + Penalty 5378.799493 = -8765179.022881 nChanged 29 SP:Iteration 25Q (2382.850000 sec): 3 clusters Score: Raw -8770575.295757 + Penalty 5378.799493 = -8765196.496264 nChanged 23 SP:Iteration 26Q (2383.260000 sec): 3 clusters Score: Raw -8770588.814738 + Penalty 5378.799493 = -8765210.015245 nChanged 15 SP:Iteration 27Q (2383.620000 sec): 3 clusters Score: Raw -8770598.804930 + Penalty 5378.799493 = -8765220.005436 nChanged 10 SP:Iteration 28Q (2384.000000 sec): 3 clusters Score: Raw -8770604.692374 + Penalty 5378.799493 = -8765225.892881 nChanged 6 SP:Iteration 29Q (2384.360000 sec): 3 clusters Score: Raw -8770610.364777 + Penalty 5378.799493 = -8765231.565284 nChanged 12 SP:Iteration 30Q (2384.790000 sec): 3 clusters Score: Raw -8770617.820138 + Penalty 5378.799493 = -8765239.020644 nChanged 5 SP:Iteration 31Q (2385.170000 sec): 3 clusters Score: Raw -8770620.217516 + Penalty 5378.799493 = -8765241.418023 nChanged 6 SP:Iteration 32Q (2385.580000 sec): 3 clusters Score: Raw -8770623.417644 + Penalty 5378.799493 = -8765244.618151 nChanged 3 SP:Iteration 33Q (2385.970000 sec): 3 clusters Score: Raw -8770625.159481 + Penalty 5378.799493 = -8765246.359988 nChanged 4 SP:Iteration 34Q (2386.380000 sec): 3 clusters Score: Raw -8770627.789466 + Penalty 5378.799493 = -8765248.989973 nChanged 2 SP:Iteration 35Q (2386.780000 sec): 3 clusters Score: Raw -8770628.643124 + Penalty 5378.799493 = -8765249.843630 nChanged 0 SP:Iteration 36F (2387.210000 sec): 3 clusters Score: Raw -8770628.643124 + Penalty 5378.799493 = -8765249.843630 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 26 (651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2387.340000 sec): 2 clusters Score: Raw -63232.708335 + Penalty 1606.670391 = -61626.037943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2387.530000 sec): 3 clusters Score: Raw -63758.705496 + Penalty 3213.340783 = -60545.364713 nChanged 199 SP:Iteration 1F (2387.710000 sec): 3 clusters Score: Raw -64745.431285 + Penalty 3213.340783 = -61532.090502 nChanged 93 SP:Iteration 2F (2387.910000 sec): 3 clusters Score: Raw -65274.453565 + Penalty 3213.340783 = -62061.112782 nChanged 66 SP:Iteration 3F (2388.050000 sec): 3 clusters Score: Raw -65728.647407 + Penalty 3213.340783 = -62515.306624 nChanged 28 SP:Iteration 4Q (2388.290000 sec): 3 clusters Score: Raw -65992.651313 + Penalty 3213.340783 = -62779.310531 nChanged 26 SP:Iteration 5Q (2388.450000 sec): 3 clusters Score: Raw -66182.658609 + Penalty 3213.340783 = -62969.317826 nChanged 9 SP:Iteration 6Q (2388.640000 sec): 3 clusters Score: Raw -66228.329607 + Penalty 3213.340783 = -63014.988825 nChanged 4 SP:Iteration 7Q (2388.840000 sec): 3 clusters Score: Raw -66272.266310 + Penalty 3213.340783 = -63058.925527 nChanged 2 SP:Iteration 8Q (2389.020000 sec): 3 clusters Score: Raw -66285.792695 + Penalty 3213.340783 = -63072.451912 nChanged 1 SP:Iteration 9Q (2389.210000 sec): 3 clusters Score: Raw -66297.347077 + Penalty 3213.340783 = -63084.006294 nChanged 1 SP:Iteration 10Q (2389.370000 sec): 3 clusters Score: Raw -66314.145708 + Penalty 3213.340783 = -63100.804926 nChanged 1 SP:Iteration 11Q (2389.520000 sec): 3 clusters Score: Raw -66320.155602 + Penalty 3213.340783 = -63106.814819 nChanged 0 SP:Iteration 12F (2389.690000 sec): 3 clusters Score: Raw -66340.691965 + Penalty 3213.340783 = -63127.351182 nChanged 2 SP:Iteration 13Q (2389.890000 sec): 3 clusters Score: Raw -66396.896746 + Penalty 3213.340783 = -63183.555964 nChanged 2 SP:Iteration 14Q (2390.020000 sec): 3 clusters Score: Raw -66426.897765 + Penalty 3213.340783 = -63213.556982 nChanged 4 SP:Iteration 15Q (2390.250000 sec): 3 clusters Score: Raw -66457.145026 + Penalty 3213.340783 = -63243.804244 nChanged 2 SP:Iteration 16Q (2390.400000 sec): 3 clusters Score: Raw -66509.761319 + Penalty 3213.340783 = -63296.420537 nChanged 3 SP:Iteration 17Q (2390.580000 sec): 3 clusters Score: Raw -66600.118146 + Penalty 3213.340783 = -63386.777363 nChanged 3 SP:Iteration 18Q (2390.780000 sec): 3 clusters Score: Raw -66695.646859 + Penalty 3213.340783 = -63482.306076 nChanged 9 SP:Iteration 19Q (2390.950000 sec): 3 clusters Score: Raw -66830.037062 + Penalty 3213.340783 = -63616.696279 nChanged 2 SP:Iteration 20F (2391.100000 sec): 3 clusters Score: Raw -67201.323601 + Penalty 3213.340783 = -63987.982819 nChanged 13 SP:Iteration 21Q (2391.310000 sec): 3 clusters Score: Raw -68422.055981 + Penalty 3213.340783 = -65208.715199 nChanged 9 SP:Iteration 22Q (2391.480000 sec): 3 clusters Score: Raw -68962.231115 + Penalty 3213.340783 = -65748.890333 nChanged 2 SP:Iteration 23Q (2391.630000 sec): 3 clusters Score: Raw -69038.249845 + Penalty 3213.340783 = -65824.909062 nChanged 1 SP:Iteration 24Q (2391.780000 sec): 3 clusters Score: Raw -69055.659412 + Penalty 3213.340783 = -65842.318629 nChanged 0 SP:Iteration 25F (2391.950000 sec): 3 clusters Score: Raw -69059.793171 + Penalty 3213.340783 = -65846.452388 nChanged 1 SP:Iteration 26Q (2392.130000 sec): 3 clusters Score: Raw -69103.933067 + Penalty 3213.340783 = -65890.592284 nChanged 1 SP:Iteration 27Q (2392.340000 sec): 3 clusters Score: Raw -69120.440829 + Penalty 3213.340783 = -65907.100046 nChanged 1 SP:Iteration 28Q (2392.520000 sec): 3 clusters Score: Raw -69145.350271 + Penalty 3213.340783 = -65932.009488 nChanged 0 SP:Iteration 29F (2392.720000 sec): 3 clusters Score: Raw -69145.350271 + Penalty 3213.340783 = -65932.009488 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 27 (218756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2393.920000 sec): 2 clusters Score: Raw -39036530.625737 + Penalty 3049.336634 = -39033481.289104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2395.200000 sec): 3 clusters Score: Raw -38892807.848180 + Penalty 6098.673267 = -38886709.174913 nChanged 105573 SP:Iteration 1F (2396.420000 sec): 3 clusters Score: Raw -38954514.628345 + Penalty 6098.673267 = -38948415.955078 nChanged 5846 SP:Iteration 2Q (2397.760000 sec): 3 clusters Score: Raw -38955716.941704 + Penalty 6098.673267 = -38949618.268437 nChanged 6771 SP:Iteration 3Q (2399.020000 sec): 3 clusters Score: Raw -38957485.318449 + Penalty 6098.673267 = -38951386.645181 nChanged 8284 SP:Iteration 4Q (2400.290000 sec): 3 clusters Score: Raw -38960277.251974 + Penalty 6098.673267 = -38954178.578707 nChanged 10175 SP:Iteration 5Q (2401.630000 sec): 3 clusters Score: Raw -38964326.560625 + Penalty 6098.673267 = -38958227.887358 nChanged 11661 SP:Iteration 6F (2402.900000 sec): 3 clusters Score: Raw -38969520.366127 + Penalty 6098.673267 = -38963421.692860 nChanged 12489 SP:Iteration 7F (2404.180000 sec): 3 clusters Score: Raw -38975213.376400 + Penalty 6098.673267 = -38969114.703133 nChanged 12338 SP:Iteration 8F (2405.420000 sec): 3 clusters Score: Raw -38980801.489149 + Penalty 6098.673267 = -38974702.815881 nChanged 11519 SP:Iteration 9F (2406.630000 sec): 3 clusters Score: Raw -38986067.843401 + Penalty 6098.673267 = -38979969.170134 nChanged 10961 SP:Iteration 10F (2407.840000 sec): 3 clusters Score: Raw -38991553.726260 + Penalty 6098.673267 = -38985455.052993 nChanged 10962 SP:Iteration 11F (2409.040000 sec): 3 clusters Score: Raw -38997952.947265 + Penalty 6098.673267 = -38991854.273998 nChanged 11691 SP:Iteration 12F (2410.220000 sec): 3 clusters Score: Raw -39005854.396285 + Penalty 6098.673267 = -38999755.723018 nChanged 12002 SP:Iteration 13F (2411.380000 sec): 3 clusters Score: Raw -39015182.148293 + Penalty 6098.673267 = -39009083.475025 nChanged 10783 SP:Iteration 14Q (2412.610000 sec): 3 clusters Score: Raw -39024295.833185 + Penalty 6098.673267 = -39018197.159918 nChanged 7780 SP:Iteration 15Q (2413.860000 sec): 3 clusters Score: Raw -39030969.577981 + Penalty 6098.673267 = -39024870.904714 nChanged 4201 SP:Iteration 16Q (2415.110000 sec): 3 clusters Score: Raw -39034414.206646 + Penalty 6098.673267 = -39028315.533379 nChanged 1811 SP:Iteration 17Q (2416.270000 sec): 3 clusters Score: Raw -39035860.519198 + Penalty 6098.673267 = -39029761.845931 nChanged 680 SP:Iteration 18Q (2417.320000 sec): 3 clusters Score: Raw -39036406.547605 + Penalty 6098.673267 = -39030307.874338 nChanged 234 SP:Iteration 19Q (2418.470000 sec): 3 clusters Score: Raw -39036619.469149 + Penalty 6098.673267 = -39030520.795882 nChanged 100 SP:Iteration 20F (2419.740000 sec): 3 clusters Score: Raw -39036722.447441 + Penalty 6098.673267 = -39030623.774174 nChanged 59 SP:Iteration 21Q (2420.740000 sec): 3 clusters Score: Raw -39036791.892454 + Penalty 6098.673267 = -39030693.219187 nChanged 28 SP:Iteration 22Q (2421.810000 sec): 3 clusters Score: Raw -39036823.579633 + Penalty 6098.673267 = -39030724.906366 nChanged 19 SP:Iteration 23Q (2422.880000 sec): 3 clusters Score: Raw -39036843.923894 + Penalty 6098.673267 = -39030745.250627 nChanged 11 SP:Iteration 24Q (2423.960000 sec): 3 clusters Score: Raw -39036854.985122 + Penalty 6098.673267 = -39030756.311854 nChanged 11 SP:Iteration 25Q (2425.020000 sec): 3 clusters Score: Raw -39036862.379878 + Penalty 6098.673267 = -39030763.706610 nChanged 5 SP:Iteration 26Q (2426.090000 sec): 3 clusters Score: Raw -39036866.288166 + Penalty 6098.673267 = -39030767.614899 nChanged 6 SP:Iteration 27Q (2427.250000 sec): 3 clusters Score: Raw -39036870.474862 + Penalty 6098.673267 = -39030771.801595 nChanged 3 SP:Iteration 28Q (2428.380000 sec): 3 clusters Score: Raw -39036873.357443 + Penalty 6098.673267 = -39030774.684176 nChanged 0 SP:Iteration 29F (2429.610000 sec): 3 clusters Score: Raw -39036873.357443 + Penalty 6098.673267 = -39030774.684176 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 28 (18793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2429.890000 sec): 2 clusters Score: Raw -3173389.442651 + Penalty 2440.627455 = -3170948.815196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2430.170000 sec): 3 clusters Score: Raw -3162495.898046 + Penalty 4881.254911 = -3157614.643135 nChanged 8246 SP:Iteration 1F (2430.430000 sec): 3 clusters Score: Raw -3166804.583368 + Penalty 4881.254911 = -3161923.328458 nChanged 970 SP:Iteration 2F (2430.760000 sec): 3 clusters Score: Raw -3167159.507965 + Penalty 4881.254911 = -3162278.253055 nChanged 815 SP:Iteration 3Q (2431.040000 sec): 3 clusters Score: Raw -3167409.801234 + Penalty 4881.254911 = -3162528.546324 nChanged 683 SP:Iteration 4Q (2431.340000 sec): 3 clusters Score: Raw -3167601.492646 + Penalty 4881.254911 = -3162720.237735 nChanged 571 SP:Iteration 5Q (2431.580000 sec): 3 clusters Score: Raw -3167753.013021 + Penalty 4881.254911 = -3162871.758111 nChanged 483 SP:Iteration 6Q (2431.900000 sec): 3 clusters Score: Raw -3167883.292002 + Penalty 4881.254911 = -3163002.037091 nChanged 456 SP:Iteration 7Q (2432.160000 sec): 3 clusters Score: Raw -3168028.132864 + Penalty 4881.254911 = -3163146.877953 nChanged 516 SP:Iteration 8Q (2432.440000 sec): 3 clusters Score: Raw -3168233.467752 + Penalty 4881.254911 = -3163352.212842 nChanged 576 SP:Iteration 9Q (2432.700000 sec): 3 clusters Score: Raw -3168507.758006 + Penalty 4881.254911 = -3163626.503095 nChanged 671 SP:Iteration 10Q (2433.020000 sec): 3 clusters Score: Raw -3168872.586515 + Penalty 4881.254911 = -3163991.331604 nChanged 728 SP:Iteration 11Q (2433.280000 sec): 3 clusters Score: Raw -3169247.813030 + Penalty 4881.254911 = -3164366.558119 nChanged 798 SP:Iteration 12Q (2433.570000 sec): 3 clusters Score: Raw -3169708.526101 + Penalty 4881.254911 = -3164827.271191 nChanged 865 SP:Iteration 13Q (2433.910000 sec): 3 clusters Score: Raw -3170201.853850 + Penalty 4881.254911 = -3165320.598940 nChanged 861 SP:Iteration 14Q (2434.200000 sec): 3 clusters Score: Raw -3170767.782788 + Penalty 4881.254911 = -3165886.527877 nChanged 907 SP:Iteration 15Q (2434.500000 sec): 3 clusters Score: Raw -3171442.363544 + Penalty 4881.254911 = -3166561.108633 nChanged 928 SP:Iteration 16Q (2434.760000 sec): 3 clusters Score: Raw -3172212.058789 + Penalty 4881.254911 = -3167330.803878 nChanged 852 SP:Iteration 17Q (2435.040000 sec): 3 clusters Score: Raw -3172880.274830 + Penalty 4881.254911 = -3167999.019919 nChanged 659 SP:Iteration 18Q (2435.390000 sec): 3 clusters Score: Raw -3173322.815098 + Penalty 4881.254911 = -3168441.560188 nChanged 492 SP:Iteration 19Q (2435.660000 sec): 3 clusters Score: Raw -3173601.877946 + Penalty 4881.254911 = -3168720.623036 nChanged 368 SP:Iteration 20F (2435.950000 sec): 3 clusters Score: Raw -3173764.188447 + Penalty 4881.254911 = -3168882.933537 nChanged 270 SP:Iteration 21Q (2436.270000 sec): 3 clusters Score: Raw -3173869.156701 + Penalty 4881.254911 = -3168987.901790 nChanged 213 SP:Iteration 22Q (2436.590000 sec): 3 clusters Score: Raw -3173936.358184 + Penalty 4881.254911 = -3169055.103273 nChanged 173 SP:Iteration 23Q (2436.930000 sec): 3 clusters Score: Raw -3173979.945896 + Penalty 4881.254911 = -3169098.690985 nChanged 136 SP:Iteration 24Q (2437.220000 sec): 3 clusters Score: Raw -3174010.821297 + Penalty 4881.254911 = -3169129.566386 nChanged 109 SP:Iteration 25Q (2437.540000 sec): 3 clusters Score: Raw -3174036.249089 + Penalty 4881.254911 = -3169154.994179 nChanged 108 SP:Iteration 26Q (2437.870000 sec): 3 clusters Score: Raw -3174058.803362 + Penalty 4881.254911 = -3169177.548451 nChanged 86 SP:Iteration 27Q (2438.180000 sec): 3 clusters Score: Raw -3174073.687960 + Penalty 4881.254911 = -3169192.433050 nChanged 79 SP:Iteration 28Q (2438.450000 sec): 3 clusters Score: Raw -3174084.926818 + Penalty 4881.254911 = -3169203.671908 nChanged 59 SP:Iteration 29Q (2438.760000 sec): 3 clusters Score: Raw -3174092.948340 + Penalty 4881.254911 = -3169211.693429 nChanged 40 SP:Iteration 30Q (2439.060000 sec): 3 clusters Score: Raw -3174098.820550 + Penalty 4881.254911 = -3169217.565639 nChanged 36 SP:Iteration 31Q (2439.360000 sec): 3 clusters Score: Raw -3174103.508759 + Penalty 4881.254911 = -3169222.253849 nChanged 22 SP:Iteration 32Q (2439.630000 sec): 3 clusters Score: Raw -3174106.467118 + Penalty 4881.254911 = -3169225.212207 nChanged 20 SP:Iteration 33Q (2439.900000 sec): 3 clusters Score: Raw -3174108.797725 + Penalty 4881.254911 = -3169227.542814 nChanged 19 SP:Iteration 34Q (2440.180000 sec): 3 clusters Score: Raw -3174111.712530 + Penalty 4881.254911 = -3169230.457619 nChanged 28 SP:Iteration 35Q (2440.470000 sec): 3 clusters Score: Raw -3174115.232583 + Penalty 4881.254911 = -3169233.977673 nChanged 22 SP:Iteration 36Q (2440.720000 sec): 3 clusters Score: Raw -3174117.487065 + Penalty 4881.254911 = -3169236.232154 nChanged 18 SP:Iteration 37Q (2441.020000 sec): 3 clusters Score: Raw -3174119.402646 + Penalty 4881.254911 = -3169238.147735 nChanged 11 SP:Iteration 38Q (2441.310000 sec): 3 clusters Score: Raw -3174120.483632 + Penalty 4881.254911 = -3169239.228722 nChanged 5 SP:Iteration 39Q (2441.550000 sec): 3 clusters Score: Raw -3174120.843437 + Penalty 4881.254911 = -3169239.588526 nChanged 3 SP:Iteration 40F (2441.850000 sec): 3 clusters Score: Raw -3174121.053208 + Penalty 4881.254911 = -3169239.798298 nChanged 3 SP:Iteration 41Q (2442.160000 sec): 3 clusters Score: Raw -3174121.257612 + Penalty 4881.254911 = -3169240.002701 nChanged 2 SP:Iteration 42Q (2442.420000 sec): 3 clusters Score: Raw -3174121.445031 + Penalty 4881.254911 = -3169240.190120 nChanged 2 SP:Iteration 43Q (2442.700000 sec): 3 clusters Score: Raw -3174121.550214 + Penalty 4881.254911 = -3169240.295304 nChanged 2 SP:Iteration 44Q (2442.990000 sec): 3 clusters Score: Raw -3174121.722383 + Penalty 4881.254911 = -3169240.467472 nChanged 4 SP:Iteration 45Q (2443.280000 sec): 3 clusters Score: Raw -3174122.137396 + Penalty 4881.254911 = -3169240.882486 nChanged 4 SP:Iteration 46Q (2443.560000 sec): 3 clusters Score: Raw -3174122.542185 + Penalty 4881.254911 = -3169241.287274 nChanged 6 SP:Iteration 47Q (2443.820000 sec): 3 clusters Score: Raw -3174123.140794 + Penalty 4881.254911 = -3169241.885883 nChanged 6 SP:Iteration 48Q (2444.090000 sec): 3 clusters Score: Raw -3174123.628062 + Penalty 4881.254911 = -3169242.373151 nChanged 4 SP:Iteration 49Q (2444.380000 sec): 3 clusters Score: Raw -3174123.869562 + Penalty 4881.254911 = -3169242.614652 nChanged 3 SP:Iteration 50Q (2444.690000 sec): 3 clusters Score: Raw -3174124.134224 + Penalty 4881.254911 = -3169242.879313 nChanged 3 SP:Iteration 51Q (2444.980000 sec): 3 clusters Score: Raw -3174124.417287 + Penalty 4881.254911 = -3169243.162376 nChanged 2 SP:Iteration 52Q (2445.220000 sec): 3 clusters Score: Raw -3174124.770359 + Penalty 4881.254911 = -3169243.515448 nChanged 4 SP:Iteration 53Q (2445.530000 sec): 3 clusters Score: Raw -3174125.125200 + Penalty 4881.254911 = -3169243.870289 nChanged 3 SP:Iteration 54Q (2445.800000 sec): 3 clusters Score: Raw -3174125.325793 + Penalty 4881.254911 = -3169244.070882 nChanged 2 SP:Iteration 55Q (2446.090000 sec): 3 clusters Score: Raw -3174125.437232 + Penalty 4881.254911 = -3169244.182321 nChanged 2 SP:Iteration 56Q (2446.390000 sec): 3 clusters Score: Raw -3174125.577870 + Penalty 4881.254911 = -3169244.322960 nChanged 3 SP:Iteration 57Q (2446.650000 sec): 3 clusters Score: Raw -3174125.802378 + Penalty 4881.254911 = -3169244.547468 nChanged 4 SP:Iteration 58Q (2446.950000 sec): 3 clusters Score: Raw -3174126.037960 + Penalty 4881.254911 = -3169244.783049 nChanged 1 SP:Iteration 59Q (2447.210000 sec): 3 clusters Score: Raw -3174126.114967 + Penalty 4881.254911 = -3169244.860057 nChanged 1 SP:Iteration 60F (2447.480000 sec): 3 clusters Score: Raw -3174126.205576 + Penalty 4881.254911 = -3169244.950666 nChanged 2 SP:Iteration 61Q (2447.740000 sec): 3 clusters Score: Raw -3174126.346939 + Penalty 4881.254911 = -3169245.092029 nChanged 2 SP:Iteration 62Q (2448.050000 sec): 3 clusters Score: Raw -3174126.466551 + Penalty 4881.254911 = -3169245.211641 nChanged 1 SP:Iteration 63Q (2448.380000 sec): 3 clusters Score: Raw -3174126.502231 + Penalty 4881.254911 = -3169245.247320 nChanged 1 SP:Iteration 64Q (2448.650000 sec): 3 clusters Score: Raw -3174126.553127 + Penalty 4881.254911 = -3169245.298216 nChanged 0 SP:Iteration 65F (2448.920000 sec): 3 clusters Score: Raw -3174126.553127 + Penalty 4881.254911 = -3169245.298216 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 29 (1944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2449.070000 sec): 2 clusters Score: Raw -322902.962212 + Penalty 1877.980740 = -321024.981472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2449.240000 sec): 3 clusters Score: Raw -322249.038747 + Penalty 3755.961481 = -318493.077266 nChanged 610 SP:Iteration 1F (2449.470000 sec): 3 clusters Score: Raw -323245.781402 + Penalty 3755.961481 = -319489.819922 nChanged 265 SP:Iteration 2F (2449.670000 sec): 3 clusters Score: Raw -324069.189738 + Penalty 3755.961481 = -320313.228257 nChanged 188 SP:Iteration 3F (2449.810000 sec): 3 clusters Score: Raw -324485.194066 + Penalty 3755.961481 = -320729.232586 nChanged 100 SP:Iteration 4F (2449.960000 sec): 3 clusters Score: Raw -324652.399529 + Penalty 3755.961481 = -320896.438048 nChanged 60 SP:Iteration 5Q (2450.160000 sec): 3 clusters Score: Raw -324742.635763 + Penalty 3755.961481 = -320986.674282 nChanged 37 SP:Iteration 6Q (2450.330000 sec): 3 clusters Score: Raw -324786.098230 + Penalty 3755.961481 = -321030.136749 nChanged 29 SP:Iteration 7Q (2450.530000 sec): 3 clusters Score: Raw -324811.115438 + Penalty 3755.961481 = -321055.153957 nChanged 16 SP:Iteration 8Q (2450.740000 sec): 3 clusters Score: Raw -324828.604710 + Penalty 3755.961481 = -321072.643229 nChanged 12 SP:Iteration 9Q (2450.940000 sec): 3 clusters Score: Raw -324851.356887 + Penalty 3755.961481 = -321095.395407 nChanged 20 SP:Iteration 10Q (2451.120000 sec): 3 clusters Score: Raw -324874.160779 + Penalty 3755.961481 = -321118.199298 nChanged 22 SP:Iteration 11Q (2451.310000 sec): 3 clusters Score: Raw -324899.139199 + Penalty 3755.961481 = -321143.177719 nChanged 19 SP:Iteration 12Q (2451.450000 sec): 3 clusters Score: Raw -324918.479950 + Penalty 3755.961481 = -321162.518470 nChanged 17 SP:Iteration 13Q (2451.630000 sec): 3 clusters Score: Raw -324941.360474 + Penalty 3755.961481 = -321185.398993 nChanged 20 SP:Iteration 14Q (2451.830000 sec): 3 clusters Score: Raw -324976.435632 + Penalty 3755.961481 = -321220.474152 nChanged 29 SP:Iteration 15Q (2452.050000 sec): 3 clusters Score: Raw -325024.273422 + Penalty 3755.961481 = -321268.311942 nChanged 33 SP:Iteration 16Q (2452.260000 sec): 3 clusters Score: Raw -325092.941271 + Penalty 3755.961481 = -321336.979791 nChanged 32 SP:Iteration 17Q (2452.480000 sec): 3 clusters Score: Raw -325144.973251 + Penalty 3755.961481 = -321389.011770 nChanged 34 SP:Iteration 18Q (2452.680000 sec): 3 clusters Score: Raw -325196.468568 + Penalty 3755.961481 = -321440.507087 nChanged 36 SP:Iteration 19Q (2452.880000 sec): 3 clusters Score: Raw -325242.582529 + Penalty 3755.961481 = -321486.621048 nChanged 23 SP:Iteration 20F (2453.040000 sec): 3 clusters Score: Raw -325271.228485 + Penalty 3755.961481 = -321515.267004 nChanged 15 SP:Iteration 21Q (2453.220000 sec): 3 clusters Score: Raw -325295.831428 + Penalty 3755.961481 = -321539.869947 nChanged 18 SP:Iteration 22Q (2453.450000 sec): 3 clusters Score: Raw -325320.295294 + Penalty 3755.961481 = -321564.333813 nChanged 14 SP:Iteration 23Q (2453.650000 sec): 3 clusters Score: Raw -325337.511107 + Penalty 3755.961481 = -321581.549626 nChanged 8 SP:Iteration 24Q (2453.850000 sec): 3 clusters Score: Raw -325350.515327 + Penalty 3755.961481 = -321594.553846 nChanged 10 SP:Iteration 25Q (2454.000000 sec): 3 clusters Score: Raw -325362.564119 + Penalty 3755.961481 = -321606.602638 nChanged 8 SP:Iteration 26Q (2454.190000 sec): 3 clusters Score: Raw -325368.162829 + Penalty 3755.961481 = -321612.201348 nChanged 5 SP:Iteration 27Q (2454.380000 sec): 3 clusters Score: Raw -325373.004703 + Penalty 3755.961481 = -321617.043223 nChanged 2 SP:Iteration 28Q (2454.570000 sec): 3 clusters Score: Raw -325374.122488 + Penalty 3755.961481 = -321618.161007 nChanged 2 SP:Iteration 29Q (2454.760000 sec): 3 clusters Score: Raw -325376.541789 + Penalty 3755.961481 = -321620.580309 nChanged 1 SP:Iteration 30Q (2454.940000 sec): 3 clusters Score: Raw -325376.925141 + Penalty 3755.961481 = -321620.963660 nChanged 1 SP:Iteration 31Q (2455.130000 sec): 3 clusters Score: Raw -325377.827783 + Penalty 3755.961481 = -321621.866302 nChanged 1 SP:Iteration 32Q (2455.300000 sec): 3 clusters Score: Raw -325378.761142 + Penalty 3755.961481 = -321622.799661 nChanged 0 SP:Iteration 33F (2455.500000 sec): 3 clusters Score: Raw -325378.761142 + Penalty 3755.961481 = -321622.799661 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 30 (3726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2455.600000 sec): 2 clusters Score: Raw -609000.526399 + Penalty 2039.326457 = -606961.199942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2455.820000 sec): 3 clusters Score: Raw -607393.423539 + Penalty 4078.652913 = -603314.770626 nChanged 1343 SP:Iteration 1F (2456.010000 sec): 3 clusters Score: Raw -608462.173298 + Penalty 4078.652913 = -604383.520385 nChanged 372 SP:Iteration 2F (2456.190000 sec): 3 clusters Score: Raw -609079.657497 + Penalty 4078.652913 = -605001.004583 nChanged 367 SP:Iteration 3F (2456.420000 sec): 3 clusters Score: Raw -609697.413339 + Penalty 4078.652913 = -605618.760426 nChanged 305 SP:Iteration 4F (2456.630000 sec): 3 clusters Score: Raw -610218.429103 + Penalty 4078.652913 = -606139.776189 nChanged 261 SP:Iteration 5F (2456.840000 sec): 3 clusters Score: Raw -610684.256128 + Penalty 4078.652913 = -606605.603214 nChanged 205 SP:Iteration 6F (2457.000000 sec): 3 clusters Score: Raw -610961.804093 + Penalty 4078.652913 = -606883.151180 nChanged 153 SP:Iteration 7Q (2457.230000 sec): 3 clusters Score: Raw -611173.144778 + Penalty 4078.652913 = -607094.491864 nChanged 95 SP:Iteration 8Q (2457.400000 sec): 3 clusters Score: Raw -611325.001580 + Penalty 4078.652913 = -607246.348667 nChanged 73 SP:Iteration 9Q (2457.630000 sec): 3 clusters Score: Raw -611469.107013 + Penalty 4078.652913 = -607390.454100 nChanged 46 SP:Iteration 10Q (2457.810000 sec): 3 clusters Score: Raw -611537.323518 + Penalty 4078.652913 = -607458.670605 nChanged 29 SP:Iteration 11Q (2457.970000 sec): 3 clusters Score: Raw -611551.841415 + Penalty 4078.652913 = -607473.188502 nChanged 6 SP:Iteration 12Q (2458.190000 sec): 3 clusters Score: Raw -611554.194160 + Penalty 4078.652913 = -607475.541247 nChanged 2 SP:Iteration 13Q (2458.380000 sec): 3 clusters Score: Raw -611555.783231 + Penalty 4078.652913 = -607477.130318 nChanged 2 SP:Iteration 14Q (2458.590000 sec): 3 clusters Score: Raw -611556.792647 + Penalty 4078.652913 = -607478.139734 nChanged 1 SP:Iteration 15Q (2458.770000 sec): 3 clusters Score: Raw -611558.557806 + Penalty 4078.652913 = -607479.904893 nChanged 0 SP:Iteration 16F (2458.970000 sec): 3 clusters Score: Raw -611558.557806 + Penalty 4078.652913 = -607479.904893 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Iteration 59Q (2492.660000 sec): 49 clusters Score: Raw -154710954.333318 + Penalty 162837.816064 = -154548116.517254 nChanged 8143 Iteration 60F (2571.170000 sec): 49 clusters Score: Raw -154722896.834634 + Penalty 162837.816064 = -154560059.018570 nChanged 10137 Iteration 61Q (2605.590000 sec): 49 clusters Score: Raw -154731859.069680 + Penalty 162837.816064 = -154569021.253616 nChanged 8450 Iteration 62Q (2641.170000 sec): 49 clusters Score: Raw -154736229.317159 + Penalty 162837.816064 = -154573391.501095 nChanged 7588 Iteration 63Q (2677.080000 sec): 49 clusters Score: Raw -154739176.847977 + Penalty 162837.816064 = -154576339.031913 nChanged 6821 Iteration 64Q (2712.090000 sec): 49 clusters Score: Raw -154741432.768324 + Penalty 162837.816064 = -154578594.952260 nChanged 6042 Iteration 65Q (2746.780000 sec): 49 clusters Score: Raw -154742946.774372 + Penalty 162837.816064 = -154580108.958308 nChanged 5192 Iteration 66Q (2781.900000 sec): 49 clusters Score: Raw -154743977.069410 + Penalty 162837.816064 = -154581139.253346 nChanged 4419 Iteration 67Q (2817.240000 sec): 49 clusters Score: Raw -154744688.592946 + Penalty 162837.816064 = -154581850.776882 nChanged 3919 Iteration 68Q (2853.580000 sec): 49 clusters Score: Raw -154745277.947221 + Penalty 162837.816064 = -154582440.131157 nChanged 3399 Iteration 69Q (2889.030000 sec): 49 clusters Score: Raw -154745743.055991 + Penalty 162837.816064 = -154582905.239927 nChanged 3099 Iteration 70Q (2925.450000 sec): 49 clusters Score: Raw -154746141.401276 + Penalty 162837.816064 = -154583303.585212 nChanged 2693 Iteration 71Q (2962.630000 sec): 49 clusters Score: Raw -154746485.828671 + Penalty 162837.816064 = -154583648.012607 nChanged 2537 Iteration 72Q (3000.370000 sec): 49 clusters Score: Raw -154746846.755025 + Penalty 162837.816064 = -154584008.938961 nChanged 2269 Iteration 73Q (3037.170000 sec): 49 clusters Score: Raw -154747153.070785 + Penalty 162837.816064 = -154584315.254721 nChanged 2133 Iteration 74Q (3075.020000 sec): 49 clusters Score: Raw -154747437.641459 + Penalty 162837.816064 = -154584599.825395 nChanged 2049 Iteration 75Q (3110.560000 sec): 49 clusters Score: Raw -154747704.334512 + Penalty 162837.816064 = -154584866.518448 nChanged 1815 Iteration 76Q (3149.790000 sec): 49 clusters Score: Raw -154747920.835442 + Penalty 162837.816064 = -154585083.019378 nChanged 1669 Iteration 77Q (3189.430000 sec): 49 clusters Score: Raw -154748113.751028 + Penalty 162837.816064 = -154585275.934964 nChanged 1552 Iteration 78Q (3224.290000 sec): 49 clusters Score: Raw -154748273.876469 + Penalty 162837.816064 = -154585436.060405 nChanged 1496 Iteration 79Q (3261.160000 sec): 49 clusters Score: Raw -154748418.461913 + Penalty 162837.816064 = -154585580.645849 nChanged 1425 Iteration 80F (3334.120000 sec): 49 clusters Score: Raw -154750363.061258 + Penalty 162837.816064 = -154587525.245194 nChanged 2056 Iteration 81Q (3368.000000 sec): 49 clusters Score: Raw -154752298.151867 + Penalty 162837.816064 = -154589460.335803 nChanged 2009 Iteration 82Q (3400.730000 sec): 49 clusters Score: Raw -154752902.315111 + Penalty 162837.816064 = -154590064.499047 nChanged 1861 Iteration 83Q (3434.700000 sec): 49 clusters Score: Raw -154753305.046154 + Penalty 162837.816064 = -154590467.230091 nChanged 1762 Iteration 84Q (3469.980000 sec): 49 clusters Score: Raw -154754296.950593 + Penalty 162837.816064 = -154591459.134529 nChanged 1633 Iteration 85Q (3508.630000 sec): 49 clusters Score: Raw -154754451.699831 + Penalty 162837.816064 = -154591613.883767 nChanged 1514 Iteration 86Q (3544.010000 sec): 49 clusters Score: Raw -154754572.025264 + Penalty 162837.816064 = -154591734.209200 nChanged 1326 Iteration 87Q (3581.620000 sec): 49 clusters Score: Raw -154754675.958831 + Penalty 162837.816064 = -154591838.142767 nChanged 1191 Iteration 88Q (3613.860000 sec): 49 clusters Score: Raw -154754756.857529 + Penalty 162837.816064 = -154591919.041465 nChanged 1068 Iteration 89Q (3652.540000 sec): 49 clusters Score: Raw -154754825.688870 + Penalty 162837.816064 = -154591987.872806 nChanged 957 Iteration 90Q (3689.870000 sec): 49 clusters Score: Raw -154754883.394419 + Penalty 162837.816064 = -154592045.578355 nChanged 891 Iteration 91Q (3726.970000 sec): 49 clusters Score: Raw -154754935.389155 + Penalty 162837.816064 = -154592097.573091 nChanged 897 Iteration 92Q (3764.560000 sec): 49 clusters Score: Raw -154754981.854780 + Penalty 162837.816064 = -154592144.038717 nChanged 747 Iteration 93Q (3803.500000 sec): 49 clusters Score: Raw -154755021.170896 + Penalty 162837.816064 = -154592183.354833 nChanged 683 Iteration 94Q (3843.330000 sec): 49 clusters Score: Raw -154755057.467781 + Penalty 162837.816064 = -154592219.651717 nChanged 610 Iteration 95Q (3879.920000 sec): 49 clusters Score: Raw -154755092.531512 + Penalty 162837.816064 = -154592254.715449 nChanged 600 Iteration 96Q (3916.930000 sec): 49 clusters Score: Raw -154755126.400421 + Penalty 162837.816064 = -154592288.584357 nChanged 582 Iteration 97Q (3956.430000 sec): 49 clusters Score: Raw -154755152.553868 + Penalty 162837.816064 = -154592314.737805 nChanged 526 Iteration 98Q (3993.540000 sec): 49 clusters Score: Raw -154755176.279318 + Penalty 162837.816064 = -154592338.463254 nChanged 461 Writing temp clu file Because OldScore, -154592314.737805, is greater than current (better) Score,-154592338.463254 Compute initial score before splitting: Score: Raw -154755176.279318 + Penalty 162837.816064 = -154592338.463254 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 1 (7765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3993.800000 sec): 2 clusters Score: Raw -1437829.497329 + Penalty 2221.430670 = -1435608.066658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3994.040000 sec): 3 clusters Score: Raw -1433829.359935 + Penalty 4442.861341 = -1429386.498595 nChanged 3120 SP:Iteration 1F (3994.270000 sec): 3 clusters Score: Raw -1435521.500481 + Penalty 4442.861341 = -1431078.639140 nChanged 564 SP:Iteration 2F (3994.460000 sec): 3 clusters Score: Raw -1435886.727686 + Penalty 4442.861341 = -1431443.866345 nChanged 481 SP:Iteration 3F (3994.690000 sec): 3 clusters Score: Raw -1436216.378392 + Penalty 4442.861341 = -1431773.517051 nChanged 444 SP:Iteration 4F (3994.900000 sec): 3 clusters Score: Raw -1436531.920572 + Penalty 4442.861341 = -1432089.059231 nChanged 431 SP:Iteration 5F (3995.080000 sec): 3 clusters Score: Raw -1436850.388282 + Penalty 4442.861341 = -1432407.526941 nChanged 455 SP:Iteration 6F (3995.320000 sec): 3 clusters Score: Raw -1437168.843361 + Penalty 4442.861341 = -1432725.982020 nChanged 378 SP:Iteration 7Q (3995.520000 sec): 3 clusters Score: Raw -1437399.196060 + Penalty 4442.861341 = -1432956.334719 nChanged 274 SP:Iteration 8Q (3995.720000 sec): 3 clusters Score: Raw -1437541.675295 + Penalty 4442.861341 = -1433098.813954 nChanged 212 SP:Iteration 9Q (3995.930000 sec): 3 clusters Score: Raw -1437643.540088 + Penalty 4442.861341 = -1433200.678748 nChanged 179 SP:Iteration 10Q (3996.190000 sec): 3 clusters Score: Raw -1437719.040281 + Penalty 4442.861341 = -1433276.178940 nChanged 138 SP:Iteration 11Q (3996.400000 sec): 3 clusters Score: Raw -1437765.814606 + Penalty 4442.861341 = -1433322.953265 nChanged 101 SP:Iteration 12Q (3996.600000 sec): 3 clusters Score: Raw -1437800.913283 + Penalty 4442.861341 = -1433358.051942 nChanged 90 SP:Iteration 13Q (3996.810000 sec): 3 clusters Score: Raw -1437832.145319 + Penalty 4442.861341 = -1433389.283978 nChanged 62 SP:Iteration 14Q (3997.040000 sec): 3 clusters Score: Raw -1437851.234419 + Penalty 4442.861341 = -1433408.373078 nChanged 59 SP:Iteration 15Q (3997.280000 sec): 3 clusters Score: Raw -1437868.248641 + Penalty 4442.861341 = -1433425.387300 nChanged 50 SP:Iteration 16Q (3997.520000 sec): 3 clusters Score: Raw -1437880.874703 + Penalty 4442.861341 = -1433438.013363 nChanged 29 SP:Iteration 17Q (3997.770000 sec): 3 clusters Score: Raw -1437888.484878 + Penalty 4442.861341 = -1433445.623538 nChanged 35 SP:Iteration 18Q (3997.980000 sec): 3 clusters Score: Raw -1437897.190191 + Penalty 4442.861341 = -1433454.328850 nChanged 21 SP:Iteration 19Q (3998.230000 sec): 3 clusters Score: Raw -1437902.215622 + Penalty 4442.861341 = -1433459.354281 nChanged 28 SP:Iteration 20F (3998.430000 sec): 3 clusters Score: Raw -1437908.444657 + Penalty 4442.861341 = -1433465.583316 nChanged 14 SP:Iteration 21Q (3998.680000 sec): 3 clusters Score: Raw -1437911.217458 + Penalty 4442.861341 = -1433468.356117 nChanged 20 SP:Iteration 22Q (3998.940000 sec): 3 clusters Score: Raw -1437916.890622 + Penalty 4442.861341 = -1433474.029281 nChanged 26 SP:Iteration 23Q (3999.120000 sec): 3 clusters Score: Raw -1437923.162305 + Penalty 4442.861341 = -1433480.300964 nChanged 26 SP:Iteration 24Q (3999.340000 sec): 3 clusters Score: Raw -1437931.236139 + Penalty 4442.861341 = -1433488.374798 nChanged 38 SP:Iteration 25Q (3999.570000 sec): 3 clusters Score: Raw -1437941.170669 + Penalty 4442.861341 = -1433498.309328 nChanged 35 SP:Iteration 26Q (3999.760000 sec): 3 clusters Score: Raw -1437951.504992 + Penalty 4442.861341 = -1433508.643651 nChanged 38 SP:Iteration 27Q (3999.990000 sec): 3 clusters Score: Raw -1437961.796419 + Penalty 4442.861341 = -1433518.935078 nChanged 32 SP:Iteration 28Q (4000.200000 sec): 3 clusters Score: Raw -1437970.442749 + Penalty 4442.861341 = -1433527.581408 nChanged 29 SP:Iteration 29Q (4000.420000 sec): 3 clusters Score: Raw -1437977.303583 + Penalty 4442.861341 = -1433534.442242 nChanged 23 SP:Iteration 30Q (4000.660000 sec): 3 clusters Score: Raw -1437982.404385 + Penalty 4442.861341 = -1433539.543045 nChanged 21 SP:Iteration 31Q (4000.900000 sec): 3 clusters Score: Raw -1437987.605638 + Penalty 4442.861341 = -1433544.744297 nChanged 20 SP:Iteration 32Q (4001.140000 sec): 3 clusters Score: Raw -1437992.731813 + Penalty 4442.861341 = -1433549.870472 nChanged 15 SP:Iteration 33Q (4001.320000 sec): 3 clusters Score: Raw -1437996.198628 + Penalty 4442.861341 = -1433553.337287 nChanged 7 SP:Iteration 34Q (4001.500000 sec): 3 clusters Score: Raw -1437998.158479 + Penalty 4442.861341 = -1433555.297138 nChanged 8 SP:Iteration 35Q (4001.710000 sec): 3 clusters Score: Raw -1437999.655786 + Penalty 4442.861341 = -1433556.794445 nChanged 8 SP:Iteration 36Q (4001.970000 sec): 3 clusters Score: Raw -1438001.641772 + Penalty 4442.861341 = -1433558.780431 nChanged 6 SP:Iteration 37Q (4002.170000 sec): 3 clusters Score: Raw -1438003.159827 + Penalty 4442.861341 = -1433560.298486 nChanged 6 SP:Iteration 38Q (4002.420000 sec): 3 clusters Score: Raw -1438004.462708 + Penalty 4442.861341 = -1433561.601368 nChanged 7 SP:Iteration 39Q (4002.600000 sec): 3 clusters Score: Raw -1438006.498986 + Penalty 4442.861341 = -1433563.637645 nChanged 13 SP:Iteration 40F (4002.820000 sec): 3 clusters Score: Raw -1438010.198866 + Penalty 4442.861341 = -1433567.337526 nChanged 13 SP:Iteration 41Q (4003.050000 sec): 3 clusters Score: Raw -1438013.926385 + Penalty 4442.861341 = -1433571.065044 nChanged 15 SP:Iteration 42Q (4003.260000 sec): 3 clusters Score: Raw -1438017.107443 + Penalty 4442.861341 = -1433574.246103 nChanged 10 SP:Iteration 43Q (4003.470000 sec): 3 clusters Score: Raw -1438019.893983 + Penalty 4442.861341 = -1433577.032642 nChanged 15 SP:Iteration 44Q (4003.690000 sec): 3 clusters Score: Raw -1438024.671914 + Penalty 4442.861341 = -1433581.810573 nChanged 15 SP:Iteration 45Q (4003.960000 sec): 3 clusters Score: Raw -1438028.747124 + Penalty 4442.861341 = -1433585.885783 nChanged 16 SP:Iteration 46Q (4004.150000 sec): 3 clusters Score: Raw -1438034.207479 + Penalty 4442.861341 = -1433591.346138 nChanged 25 SP:Iteration 47Q (4004.350000 sec): 3 clusters Score: Raw -1438041.785496 + Penalty 4442.861341 = -1433598.924155 nChanged 25 SP:Iteration 48Q (4004.640000 sec): 3 clusters Score: Raw -1438049.167268 + Penalty 4442.861341 = -1433606.305927 nChanged 24 SP:Iteration 49Q (4004.860000 sec): 3 clusters Score: Raw -1438056.643349 + Penalty 4442.861341 = -1433613.782008 nChanged 26 SP:Iteration 50Q (4005.060000 sec): 3 clusters Score: Raw -1438065.073680 + Penalty 4442.861341 = -1433622.212339 nChanged 27 SP:Iteration 51Q (4005.280000 sec): 3 clusters Score: Raw -1438073.097466 + Penalty 4442.861341 = -1433630.236125 nChanged 19 SP:Iteration 52Q (4005.500000 sec): 3 clusters Score: Raw -1438078.278068 + Penalty 4442.861341 = -1433635.416727 nChanged 23 SP:Iteration 53Q (4005.720000 sec): 3 clusters Score: Raw -1438083.473932 + Penalty 4442.861341 = -1433640.612591 nChanged 15 SP:Iteration 54Q (4005.910000 sec): 3 clusters Score: Raw -1438087.757626 + Penalty 4442.861341 = -1433644.896286 nChanged 14 SP:Iteration 55Q (4006.140000 sec): 3 clusters Score: Raw -1438091.847128 + Penalty 4442.861341 = -1433648.985787 nChanged 15 SP:Iteration 56Q (4006.360000 sec): 3 clusters Score: Raw -1438095.859997 + Penalty 4442.861341 = -1433652.998657 nChanged 15 SP:Iteration 57Q (4006.560000 sec): 3 clusters Score: Raw -1438100.747213 + Penalty 4442.861341 = -1433657.885872 nChanged 21 SP:Iteration 58Q (4006.760000 sec): 3 clusters Score: Raw -1438108.508945 + Penalty 4442.861341 = -1433665.647604 nChanged 23 SP:Iteration 59Q (4006.990000 sec): 3 clusters Score: Raw -1438115.427750 + Penalty 4442.861341 = -1433672.566410 nChanged 18 SP:Iteration 60F (4007.150000 sec): 3 clusters Score: Raw -1438121.801364 + Penalty 4442.861341 = -1433678.940023 nChanged 23 SP:Iteration 61Q (4007.370000 sec): 3 clusters Score: Raw -1438130.594055 + Penalty 4442.861341 = -1433687.732714 nChanged 22 SP:Iteration 62Q (4007.570000 sec): 3 clusters Score: Raw -1438137.288330 + Penalty 4442.861341 = -1433694.426989 nChanged 18 SP:Iteration 63Q (4007.690000 sec): 3 clusters Score: Raw -1438144.668323 + Penalty 4442.861341 = -1433701.806982 nChanged 24 SP:Iteration 64Q (4007.930000 sec): 3 clusters Score: Raw -1438154.498502 + Penalty 4442.861341 = -1433711.637161 nChanged 29 SP:Iteration 65Q (4008.070000 sec): 3 clusters Score: Raw -1438164.697929 + Penalty 4442.861341 = -1433721.836588 nChanged 23 SP:Iteration 66Q (4008.250000 sec): 3 clusters Score: Raw -1438174.321401 + Penalty 4442.861341 = -1433731.460060 nChanged 20 SP:Iteration 67Q (4008.430000 sec): 3 clusters Score: Raw -1438182.202175 + Penalty 4442.861341 = -1433739.340834 nChanged 20 SP:Iteration 68Q (4008.620000 sec): 3 clusters Score: Raw -1438190.911143 + Penalty 4442.861341 = -1433748.049802 nChanged 26 SP:Iteration 69Q (4008.840000 sec): 3 clusters Score: Raw -1438203.929353 + Penalty 4442.861341 = -1433761.068012 nChanged 23 SP:Iteration 70Q (4009.080000 sec): 3 clusters Score: Raw -1438212.749370 + Penalty 4442.861341 = -1433769.888029 nChanged 13 SP:Iteration 71Q (4009.270000 sec): 3 clusters Score: Raw -1438218.836633 + Penalty 4442.861341 = -1433775.975292 nChanged 14 SP:Iteration 72Q (4009.500000 sec): 3 clusters Score: Raw -1438226.106765 + Penalty 4442.861341 = -1433783.245424 nChanged 10 SP:Iteration 73Q (4009.690000 sec): 3 clusters Score: Raw -1438229.035598 + Penalty 4442.861341 = -1433786.174257 nChanged 6 SP:Iteration 74Q (4009.930000 sec): 3 clusters Score: Raw -1438231.156758 + Penalty 4442.861341 = -1433788.295417 nChanged 12 SP:Iteration 75Q (4010.130000 sec): 3 clusters Score: Raw -1438235.895372 + Penalty 4442.861341 = -1433793.034031 nChanged 7 SP:Iteration 76Q (4010.390000 sec): 3 clusters Score: Raw -1438238.234638 + Penalty 4442.861341 = -1433795.373297 nChanged 6 SP:Iteration 77Q (4010.610000 sec): 3 clusters Score: Raw -1438240.200218 + Penalty 4442.861341 = -1433797.338877 nChanged 4 SP:Iteration 78Q (4010.790000 sec): 3 clusters Score: Raw -1438241.139664 + Penalty 4442.861341 = -1433798.278324 nChanged 2 SP:Iteration 79Q (4011.070000 sec): 3 clusters Score: Raw -1438241.782345 + Penalty 4442.861341 = -1433798.921004 nChanged 2 SP:Iteration 80F (4011.270000 sec): 3 clusters Score: Raw -1438242.061961 + Penalty 4442.861341 = -1433799.200620 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 2 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4011.360000 sec): 2 clusters Score: Raw -115699.737644 + Penalty 1627.486135 = -114072.251508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4011.530000 sec): 3 clusters Score: Raw -115700.131834 + Penalty 3254.972270 = -112445.159563 nChanged 151 SP:Iteration 1F (4011.720000 sec): 3 clusters Score: Raw -115978.184212 + Penalty 3254.972270 = -112723.211942 nChanged 46 SP:Iteration 2F (4011.910000 sec): 3 clusters Score: Raw -116192.011186 + Penalty 3254.972270 = -112937.038916 nChanged 37 SP:Iteration 3F (4012.110000 sec): 3 clusters Score: Raw -116388.396751 + Penalty 3254.972270 = -113133.424480 nChanged 43 SP:Iteration 4F (4012.290000 sec): 3 clusters Score: Raw -116536.596428 + Penalty 3254.972270 = -113281.624158 nChanged 24 SP:Iteration 5Q (4012.470000 sec): 3 clusters Score: Raw -116677.548823 + Penalty 3254.972270 = -113422.576553 nChanged 26 SP:Iteration 6Q (4012.670000 sec): 3 clusters Score: Raw -116805.926786 + Penalty 3254.972270 = -113550.954516 nChanged 26 SP:Iteration 7Q (4012.860000 sec): 3 clusters Score: Raw -116891.088276 + Penalty 3254.972270 = -113636.116005 nChanged 16 SP:Iteration 8Q (4013.070000 sec): 3 clusters Score: Raw -116944.040149 + Penalty 3254.972270 = -113689.067879 nChanged 14 SP:Iteration 9Q (4013.240000 sec): 3 clusters Score: Raw -117009.967554 + Penalty 3254.972270 = -113754.995284 nChanged 18 SP:Iteration 10Q (4013.410000 sec): 3 clusters Score: Raw -117105.252463 + Penalty 3254.972270 = -113850.280192 nChanged 18 SP:Iteration 11Q (4013.570000 sec): 3 clusters Score: Raw -117197.397009 + Penalty 3254.972270 = -113942.424738 nChanged 11 SP:Iteration 12Q (4013.780000 sec): 3 clusters Score: Raw -117227.937166 + Penalty 3254.972270 = -113972.964895 nChanged 10 SP:Iteration 13Q (4013.950000 sec): 3 clusters Score: Raw -117257.860538 + Penalty 3254.972270 = -114002.888268 nChanged 9 SP:Iteration 14Q (4014.140000 sec): 3 clusters Score: Raw -117296.569738 + Penalty 3254.972270 = -114041.597468 nChanged 6 SP:Iteration 15Q (4014.280000 sec): 3 clusters Score: Raw -117308.939048 + Penalty 3254.972270 = -114053.966778 nChanged 3 SP:Iteration 16Q (4014.490000 sec): 3 clusters Score: Raw -117313.027787 + Penalty 3254.972270 = -114058.055516 nChanged 2 SP:Iteration 17Q (4014.660000 sec): 3 clusters Score: Raw -117320.982766 + Penalty 3254.972270 = -114066.010495 nChanged 3 SP:Iteration 18Q (4014.850000 sec): 3 clusters Score: Raw -117325.025887 + Penalty 3254.972270 = -114070.053616 nChanged 0 SP:Iteration 19F (4015.050000 sec): 3 clusters Score: Raw -117326.081686 + Penalty 3254.972270 = -114071.109416 nChanged 1 SP:Iteration 20F (4015.280000 sec): 3 clusters Score: Raw -117337.338323 + Penalty 3254.972270 = -114082.366053 nChanged 2 SP:Iteration 21Q (4015.430000 sec): 3 clusters Score: Raw -117340.241658 + Penalty 3254.972270 = -114085.269388 nChanged 1 SP:Iteration 22Q (4015.630000 sec): 3 clusters Score: Raw -117342.681937 + Penalty 3254.972270 = -114087.709666 nChanged 0 SP:Iteration 23F (4015.790000 sec): 3 clusters Score: Raw -117342.681937 + Penalty 3254.972270 = -114087.709666 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 3 (801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4015.890000 sec): 2 clusters Score: Raw -131686.381554 + Penalty 1658.093515 = -130028.288039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4016.120000 sec): 3 clusters Score: Raw -131588.045519 + Penalty 3316.187030 = -128271.858489 nChanged 210 SP:Iteration 1F (4016.310000 sec): 3 clusters Score: Raw -131923.388127 + Penalty 3316.187030 = -128607.201097 nChanged 59 SP:Iteration 2F (4016.480000 sec): 3 clusters Score: Raw -132047.044037 + Penalty 3316.187030 = -128730.857007 nChanged 30 SP:Iteration 3Q (4016.670000 sec): 3 clusters Score: Raw -132135.493639 + Penalty 3316.187030 = -128819.306609 nChanged 27 SP:Iteration 4Q (4016.870000 sec): 3 clusters Score: Raw -132183.433253 + Penalty 3316.187030 = -128867.246223 nChanged 25 SP:Iteration 5Q (4017.060000 sec): 3 clusters Score: Raw -132224.286230 + Penalty 3316.187030 = -128908.099200 nChanged 14 SP:Iteration 6Q (4017.300000 sec): 3 clusters Score: Raw -132259.054300 + Penalty 3316.187030 = -128942.867271 nChanged 5 SP:Iteration 7Q (4017.460000 sec): 3 clusters Score: Raw -132271.034034 + Penalty 3316.187030 = -128954.847004 nChanged 7 SP:Iteration 8Q (4017.630000 sec): 3 clusters Score: Raw -132282.447275 + Penalty 3316.187030 = -128966.260245 nChanged 5 SP:Iteration 9Q (4017.840000 sec): 3 clusters Score: Raw -132289.161999 + Penalty 3316.187030 = -128972.974969 nChanged 3 SP:Iteration 10Q (4018.030000 sec): 3 clusters Score: Raw -132293.417332 + Penalty 3316.187030 = -128977.230302 nChanged 5 SP:Iteration 11Q (4018.210000 sec): 3 clusters Score: Raw -132301.620641 + Penalty 3316.187030 = -128985.433612 nChanged 4 SP:Iteration 12Q (4018.420000 sec): 3 clusters Score: Raw -132305.329711 + Penalty 3316.187030 = -128989.142682 nChanged 2 SP:Iteration 13Q (4018.600000 sec): 3 clusters Score: Raw -132306.724434 + Penalty 3316.187030 = -128990.537404 nChanged 0 SP:Iteration 14F (4018.760000 sec): 3 clusters Score: Raw -132306.724434 + Penalty 3316.187030 = -128990.537404 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 4 (704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4018.870000 sec): 2 clusters Score: Raw -123341.500330 + Penalty 1626.081032 = -121715.419297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4019.100000 sec): 3 clusters Score: Raw -123286.043839 + Penalty 3252.162065 = -120033.881774 nChanged 149 SP:Iteration 1F (4019.250000 sec): 3 clusters Score: Raw -123482.829222 + Penalty 3252.162065 = -120230.667158 nChanged 40 SP:Iteration 2F (4019.420000 sec): 3 clusters Score: Raw -123570.803745 + Penalty 3252.162065 = -120318.641680 nChanged 31 SP:Iteration 3Q (4019.620000 sec): 3 clusters Score: Raw -123644.074769 + Penalty 3252.162065 = -120391.912704 nChanged 32 SP:Iteration 4Q (4019.800000 sec): 3 clusters Score: Raw -123710.578756 + Penalty 3252.162065 = -120458.416691 nChanged 23 SP:Iteration 5Q (4020.000000 sec): 3 clusters Score: Raw -123754.287264 + Penalty 3252.162065 = -120502.125200 nChanged 20 SP:Iteration 6Q (4020.170000 sec): 3 clusters Score: Raw -123849.375462 + Penalty 3252.162065 = -120597.213397 nChanged 33 SP:Iteration 7Q (4020.390000 sec): 3 clusters Score: Raw -123975.646202 + Penalty 3252.162065 = -120723.484137 nChanged 35 SP:Iteration 8Q (4020.590000 sec): 3 clusters Score: Raw -124097.602824 + Penalty 3252.162065 = -120845.440759 nChanged 31 SP:Iteration 9Q (4020.740000 sec): 3 clusters Score: Raw -124190.390373 + Penalty 3252.162065 = -120938.228308 nChanged 22 SP:Iteration 10Q (4020.920000 sec): 3 clusters Score: Raw -124261.257810 + Penalty 3252.162065 = -121009.095745 nChanged 12 SP:Iteration 11Q (4021.100000 sec): 3 clusters Score: Raw -124302.894385 + Penalty 3252.162065 = -121050.732320 nChanged 8 SP:Iteration 12Q (4021.300000 sec): 3 clusters Score: Raw -124343.463907 + Penalty 3252.162065 = -121091.301842 nChanged 6 SP:Iteration 13Q (4021.430000 sec): 3 clusters Score: Raw -124369.421790 + Penalty 3252.162065 = -121117.259725 nChanged 4 SP:Iteration 14Q (4021.600000 sec): 3 clusters Score: Raw -124386.928314 + Penalty 3252.162065 = -121134.766249 nChanged 3 SP:Iteration 15Q (4021.790000 sec): 3 clusters Score: Raw -124410.944184 + Penalty 3252.162065 = -121158.782120 nChanged 6 SP:Iteration 16Q (4021.950000 sec): 3 clusters Score: Raw -124429.844512 + Penalty 3252.162065 = -121177.682447 nChanged 5 SP:Iteration 17Q (4022.110000 sec): 3 clusters Score: Raw -124445.031316 + Penalty 3252.162065 = -121192.869251 nChanged 5 SP:Iteration 18Q (4022.280000 sec): 3 clusters Score: Raw -124454.960925 + Penalty 3252.162065 = -121202.798861 nChanged 2 SP:Iteration 19Q (4022.460000 sec): 3 clusters Score: Raw -124458.460636 + Penalty 3252.162065 = -121206.298571 nChanged 1 SP:Iteration 20F (4022.650000 sec): 3 clusters Score: Raw -124461.562185 + Penalty 3252.162065 = -121209.400121 nChanged 1 SP:Iteration 21Q (4022.800000 sec): 3 clusters Score: Raw -124464.140891 + Penalty 3252.162065 = -121211.978826 nChanged 1 SP:Iteration 22Q (4023.010000 sec): 3 clusters Score: Raw -124466.596482 + Penalty 3252.162065 = -121214.434417 nChanged 1 SP:Iteration 23Q (4023.170000 sec): 3 clusters Score: Raw -124467.627623 + Penalty 3252.162065 = -121215.465558 nChanged 2 SP:Iteration 24Q (4023.400000 sec): 3 clusters Score: Raw -124471.736401 + Penalty 3252.162065 = -121219.574337 nChanged 2 SP:Iteration 25Q (4023.550000 sec): 3 clusters Score: Raw -124482.024674 + Penalty 3252.162065 = -121229.862609 nChanged 2 SP:Iteration 26Q (4023.730000 sec): 3 clusters Score: Raw -124485.588173 + Penalty 3252.162065 = -121233.426108 nChanged 1 SP:Iteration 27Q (4023.920000 sec): 3 clusters Score: Raw -124486.454272 + Penalty 3252.162065 = -121234.292207 nChanged 0 SP:Iteration 28F (4024.100000 sec): 3 clusters Score: Raw -124486.454272 + Penalty 3252.162065 = -121234.292207 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 5 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4024.200000 sec): 2 clusters Score: Raw -48962.991633 + Penalty 1419.449105 = -47543.542528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4024.390000 sec): 3 clusters Score: Raw -49090.698932 + Penalty 2838.898211 = -46251.800721 nChanged 33 SP:Iteration 1F (4024.600000 sec): 3 clusters Score: Raw -49175.268408 + Penalty 2838.898211 = -46336.370198 nChanged 13 SP:Iteration 2Q (4024.780000 sec): 3 clusters Score: Raw -49215.556507 + Penalty 2838.898211 = -46376.658296 nChanged 6 SP:Iteration 3Q (4024.960000 sec): 3 clusters Score: Raw -49230.302494 + Penalty 2838.898211 = -46391.404284 nChanged 4 SP:Iteration 4Q (4025.170000 sec): 3 clusters Score: Raw -49237.232966 + Penalty 2838.898211 = -46398.334756 nChanged 1 SP:Iteration 5Q (4025.360000 sec): 3 clusters Score: Raw -49237.648708 + Penalty 2838.898211 = -46398.750497 nChanged 0 SP:Iteration 6F (4025.530000 sec): 3 clusters Score: Raw -49237.648708 + Penalty 2838.898211 = -46398.750497 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 6 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4025.630000 sec): 2 clusters Score: Raw -105214.457874 + Penalty 1594.970108 = -103619.487766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4025.820000 sec): 3 clusters Score: Raw -105246.022205 + Penalty 3189.940217 = -102056.081989 nChanged 135 SP:Iteration 1F (4025.990000 sec): 3 clusters Score: Raw -105743.621193 + Penalty 3189.940217 = -102553.680977 nChanged 97 SP:Iteration 2F (4026.170000 sec): 3 clusters Score: Raw -106437.309912 + Penalty 3189.940217 = -103247.369695 nChanged 91 SP:Iteration 3F (4026.350000 sec): 3 clusters Score: Raw -106932.327392 + Penalty 3189.940217 = -103742.387176 nChanged 27 SP:Iteration 4Q (4026.530000 sec): 3 clusters Score: Raw -107075.765813 + Penalty 3189.940217 = -103885.825596 nChanged 11 SP:Iteration 5Q (4026.740000 sec): 3 clusters Score: Raw -107121.618269 + Penalty 3189.940217 = -103931.678052 nChanged 0 SP:Iteration 6F (4026.910000 sec): 3 clusters Score: Raw -107121.618269 + Penalty 3189.940217 = -103931.678052 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 7 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4026.970000 sec): 2 clusters Score: Raw -91149.775113 + Penalty 1583.109645 = -89566.665468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4027.140000 sec): 3 clusters Score: Raw -91102.466105 + Penalty 3166.219291 = -87936.246814 nChanged 125 SP:Iteration 1F (4027.310000 sec): 3 clusters Score: Raw -91343.912931 + Penalty 3166.219291 = -88177.693641 nChanged 36 SP:Iteration 2F (4027.480000 sec): 3 clusters Score: Raw -91449.775894 + Penalty 3166.219291 = -88283.556603 nChanged 20 SP:Iteration 3Q (4027.650000 sec): 3 clusters Score: Raw -91520.118319 + Penalty 3166.219291 = -88353.899028 nChanged 17 SP:Iteration 4Q (4027.850000 sec): 3 clusters Score: Raw -91612.782029 + Penalty 3166.219291 = -88446.562739 nChanged 14 SP:Iteration 5Q (4028.000000 sec): 3 clusters Score: Raw -91676.740665 + Penalty 3166.219291 = -88510.521374 nChanged 8 SP:Iteration 6Q (4028.210000 sec): 3 clusters Score: Raw -91702.847690 + Penalty 3166.219291 = -88536.628399 nChanged 5 SP:Iteration 7Q (4028.380000 sec): 3 clusters Score: Raw -91729.920667 + Penalty 3166.219291 = -88563.701376 nChanged 8 SP:Iteration 8Q (4028.530000 sec): 3 clusters Score: Raw -91752.398348 + Penalty 3166.219291 = -88586.179057 nChanged 3 SP:Iteration 9Q (4028.750000 sec): 3 clusters Score: Raw -91757.902992 + Penalty 3166.219291 = -88591.683701 nChanged 3 SP:Iteration 10Q (4028.930000 sec): 3 clusters Score: Raw -91762.665125 + Penalty 3166.219291 = -88596.445834 nChanged 0 SP:Iteration 11F (4029.070000 sec): 3 clusters Score: Raw -91762.665125 + Penalty 3166.219291 = -88596.445834 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 8 (1039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4029.170000 sec): 2 clusters Score: Raw -173876.780033 + Penalty 1722.611470 = -172154.168563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4029.310000 sec): 3 clusters Score: Raw -173679.852890 + Penalty 3445.222940 = -170234.629951 nChanged 262 SP:Iteration 1F (4029.500000 sec): 3 clusters Score: Raw -174143.134747 + Penalty 3445.222940 = -170697.911808 nChanged 107 SP:Iteration 2F (4029.620000 sec): 3 clusters Score: Raw -174500.742280 + Penalty 3445.222940 = -171055.519340 nChanged 87 SP:Iteration 3F (4029.720000 sec): 3 clusters Score: Raw -174820.296123 + Penalty 3445.222940 = -171375.073183 nChanged 74 SP:Iteration 4F (4029.810000 sec): 3 clusters Score: Raw -175103.771699 + Penalty 3445.222940 = -171658.548759 nChanged 62 SP:Iteration 5F (4029.940000 sec): 3 clusters Score: Raw -175347.019180 + Penalty 3445.222940 = -171901.796240 nChanged 56 SP:Iteration 6F (4030.100000 sec): 3 clusters Score: Raw -175579.785490 + Penalty 3445.222940 = -172134.562550 nChanged 51 SP:Iteration 7Q (4030.180000 sec): 3 clusters Score: Raw -175937.429658 + Penalty 3445.222940 = -172492.206719 nChanged 28 SP:Iteration 8Q (4030.320000 sec): 3 clusters Score: Raw -176313.996993 + Penalty 3445.222940 = -172868.774053 nChanged 10 SP:Iteration 9Q (4030.450000 sec): 3 clusters Score: Raw -176438.468070 + Penalty 3445.222940 = -172993.245131 nChanged 5 SP:Iteration 10Q (4030.560000 sec): 3 clusters Score: Raw -176456.724812 + Penalty 3445.222940 = -173011.501872 nChanged 2 SP:Iteration 11Q (4030.650000 sec): 3 clusters Score: Raw -176463.331705 + Penalty 3445.222940 = -173018.108765 nChanged 0 SP:Iteration 12F (4030.790000 sec): 3 clusters Score: Raw -176463.331705 + Penalty 3445.222940 = -173018.108765 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 9 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4030.850000 sec): 2 clusters Score: Raw -21605.531419 + Penalty 1250.769429 = -20354.761990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4030.950000 sec): 3 clusters Score: Raw -21898.367022 + Penalty 2501.538858 = -19396.828164 nChanged 15 SP:Iteration 1F (4031.080000 sec): 3 clusters Score: Raw -22005.314595 + Penalty 2501.538858 = -19503.775737 nChanged 6 SP:Iteration 2Q (4031.180000 sec): 3 clusters Score: Raw -22036.396824 + Penalty 2501.538858 = -19534.857966 nChanged 3 SP:Iteration 3Q (4031.270000 sec): 3 clusters Score: Raw -22051.877749 + Penalty 2501.538858 = -19550.338891 nChanged 1 SP:Iteration 4Q (4031.410000 sec): 3 clusters Score: Raw -22054.533544 + Penalty 2501.538858 = -19552.994686 nChanged 1 SP:Iteration 5Q (4031.510000 sec): 3 clusters Score: Raw -22062.926717 + Penalty 2501.538858 = -19561.387859 nChanged 1 SP:Iteration 6Q (4031.640000 sec): 3 clusters Score: Raw -22066.825055 + Penalty 2501.538858 = -19565.286197 nChanged 1 SP:Iteration 7Q (4031.730000 sec): 3 clusters Score: Raw -22075.875383 + Penalty 2501.538858 = -19574.336525 nChanged 2 SP:Iteration 8Q (4031.820000 sec): 3 clusters Score: Raw -22105.590710 + Penalty 2501.538858 = -19604.051852 nChanged 1 SP:Iteration 9Q (4031.950000 sec): 3 clusters Score: Raw -22134.741157 + Penalty 2501.538858 = -19633.202299 nChanged 0 SP:Iteration 10F (4032.050000 sec): 3 clusters Score: Raw -22134.741157 + Penalty 2501.538858 = -19633.202299 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 10 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4032.140000 sec): 2 clusters Score: Raw -27945.250202 + Penalty 1383.772997 = -26561.477205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4032.230000 sec): 3 clusters Score: Raw -28262.753265 + Penalty 2767.545994 = -25495.207271 nChanged 50 SP:Iteration 1F (4032.320000 sec): 3 clusters Score: Raw -28484.249114 + Penalty 2767.545994 = -25716.703121 nChanged 15 SP:Iteration 2F (4032.430000 sec): 3 clusters Score: Raw -28571.592917 + Penalty 2767.545994 = -25804.046923 nChanged 9 SP:Iteration 3Q (4032.570000 sec): 3 clusters Score: Raw -28625.197563 + Penalty 2767.545994 = -25857.651569 nChanged 8 SP:Iteration 4Q (4032.670000 sec): 3 clusters Score: Raw -28657.386616 + Penalty 2767.545994 = -25889.840623 nChanged 7 SP:Iteration 5Q (4032.800000 sec): 3 clusters Score: Raw -28697.020157 + Penalty 2767.545994 = -25929.474163 nChanged 4 SP:Iteration 6Q (4032.900000 sec): 3 clusters Score: Raw -28800.307794 + Penalty 2767.545994 = -26032.761800 nChanged 5 SP:Iteration 7Q (4032.990000 sec): 3 clusters Score: Raw -28812.871077 + Penalty 2767.545994 = -26045.325083 nChanged 2 SP:Iteration 8Q (4033.100000 sec): 3 clusters Score: Raw -28830.127153 + Penalty 2767.545994 = -26062.581159 nChanged 3 SP:Iteration 9Q (4033.240000 sec): 3 clusters Score: Raw -28846.411821 + Penalty 2767.545994 = -26078.865827 nChanged 3 SP:Iteration 10Q (4033.330000 sec): 3 clusters Score: Raw -28861.610694 + Penalty 2767.545994 = -26094.064700 nChanged 4 SP:Iteration 11Q (4033.470000 sec): 3 clusters Score: Raw -28878.881693 + Penalty 2767.545994 = -26111.335699 nChanged 1 SP:Iteration 12Q (4033.590000 sec): 3 clusters Score: Raw -28882.465352 + Penalty 2767.545994 = -26114.919358 nChanged 1 SP:Iteration 13Q (4033.810000 sec): 3 clusters Score: Raw -28896.446964 + Penalty 2767.545994 = -26128.900970 nChanged 2 SP:Iteration 14Q (4033.910000 sec): 3 clusters Score: Raw -28905.800499 + Penalty 2767.545994 = -26138.254505 nChanged 1 SP:Iteration 15Q (4034.040000 sec): 3 clusters Score: Raw -28909.580049 + Penalty 2767.545994 = -26142.034055 nChanged 0 SP:Iteration 16F (4034.180000 sec): 3 clusters Score: Raw -28911.811966 + Penalty 2767.545994 = -26144.265973 nChanged 1 SP:Iteration 17Q (4034.370000 sec): 3 clusters Score: Raw -28914.490461 + Penalty 2767.545994 = -26146.944468 nChanged 0 SP:Iteration 18F (4034.550000 sec): 3 clusters Score: Raw -28914.490461 + Penalty 2767.545994 = -26146.944468 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 11 (1530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4034.660000 sec): 2 clusters Score: Raw -257815.622959 + Penalty 1818.589708 = -255997.033252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4034.840000 sec): 3 clusters Score: Raw -257327.837116 + Penalty 3637.179415 = -253690.657701 nChanged 448 SP:Iteration 1F (4034.990000 sec): 3 clusters Score: Raw -257757.306275 + Penalty 3637.179415 = -254120.126860 nChanged 124 SP:Iteration 2F (4035.140000 sec): 3 clusters Score: Raw -257919.731344 + Penalty 3637.179415 = -254282.551929 nChanged 74 SP:Iteration 3Q (4035.260000 sec): 3 clusters Score: Raw -258034.197671 + Penalty 3637.179415 = -254397.018255 nChanged 67 SP:Iteration 4Q (4035.390000 sec): 3 clusters Score: Raw -258132.750449 + Penalty 3637.179415 = -254495.571033 nChanged 74 SP:Iteration 5Q (4035.490000 sec): 3 clusters Score: Raw -258255.409179 + Penalty 3637.179415 = -254618.229764 nChanged 75 SP:Iteration 6Q (4035.630000 sec): 3 clusters Score: Raw -258403.194865 + Penalty 3637.179415 = -254766.015450 nChanged 88 SP:Iteration 7F (4035.720000 sec): 3 clusters Score: Raw -258606.518029 + Penalty 3637.179415 = -254969.338614 nChanged 85 SP:Iteration 8F (4035.810000 sec): 3 clusters Score: Raw -258850.272238 + Penalty 3637.179415 = -255213.092822 nChanged 88 SP:Iteration 9F (4035.910000 sec): 3 clusters Score: Raw -259116.650339 + Penalty 3637.179415 = -255479.470924 nChanged 76 SP:Iteration 10Q (4036.010000 sec): 3 clusters Score: Raw -259276.372225 + Penalty 3637.179415 = -255639.192810 nChanged 48 SP:Iteration 11Q (4036.150000 sec): 3 clusters Score: Raw -259353.674824 + Penalty 3637.179415 = -255716.495408 nChanged 25 SP:Iteration 12Q (4036.240000 sec): 3 clusters Score: Raw -259401.552271 + Penalty 3637.179415 = -255764.372856 nChanged 19 SP:Iteration 13Q (4036.330000 sec): 3 clusters Score: Raw -259430.907514 + Penalty 3637.179415 = -255793.728099 nChanged 10 SP:Iteration 14Q (4036.430000 sec): 3 clusters Score: Raw -259439.097863 + Penalty 3637.179415 = -255801.918448 nChanged 4 SP:Iteration 15Q (4036.570000 sec): 3 clusters Score: Raw -259442.228016 + Penalty 3637.179415 = -255805.048601 nChanged 4 SP:Iteration 16Q (4036.660000 sec): 3 clusters Score: Raw -259444.704883 + Penalty 3637.179415 = -255807.525467 nChanged 1 SP:Iteration 17Q (4036.750000 sec): 3 clusters Score: Raw -259445.553197 + Penalty 3637.179415 = -255808.373782 nChanged 1 SP:Iteration 18Q (4036.850000 sec): 3 clusters Score: Raw -259445.989098 + Penalty 3637.179415 = -255808.809683 nChanged 2 SP:Iteration 19Q (4036.950000 sec): 3 clusters Score: Raw -259447.581732 + Penalty 3637.179415 = -255810.402317 nChanged 1 SP:Iteration 20F (4037.090000 sec): 3 clusters Score: Raw -259450.736492 + Penalty 3637.179415 = -255813.557077 nChanged 2 SP:Iteration 21Q (4037.180000 sec): 3 clusters Score: Raw -259465.730153 + Penalty 3637.179415 = -255828.550738 nChanged 11 SP:Iteration 22Q (4037.270000 sec): 3 clusters Score: Raw -259484.813656 + Penalty 3637.179415 = -255847.634240 nChanged 14 SP:Iteration 23Q (4037.370000 sec): 3 clusters Score: Raw -259518.358294 + Penalty 3637.179415 = -255881.178879 nChanged 16 SP:Iteration 24Q (4037.510000 sec): 3 clusters Score: Raw -259532.410255 + Penalty 3637.179415 = -255895.230840 nChanged 9 SP:Iteration 25Q (4037.600000 sec): 3 clusters Score: Raw -259542.431499 + Penalty 3637.179415 = -255905.252084 nChanged 5 SP:Iteration 26Q (4037.700000 sec): 3 clusters Score: Raw -259546.093723 + Penalty 3637.179415 = -255908.914308 nChanged 2 SP:Iteration 27Q (4037.830000 sec): 3 clusters Score: Raw -259547.012791 + Penalty 3637.179415 = -255909.833376 nChanged 1 SP:Iteration 28Q (4037.970000 sec): 3 clusters Score: Raw -259547.670776 + Penalty 3637.179415 = -255910.491361 nChanged 2 SP:Iteration 29Q (4038.110000 sec): 3 clusters Score: Raw -259549.280508 + Penalty 3637.179415 = -255912.101092 nChanged 0 SP:Iteration 30F (4038.200000 sec): 3 clusters Score: Raw -259549.280508 + Penalty 3637.179415 = -255912.101092 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 12 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4038.290000 sec): 2 clusters Score: Raw -65336.748070 + Penalty 1502.662553 = -63834.085517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4038.390000 sec): 3 clusters Score: Raw -65446.380743 + Penalty 3005.325105 = -62441.055638 nChanged 83 SP:Iteration 1F (4038.480000 sec): 3 clusters Score: Raw -65670.213901 + Penalty 3005.325105 = -62664.888796 nChanged 33 SP:Iteration 2F (4038.580000 sec): 3 clusters Score: Raw -65765.715206 + Penalty 3005.325105 = -62760.390101 nChanged 17 SP:Iteration 3Q (4038.690000 sec): 3 clusters Score: Raw -65815.310503 + Penalty 3005.325105 = -62809.985398 nChanged 13 SP:Iteration 4Q (4038.790000 sec): 3 clusters Score: Raw -65859.762170 + Penalty 3005.325105 = -62854.437065 nChanged 8 SP:Iteration 5Q (4038.930000 sec): 3 clusters Score: Raw -65889.905120 + Penalty 3005.325105 = -62884.580015 nChanged 11 SP:Iteration 6Q (4039.030000 sec): 3 clusters Score: Raw -65925.213737 + Penalty 3005.325105 = -62919.888632 nChanged 10 SP:Iteration 7Q (4039.120000 sec): 3 clusters Score: Raw -65971.093647 + Penalty 3005.325105 = -62965.768542 nChanged 11 SP:Iteration 8Q (4039.260000 sec): 3 clusters Score: Raw -66047.810416 + Penalty 3005.325105 = -63042.485311 nChanged 10 SP:Iteration 9Q (4039.410000 sec): 3 clusters Score: Raw -66085.782685 + Penalty 3005.325105 = -63080.457580 nChanged 4 SP:Iteration 10Q (4039.610000 sec): 3 clusters Score: Raw -66104.437779 + Penalty 3005.325105 = -63099.112674 nChanged 6 SP:Iteration 11Q (4039.770000 sec): 3 clusters Score: Raw -66124.164765 + Penalty 3005.325105 = -63118.839660 nChanged 3 SP:Iteration 12Q (4039.970000 sec): 3 clusters Score: Raw -66142.822612 + Penalty 3005.325105 = -63137.497507 nChanged 2 SP:Iteration 13Q (4040.150000 sec): 3 clusters Score: Raw -66151.260353 + Penalty 3005.325105 = -63145.935248 nChanged 1 SP:Iteration 14Q (4040.310000 sec): 3 clusters Score: Raw -66156.714263 + Penalty 3005.325105 = -63151.389158 nChanged 1 SP:Iteration 15Q (4040.510000 sec): 3 clusters Score: Raw -66163.737003 + Penalty 3005.325105 = -63158.411898 nChanged 0 SP:Iteration 16F (4040.660000 sec): 3 clusters Score: Raw -66163.737003 + Penalty 3005.325105 = -63158.411898 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 13 (8536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4040.790000 sec): 2 clusters Score: Raw -1598490.804895 + Penalty 2244.907853 = -1596245.897043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4041.010000 sec): 3 clusters Score: Raw -1594065.290513 + Penalty 4489.815705 = -1589575.474808 nChanged 3453 SP:Iteration 1F (4041.210000 sec): 3 clusters Score: Raw -1596162.668892 + Penalty 4489.815705 = -1591672.853186 nChanged 727 SP:Iteration 2F (4041.430000 sec): 3 clusters Score: Raw -1596684.586511 + Penalty 4489.815705 = -1592194.770806 nChanged 599 SP:Iteration 3F (4041.670000 sec): 3 clusters Score: Raw -1597146.844839 + Penalty 4489.815705 = -1592657.029133 nChanged 564 SP:Iteration 4F (4041.920000 sec): 3 clusters Score: Raw -1597638.782511 + Penalty 4489.815705 = -1593148.966806 nChanged 559 SP:Iteration 5F (4042.110000 sec): 3 clusters Score: Raw -1598266.500037 + Penalty 4489.815705 = -1593776.684332 nChanged 585 SP:Iteration 6F (4042.320000 sec): 3 clusters Score: Raw -1598860.107951 + Penalty 4489.815705 = -1594370.292245 nChanged 477 SP:Iteration 7F (4042.580000 sec): 3 clusters Score: Raw -1599240.561197 + Penalty 4489.815705 = -1594750.745492 nChanged 339 SP:Iteration 8Q (4042.760000 sec): 3 clusters Score: Raw -1599484.190852 + Penalty 4489.815705 = -1594994.375146 nChanged 239 SP:Iteration 9Q (4042.990000 sec): 3 clusters Score: Raw -1599631.818286 + Penalty 4489.815705 = -1595142.002581 nChanged 162 SP:Iteration 10Q (4043.190000 sec): 3 clusters Score: Raw -1599709.317446 + Penalty 4489.815705 = -1595219.501741 nChanged 103 SP:Iteration 11Q (4043.460000 sec): 3 clusters Score: Raw -1599745.451067 + Penalty 4489.815705 = -1595255.635362 nChanged 69 SP:Iteration 12Q (4043.680000 sec): 3 clusters Score: Raw -1599769.991389 + Penalty 4489.815705 = -1595280.175684 nChanged 58 SP:Iteration 13Q (4043.880000 sec): 3 clusters Score: Raw -1599791.833592 + Penalty 4489.815705 = -1595302.017887 nChanged 58 SP:Iteration 14Q (4044.060000 sec): 3 clusters Score: Raw -1599810.184077 + Penalty 4489.815705 = -1595320.368372 nChanged 52 SP:Iteration 15Q (4044.280000 sec): 3 clusters Score: Raw -1599827.991526 + Penalty 4489.815705 = -1595338.175821 nChanged 50 SP:Iteration 16Q (4044.510000 sec): 3 clusters Score: Raw -1599842.962605 + Penalty 4489.815705 = -1595353.146899 nChanged 39 SP:Iteration 17Q (4044.730000 sec): 3 clusters Score: Raw -1599854.565803 + Penalty 4489.815705 = -1595364.750097 nChanged 33 SP:Iteration 18Q (4044.930000 sec): 3 clusters Score: Raw -1599863.347852 + Penalty 4489.815705 = -1595373.532147 nChanged 23 SP:Iteration 19Q (4045.130000 sec): 3 clusters Score: Raw -1599869.309835 + Penalty 4489.815705 = -1595379.494129 nChanged 22 SP:Iteration 20F (4045.340000 sec): 3 clusters Score: Raw -1599875.512420 + Penalty 4489.815705 = -1595385.696715 nChanged 28 SP:Iteration 21Q (4045.520000 sec): 3 clusters Score: Raw -1599882.181394 + Penalty 4489.815705 = -1595392.365689 nChanged 21 SP:Iteration 22Q (4045.740000 sec): 3 clusters Score: Raw -1599887.097288 + Penalty 4489.815705 = -1595397.281583 nChanged 25 SP:Iteration 23Q (4045.930000 sec): 3 clusters Score: Raw -1599891.480406 + Penalty 4489.815705 = -1595401.664701 nChanged 11 SP:Iteration 24Q (4046.160000 sec): 3 clusters Score: Raw -1599893.943950 + Penalty 4489.815705 = -1595404.128244 nChanged 14 SP:Iteration 25Q (4046.350000 sec): 3 clusters Score: Raw -1599897.207786 + Penalty 4489.815705 = -1595407.392081 nChanged 13 SP:Iteration 26Q (4046.600000 sec): 3 clusters Score: Raw -1599899.500376 + Penalty 4489.815705 = -1595409.684670 nChanged 15 SP:Iteration 27Q (4046.800000 sec): 3 clusters Score: Raw -1599902.692460 + Penalty 4489.815705 = -1595412.876755 nChanged 14 SP:Iteration 28Q (4046.970000 sec): 3 clusters Score: Raw -1599905.626034 + Penalty 4489.815705 = -1595415.810329 nChanged 15 SP:Iteration 29Q (4047.180000 sec): 3 clusters Score: Raw -1599908.560028 + Penalty 4489.815705 = -1595418.744323 nChanged 10 SP:Iteration 30Q (4047.380000 sec): 3 clusters Score: Raw -1599910.638218 + Penalty 4489.815705 = -1595420.822513 nChanged 11 SP:Iteration 31Q (4047.620000 sec): 3 clusters Score: Raw -1599912.668873 + Penalty 4489.815705 = -1595422.853167 nChanged 6 SP:Iteration 32Q (4047.850000 sec): 3 clusters Score: Raw -1599913.429161 + Penalty 4489.815705 = -1595423.613456 nChanged 6 SP:Iteration 33Q (4048.080000 sec): 3 clusters Score: Raw -1599914.527317 + Penalty 4489.815705 = -1595424.711611 nChanged 11 SP:Iteration 34Q (4048.260000 sec): 3 clusters Score: Raw -1599916.430792 + Penalty 4489.815705 = -1595426.615087 nChanged 8 SP:Iteration 35Q (4048.470000 sec): 3 clusters Score: Raw -1599917.718520 + Penalty 4489.815705 = -1595427.902815 nChanged 8 SP:Iteration 36Q (4048.670000 sec): 3 clusters Score: Raw -1599918.866626 + Penalty 4489.815705 = -1595429.050921 nChanged 5 SP:Iteration 37Q (4048.930000 sec): 3 clusters Score: Raw -1599919.633599 + Penalty 4489.815705 = -1595429.817894 nChanged 3 SP:Iteration 38Q (4049.100000 sec): 3 clusters Score: Raw -1599920.170979 + Penalty 4489.815705 = -1595430.355274 nChanged 5 SP:Iteration 39Q (4049.330000 sec): 3 clusters Score: Raw -1599920.967158 + Penalty 4489.815705 = -1595431.151453 nChanged 7 SP:Iteration 40F (4049.560000 sec): 3 clusters Score: Raw -1599922.225861 + Penalty 4489.815705 = -1595432.410155 nChanged 9 SP:Iteration 41Q (4049.750000 sec): 3 clusters Score: Raw -1599924.237616 + Penalty 4489.815705 = -1595434.421911 nChanged 15 SP:Iteration 42Q (4049.950000 sec): 3 clusters Score: Raw -1599928.109211 + Penalty 4489.815705 = -1595438.293506 nChanged 18 SP:Iteration 43Q (4050.210000 sec): 3 clusters Score: Raw -1599931.570613 + Penalty 4489.815705 = -1595441.754908 nChanged 11 SP:Iteration 44Q (4050.450000 sec): 3 clusters Score: Raw -1599933.671782 + Penalty 4489.815705 = -1595443.856077 nChanged 11 SP:Iteration 45Q (4050.670000 sec): 3 clusters Score: Raw -1599935.663399 + Penalty 4489.815705 = -1595445.847693 nChanged 9 SP:Iteration 46Q (4050.880000 sec): 3 clusters Score: Raw -1599937.244427 + Penalty 4489.815705 = -1595447.428721 nChanged 10 SP:Iteration 47Q (4051.110000 sec): 3 clusters Score: Raw -1599939.468721 + Penalty 4489.815705 = -1595449.653016 nChanged 7 SP:Iteration 48Q (4051.320000 sec): 3 clusters Score: Raw -1599940.872880 + Penalty 4489.815705 = -1595451.057175 nChanged 7 SP:Iteration 49Q (4051.550000 sec): 3 clusters Score: Raw -1599942.316365 + Penalty 4489.815705 = -1595452.500659 nChanged 12 SP:Iteration 50Q (4051.750000 sec): 3 clusters Score: Raw -1599944.230292 + Penalty 4489.815705 = -1595454.414587 nChanged 9 SP:Iteration 51Q (4051.940000 sec): 3 clusters Score: Raw -1599945.917638 + Penalty 4489.815705 = -1595456.101933 nChanged 6 SP:Iteration 52Q (4052.160000 sec): 3 clusters Score: Raw -1599946.768401 + Penalty 4489.815705 = -1595456.952696 nChanged 3 SP:Iteration 53Q (4052.400000 sec): 3 clusters Score: Raw -1599947.359768 + Penalty 4489.815705 = -1595457.544063 nChanged 5 SP:Iteration 54Q (4052.600000 sec): 3 clusters Score: Raw -1599948.362425 + Penalty 4489.815705 = -1595458.546720 nChanged 2 SP:Iteration 55Q (4052.800000 sec): 3 clusters Score: Raw -1599948.642100 + Penalty 4489.815705 = -1595458.826395 nChanged 3 SP:Iteration 56Q (4053.020000 sec): 3 clusters Score: Raw -1599949.125171 + Penalty 4489.815705 = -1595459.309465 nChanged 1 SP:Iteration 57Q (4053.220000 sec): 3 clusters Score: Raw -1599949.209859 + Penalty 4489.815705 = -1595459.394154 nChanged 1 SP:Iteration 58Q (4053.420000 sec): 3 clusters Score: Raw -1599949.448344 + Penalty 4489.815705 = -1595459.632639 nChanged 1 SP:Iteration 59Q (4053.620000 sec): 3 clusters Score: Raw -1599949.568683 + Penalty 4489.815705 = -1595459.752978 nChanged 0 SP:Iteration 60F (4053.840000 sec): 3 clusters Score: Raw -1599949.568683 + Penalty 4489.815705 = -1595459.752978 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 14 (178364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4054.760000 sec): 2 clusters Score: Raw -34310554.613669 + Penalty 2998.712258 = -34307555.901411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4055.840000 sec): 3 clusters Score: Raw -34194158.265684 + Penalty 5997.424516 = -34188160.841168 nChanged 85512 SP:Iteration 1F (4056.980000 sec): 3 clusters Score: Raw -34244432.980437 + Penalty 5997.424516 = -34238435.555921 nChanged 6412 SP:Iteration 2Q (4058.100000 sec): 3 clusters Score: Raw -34246272.112347 + Penalty 5997.424516 = -34240274.687832 nChanged 7572 SP:Iteration 3Q (4059.210000 sec): 3 clusters Score: Raw -34249046.231956 + Penalty 5997.424516 = -34243048.807440 nChanged 9448 SP:Iteration 4F (4060.240000 sec): 3 clusters Score: Raw -34253410.189871 + Penalty 5997.424516 = -34247412.765355 nChanged 11340 SP:Iteration 5F (4061.440000 sec): 3 clusters Score: Raw -34259956.272843 + Penalty 5997.424516 = -34253958.848327 nChanged 13051 SP:Iteration 6F (4062.530000 sec): 3 clusters Score: Raw -34269121.207700 + Penalty 5997.424516 = -34263123.783184 nChanged 13830 SP:Iteration 7F (4063.600000 sec): 3 clusters Score: Raw -34280603.700807 + Penalty 5997.424516 = -34274606.276291 nChanged 13012 SP:Iteration 8F (4064.640000 sec): 3 clusters Score: Raw -34292641.385968 + Penalty 5997.424516 = -34286643.961452 nChanged 9863 SP:Iteration 9F (4065.660000 sec): 3 clusters Score: Raw -34302157.732470 + Penalty 5997.424516 = -34296160.307954 nChanged 5635 SP:Iteration 10Q (4066.680000 sec): 3 clusters Score: Raw -34307566.514124 + Penalty 5997.424516 = -34301569.089608 nChanged 2340 SP:Iteration 11Q (4067.630000 sec): 3 clusters Score: Raw -34309716.074001 + Penalty 5997.424516 = -34303718.649485 nChanged 711 SP:Iteration 12Q (4068.620000 sec): 3 clusters Score: Raw -34310417.169593 + Penalty 5997.424516 = -34304419.745077 nChanged 224 SP:Iteration 13Q (4069.460000 sec): 3 clusters Score: Raw -34310691.735892 + Penalty 5997.424516 = -34304694.311376 nChanged 103 SP:Iteration 14Q (4070.290000 sec): 3 clusters Score: Raw -34310794.371165 + Penalty 5997.424516 = -34304796.946649 nChanged 45 SP:Iteration 15Q (4071.130000 sec): 3 clusters Score: Raw -34310847.341712 + Penalty 5997.424516 = -34304849.917196 nChanged 37 SP:Iteration 16Q (4071.960000 sec): 3 clusters Score: Raw -34310887.991972 + Penalty 5997.424516 = -34304890.567456 nChanged 20 SP:Iteration 17Q (4072.860000 sec): 3 clusters Score: Raw -34310915.041523 + Penalty 5997.424516 = -34304917.617007 nChanged 17 SP:Iteration 18Q (4073.660000 sec): 3 clusters Score: Raw -34310930.593168 + Penalty 5997.424516 = -34304933.168652 nChanged 11 SP:Iteration 19Q (4074.510000 sec): 3 clusters Score: Raw -34310938.801297 + Penalty 5997.424516 = -34304941.376782 nChanged 10 SP:Iteration 20F (4075.480000 sec): 3 clusters Score: Raw -34310945.489467 + Penalty 5997.424516 = -34304948.064951 nChanged 5 SP:Iteration 21Q (4076.230000 sec): 3 clusters Score: Raw -34310950.749211 + Penalty 5997.424516 = -34304953.324695 nChanged 7 SP:Iteration 22Q (4077.070000 sec): 3 clusters Score: Raw -34310956.428397 + Penalty 5997.424516 = -34304959.003881 nChanged 4 SP:Iteration 23Q (4077.930000 sec): 3 clusters Score: Raw -34310960.848238 + Penalty 5997.424516 = -34304963.423722 nChanged 2 SP:Iteration 24Q (4078.890000 sec): 3 clusters Score: Raw -34310963.444388 + Penalty 5997.424516 = -34304966.019872 nChanged 2 SP:Iteration 25Q (4079.850000 sec): 3 clusters Score: Raw -34310964.390713 + Penalty 5997.424516 = -34304966.966198 nChanged 2 SP:Iteration 26Q (4080.720000 sec): 3 clusters Score: Raw -34310966.134580 + Penalty 5997.424516 = -34304968.710064 nChanged 2 SP:Iteration 27Q (4081.560000 sec): 3 clusters Score: Raw -34310967.174357 + Penalty 5997.424516 = -34304969.749841 nChanged 1 SP:Iteration 28Q (4082.550000 sec): 3 clusters Score: Raw -34310968.494769 + Penalty 5997.424516 = -34304971.070253 nChanged 2 SP:Iteration 29Q (4083.480000 sec): 3 clusters Score: Raw -34310970.586988 + Penalty 5997.424516 = -34304973.162472 nChanged 4 SP:Iteration 30Q (4084.370000 sec): 3 clusters Score: Raw -34310976.181378 + Penalty 5997.424516 = -34304978.756862 nChanged 1 SP:Iteration 31Q (4085.190000 sec): 3 clusters Score: Raw -34310976.524915 + Penalty 5997.424516 = -34304979.100400 nChanged 1 SP:Iteration 32Q (4086.010000 sec): 3 clusters Score: Raw -34310978.241207 + Penalty 5997.424516 = -34304980.816691 nChanged 1 SP:Iteration 33Q (4086.830000 sec): 3 clusters Score: Raw -34310979.804023 + Penalty 5997.424516 = -34304982.379508 nChanged 0 SP:Iteration 34F (4087.910000 sec): 3 clusters Score: Raw -34310979.804023 + Penalty 5997.424516 = -34304982.379508 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 15 (263759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4089.000000 sec): 2 clusters Score: Raw -46768265.904766 + Penalty 3095.732189 = -46765170.172577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4090.620000 sec): 3 clusters Score: Raw -46594342.971090 + Penalty 6191.464379 = -46588151.506711 nChanged 127253 SP:Iteration 1F (4092.110000 sec): 3 clusters Score: Raw -46669440.636263 + Penalty 6191.464379 = -46663249.171884 nChanged 7877 SP:Iteration 2Q (4093.600000 sec): 3 clusters Score: Raw -46671279.351526 + Penalty 6191.464379 = -46665087.887147 nChanged 9497 SP:Iteration 3Q (4095.130000 sec): 3 clusters Score: Raw -46674199.460441 + Penalty 6191.464379 = -46668007.996063 nChanged 12044 SP:Iteration 4Q (4096.690000 sec): 3 clusters Score: Raw -46679105.648576 + Penalty 6191.464379 = -46672914.184197 nChanged 15299 SP:Iteration 5F (4098.250000 sec): 3 clusters Score: Raw -46687152.828886 + Penalty 6191.464379 = -46680961.364507 nChanged 18096 SP:Iteration 6F (4099.750000 sec): 3 clusters Score: Raw -46698329.925283 + Penalty 6191.464379 = -46692138.460904 nChanged 19358 SP:Iteration 7F (4101.290000 sec): 3 clusters Score: Raw -46711419.515121 + Penalty 6191.464379 = -46705228.050742 nChanged 18171 SP:Iteration 8F (4102.860000 sec): 3 clusters Score: Raw -46724147.752542 + Penalty 6191.464379 = -46717956.288163 nChanged 15649 SP:Iteration 9F (4104.390000 sec): 3 clusters Score: Raw -46735129.550566 + Penalty 6191.464379 = -46728938.086187 nChanged 12853 SP:Iteration 10Q (4105.860000 sec): 3 clusters Score: Raw -46744394.546369 + Penalty 6191.464379 = -46738203.081990 nChanged 10484 SP:Iteration 11Q (4107.450000 sec): 3 clusters Score: Raw -46752378.164931 + Penalty 6191.464379 = -46746186.700552 nChanged 8244 SP:Iteration 12Q (4108.980000 sec): 3 clusters Score: Raw -46759056.650609 + Penalty 6191.464379 = -46752865.186231 nChanged 5653 SP:Iteration 13Q (4110.460000 sec): 3 clusters Score: Raw -46763638.757529 + Penalty 6191.464379 = -46757447.293150 nChanged 3228 SP:Iteration 14Q (4111.910000 sec): 3 clusters Score: Raw -46766168.897902 + Penalty 6191.464379 = -46759977.433523 nChanged 1637 SP:Iteration 15Q (4113.250000 sec): 3 clusters Score: Raw -46767382.949209 + Penalty 6191.464379 = -46761191.484830 nChanged 858 SP:Iteration 16Q (4114.610000 sec): 3 clusters Score: Raw -46767982.504118 + Penalty 6191.464379 = -46761791.039739 nChanged 413 SP:Iteration 17Q (4115.890000 sec): 3 clusters Score: Raw -46768238.634568 + Penalty 6191.464379 = -46762047.170189 nChanged 235 SP:Iteration 18Q (4117.130000 sec): 3 clusters Score: Raw -46768387.993818 + Penalty 6191.464379 = -46762196.529439 nChanged 154 SP:Iteration 19Q (4118.410000 sec): 3 clusters Score: Raw -46768480.344277 + Penalty 6191.464379 = -46762288.879898 nChanged 111 SP:Iteration 20F (4119.970000 sec): 3 clusters Score: Raw -46768546.919363 + Penalty 6191.464379 = -46762355.454984 nChanged 69 SP:Iteration 21Q (4121.170000 sec): 3 clusters Score: Raw -46768585.742715 + Penalty 6191.464379 = -46762394.278336 nChanged 61 SP:Iteration 22Q (4122.440000 sec): 3 clusters Score: Raw -46768620.768793 + Penalty 6191.464379 = -46762429.304415 nChanged 50 SP:Iteration 23Q (4123.760000 sec): 3 clusters Score: Raw -46768652.790550 + Penalty 6191.464379 = -46762461.326171 nChanged 46 SP:Iteration 24Q (4125.040000 sec): 3 clusters Score: Raw -46768683.626239 + Penalty 6191.464379 = -46762492.161860 nChanged 40 SP:Iteration 25Q (4126.380000 sec): 3 clusters Score: Raw -46768705.672822 + Penalty 6191.464379 = -46762514.208443 nChanged 31 SP:Iteration 26Q (4127.740000 sec): 3 clusters Score: Raw -46768721.034979 + Penalty 6191.464379 = -46762529.570600 nChanged 26 SP:Iteration 27Q (4129.290000 sec): 3 clusters Score: Raw -46768734.815619 + Penalty 6191.464379 = -46762543.351240 nChanged 29 SP:Iteration 28Q (4130.530000 sec): 3 clusters Score: Raw -46768752.829062 + Penalty 6191.464379 = -46762561.364683 nChanged 29 SP:Iteration 29Q (4131.810000 sec): 3 clusters Score: Raw -46768774.511543 + Penalty 6191.464379 = -46762583.047164 nChanged 27 SP:Iteration 30Q (4133.090000 sec): 3 clusters Score: Raw -46768792.309133 + Penalty 6191.464379 = -46762600.844754 nChanged 18 SP:Iteration 31Q (4134.510000 sec): 3 clusters Score: Raw -46768800.934736 + Penalty 6191.464379 = -46762609.470357 nChanged 19 SP:Iteration 32Q (4135.890000 sec): 3 clusters Score: Raw -46768810.549822 + Penalty 6191.464379 = -46762619.085444 nChanged 15 SP:Iteration 33Q (4137.130000 sec): 3 clusters Score: Raw -46768818.278674 + Penalty 6191.464379 = -46762626.814296 nChanged 11 SP:Iteration 34Q (4138.480000 sec): 3 clusters Score: Raw -46768824.853012 + Penalty 6191.464379 = -46762633.388633 nChanged 10 SP:Iteration 35Q (4139.720000 sec): 3 clusters Score: Raw -46768830.027623 + Penalty 6191.464379 = -46762638.563244 nChanged 6 SP:Iteration 36Q (4141.100000 sec): 3 clusters Score: Raw -46768833.147851 + Penalty 6191.464379 = -46762641.683472 nChanged 6 SP:Iteration 37Q (4142.480000 sec): 3 clusters Score: Raw -46768835.750207 + Penalty 6191.464379 = -46762644.285829 nChanged 5 SP:Iteration 38Q (4143.710000 sec): 3 clusters Score: Raw -46768838.150030 + Penalty 6191.464379 = -46762646.685652 nChanged 5 SP:Iteration 39Q (4145.180000 sec): 3 clusters Score: Raw -46768841.574986 + Penalty 6191.464379 = -46762650.110607 nChanged 6 SP:Iteration 40F (4146.560000 sec): 3 clusters Score: Raw -46768845.463201 + Penalty 6191.464379 = -46762653.998822 nChanged 5 SP:Iteration 41Q (4148.030000 sec): 3 clusters Score: Raw -46768847.803983 + Penalty 6191.464379 = -46762656.339604 nChanged 6 SP:Iteration 42Q (4149.280000 sec): 3 clusters Score: Raw -46768850.459528 + Penalty 6191.464379 = -46762658.995149 nChanged 5 SP:Iteration 43Q (4150.560000 sec): 3 clusters Score: Raw -46768852.435647 + Penalty 6191.464379 = -46762660.971268 nChanged 2 SP:Iteration 44Q (4151.940000 sec): 3 clusters Score: Raw -46768853.145253 + Penalty 6191.464379 = -46762661.680874 nChanged 1 SP:Iteration 45Q (4153.280000 sec): 3 clusters Score: Raw -46768853.547512 + Penalty 6191.464379 = -46762662.083133 nChanged 1 SP:Iteration 46Q (4154.580000 sec): 3 clusters Score: Raw -46768853.964680 + Penalty 6191.464379 = -46762662.500301 nChanged 1 SP:Iteration 47Q (4155.950000 sec): 3 clusters Score: Raw -46768854.175006 + Penalty 6191.464379 = -46762662.710627 nChanged 0 SP:Iteration 48F (4157.300000 sec): 3 clusters Score: Raw -46768854.175006 + Penalty 6191.464379 = -46762662.710627 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 16 (24946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4157.570000 sec): 2 clusters Score: Raw -4563629.005589 + Penalty 2510.868254 = -4561118.137334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4157.860000 sec): 3 clusters Score: Raw -4548968.666166 + Penalty 5021.736509 = -4543946.929657 nChanged 11027 SP:Iteration 1F (4158.180000 sec): 3 clusters Score: Raw -4554875.481157 + Penalty 5021.736509 = -4549853.744648 nChanged 1188 SP:Iteration 2Q (4158.440000 sec): 3 clusters Score: Raw -4555306.086659 + Penalty 5021.736509 = -4550284.350151 nChanged 1194 SP:Iteration 3Q (4158.820000 sec): 3 clusters Score: Raw -4555767.976800 + Penalty 5021.736509 = -4550746.240291 nChanged 1194 SP:Iteration 4Q (4159.080000 sec): 3 clusters Score: Raw -4556312.601334 + Penalty 5021.736509 = -4551290.864825 nChanged 1318 SP:Iteration 5F (4159.320000 sec): 3 clusters Score: Raw -4557035.123321 + Penalty 5021.736509 = -4552013.386812 nChanged 1569 SP:Iteration 6F (4159.640000 sec): 3 clusters Score: Raw -4558095.243491 + Penalty 5021.736509 = -4553073.506982 nChanged 1769 SP:Iteration 7F (4159.910000 sec): 3 clusters Score: Raw -4559552.626480 + Penalty 5021.736509 = -4554530.889971 nChanged 1750 SP:Iteration 8F (4160.180000 sec): 3 clusters Score: Raw -4561149.948428 + Penalty 5021.736509 = -4556128.211919 nChanged 1352 SP:Iteration 9F (4160.490000 sec): 3 clusters Score: Raw -4562459.824747 + Penalty 5021.736509 = -4557438.088238 nChanged 791 SP:Iteration 10Q (4160.820000 sec): 3 clusters Score: Raw -4563228.727836 + Penalty 5021.736509 = -4558206.991327 nChanged 349 SP:Iteration 11Q (4161.120000 sec): 3 clusters Score: Raw -4563569.662990 + Penalty 5021.736509 = -4558547.926482 nChanged 157 SP:Iteration 12Q (4161.410000 sec): 3 clusters Score: Raw -4563746.411003 + Penalty 5021.736509 = -4558724.674494 nChanged 60 SP:Iteration 13Q (4161.670000 sec): 3 clusters Score: Raw -4563821.028403 + Penalty 5021.736509 = -4558799.291894 nChanged 37 SP:Iteration 14Q (4161.940000 sec): 3 clusters Score: Raw -4563865.368403 + Penalty 5021.736509 = -4558843.631895 nChanged 13 SP:Iteration 15Q (4162.250000 sec): 3 clusters Score: Raw -4563878.399283 + Penalty 5021.736509 = -4558856.662774 nChanged 8 SP:Iteration 16Q (4162.510000 sec): 3 clusters Score: Raw -4563891.488650 + Penalty 5021.736509 = -4558869.752141 nChanged 9 SP:Iteration 17Q (4162.800000 sec): 3 clusters Score: Raw -4563905.218394 + Penalty 5021.736509 = -4558883.481885 nChanged 6 SP:Iteration 18Q (4163.100000 sec): 3 clusters Score: Raw -4563914.008805 + Penalty 5021.736509 = -4558892.272297 nChanged 4 SP:Iteration 19Q (4163.410000 sec): 3 clusters Score: Raw -4563920.329984 + Penalty 5021.736509 = -4558898.593475 nChanged 3 SP:Iteration 20F (4163.730000 sec): 3 clusters Score: Raw -4563923.346756 + Penalty 5021.736509 = -4558901.610247 nChanged 2 SP:Iteration 21Q (4163.970000 sec): 3 clusters Score: Raw -4563926.722872 + Penalty 5021.736509 = -4558904.986363 nChanged 2 SP:Iteration 22Q (4164.280000 sec): 3 clusters Score: Raw -4563927.873898 + Penalty 5021.736509 = -4558906.137389 nChanged 0 SP:Iteration 23F (4164.560000 sec): 3 clusters Score: Raw -4563927.873898 + Penalty 5021.736509 = -4558906.137389 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 17 (1154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4164.700000 sec): 2 clusters Score: Raw -207022.302654 + Penalty 1748.645383 = -205273.657271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4164.850000 sec): 3 clusters Score: Raw -206741.917919 + Penalty 3497.290766 = -203244.627154 nChanged 314 SP:Iteration 1F (4164.990000 sec): 3 clusters Score: Raw -207171.388697 + Penalty 3497.290766 = -203674.097931 nChanged 91 SP:Iteration 2F (4165.180000 sec): 3 clusters Score: Raw -207321.412832 + Penalty 3497.290766 = -203824.122066 nChanged 56 SP:Iteration 3Q (4165.400000 sec): 3 clusters Score: Raw -207451.217299 + Penalty 3497.290766 = -203953.926533 nChanged 61 SP:Iteration 4F (4165.550000 sec): 3 clusters Score: Raw -207593.886852 + Penalty 3497.290766 = -204096.596086 nChanged 47 SP:Iteration 5Q (4165.720000 sec): 3 clusters Score: Raw -207699.678976 + Penalty 3497.290766 = -204202.388211 nChanged 31 SP:Iteration 6Q (4165.910000 sec): 3 clusters Score: Raw -207779.950611 + Penalty 3497.290766 = -204282.659845 nChanged 33 SP:Iteration 7Q (4166.080000 sec): 3 clusters Score: Raw -207856.859087 + Penalty 3497.290766 = -204359.568322 nChanged 34 SP:Iteration 8Q (4166.210000 sec): 3 clusters Score: Raw -207929.088222 + Penalty 3497.290766 = -204431.797456 nChanged 26 SP:Iteration 9Q (4166.380000 sec): 3 clusters Score: Raw -207993.588453 + Penalty 3497.290766 = -204496.297687 nChanged 32 SP:Iteration 10Q (4166.560000 sec): 3 clusters Score: Raw -208050.612013 + Penalty 3497.290766 = -204553.321247 nChanged 14 SP:Iteration 11Q (4166.740000 sec): 3 clusters Score: Raw -208068.843341 + Penalty 3497.290766 = -204571.552575 nChanged 8 SP:Iteration 12Q (4166.930000 sec): 3 clusters Score: Raw -208085.160150 + Penalty 3497.290766 = -204587.869384 nChanged 10 SP:Iteration 13Q (4167.100000 sec): 3 clusters Score: Raw -208104.604975 + Penalty 3497.290766 = -204607.314210 nChanged 11 SP:Iteration 14Q (4167.290000 sec): 3 clusters Score: Raw -208116.980442 + Penalty 3497.290766 = -204619.689676 nChanged 4 SP:Iteration 15Q (4167.480000 sec): 3 clusters Score: Raw -208122.816794 + Penalty 3497.290766 = -204625.526029 nChanged 3 SP:Iteration 16Q (4167.650000 sec): 3 clusters Score: Raw -208126.506590 + Penalty 3497.290766 = -204629.215824 nChanged 3 SP:Iteration 17Q (4167.850000 sec): 3 clusters Score: Raw -208129.402595 + Penalty 3497.290766 = -204632.111829 nChanged 1 SP:Iteration 18Q (4168.000000 sec): 3 clusters Score: Raw -208130.959058 + Penalty 3497.290766 = -204633.668292 nChanged 2 SP:Iteration 19Q (4168.180000 sec): 3 clusters Score: Raw -208131.956968 + Penalty 3497.290766 = -204634.666202 nChanged 0 SP:Iteration 20F (4168.390000 sec): 3 clusters Score: Raw -208131.956968 + Penalty 3497.290766 = -204634.666202 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 18 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4168.460000 sec): 2 clusters Score: Raw -126871.141810 + Penalty 1649.589825 = -125221.551985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4168.670000 sec): 3 clusters Score: Raw -126773.346780 + Penalty 3299.179649 = -123474.167130 nChanged 179 SP:Iteration 1F (4168.800000 sec): 3 clusters Score: Raw -127044.039280 + Penalty 3299.179649 = -123744.859631 nChanged 41 SP:Iteration 2F (4169.000000 sec): 3 clusters Score: Raw -127177.783235 + Penalty 3299.179649 = -123878.603586 nChanged 35 SP:Iteration 3Q (4169.170000 sec): 3 clusters Score: Raw -127252.959846 + Penalty 3299.179649 = -123953.780196 nChanged 24 SP:Iteration 4Q (4169.350000 sec): 3 clusters Score: Raw -127318.380512 + Penalty 3299.179649 = -124019.200862 nChanged 16 SP:Iteration 5Q (4169.550000 sec): 3 clusters Score: Raw -127352.720785 + Penalty 3299.179649 = -124053.541136 nChanged 17 SP:Iteration 6Q (4169.710000 sec): 3 clusters Score: Raw -127400.754579 + Penalty 3299.179649 = -124101.574929 nChanged 11 SP:Iteration 7Q (4169.860000 sec): 3 clusters Score: Raw -127422.167454 + Penalty 3299.179649 = -124122.987804 nChanged 16 SP:Iteration 8Q (4170.060000 sec): 3 clusters Score: Raw -127454.740978 + Penalty 3299.179649 = -124155.561329 nChanged 18 SP:Iteration 9Q (4170.220000 sec): 3 clusters Score: Raw -127490.598844 + Penalty 3299.179649 = -124191.419195 nChanged 19 SP:Iteration 10Q (4170.400000 sec): 3 clusters Score: Raw -127541.390431 + Penalty 3299.179649 = -124242.210782 nChanged 15 SP:Iteration 11Q (4170.570000 sec): 3 clusters Score: Raw -127579.169096 + Penalty 3299.179649 = -124279.989446 nChanged 15 SP:Iteration 12Q (4170.720000 sec): 3 clusters Score: Raw -127621.730791 + Penalty 3299.179649 = -124322.551142 nChanged 13 SP:Iteration 13Q (4170.840000 sec): 3 clusters Score: Raw -127662.804995 + Penalty 3299.179649 = -124363.625345 nChanged 15 SP:Iteration 14Q (4170.990000 sec): 3 clusters Score: Raw -127716.524491 + Penalty 3299.179649 = -124417.344842 nChanged 14 SP:Iteration 15Q (4171.200000 sec): 3 clusters Score: Raw -127768.680349 + Penalty 3299.179649 = -124469.500700 nChanged 13 SP:Iteration 16Q (4171.320000 sec): 3 clusters Score: Raw -127834.907450 + Penalty 3299.179649 = -124535.727800 nChanged 16 SP:Iteration 17Q (4171.530000 sec): 3 clusters Score: Raw -127907.260183 + Penalty 3299.179649 = -124608.080534 nChanged 14 SP:Iteration 18Q (4171.730000 sec): 3 clusters Score: Raw -127943.234866 + Penalty 3299.179649 = -124644.055217 nChanged 8 SP:Iteration 19Q (4171.910000 sec): 3 clusters Score: Raw -127962.498025 + Penalty 3299.179649 = -124663.318375 nChanged 8 SP:Iteration 20F (4172.080000 sec): 3 clusters Score: Raw -127982.136355 + Penalty 3299.179649 = -124682.956706 nChanged 7 SP:Iteration 21Q (4172.260000 sec): 3 clusters Score: Raw -128006.523953 + Penalty 3299.179649 = -124707.344304 nChanged 10 SP:Iteration 22Q (4172.440000 sec): 3 clusters Score: Raw -128092.942929 + Penalty 3299.179649 = -124793.763280 nChanged 12 SP:Iteration 23Q (4172.620000 sec): 3 clusters Score: Raw -128241.251411 + Penalty 3299.179649 = -124942.071762 nChanged 8 SP:Iteration 24Q (4172.850000 sec): 3 clusters Score: Raw -128279.912564 + Penalty 3299.179649 = -124980.732915 nChanged 9 SP:Iteration 25Q (4173.030000 sec): 3 clusters Score: Raw -128312.505889 + Penalty 3299.179649 = -125013.326240 nChanged 2 SP:Iteration 26Q (4173.200000 sec): 3 clusters Score: Raw -128316.017186 + Penalty 3299.179649 = -125016.837537 nChanged 1 SP:Iteration 27Q (4173.380000 sec): 3 clusters Score: Raw -128317.189972 + Penalty 3299.179649 = -125018.010323 nChanged 0 SP:Iteration 28F (4173.580000 sec): 3 clusters Score: Raw -128317.189972 + Penalty 3299.179649 = -125018.010323 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 19 (1969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4173.640000 sec): 2 clusters Score: Raw -325297.794369 + Penalty 1881.149708 = -323416.644661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4173.830000 sec): 3 clusters Score: Raw -324586.346320 + Penalty 3762.299415 = -320824.046905 nChanged 643 SP:Iteration 1F (4174.000000 sec): 3 clusters Score: Raw -325153.514976 + Penalty 3762.299415 = -321391.215561 nChanged 192 SP:Iteration 2F (4174.210000 sec): 3 clusters Score: Raw -325417.818832 + Penalty 3762.299415 = -321655.519417 nChanged 127 SP:Iteration 3F (4174.360000 sec): 3 clusters Score: Raw -325594.776749 + Penalty 3762.299415 = -321832.477334 nChanged 104 SP:Iteration 4F (4174.560000 sec): 3 clusters Score: Raw -325729.466293 + Penalty 3762.299415 = -321967.166878 nChanged 102 SP:Iteration 5F (4174.740000 sec): 3 clusters Score: Raw -325881.789863 + Penalty 3762.299415 = -322119.490448 nChanged 90 SP:Iteration 6Q (4174.930000 sec): 3 clusters Score: Raw -326037.602216 + Penalty 3762.299415 = -322275.302801 nChanged 98 SP:Iteration 7Q (4175.090000 sec): 3 clusters Score: Raw -326221.917563 + Penalty 3762.299415 = -322459.618148 nChanged 78 SP:Iteration 8Q (4175.260000 sec): 3 clusters Score: Raw -326336.722673 + Penalty 3762.299415 = -322574.423258 nChanged 60 SP:Iteration 9Q (4175.430000 sec): 3 clusters Score: Raw -326446.580302 + Penalty 3762.299415 = -322684.280887 nChanged 52 SP:Iteration 10Q (4175.620000 sec): 3 clusters Score: Raw -326525.357960 + Penalty 3762.299415 = -322763.058545 nChanged 38 SP:Iteration 11Q (4175.840000 sec): 3 clusters Score: Raw -326570.017160 + Penalty 3762.299415 = -322807.717745 nChanged 25 SP:Iteration 12Q (4175.990000 sec): 3 clusters Score: Raw -326599.711746 + Penalty 3762.299415 = -322837.412331 nChanged 24 SP:Iteration 13Q (4176.180000 sec): 3 clusters Score: Raw -326629.387993 + Penalty 3762.299415 = -322867.088578 nChanged 10 SP:Iteration 14Q (4176.350000 sec): 3 clusters Score: Raw -326639.138959 + Penalty 3762.299415 = -322876.839544 nChanged 10 SP:Iteration 15Q (4176.520000 sec): 3 clusters Score: Raw -326649.467715 + Penalty 3762.299415 = -322887.168300 nChanged 11 SP:Iteration 16Q (4176.740000 sec): 3 clusters Score: Raw -326658.700307 + Penalty 3762.299415 = -322896.400892 nChanged 6 SP:Iteration 17Q (4176.940000 sec): 3 clusters Score: Raw -326662.942212 + Penalty 3762.299415 = -322900.642797 nChanged 5 SP:Iteration 18Q (4177.090000 sec): 3 clusters Score: Raw -326665.965902 + Penalty 3762.299415 = -322903.666487 nChanged 2 SP:Iteration 19Q (4177.280000 sec): 3 clusters Score: Raw -326667.612288 + Penalty 3762.299415 = -322905.312873 nChanged 3 SP:Iteration 20F (4177.470000 sec): 3 clusters Score: Raw -326669.549114 + Penalty 3762.299415 = -322907.249699 nChanged 1 SP:Iteration 21Q (4177.600000 sec): 3 clusters Score: Raw -326670.498452 + Penalty 3762.299415 = -322908.199037 nChanged 0 SP:Iteration 22F (4177.800000 sec): 3 clusters Score: Raw -326670.498452 + Penalty 3762.299415 = -322908.199037 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 20 (1647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4177.920000 sec): 2 clusters Score: Raw -298045.292919 + Penalty 1836.864261 = -296208.428657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4178.100000 sec): 3 clusters Score: Raw -297518.997222 + Penalty 3673.728522 = -293845.268700 nChanged 500 SP:Iteration 1F (4178.280000 sec): 3 clusters Score: Raw -297923.727178 + Penalty 3673.728522 = -294249.998656 nChanged 123 SP:Iteration 2F (4178.460000 sec): 3 clusters Score: Raw -298074.167348 + Penalty 3673.728522 = -294400.438826 nChanged 80 SP:Iteration 3Q (4178.640000 sec): 3 clusters Score: Raw -298197.922733 + Penalty 3673.728522 = -294524.194211 nChanged 79 SP:Iteration 4Q (4178.840000 sec): 3 clusters Score: Raw -298339.249063 + Penalty 3673.728522 = -294665.520541 nChanged 83 SP:Iteration 5F (4179.110000 sec): 3 clusters Score: Raw -298541.531181 + Penalty 3673.728522 = -294867.802659 nChanged 84 SP:Iteration 6F (4179.350000 sec): 3 clusters Score: Raw -298661.375283 + Penalty 3673.728522 = -294987.646761 nChanged 65 SP:Iteration 7Q (4179.490000 sec): 3 clusters Score: Raw -298779.252710 + Penalty 3673.728522 = -295105.524187 nChanged 55 SP:Iteration 8Q (4179.690000 sec): 3 clusters Score: Raw -298843.741870 + Penalty 3673.728522 = -295170.013348 nChanged 42 SP:Iteration 9Q (4179.890000 sec): 3 clusters Score: Raw -298892.652227 + Penalty 3673.728522 = -295218.923705 nChanged 29 SP:Iteration 10Q (4180.060000 sec): 3 clusters Score: Raw -298928.161535 + Penalty 3673.728522 = -295254.433013 nChanged 25 SP:Iteration 11Q (4180.260000 sec): 3 clusters Score: Raw -298958.999694 + Penalty 3673.728522 = -295285.271172 nChanged 29 SP:Iteration 12Q (4180.440000 sec): 3 clusters Score: Raw -298993.446432 + Penalty 3673.728522 = -295319.717910 nChanged 23 SP:Iteration 13Q (4180.670000 sec): 3 clusters Score: Raw -299023.040138 + Penalty 3673.728522 = -295349.311616 nChanged 18 SP:Iteration 14Q (4180.820000 sec): 3 clusters Score: Raw -299040.470771 + Penalty 3673.728522 = -295366.742249 nChanged 14 SP:Iteration 15Q (4181.020000 sec): 3 clusters Score: Raw -299050.771068 + Penalty 3673.728522 = -295377.042546 nChanged 8 SP:Iteration 16Q (4181.230000 sec): 3 clusters Score: Raw -299056.644817 + Penalty 3673.728522 = -295382.916295 nChanged 5 SP:Iteration 17Q (4181.420000 sec): 3 clusters Score: Raw -299060.172228 + Penalty 3673.728522 = -295386.443706 nChanged 5 SP:Iteration 18Q (4181.580000 sec): 3 clusters Score: Raw -299063.679761 + Penalty 3673.728522 = -295389.951238 nChanged 4 SP:Iteration 19Q (4181.760000 sec): 3 clusters Score: Raw -299069.173089 + Penalty 3673.728522 = -295395.444566 nChanged 6 SP:Iteration 20F (4181.940000 sec): 3 clusters Score: Raw -299074.587538 + Penalty 3673.728522 = -295400.859016 nChanged 7 SP:Iteration 21Q (4182.110000 sec): 3 clusters Score: Raw -299081.816540 + Penalty 3673.728522 = -295408.088018 nChanged 4 SP:Iteration 22Q (4182.320000 sec): 3 clusters Score: Raw -299083.785835 + Penalty 3673.728522 = -295410.057313 nChanged 2 SP:Iteration 23Q (4182.510000 sec): 3 clusters Score: Raw -299085.241661 + Penalty 3673.728522 = -295411.513139 nChanged 4 SP:Iteration 24Q (4182.670000 sec): 3 clusters Score: Raw -299088.815279 + Penalty 3673.728522 = -295415.086757 nChanged 5 SP:Iteration 25Q (4182.850000 sec): 3 clusters Score: Raw -299092.696641 + Penalty 3673.728522 = -295418.968119 nChanged 7 SP:Iteration 26Q (4183.020000 sec): 3 clusters Score: Raw -299099.030845 + Penalty 3673.728522 = -295425.302323 nChanged 7 SP:Iteration 27Q (4183.200000 sec): 3 clusters Score: Raw -299102.334233 + Penalty 3673.728522 = -295428.605711 nChanged 5 SP:Iteration 28Q (4183.330000 sec): 3 clusters Score: Raw -299105.059567 + Penalty 3673.728522 = -295431.331044 nChanged 2 SP:Iteration 29Q (4183.560000 sec): 3 clusters Score: Raw -299106.105657 + Penalty 3673.728522 = -295432.377135 nChanged 0 SP:Iteration 30F (4183.720000 sec): 3 clusters Score: Raw -299106.105657 + Penalty 3673.728522 = -295432.377135 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 21 (876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4183.790000 sec): 2 clusters Score: Raw -137834.388740 + Penalty 1680.290791 = -136154.097950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4183.980000 sec): 3 clusters Score: Raw -137670.348250 + Penalty 3360.581581 = -134309.766669 nChanged 214 SP:Iteration 1F (4184.170000 sec): 3 clusters Score: Raw -138015.000460 + Penalty 3360.581581 = -134654.418879 nChanged 69 SP:Iteration 2F (4184.320000 sec): 3 clusters Score: Raw -138248.337928 + Penalty 3360.581581 = -134887.756347 nChanged 41 SP:Iteration 3Q (4184.440000 sec): 3 clusters Score: Raw -138418.627424 + Penalty 3360.581581 = -135058.045843 nChanged 45 SP:Iteration 4F (4184.620000 sec): 3 clusters Score: Raw -138561.484098 + Penalty 3360.581581 = -135200.902517 nChanged 42 SP:Iteration 5Q (4184.800000 sec): 3 clusters Score: Raw -138667.736977 + Penalty 3360.581581 = -135307.155396 nChanged 30 SP:Iteration 6Q (4185.030000 sec): 3 clusters Score: Raw -138735.939254 + Penalty 3360.581581 = -135375.357672 nChanged 28 SP:Iteration 7Q (4185.200000 sec): 3 clusters Score: Raw -138800.563246 + Penalty 3360.581581 = -135439.981665 nChanged 29 SP:Iteration 8Q (4185.370000 sec): 3 clusters Score: Raw -138873.424372 + Penalty 3360.581581 = -135512.842790 nChanged 24 SP:Iteration 9Q (4185.560000 sec): 3 clusters Score: Raw -138924.743164 + Penalty 3360.581581 = -135564.161582 nChanged 15 SP:Iteration 10Q (4185.700000 sec): 3 clusters Score: Raw -138962.192932 + Penalty 3360.581581 = -135601.611351 nChanged 18 SP:Iteration 11Q (4185.890000 sec): 3 clusters Score: Raw -139013.618494 + Penalty 3360.581581 = -135653.036913 nChanged 16 SP:Iteration 12Q (4186.070000 sec): 3 clusters Score: Raw -139057.191800 + Penalty 3360.581581 = -135696.610219 nChanged 9 SP:Iteration 13Q (4186.180000 sec): 3 clusters Score: Raw -139075.085079 + Penalty 3360.581581 = -135714.503498 nChanged 2 SP:Iteration 14Q (4186.330000 sec): 3 clusters Score: Raw -139082.197331 + Penalty 3360.581581 = -135721.615750 nChanged 6 SP:Iteration 15Q (4186.530000 sec): 3 clusters Score: Raw -139092.944382 + Penalty 3360.581581 = -135732.362801 nChanged 5 SP:Iteration 16Q (4186.700000 sec): 3 clusters Score: Raw -139096.889703 + Penalty 3360.581581 = -135736.308122 nChanged 1 SP:Iteration 17Q (4186.880000 sec): 3 clusters Score: Raw -139098.092489 + Penalty 3360.581581 = -135737.510908 nChanged 1 SP:Iteration 18Q (4187.080000 sec): 3 clusters Score: Raw -139100.151726 + Penalty 3360.581581 = -135739.570145 nChanged 0 SP:Iteration 19F (4187.230000 sec): 3 clusters Score: Raw -139102.505603 + Penalty 3360.581581 = -135741.924022 nChanged 1 SP:Iteration 20F (4187.390000 sec): 3 clusters Score: Raw -139112.007459 + Penalty 3360.581581 = -135751.425878 nChanged 3 SP:Iteration 21Q (4187.590000 sec): 3 clusters Score: Raw -139117.326872 + Penalty 3360.581581 = -135756.745291 nChanged 2 SP:Iteration 22Q (4187.730000 sec): 3 clusters Score: Raw -139122.660583 + Penalty 3360.581581 = -135762.079002 nChanged 2 SP:Iteration 23Q (4187.930000 sec): 3 clusters Score: Raw -139125.614241 + Penalty 3360.581581 = -135765.032660 nChanged 1 SP:Iteration 24Q (4188.110000 sec): 3 clusters Score: Raw -139127.506669 + Penalty 3360.581581 = -135766.925088 nChanged 1 SP:Iteration 25Q (4188.290000 sec): 3 clusters Score: Raw -139129.131611 + Penalty 3360.581581 = -135768.550030 nChanged 0 SP:Iteration 26F (4188.450000 sec): 3 clusters Score: Raw -139129.131611 + Penalty 3360.581581 = -135768.550030 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 22 (7803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4188.600000 sec): 2 clusters Score: Raw -1361468.012517 + Penalty 2222.641361 = -1359245.371156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4188.800000 sec): 3 clusters Score: Raw -1357321.398685 + Penalty 4445.282723 = -1352876.115962 nChanged 3199 SP:Iteration 1F (4189.000000 sec): 3 clusters Score: Raw -1359094.957619 + Penalty 4445.282723 = -1354649.674897 nChanged 587 SP:Iteration 2F (4189.210000 sec): 3 clusters Score: Raw -1359408.701520 + Penalty 4445.282723 = -1354963.418797 nChanged 433 SP:Iteration 3F (4189.420000 sec): 3 clusters Score: Raw -1359645.382462 + Penalty 4445.282723 = -1355200.099739 nChanged 361 SP:Iteration 4Q (4189.650000 sec): 3 clusters Score: Raw -1359835.648882 + Penalty 4445.282723 = -1355390.366160 nChanged 328 SP:Iteration 5Q (4189.860000 sec): 3 clusters Score: Raw -1360003.317781 + Penalty 4445.282723 = -1355558.035058 nChanged 323 SP:Iteration 6Q (4190.080000 sec): 3 clusters Score: Raw -1360171.055230 + Penalty 4445.282723 = -1355725.772508 nChanged 286 SP:Iteration 7Q (4190.280000 sec): 3 clusters Score: Raw -1360328.596145 + Penalty 4445.282723 = -1355883.313422 nChanged 279 SP:Iteration 8Q (4190.500000 sec): 3 clusters Score: Raw -1360490.001639 + Penalty 4445.282723 = -1356044.718916 nChanged 280 SP:Iteration 9Q (4190.680000 sec): 3 clusters Score: Raw -1360649.163133 + Penalty 4445.282723 = -1356203.880410 nChanged 260 SP:Iteration 10Q (4190.940000 sec): 3 clusters Score: Raw -1360801.053302 + Penalty 4445.282723 = -1356355.770579 nChanged 233 SP:Iteration 11Q (4191.110000 sec): 3 clusters Score: Raw -1360940.924530 + Penalty 4445.282723 = -1356495.641807 nChanged 215 SP:Iteration 12Q (4191.340000 sec): 3 clusters Score: Raw -1361066.895985 + Penalty 4445.282723 = -1356621.613262 nChanged 188 SP:Iteration 13Q (4191.540000 sec): 3 clusters Score: Raw -1361176.671738 + Penalty 4445.282723 = -1356731.389015 nChanged 162 SP:Iteration 14Q (4191.760000 sec): 3 clusters Score: Raw -1361272.721808 + Penalty 4445.282723 = -1356827.439085 nChanged 144 SP:Iteration 15Q (4191.980000 sec): 3 clusters Score: Raw -1361353.784958 + Penalty 4445.282723 = -1356908.502235 nChanged 125 SP:Iteration 16Q (4192.210000 sec): 3 clusters Score: Raw -1361426.613550 + Penalty 4445.282723 = -1356981.330827 nChanged 106 SP:Iteration 17Q (4192.440000 sec): 3 clusters Score: Raw -1361483.398889 + Penalty 4445.282723 = -1357038.116166 nChanged 97 SP:Iteration 18Q (4192.620000 sec): 3 clusters Score: Raw -1361531.288133 + Penalty 4445.282723 = -1357086.005410 nChanged 58 SP:Iteration 19Q (4192.860000 sec): 3 clusters Score: Raw -1361560.481117 + Penalty 4445.282723 = -1357115.198395 nChanged 59 SP:Iteration 20F (4193.060000 sec): 3 clusters Score: Raw -1361595.462475 + Penalty 4445.282723 = -1357150.179753 nChanged 66 SP:Iteration 21Q (4193.260000 sec): 3 clusters Score: Raw -1361633.894942 + Penalty 4445.282723 = -1357188.612219 nChanged 58 SP:Iteration 22Q (4193.450000 sec): 3 clusters Score: Raw -1361670.679441 + Penalty 4445.282723 = -1357225.396718 nChanged 68 SP:Iteration 23Q (4193.670000 sec): 3 clusters Score: Raw -1361715.531432 + Penalty 4445.282723 = -1357270.248709 nChanged 61 SP:Iteration 24Q (4193.900000 sec): 3 clusters Score: Raw -1361750.116342 + Penalty 4445.282723 = -1357304.833619 nChanged 41 SP:Iteration 25Q (4194.120000 sec): 3 clusters Score: Raw -1361776.384675 + Penalty 4445.282723 = -1357331.101953 nChanged 36 SP:Iteration 26Q (4194.310000 sec): 3 clusters Score: Raw -1361796.162823 + Penalty 4445.282723 = -1357350.880101 nChanged 32 SP:Iteration 27Q (4194.520000 sec): 3 clusters Score: Raw -1361815.838984 + Penalty 4445.282723 = -1357370.556261 nChanged 32 SP:Iteration 28Q (4194.730000 sec): 3 clusters Score: Raw -1361839.190410 + Penalty 4445.282723 = -1357393.907687 nChanged 25 SP:Iteration 29Q (4194.920000 sec): 3 clusters Score: Raw -1361855.364938 + Penalty 4445.282723 = -1357410.082215 nChanged 20 SP:Iteration 30Q (4195.120000 sec): 3 clusters Score: Raw -1361865.239114 + Penalty 4445.282723 = -1357419.956391 nChanged 24 SP:Iteration 31Q (4195.360000 sec): 3 clusters Score: Raw -1361876.249807 + Penalty 4445.282723 = -1357430.967084 nChanged 14 SP:Iteration 32Q (4195.570000 sec): 3 clusters Score: Raw -1361882.188901 + Penalty 4445.282723 = -1357436.906178 nChanged 13 SP:Iteration 33Q (4195.790000 sec): 3 clusters Score: Raw -1361888.666264 + Penalty 4445.282723 = -1357443.383541 nChanged 17 SP:Iteration 34Q (4195.950000 sec): 3 clusters Score: Raw -1361898.438380 + Penalty 4445.282723 = -1357453.155657 nChanged 16 SP:Iteration 35Q (4196.180000 sec): 3 clusters Score: Raw -1361908.128730 + Penalty 4445.282723 = -1357462.846008 nChanged 17 SP:Iteration 36Q (4196.400000 sec): 3 clusters Score: Raw -1361921.332116 + Penalty 4445.282723 = -1357476.049393 nChanged 18 SP:Iteration 37Q (4196.580000 sec): 3 clusters Score: Raw -1361934.786959 + Penalty 4445.282723 = -1357489.504236 nChanged 17 SP:Iteration 38Q (4196.810000 sec): 3 clusters Score: Raw -1361946.423655 + Penalty 4445.282723 = -1357501.140933 nChanged 12 SP:Iteration 39Q (4196.990000 sec): 3 clusters Score: Raw -1361952.528602 + Penalty 4445.282723 = -1357507.245879 nChanged 9 SP:Iteration 40F (4197.190000 sec): 3 clusters Score: Raw -1361957.166740 + Penalty 4445.282723 = -1357511.884017 nChanged 7 SP:Iteration 41Q (4197.450000 sec): 3 clusters Score: Raw -1361960.897155 + Penalty 4445.282723 = -1357515.614432 nChanged 3 SP:Iteration 42Q (4197.600000 sec): 3 clusters Score: Raw -1361962.173090 + Penalty 4445.282723 = -1357516.890367 nChanged 3 SP:Iteration 43Q (4197.830000 sec): 3 clusters Score: Raw -1361963.033821 + Penalty 4445.282723 = -1357517.751098 nChanged 1 SP:Iteration 44Q (4198.030000 sec): 3 clusters Score: Raw -1361963.435703 + Penalty 4445.282723 = -1357518.152980 nChanged 2 SP:Iteration 45Q (4198.210000 sec): 3 clusters Score: Raw -1361964.344391 + Penalty 4445.282723 = -1357519.061668 nChanged 3 SP:Iteration 46Q (4198.410000 sec): 3 clusters Score: Raw -1361966.275185 + Penalty 4445.282723 = -1357520.992462 nChanged 2 SP:Iteration 47Q (4198.650000 sec): 3 clusters Score: Raw -1361967.035774 + Penalty 4445.282723 = -1357521.753051 nChanged 2 SP:Iteration 48Q (4198.900000 sec): 3 clusters Score: Raw -1361967.786795 + Penalty 4445.282723 = -1357522.504072 nChanged 2 SP:Iteration 49Q (4199.070000 sec): 3 clusters Score: Raw -1361968.346453 + Penalty 4445.282723 = -1357523.063730 nChanged 0 SP:Iteration 50F (4199.290000 sec): 3 clusters Score: Raw -1361968.346453 + Penalty 4445.282723 = -1357523.063730 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 23 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4199.400000 sec): 2 clusters Score: Raw -70903.865561 + Penalty 1535.198221 = -69368.667340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4199.530000 sec): 3 clusters Score: Raw -71015.402046 + Penalty 3070.396441 = -67945.005605 nChanged 103 SP:Iteration 1F (4199.750000 sec): 3 clusters Score: Raw -71260.583780 + Penalty 3070.396441 = -68190.187339 nChanged 46 SP:Iteration 2F (4199.910000 sec): 3 clusters Score: Raw -71435.419625 + Penalty 3070.396441 = -68365.023184 nChanged 45 SP:Iteration 3F (4200.080000 sec): 3 clusters Score: Raw -71645.566498 + Penalty 3070.396441 = -68575.170057 nChanged 33 SP:Iteration 4F (4200.270000 sec): 3 clusters Score: Raw -71806.016685 + Penalty 3070.396441 = -68735.620244 nChanged 33 SP:Iteration 5F (4200.470000 sec): 3 clusters Score: Raw -72067.761670 + Penalty 3070.396441 = -68997.365229 nChanged 21 SP:Iteration 6Q (4200.620000 sec): 3 clusters Score: Raw -72325.924248 + Penalty 3070.396441 = -69255.527807 nChanged 26 SP:Iteration 7F (4200.800000 sec): 3 clusters Score: Raw -72636.217036 + Penalty 3070.396441 = -69565.820594 nChanged 15 SP:Iteration 8Q (4201.020000 sec): 3 clusters Score: Raw -73070.799154 + Penalty 3070.396441 = -70000.402712 nChanged 20 SP:Iteration 9Q (4201.190000 sec): 3 clusters Score: Raw -73462.563632 + Penalty 3070.396441 = -70392.167191 nChanged 10 SP:Iteration 10Q (4201.370000 sec): 3 clusters Score: Raw -73608.603160 + Penalty 3070.396441 = -70538.206719 nChanged 7 SP:Iteration 11Q (4201.490000 sec): 3 clusters Score: Raw -73692.388379 + Penalty 3070.396441 = -70621.991937 nChanged 2 SP:Iteration 12Q (4201.650000 sec): 3 clusters Score: Raw -73703.505994 + Penalty 3070.396441 = -70633.109553 nChanged 0 SP:Iteration 13F (4201.850000 sec): 3 clusters Score: Raw -73705.518304 + Penalty 3070.396441 = -70635.121862 nChanged 1 SP:Iteration 14Q (4202.010000 sec): 3 clusters Score: Raw -73715.043494 + Penalty 3070.396441 = -70644.647053 nChanged 0 SP:Iteration 15F (4202.170000 sec): 3 clusters Score: Raw -73715.043494 + Penalty 3070.396441 = -70644.647053 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 52. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 24 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4202.290000 sec): 2 clusters Score: Raw -44010.453685 + Penalty 1439.673472 = -42570.780213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4202.450000 sec): 3 clusters Score: Raw -44189.044307 + Penalty 2879.346945 = -41309.697362 nChanged 67 SP:Iteration 1F (4202.630000 sec): 3 clusters Score: Raw -44390.476765 + Penalty 2879.346945 = -41511.129820 nChanged 26 SP:Iteration 2F (4202.790000 sec): 3 clusters Score: Raw -44490.838192 + Penalty 2879.346945 = -41611.491247 nChanged 18 SP:Iteration 3F (4202.940000 sec): 3 clusters Score: Raw -44622.076604 + Penalty 2879.346945 = -41742.729659 nChanged 20 SP:Iteration 4F (4203.140000 sec): 3 clusters Score: Raw -44755.163678 + Penalty 2879.346945 = -41875.816733 nChanged 9 SP:Iteration 5Q (4203.280000 sec): 3 clusters Score: Raw -44802.630122 + Penalty 2879.346945 = -41923.283178 nChanged 2 SP:Iteration 6Q (4203.470000 sec): 3 clusters Score: Raw -44808.904491 + Penalty 2879.346945 = -41929.557547 nChanged 0 SP:Iteration 7F (4203.590000 sec): 3 clusters Score: Raw -44808.904491 + Penalty 2879.346945 = -41929.557547 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 25 (30990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4203.830000 sec): 2 clusters Score: Raw -5316116.244858 + Penalty 2564.672123 = -5313551.572735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4204.140000 sec): 3 clusters Score: Raw -5297446.650957 + Penalty 5129.344246 = -5292317.306711 nChanged 14039 SP:Iteration 1F (4204.490000 sec): 3 clusters Score: Raw -5304937.752031 + Penalty 5129.344246 = -5299808.407785 nChanged 1494 SP:Iteration 2Q (4204.810000 sec): 3 clusters Score: Raw -5305369.542235 + Penalty 5129.344246 = -5300240.197989 nChanged 1243 SP:Iteration 3Q (4205.130000 sec): 3 clusters Score: Raw -5305704.514305 + Penalty 5129.344246 = -5300575.170059 nChanged 1125 SP:Iteration 4Q (4205.470000 sec): 3 clusters Score: Raw -5306011.548906 + Penalty 5129.344246 = -5300882.204660 nChanged 1039 SP:Iteration 5Q (4205.800000 sec): 3 clusters Score: Raw -5306311.238688 + Penalty 5129.344246 = -5301181.894442 nChanged 1051 SP:Iteration 6Q (4206.100000 sec): 3 clusters Score: Raw -5306645.730118 + Penalty 5129.344246 = -5301516.385872 nChanged 1072 SP:Iteration 7Q (4206.440000 sec): 3 clusters Score: Raw -5307023.722732 + Penalty 5129.344246 = -5301894.378486 nChanged 1120 SP:Iteration 8Q (4206.810000 sec): 3 clusters Score: Raw -5307445.175454 + Penalty 5129.344246 = -5302315.831208 nChanged 1178 SP:Iteration 9Q (4207.110000 sec): 3 clusters Score: Raw -5307894.285555 + Penalty 5129.344246 = -5302764.941309 nChanged 1176 SP:Iteration 10Q (4207.450000 sec): 3 clusters Score: Raw -5308418.974964 + Penalty 5129.344246 = -5303289.630718 nChanged 1329 SP:Iteration 11Q (4207.740000 sec): 3 clusters Score: Raw -5309043.496439 + Penalty 5129.344246 = -5303914.152193 nChanged 1332 SP:Iteration 12Q (4208.080000 sec): 3 clusters Score: Raw -5309664.494326 + Penalty 5129.344246 = -5304535.150080 nChanged 1308 SP:Iteration 13Q (4208.390000 sec): 3 clusters Score: Raw -5310291.032804 + Penalty 5129.344246 = -5305161.688558 nChanged 1155 SP:Iteration 14Q (4208.730000 sec): 3 clusters Score: Raw -5310836.248400 + Penalty 5129.344246 = -5305706.904154 nChanged 1061 SP:Iteration 15Q (4209.040000 sec): 3 clusters Score: Raw -5311322.443803 + Penalty 5129.344246 = -5306193.099557 nChanged 958 SP:Iteration 16Q (4209.360000 sec): 3 clusters Score: Raw -5311721.424635 + Penalty 5129.344246 = -5306592.080389 nChanged 842 SP:Iteration 17Q (4209.690000 sec): 3 clusters Score: Raw -5312048.960285 + Penalty 5129.344246 = -5306919.616039 nChanged 668 SP:Iteration 18Q (4210.000000 sec): 3 clusters Score: Raw -5312245.020130 + Penalty 5129.344246 = -5307115.675884 nChanged 482 SP:Iteration 19Q (4210.300000 sec): 3 clusters Score: Raw -5312352.887392 + Penalty 5129.344246 = -5307223.543146 nChanged 356 SP:Iteration 20F (4210.640000 sec): 3 clusters Score: Raw -5312424.539457 + Penalty 5129.344246 = -5307295.195211 nChanged 285 SP:Iteration 21Q (4210.970000 sec): 3 clusters Score: Raw -5312474.477480 + Penalty 5129.344246 = -5307345.133234 nChanged 245 SP:Iteration 22Q (4211.300000 sec): 3 clusters Score: Raw -5312516.128779 + Penalty 5129.344246 = -5307386.784533 nChanged 201 SP:Iteration 23Q (4211.610000 sec): 3 clusters Score: Raw -5312550.254675 + Penalty 5129.344246 = -5307420.910429 nChanged 215 SP:Iteration 24Q (4211.960000 sec): 3 clusters Score: Raw -5312587.935855 + Penalty 5129.344246 = -5307458.591609 nChanged 197 SP:Iteration 25Q (4212.260000 sec): 3 clusters Score: Raw -5312622.391718 + Penalty 5129.344246 = -5307493.047472 nChanged 202 SP:Iteration 26Q (4212.600000 sec): 3 clusters Score: Raw -5312662.079755 + Penalty 5129.344246 = -5307532.735509 nChanged 216 SP:Iteration 27Q (4212.930000 sec): 3 clusters Score: Raw -5312699.611026 + Penalty 5129.344246 = -5307570.266780 nChanged 231 SP:Iteration 28Q (4213.210000 sec): 3 clusters Score: Raw -5312746.702778 + Penalty 5129.344246 = -5307617.358532 nChanged 225 SP:Iteration 29Q (4213.540000 sec): 3 clusters Score: Raw -5312794.442307 + Penalty 5129.344246 = -5307665.098061 nChanged 251 SP:Iteration 30Q (4213.930000 sec): 3 clusters Score: Raw -5312854.931067 + Penalty 5129.344246 = -5307725.586821 nChanged 273 SP:Iteration 31Q (4214.230000 sec): 3 clusters Score: Raw -5312915.600170 + Penalty 5129.344246 = -5307786.255924 nChanged 274 SP:Iteration 32Q (4214.590000 sec): 3 clusters Score: Raw -5312979.318481 + Penalty 5129.344246 = -5307849.974235 nChanged 286 SP:Iteration 33Q (4214.940000 sec): 3 clusters Score: Raw -5313055.538253 + Penalty 5129.344246 = -5307926.194007 nChanged 308 SP:Iteration 34Q (4215.280000 sec): 3 clusters Score: Raw -5313141.441918 + Penalty 5129.344246 = -5308012.097672 nChanged 322 SP:Iteration 35Q (4215.640000 sec): 3 clusters Score: Raw -5313229.295524 + Penalty 5129.344246 = -5308099.951278 nChanged 326 SP:Iteration 36Q (4215.980000 sec): 3 clusters Score: Raw -5313317.412617 + Penalty 5129.344246 = -5308188.068371 nChanged 317 SP:Iteration 37Q (4216.320000 sec): 3 clusters Score: Raw -5313408.428412 + Penalty 5129.344246 = -5308279.084166 nChanged 358 SP:Iteration 38Q (4216.630000 sec): 3 clusters Score: Raw -5313515.921334 + Penalty 5129.344246 = -5308386.577088 nChanged 378 SP:Iteration 39Q (4216.950000 sec): 3 clusters Score: Raw -5313640.637083 + Penalty 5129.344246 = -5308511.292837 nChanged 360 SP:Iteration 40F (4217.300000 sec): 3 clusters Score: Raw -5313755.195371 + Penalty 5129.344246 = -5308625.851125 nChanged 366 SP:Iteration 41Q (4217.610000 sec): 3 clusters Score: Raw -5313886.247170 + Penalty 5129.344246 = -5308756.902924 nChanged 372 SP:Iteration 42Q (4217.930000 sec): 3 clusters Score: Raw -5314031.405065 + Penalty 5129.344246 = -5308902.060819 nChanged 402 SP:Iteration 43Q (4218.230000 sec): 3 clusters Score: Raw -5314194.830033 + Penalty 5129.344246 = -5309065.485787 nChanged 401 SP:Iteration 44Q (4218.570000 sec): 3 clusters Score: Raw -5314359.271094 + Penalty 5129.344246 = -5309229.926848 nChanged 371 SP:Iteration 45Q (4218.900000 sec): 3 clusters Score: Raw -5314508.376284 + Penalty 5129.344246 = -5309379.032038 nChanged 373 SP:Iteration 46Q (4219.200000 sec): 3 clusters Score: Raw -5314659.699209 + Penalty 5129.344246 = -5309530.354963 nChanged 349 SP:Iteration 47Q (4219.510000 sec): 3 clusters Score: Raw -5314800.713277 + Penalty 5129.344246 = -5309671.369031 nChanged 330 SP:Iteration 48Q (4219.830000 sec): 3 clusters Score: Raw -5314927.399571 + Penalty 5129.344246 = -5309798.055325 nChanged 283 SP:Iteration 49Q (4220.190000 sec): 3 clusters Score: Raw -5315028.033189 + Penalty 5129.344246 = -5309898.688943 nChanged 255 SP:Iteration 50Q (4220.490000 sec): 3 clusters Score: Raw -5315107.257862 + Penalty 5129.344246 = -5309977.913616 nChanged 236 SP:Iteration 51Q (4220.830000 sec): 3 clusters Score: Raw -5315175.563699 + Penalty 5129.344246 = -5310046.219453 nChanged 209 SP:Iteration 52Q (4221.150000 sec): 3 clusters Score: Raw -5315232.659520 + Penalty 5129.344246 = -5310103.315274 nChanged 184 SP:Iteration 53Q (4221.490000 sec): 3 clusters Score: Raw -5315279.741256 + Penalty 5129.344246 = -5310150.397010 nChanged 168 SP:Iteration 54Q (4221.810000 sec): 3 clusters Score: Raw -5315322.684648 + Penalty 5129.344246 = -5310193.340402 nChanged 152 SP:Iteration 55Q (4222.170000 sec): 3 clusters Score: Raw -5315362.699229 + Penalty 5129.344246 = -5310233.354983 nChanged 147 SP:Iteration 56Q (4222.470000 sec): 3 clusters Score: Raw -5315400.814297 + Penalty 5129.344246 = -5310271.470051 nChanged 112 SP:Iteration 57Q (4222.870000 sec): 3 clusters Score: Raw -5315423.783786 + Penalty 5129.344246 = -5310294.439540 nChanged 101 SP:Iteration 58Q (4223.180000 sec): 3 clusters Score: Raw -5315446.791105 + Penalty 5129.344246 = -5310317.446859 nChanged 109 SP:Iteration 59Q (4223.500000 sec): 3 clusters Score: Raw -5315472.474647 + Penalty 5129.344246 = -5310343.130401 nChanged 105 SP:Iteration 60F (4223.790000 sec): 3 clusters Score: Raw -5315497.514525 + Penalty 5129.344246 = -5310368.170279 nChanged 98 SP:Iteration 61Q (4224.110000 sec): 3 clusters Score: Raw -5315520.004079 + Penalty 5129.344246 = -5310390.659833 nChanged 84 SP:Iteration 62Q (4224.430000 sec): 3 clusters Score: Raw -5315537.254863 + Penalty 5129.344246 = -5310407.910617 nChanged 75 SP:Iteration 63Q (4224.750000 sec): 3 clusters Score: Raw -5315550.441317 + Penalty 5129.344246 = -5310421.097071 nChanged 72 SP:Iteration 64Q (4225.120000 sec): 3 clusters Score: Raw -5315563.587733 + Penalty 5129.344246 = -5310434.243487 nChanged 63 SP:Iteration 65Q (4225.450000 sec): 3 clusters Score: Raw -5315574.019803 + Penalty 5129.344246 = -5310444.675557 nChanged 62 SP:Iteration 66Q (4225.770000 sec): 3 clusters Score: Raw -5315584.301045 + Penalty 5129.344246 = -5310454.956799 nChanged 52 SP:Iteration 67Q (4226.080000 sec): 3 clusters Score: Raw -5315592.567095 + Penalty 5129.344246 = -5310463.222849 nChanged 51 SP:Iteration 68Q (4226.370000 sec): 3 clusters Score: Raw -5315600.558160 + Penalty 5129.344246 = -5310471.213914 nChanged 46 SP:Iteration 69Q (4226.750000 sec): 3 clusters Score: Raw -5315607.174578 + Penalty 5129.344246 = -5310477.830332 nChanged 46 SP:Iteration 70Q (4227.040000 sec): 3 clusters Score: Raw -5315615.049898 + Penalty 5129.344246 = -5310485.705652 nChanged 49 SP:Iteration 71Q (4227.370000 sec): 3 clusters Score: Raw -5315623.962769 + Penalty 5129.344246 = -5310494.618523 nChanged 50 SP:Iteration 72Q (4227.680000 sec): 3 clusters Score: Raw -5315632.618119 + Penalty 5129.344246 = -5310503.273873 nChanged 42 SP:Iteration 73Q (4228.010000 sec): 3 clusters Score: Raw -5315639.348806 + Penalty 5129.344246 = -5310510.004560 nChanged 50 SP:Iteration 74Q (4228.300000 sec): 3 clusters Score: Raw -5315647.774743 + Penalty 5129.344246 = -5310518.430497 nChanged 36 SP:Iteration 75Q (4228.680000 sec): 3 clusters Score: Raw -5315653.275075 + Penalty 5129.344246 = -5310523.930829 nChanged 28 SP:Iteration 76Q (4229.020000 sec): 3 clusters Score: Raw -5315657.767547 + Penalty 5129.344246 = -5310528.423301 nChanged 29 SP:Iteration 77Q (4229.320000 sec): 3 clusters Score: Raw -5315661.861801 + Penalty 5129.344246 = -5310532.517555 nChanged 32 SP:Iteration 78Q (4229.610000 sec): 3 clusters Score: Raw -5315666.375976 + Penalty 5129.344246 = -5310537.031730 nChanged 38 SP:Iteration 79Q (4229.910000 sec): 3 clusters Score: Raw -5315672.222949 + Penalty 5129.344246 = -5310542.878703 nChanged 41 SP:Iteration 80F (4230.260000 sec): 3 clusters Score: Raw -5315679.456799 + Penalty 5129.344246 = -5310550.112553 nChanged 28 SP:Iteration 81Q (4230.570000 sec): 3 clusters Score: Raw -5315684.302293 + Penalty 5129.344246 = -5310554.958047 nChanged 23 SP:Iteration 82Q (4230.870000 sec): 3 clusters Score: Raw -5315688.613769 + Penalty 5129.344246 = -5310559.269523 nChanged 35 SP:Iteration 83Q (4231.150000 sec): 3 clusters Score: Raw -5315695.940403 + Penalty 5129.344246 = -5310566.596157 nChanged 40 SP:Iteration 84Q (4231.490000 sec): 3 clusters Score: Raw -5315704.071858 + Penalty 5129.344246 = -5310574.727612 nChanged 46 SP:Iteration 85Q (4231.790000 sec): 3 clusters Score: Raw -5315712.552127 + Penalty 5129.344246 = -5310583.207881 nChanged 42 SP:Iteration 86Q (4232.070000 sec): 3 clusters Score: Raw -5315720.075490 + Penalty 5129.344246 = -5310590.731244 nChanged 42 SP:Iteration 87Q (4232.420000 sec): 3 clusters Score: Raw -5315727.315000 + Penalty 5129.344246 = -5310597.970754 nChanged 34 SP:Iteration 88Q (4232.730000 sec): 3 clusters Score: Raw -5315733.360797 + Penalty 5129.344246 = -5310604.016551 nChanged 38 SP:Iteration 89Q (4233.010000 sec): 3 clusters Score: Raw -5315740.594588 + Penalty 5129.344246 = -5310611.250342 nChanged 40 SP:Iteration 90Q (4233.340000 sec): 3 clusters Score: Raw -5315748.838786 + Penalty 5129.344246 = -5310619.494540 nChanged 51 SP:Iteration 91Q (4233.620000 sec): 3 clusters Score: Raw -5315759.898544 + Penalty 5129.344246 = -5310630.554298 nChanged 47 SP:Iteration 92Q (4233.960000 sec): 3 clusters Score: Raw -5315768.802181 + Penalty 5129.344246 = -5310639.457935 nChanged 48 SP:Iteration 93Q (4234.250000 sec): 3 clusters Score: Raw -5315779.322989 + Penalty 5129.344246 = -5310649.978743 nChanged 49 SP:Iteration 94Q (4234.560000 sec): 3 clusters Score: Raw -5315788.048091 + Penalty 5129.344246 = -5310658.703845 nChanged 41 SP:Iteration 95Q (4234.900000 sec): 3 clusters Score: Raw -5315798.138838 + Penalty 5129.344246 = -5310668.794592 nChanged 44 SP:Iteration 96Q (4235.230000 sec): 3 clusters Score: Raw -5315809.125575 + Penalty 5129.344246 = -5310679.781329 nChanged 49 SP:Iteration 97Q (4235.540000 sec): 3 clusters Score: Raw -5315819.187313 + Penalty 5129.344246 = -5310689.843067 nChanged 43 SP:Iteration 98Q (4235.850000 sec): 3 clusters Score: Raw -5315828.906198 + Penalty 5129.344246 = -5310699.561952 nChanged 49 SP:Iteration 99Q (4236.150000 sec): 3 clusters Score: Raw -5315838.942621 + Penalty 5129.344246 = -5310709.598375 nChanged 38 SP:Iteration 100F (4236.510000 sec): 3 clusters Score: Raw -5315846.502624 + Penalty 5129.344246 = -5310717.158378 nChanged 32 SP:Iteration 101Q (4236.770000 sec): 3 clusters Score: Raw -5315853.523913 + Penalty 5129.344246 = -5310724.179667 nChanged 32 SP:Iteration 102Q (4237.110000 sec): 3 clusters Score: Raw -5315860.701579 + Penalty 5129.344246 = -5310731.357333 nChanged 32 SP:Iteration 103Q (4237.410000 sec): 3 clusters Score: Raw -5315866.722643 + Penalty 5129.344246 = -5310737.378397 nChanged 32 SP:Iteration 104Q (4237.730000 sec): 3 clusters Score: Raw -5315874.142228 + Penalty 5129.344246 = -5310744.797982 nChanged 47 SP:Iteration 105Q (4238.010000 sec): 3 clusters Score: Raw -5315885.159967 + Penalty 5129.344246 = -5310755.815721 nChanged 38 SP:Iteration 106Q (4238.330000 sec): 3 clusters Score: Raw -5315893.175031 + Penalty 5129.344246 = -5310763.830785 nChanged 32 SP:Iteration 107Q (4238.660000 sec): 3 clusters Score: Raw -5315900.580057 + Penalty 5129.344246 = -5310771.235811 nChanged 30 SP:Iteration 108Q (4238.960000 sec): 3 clusters Score: Raw -5315906.292193 + Penalty 5129.344246 = -5310776.947947 nChanged 25 SP:Iteration 109Q (4239.260000 sec): 3 clusters Score: Raw -5315911.732389 + Penalty 5129.344246 = -5310782.388143 nChanged 35 SP:Iteration 110Q (4239.570000 sec): 3 clusters Score: Raw -5315919.216710 + Penalty 5129.344246 = -5310789.872464 nChanged 28 SP:Iteration 111Q (4239.890000 sec): 3 clusters Score: Raw -5315926.984838 + Penalty 5129.344246 = -5310797.640592 nChanged 36 SP:Iteration 112Q (4240.200000 sec): 3 clusters Score: Raw -5315934.203682 + Penalty 5129.344246 = -5310804.859436 nChanged 24 SP:Iteration 113Q (4240.510000 sec): 3 clusters Score: Raw -5315939.937139 + Penalty 5129.344246 = -5310810.592893 nChanged 28 SP:Iteration 114Q (4240.780000 sec): 3 clusters Score: Raw -5315947.148135 + Penalty 5129.344246 = -5310817.803889 nChanged 28 SP:Iteration 115Q (4241.110000 sec): 3 clusters Score: Raw -5315953.088962 + Penalty 5129.344246 = -5310823.744716 nChanged 24 SP:Iteration 116Q (4241.420000 sec): 3 clusters Score: Raw -5315958.594106 + Penalty 5129.344246 = -5310829.249860 nChanged 21 SP:Iteration 117Q (4241.710000 sec): 3 clusters Score: Raw -5315962.501671 + Penalty 5129.344246 = -5310833.157425 nChanged 23 SP:Iteration 118Q (4242.020000 sec): 3 clusters Score: Raw -5315968.046898 + Penalty 5129.344246 = -5310838.702652 nChanged 18 SP:Iteration 119Q (4242.310000 sec): 3 clusters Score: Raw -5315971.818513 + Penalty 5129.344246 = -5310842.474267 nChanged 20 SP:Iteration 120F (4242.640000 sec): 3 clusters Score: Raw -5315976.765106 + Penalty 5129.344246 = -5310847.420860 nChanged 24 SP:Iteration 121Q (4242.920000 sec): 3 clusters Score: Raw -5315983.203956 + Penalty 5129.344246 = -5310853.859710 nChanged 22 SP:Iteration 122Q (4243.230000 sec): 3 clusters Score: Raw -5315987.332338 + Penalty 5129.344246 = -5310857.988092 nChanged 26 SP:Iteration 123Q (4243.540000 sec): 3 clusters Score: Raw -5315992.725540 + Penalty 5129.344246 = -5310863.381294 nChanged 17 SP:Iteration 124Q (4243.850000 sec): 3 clusters Score: Raw -5315996.434690 + Penalty 5129.344246 = -5310867.090444 nChanged 11 SP:Iteration 125Q (4244.140000 sec): 3 clusters Score: Raw -5315998.574402 + Penalty 5129.344246 = -5310869.230156 nChanged 14 SP:Iteration 126Q (4244.420000 sec): 3 clusters Score: Raw -5316002.290399 + Penalty 5129.344246 = -5310872.946153 nChanged 8 SP:Iteration 127Q (4244.770000 sec): 3 clusters Score: Raw -5316004.440657 + Penalty 5129.344246 = -5310875.096411 nChanged 10 SP:Iteration 128Q (4245.080000 sec): 3 clusters Score: Raw -5316006.402352 + Penalty 5129.344246 = -5310877.058106 nChanged 11 SP:Iteration 129Q (4245.380000 sec): 3 clusters Score: Raw -5316009.016705 + Penalty 5129.344246 = -5310879.672459 nChanged 20 SP:Iteration 130Q (4245.690000 sec): 3 clusters Score: Raw -5316014.667685 + Penalty 5129.344246 = -5310885.323439 nChanged 16 SP:Iteration 131Q (4245.960000 sec): 3 clusters Score: Raw -5316018.322438 + Penalty 5129.344246 = -5310888.978192 nChanged 19 SP:Iteration 132Q (4246.280000 sec): 3 clusters Score: Raw -5316022.726001 + Penalty 5129.344246 = -5310893.381755 nChanged 15 SP:Iteration 133Q (4246.600000 sec): 3 clusters Score: Raw -5316027.260630 + Penalty 5129.344246 = -5310897.916384 nChanged 20 SP:Iteration 134Q (4246.960000 sec): 3 clusters Score: Raw -5316031.708718 + Penalty 5129.344246 = -5310902.364472 nChanged 17 SP:Iteration 135Q (4247.280000 sec): 3 clusters Score: Raw -5316035.441516 + Penalty 5129.344246 = -5310906.097270 nChanged 17 SP:Iteration 136Q (4247.560000 sec): 3 clusters Score: Raw -5316039.546822 + Penalty 5129.344246 = -5310910.202576 nChanged 17 SP:Iteration 137Q (4247.880000 sec): 3 clusters Score: Raw -5316043.368663 + Penalty 5129.344246 = -5310914.024417 nChanged 17 SP:Iteration 138Q (4248.190000 sec): 3 clusters Score: Raw -5316047.153024 + Penalty 5129.344246 = -5310917.808778 nChanged 21 SP:Iteration 139Q (4248.540000 sec): 3 clusters Score: Raw -5316051.310002 + Penalty 5129.344246 = -5310921.965756 nChanged 19 SP:Iteration 140F (4248.860000 sec): 3 clusters Score: Raw -5316056.185249 + Penalty 5129.344246 = -5310926.841003 nChanged 16 SP:Iteration 141Q (4249.180000 sec): 3 clusters Score: Raw -5316061.757052 + Penalty 5129.344246 = -5310932.412806 nChanged 26 SP:Iteration 142Q (4249.480000 sec): 3 clusters Score: Raw -5316068.955830 + Penalty 5129.344246 = -5310939.611584 nChanged 24 SP:Iteration 143Q (4249.800000 sec): 3 clusters Score: Raw -5316075.751234 + Penalty 5129.344246 = -5310946.406988 nChanged 32 SP:Iteration 144Q (4250.090000 sec): 3 clusters Score: Raw -5316084.481141 + Penalty 5129.344246 = -5310955.136895 nChanged 34 SP:Iteration 145Q (4250.400000 sec): 3 clusters Score: Raw -5316093.514444 + Penalty 5129.344246 = -5310964.170198 nChanged 29 SP:Iteration 146Q (4250.700000 sec): 3 clusters Score: Raw -5316099.349304 + Penalty 5129.344246 = -5310970.005058 nChanged 25 SP:Iteration 147Q (4251.030000 sec): 3 clusters Score: Raw -5316105.242774 + Penalty 5129.344246 = -5310975.898528 nChanged 26 SP:Iteration 148Q (4251.340000 sec): 3 clusters Score: Raw -5316113.296385 + Penalty 5129.344246 = -5310983.952139 nChanged 24 SP:Iteration 149Q (4251.640000 sec): 3 clusters Score: Raw -5316119.545559 + Penalty 5129.344246 = -5310990.201313 nChanged 24 SP:Iteration 150Q (4251.980000 sec): 3 clusters Score: Raw -5316125.529647 + Penalty 5129.344246 = -5310996.185401 nChanged 16 SP:Iteration 151Q (4252.280000 sec): 3 clusters Score: Raw -5316130.116274 + Penalty 5129.344246 = -5311000.772028 nChanged 19 SP:Iteration 152Q (4252.560000 sec): 3 clusters Score: Raw -5316135.344504 + Penalty 5129.344246 = -5311006.000258 nChanged 18 SP:Iteration 153Q (4252.870000 sec): 3 clusters Score: Raw -5316141.103025 + Penalty 5129.344246 = -5311011.758779 nChanged 24 SP:Iteration 154Q (4253.180000 sec): 3 clusters Score: Raw -5316148.620776 + Penalty 5129.344246 = -5311019.276530 nChanged 29 SP:Iteration 155Q (4253.500000 sec): 3 clusters Score: Raw -5316158.021375 + Penalty 5129.344246 = -5311028.677129 nChanged 30 SP:Iteration 156Q (4253.800000 sec): 3 clusters Score: Raw -5316167.113838 + Penalty 5129.344246 = -5311037.769592 nChanged 24 SP:Iteration 157Q (4254.090000 sec): 3 clusters Score: Raw -5316174.067068 + Penalty 5129.344246 = -5311044.722822 nChanged 24 SP:Iteration 158Q (4254.390000 sec): 3 clusters Score: Raw -5316181.050907 + Penalty 5129.344246 = -5311051.706661 nChanged 25 SP:Iteration 159Q (4254.710000 sec): 3 clusters Score: Raw -5316189.759504 + Penalty 5129.344246 = -5311060.415258 nChanged 26 SP:Iteration 160F (4255.060000 sec): 3 clusters Score: Raw -5316196.390040 + Penalty 5129.344246 = -5311067.045794 nChanged 23 SP:Iteration 161Q (4255.360000 sec): 3 clusters Score: Raw -5316202.582330 + Penalty 5129.344246 = -5311073.238084 nChanged 18 SP:Iteration 162Q (4255.650000 sec): 3 clusters Score: Raw -5316207.967642 + Penalty 5129.344246 = -5311078.623396 nChanged 19 SP:Iteration 163Q (4255.980000 sec): 3 clusters Score: Raw -5316213.047399 + Penalty 5129.344246 = -5311083.703153 nChanged 18 SP:Iteration 164Q (4256.260000 sec): 3 clusters Score: Raw -5316217.347673 + Penalty 5129.344246 = -5311088.003427 nChanged 19 SP:Iteration 165Q (4256.570000 sec): 3 clusters Score: Raw -5316222.977023 + Penalty 5129.344246 = -5311093.632777 nChanged 16 SP:Iteration 166Q (4256.890000 sec): 3 clusters Score: Raw -5316228.260838 + Penalty 5129.344246 = -5311098.916592 nChanged 15 SP:Iteration 167Q (4257.220000 sec): 3 clusters Score: Raw -5316233.165995 + Penalty 5129.344246 = -5311103.821749 nChanged 18 SP:Iteration 168Q (4257.510000 sec): 3 clusters Score: Raw -5316239.236092 + Penalty 5129.344246 = -5311109.891846 nChanged 14 SP:Iteration 169Q (4257.840000 sec): 3 clusters Score: Raw -5316242.525516 + Penalty 5129.344246 = -5311113.181270 nChanged 12 SP:Iteration 170Q (4258.190000 sec): 3 clusters Score: Raw -5316245.646660 + Penalty 5129.344246 = -5311116.302414 nChanged 17 SP:Iteration 171Q (4258.500000 sec): 3 clusters Score: Raw -5316250.733407 + Penalty 5129.344246 = -5311121.389161 nChanged 16 SP:Iteration 172Q (4258.790000 sec): 3 clusters Score: Raw -5316254.897385 + Penalty 5129.344246 = -5311125.553139 nChanged 11 SP:Iteration 173Q (4259.100000 sec): 3 clusters Score: Raw -5316257.475997 + Penalty 5129.344246 = -5311128.131752 nChanged 6 SP:Iteration 174Q (4259.400000 sec): 3 clusters Score: Raw -5316259.016534 + Penalty 5129.344246 = -5311129.672288 nChanged 8 SP:Iteration 175Q (4259.720000 sec): 3 clusters Score: Raw -5316261.103840 + Penalty 5129.344246 = -5311131.759594 nChanged 6 SP:Iteration 176Q (4259.980000 sec): 3 clusters Score: Raw -5316262.155166 + Penalty 5129.344246 = -5311132.810920 nChanged 4 SP:Iteration 177Q (4260.330000 sec): 3 clusters Score: Raw -5316263.047978 + Penalty 5129.344246 = -5311133.703732 nChanged 3 SP:Iteration 178Q (4260.610000 sec): 3 clusters Score: Raw -5316263.788032 + Penalty 5129.344246 = -5311134.443786 nChanged 8 SP:Iteration 179Q (4260.940000 sec): 3 clusters Score: Raw -5316265.472098 + Penalty 5129.344246 = -5311136.127852 nChanged 5 SP:Iteration 180F (4261.280000 sec): 3 clusters Score: Raw -5316266.260409 + Penalty 5129.344246 = -5311136.916163 nChanged 5 SP:Iteration 181Q (4261.630000 sec): 3 clusters Score: Raw -5316267.693111 + Penalty 5129.344246 = -5311138.348865 nChanged 3 SP:Iteration 182Q (4261.930000 sec): 3 clusters Score: Raw -5316268.847129 + Penalty 5129.344246 = -5311139.502883 nChanged 5 SP:Iteration 183Q (4262.280000 sec): 3 clusters Score: Raw -5316270.154522 + Penalty 5129.344246 = -5311140.810276 nChanged 7 SP:Iteration 184Q (4262.580000 sec): 3 clusters Score: Raw -5316272.121326 + Penalty 5129.344246 = -5311142.777080 nChanged 9 SP:Iteration 185Q (4262.890000 sec): 3 clusters Score: Raw -5316274.149974 + Penalty 5129.344246 = -5311144.805728 nChanged 4 SP:Iteration 186Q (4263.230000 sec): 3 clusters Score: Raw -5316275.232325 + Penalty 5129.344246 = -5311145.888079 nChanged 4 SP:Iteration 187Q (4263.520000 sec): 3 clusters Score: Raw -5316276.115105 + Penalty 5129.344246 = -5311146.770859 nChanged 1 SP:Iteration 188Q (4263.820000 sec): 3 clusters Score: Raw -5316276.280668 + Penalty 5129.344246 = -5311146.936422 nChanged 0 SP:Iteration 189F (4264.150000 sec): 3 clusters Score: Raw -5316276.280668 + Penalty 5129.344246 = -5311146.936422 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 26 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4264.270000 sec): 2 clusters Score: Raw -17637.114694 + Penalty 1306.428823 = -16330.685870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4264.440000 sec): 3 clusters Score: Raw -18110.652085 + Penalty 2612.857647 = -15497.794438 nChanged 35 SP:Iteration 1F (4264.630000 sec): 3 clusters Score: Raw -18272.347640 + Penalty 2612.857647 = -15659.489993 nChanged 5 SP:Iteration 2Q (4264.820000 sec): 3 clusters Score: Raw -18320.235413 + Penalty 2612.857647 = -15707.377766 nChanged 0 SP:Iteration 3F (4264.970000 sec): 3 clusters Score: Raw -18320.235413 + Penalty 2612.857647 = -15707.377766 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 27 (207700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4265.930000 sec): 2 clusters Score: Raw -36783119.667231 + Penalty 3036.474802 = -36780083.192429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4267.140000 sec): 3 clusters Score: Raw -36647080.076818 + Penalty 6072.949605 = -36641007.127214 nChanged 99991 SP:Iteration 1F (4268.340000 sec): 3 clusters Score: Raw -36705727.519509 + Penalty 6072.949605 = -36699654.569904 nChanged 6187 SP:Iteration 2Q (4269.670000 sec): 3 clusters Score: Raw -36707334.198659 + Penalty 6072.949605 = -36701261.249055 nChanged 7080 SP:Iteration 3Q (4270.970000 sec): 3 clusters Score: Raw -36709770.432152 + Penalty 6072.949605 = -36703697.482547 nChanged 9000 SP:Iteration 4Q (4272.180000 sec): 3 clusters Score: Raw -36714035.950294 + Penalty 6072.949605 = -36707963.000689 nChanged 11809 SP:Iteration 5F (4273.410000 sec): 3 clusters Score: Raw -36721340.290714 + Penalty 6072.949605 = -36715267.341109 nChanged 14607 SP:Iteration 6F (4274.620000 sec): 3 clusters Score: Raw -36732407.632068 + Penalty 6072.949605 = -36726334.682463 nChanged 16034 SP:Iteration 7F (4275.770000 sec): 3 clusters Score: Raw -36745913.663689 + Penalty 6072.949605 = -36739840.714084 nChanged 14383 SP:Iteration 8F (4277.010000 sec): 3 clusters Score: Raw -36758656.166153 + Penalty 6072.949605 = -36752583.216548 nChanged 11167 SP:Iteration 9F (4278.190000 sec): 3 clusters Score: Raw -36768667.039809 + Penalty 6072.949605 = -36762594.090204 nChanged 7746 SP:Iteration 10Q (4279.310000 sec): 3 clusters Score: Raw -36775515.807004 + Penalty 6072.949605 = -36769442.857399 nChanged 4701 SP:Iteration 11Q (4280.360000 sec): 3 clusters Score: Raw -36779606.987467 + Penalty 6072.949605 = -36773534.037862 nChanged 2550 SP:Iteration 12Q (4281.370000 sec): 3 clusters Score: Raw -36781713.051905 + Penalty 6072.949605 = -36775640.102300 nChanged 1147 SP:Iteration 13Q (4282.280000 sec): 3 clusters Score: Raw -36782617.531578 + Penalty 6072.949605 = -36776544.581973 nChanged 496 SP:Iteration 14Q (4283.300000 sec): 3 clusters Score: Raw -36783020.555341 + Penalty 6072.949605 = -36776947.605737 nChanged 220 SP:Iteration 15Q (4284.250000 sec): 3 clusters Score: Raw -36783218.368430 + Penalty 6072.949605 = -36777145.418825 nChanged 107 SP:Iteration 16Q (4285.220000 sec): 3 clusters Score: Raw -36783330.875639 + Penalty 6072.949605 = -36777257.926034 nChanged 58 SP:Iteration 17Q (4286.220000 sec): 3 clusters Score: Raw -36783402.734290 + Penalty 6072.949605 = -36777329.784686 nChanged 32 SP:Iteration 18Q (4287.210000 sec): 3 clusters Score: Raw -36783435.692487 + Penalty 6072.949605 = -36777362.742882 nChanged 17 SP:Iteration 19Q (4288.170000 sec): 3 clusters Score: Raw -36783457.264840 + Penalty 6072.949605 = -36777384.315235 nChanged 14 SP:Iteration 20F (4289.350000 sec): 3 clusters Score: Raw -36783468.956844 + Penalty 6072.949605 = -36777396.007239 nChanged 7 SP:Iteration 21Q (4290.330000 sec): 3 clusters Score: Raw -36783477.641669 + Penalty 6072.949605 = -36777404.692064 nChanged 7 SP:Iteration 22Q (4291.320000 sec): 3 clusters Score: Raw -36783486.290109 + Penalty 6072.949605 = -36777413.340504 nChanged 4 SP:Iteration 23Q (4292.330000 sec): 3 clusters Score: Raw -36783490.094195 + Penalty 6072.949605 = -36777417.144590 nChanged 2 SP:Iteration 24Q (4293.370000 sec): 3 clusters Score: Raw -36783492.488203 + Penalty 6072.949605 = -36777419.538598 nChanged 1 SP:Iteration 25Q (4294.530000 sec): 3 clusters Score: Raw -36783492.848787 + Penalty 6072.949605 = -36777419.899183 nChanged 0 SP:Iteration 26F (4295.790000 sec): 3 clusters Score: Raw -36783492.848787 + Penalty 6072.949605 = -36777419.899183 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 28 (20133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4296.020000 sec): 2 clusters Score: Raw -3393392.793879 + Penalty 2457.708654 = -3390935.085225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4296.330000 sec): 3 clusters Score: Raw -3381786.757332 + Penalty 4915.417307 = -3376871.340024 nChanged 8833 SP:Iteration 1F (4296.570000 sec): 3 clusters Score: Raw -3386451.177793 + Penalty 4915.417307 = -3381535.760485 nChanged 1030 SP:Iteration 2F (4296.870000 sec): 3 clusters Score: Raw -3386822.631959 + Penalty 4915.417307 = -3381907.214652 nChanged 892 SP:Iteration 3Q (4297.170000 sec): 3 clusters Score: Raw -3387121.659056 + Penalty 4915.417307 = -3382206.241749 nChanged 776 SP:Iteration 4Q (4297.430000 sec): 3 clusters Score: Raw -3387374.137793 + Penalty 4915.417307 = -3382458.720486 nChanged 679 SP:Iteration 5Q (4297.730000 sec): 3 clusters Score: Raw -3387591.174304 + Penalty 4915.417307 = -3382675.756997 nChanged 622 SP:Iteration 6Q (4298.020000 sec): 3 clusters Score: Raw -3387809.089307 + Penalty 4915.417307 = -3382893.671999 nChanged 670 SP:Iteration 7Q (4298.270000 sec): 3 clusters Score: Raw -3388132.811232 + Penalty 4915.417307 = -3383217.393925 nChanged 763 SP:Iteration 8Q (4298.510000 sec): 3 clusters Score: Raw -3388589.258814 + Penalty 4915.417307 = -3383673.841507 nChanged 942 SP:Iteration 9Q (4298.830000 sec): 3 clusters Score: Raw -3389220.186517 + Penalty 4915.417307 = -3384304.769209 nChanged 1079 SP:Iteration 10F (4299.160000 sec): 3 clusters Score: Raw -3389979.094284 + Penalty 4915.417307 = -3385063.676977 nChanged 1122 SP:Iteration 11F (4299.450000 sec): 3 clusters Score: Raw -3390776.948786 + Penalty 4915.417307 = -3385861.531479 nChanged 1076 SP:Iteration 12F (4299.730000 sec): 3 clusters Score: Raw -3391528.786538 + Penalty 4915.417307 = -3386613.369231 nChanged 997 SP:Iteration 13Q (4300.000000 sec): 3 clusters Score: Raw -3392263.528481 + Penalty 4915.417307 = -3387348.111174 nChanged 820 SP:Iteration 14Q (4300.250000 sec): 3 clusters Score: Raw -3392847.510294 + Penalty 4915.417307 = -3387932.092987 nChanged 648 SP:Iteration 15Q (4300.550000 sec): 3 clusters Score: Raw -3393273.783471 + Penalty 4915.417307 = -3388358.366163 nChanged 546 SP:Iteration 16Q (4300.820000 sec): 3 clusters Score: Raw -3393569.082325 + Penalty 4915.417307 = -3388653.665017 nChanged 404 SP:Iteration 17Q (4301.120000 sec): 3 clusters Score: Raw -3393755.774991 + Penalty 4915.417307 = -3388840.357683 nChanged 296 SP:Iteration 18Q (4301.370000 sec): 3 clusters Score: Raw -3393862.293379 + Penalty 4915.417307 = -3388946.876072 nChanged 225 SP:Iteration 19Q (4301.650000 sec): 3 clusters Score: Raw -3393927.552047 + Penalty 4915.417307 = -3389012.134739 nChanged 179 SP:Iteration 20F (4301.960000 sec): 3 clusters Score: Raw -3393971.426772 + Penalty 4915.417307 = -3389056.009464 nChanged 146 SP:Iteration 21Q (4302.200000 sec): 3 clusters Score: Raw -3394001.613367 + Penalty 4915.417307 = -3389086.196059 nChanged 131 SP:Iteration 22Q (4302.430000 sec): 3 clusters Score: Raw -3394027.162928 + Penalty 4915.417307 = -3389111.745620 nChanged 98 SP:Iteration 23Q (4302.710000 sec): 3 clusters Score: Raw -3394042.392498 + Penalty 4915.417307 = -3389126.975191 nChanged 76 SP:Iteration 24Q (4302.990000 sec): 3 clusters Score: Raw -3394054.178306 + Penalty 4915.417307 = -3389138.760999 nChanged 70 SP:Iteration 25Q (4303.270000 sec): 3 clusters Score: Raw -3394064.567329 + Penalty 4915.417307 = -3389149.150022 nChanged 58 SP:Iteration 26Q (4303.560000 sec): 3 clusters Score: Raw -3394072.881509 + Penalty 4915.417307 = -3389157.464201 nChanged 54 SP:Iteration 27Q (4303.830000 sec): 3 clusters Score: Raw -3394078.947914 + Penalty 4915.417307 = -3389163.530607 nChanged 40 SP:Iteration 28Q (4304.140000 sec): 3 clusters Score: Raw -3394084.016158 + Penalty 4915.417307 = -3389168.598850 nChanged 44 SP:Iteration 29Q (4304.390000 sec): 3 clusters Score: Raw -3394089.745354 + Penalty 4915.417307 = -3389174.328047 nChanged 40 SP:Iteration 30Q (4304.650000 sec): 3 clusters Score: Raw -3394094.550562 + Penalty 4915.417307 = -3389179.133255 nChanged 46 SP:Iteration 31Q (4304.900000 sec): 3 clusters Score: Raw -3394099.949558 + Penalty 4915.417307 = -3389184.532251 nChanged 35 SP:Iteration 32Q (4305.220000 sec): 3 clusters Score: Raw -3394104.462852 + Penalty 4915.417307 = -3389189.045545 nChanged 35 SP:Iteration 33Q (4305.470000 sec): 3 clusters Score: Raw -3394109.336278 + Penalty 4915.417307 = -3389193.918970 nChanged 32 SP:Iteration 34Q (4305.760000 sec): 3 clusters Score: Raw -3394112.765443 + Penalty 4915.417307 = -3389197.348136 nChanged 32 SP:Iteration 35Q (4306.040000 sec): 3 clusters Score: Raw -3394116.134127 + Penalty 4915.417307 = -3389200.716819 nChanged 23 SP:Iteration 36Q (4306.310000 sec): 3 clusters Score: Raw -3394118.761691 + Penalty 4915.417307 = -3389203.344384 nChanged 29 SP:Iteration 37Q (4306.580000 sec): 3 clusters Score: Raw -3394121.682295 + Penalty 4915.417307 = -3389206.264988 nChanged 18 SP:Iteration 38Q (4306.840000 sec): 3 clusters Score: Raw -3394123.488682 + Penalty 4915.417307 = -3389208.071375 nChanged 13 SP:Iteration 39Q (4307.130000 sec): 3 clusters Score: Raw -3394124.524836 + Penalty 4915.417307 = -3389209.107529 nChanged 9 SP:Iteration 40F (4307.410000 sec): 3 clusters Score: Raw -3394125.330037 + Penalty 4915.417307 = -3389209.912730 nChanged 12 SP:Iteration 41Q (4307.690000 sec): 3 clusters Score: Raw -3394126.518127 + Penalty 4915.417307 = -3389211.100820 nChanged 13 SP:Iteration 42Q (4307.950000 sec): 3 clusters Score: Raw -3394127.630653 + Penalty 4915.417307 = -3389212.213346 nChanged 13 SP:Iteration 43Q (4308.210000 sec): 3 clusters Score: Raw -3394128.702008 + Penalty 4915.417307 = -3389213.284701 nChanged 8 SP:Iteration 44Q (4308.450000 sec): 3 clusters Score: Raw -3394129.176665 + Penalty 4915.417307 = -3389213.759357 nChanged 5 SP:Iteration 45Q (4308.730000 sec): 3 clusters Score: Raw -3394129.445560 + Penalty 4915.417307 = -3389214.028253 nChanged 5 SP:Iteration 46Q (4308.960000 sec): 3 clusters Score: Raw -3394129.830912 + Penalty 4915.417307 = -3389214.413605 nChanged 4 SP:Iteration 47Q (4309.230000 sec): 3 clusters Score: Raw -3394130.081366 + Penalty 4915.417307 = -3389214.664059 nChanged 4 SP:Iteration 48Q (4309.480000 sec): 3 clusters Score: Raw -3394130.328382 + Penalty 4915.417307 = -3389214.911074 nChanged 2 SP:Iteration 49Q (4309.770000 sec): 3 clusters Score: Raw -3394130.470059 + Penalty 4915.417307 = -3389215.052752 nChanged 3 SP:Iteration 50Q (4310.020000 sec): 3 clusters Score: Raw -3394130.688296 + Penalty 4915.417307 = -3389215.270989 nChanged 2 SP:Iteration 51Q (4310.310000 sec): 3 clusters Score: Raw -3394130.893274 + Penalty 4915.417307 = -3389215.475967 nChanged 1 SP:Iteration 52Q (4310.540000 sec): 3 clusters Score: Raw -3394130.959139 + Penalty 4915.417307 = -3389215.541832 nChanged 0 SP:Iteration 53F (4310.840000 sec): 3 clusters Score: Raw -3394130.959139 + Penalty 4915.417307 = -3389215.541832 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 29 (1421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4310.920000 sec): 2 clusters Score: Raw -238015.591015 + Penalty 1800.260800 = -236215.330216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4311.110000 sec): 3 clusters Score: Raw -237600.378820 + Penalty 3600.521600 = -233999.857220 nChanged 459 SP:Iteration 1F (4311.300000 sec): 3 clusters Score: Raw -238196.250695 + Penalty 3600.521600 = -234595.729095 nChanged 156 SP:Iteration 2F (4311.500000 sec): 3 clusters Score: Raw -238539.034933 + Penalty 3600.521600 = -234938.513333 nChanged 112 SP:Iteration 3F (4311.650000 sec): 3 clusters Score: Raw -238824.849504 + Penalty 3600.521600 = -235224.327904 nChanged 83 SP:Iteration 4F (4311.800000 sec): 3 clusters Score: Raw -239033.220172 + Penalty 3600.521600 = -235432.698573 nChanged 65 SP:Iteration 5Q (4311.990000 sec): 3 clusters Score: Raw -239152.159793 + Penalty 3600.521600 = -235551.638193 nChanged 44 SP:Iteration 6Q (4312.180000 sec): 3 clusters Score: Raw -239253.405216 + Penalty 3600.521600 = -235652.883617 nChanged 37 SP:Iteration 7Q (4312.320000 sec): 3 clusters Score: Raw -239332.962269 + Penalty 3600.521600 = -235732.440669 nChanged 30 SP:Iteration 8Q (4312.500000 sec): 3 clusters Score: Raw -239382.940246 + Penalty 3600.521600 = -235782.418647 nChanged 24 SP:Iteration 9Q (4312.690000 sec): 3 clusters Score: Raw -239429.433342 + Penalty 3600.521600 = -235828.911743 nChanged 22 SP:Iteration 10Q (4312.870000 sec): 3 clusters Score: Raw -239461.086862 + Penalty 3600.521600 = -235860.565262 nChanged 10 SP:Iteration 11Q (4313.030000 sec): 3 clusters Score: Raw -239479.851496 + Penalty 3600.521600 = -235879.329896 nChanged 13 SP:Iteration 12Q (4313.190000 sec): 3 clusters Score: Raw -239497.898463 + Penalty 3600.521600 = -235897.376864 nChanged 9 SP:Iteration 13Q (4313.290000 sec): 3 clusters Score: Raw -239507.282343 + Penalty 3600.521600 = -235906.760744 nChanged 1 SP:Iteration 14Q (4313.430000 sec): 3 clusters Score: Raw -239508.219699 + Penalty 3600.521600 = -235907.698099 nChanged 0 SP:Iteration 15F (4313.570000 sec): 3 clusters Score: Raw -239508.219699 + Penalty 3600.521600 = -235907.698099 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 30 (2817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4313.690000 sec): 2 clusters Score: Raw -479521.708368 + Penalty 1969.970086 = -477551.738281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4313.830000 sec): 3 clusters Score: Raw -478326.027898 + Penalty 3939.940173 = -474386.087725 nChanged 1005 SP:Iteration 1F (4313.930000 sec): 3 clusters Score: Raw -478974.903859 + Penalty 3939.940173 = -475034.963686 nChanged 238 SP:Iteration 2F (4314.070000 sec): 3 clusters Score: Raw -479191.804822 + Penalty 3939.940173 = -475251.864650 nChanged 153 SP:Iteration 3F (4314.210000 sec): 3 clusters Score: Raw -479336.526350 + Penalty 3939.940173 = -475396.586177 nChanged 124 SP:Iteration 4Q (4314.300000 sec): 3 clusters Score: Raw -479441.203617 + Penalty 3939.940173 = -475501.263444 nChanged 105 SP:Iteration 5Q (4314.480000 sec): 3 clusters Score: Raw -479537.059351 + Penalty 3939.940173 = -475597.119178 nChanged 85 SP:Iteration 6Q (4314.620000 sec): 3 clusters Score: Raw -479623.583975 + Penalty 3939.940173 = -475683.643802 nChanged 87 SP:Iteration 7Q (4314.810000 sec): 3 clusters Score: Raw -479715.179777 + Penalty 3939.940173 = -475775.239604 nChanged 98 SP:Iteration 8Q (4314.990000 sec): 3 clusters Score: Raw -479828.750378 + Penalty 3939.940173 = -475888.810205 nChanged 105 SP:Iteration 9Q (4315.130000 sec): 3 clusters Score: Raw -479940.689434 + Penalty 3939.940173 = -476000.749261 nChanged 103 SP:Iteration 10Q (4315.250000 sec): 3 clusters Score: Raw -480031.133123 + Penalty 3939.940173 = -476091.192950 nChanged 79 SP:Iteration 11Q (4315.390000 sec): 3 clusters Score: Raw -480112.449287 + Penalty 3939.940173 = -476172.509114 nChanged 69 SP:Iteration 12Q (4315.490000 sec): 3 clusters Score: Raw -480219.910160 + Penalty 3939.940173 = -476279.969987 nChanged 65 SP:Iteration 13Q (4315.600000 sec): 3 clusters Score: Raw -480332.022551 + Penalty 3939.940173 = -476392.082378 nChanged 66 SP:Iteration 14Q (4315.690000 sec): 3 clusters Score: Raw -480391.727093 + Penalty 3939.940173 = -476451.786920 nChanged 45 SP:Iteration 15Q (4315.830000 sec): 3 clusters Score: Raw -480431.088803 + Penalty 3939.940173 = -476491.148631 nChanged 48 SP:Iteration 16Q (4315.930000 sec): 3 clusters Score: Raw -480480.184640 + Penalty 3939.940173 = -476540.244467 nChanged 53 SP:Iteration 17Q (4316.070000 sec): 3 clusters Score: Raw -480527.825393 + Penalty 3939.940173 = -476587.885220 nChanged 40 SP:Iteration 18Q (4316.210000 sec): 3 clusters Score: Raw -480561.871172 + Penalty 3939.940173 = -476621.930999 nChanged 32 SP:Iteration 19Q (4316.300000 sec): 3 clusters Score: Raw -480600.112481 + Penalty 3939.940173 = -476660.172308 nChanged 27 SP:Iteration 20F (4316.440000 sec): 3 clusters Score: Raw -480630.915172 + Penalty 3939.940173 = -476690.975000 nChanged 23 SP:Iteration 21Q (4316.580000 sec): 3 clusters Score: Raw -480647.498926 + Penalty 3939.940173 = -476707.558753 nChanged 14 SP:Iteration 22Q (4316.680000 sec): 3 clusters Score: Raw -480657.391614 + Penalty 3939.940173 = -476717.451441 nChanged 13 SP:Iteration 23Q (4316.820000 sec): 3 clusters Score: Raw -480667.751299 + Penalty 3939.940173 = -476727.811126 nChanged 15 SP:Iteration 24Q (4316.910000 sec): 3 clusters Score: Raw -480679.171649 + Penalty 3939.940173 = -476739.231476 nChanged 13 SP:Iteration 25Q (4317.150000 sec): 3 clusters Score: Raw -480688.597527 + Penalty 3939.940173 = -476748.657355 nChanged 11 SP:Iteration 26Q (4317.340000 sec): 3 clusters Score: Raw -480695.595909 + Penalty 3939.940173 = -476755.655736 nChanged 8 SP:Iteration 27Q (4317.490000 sec): 3 clusters Score: Raw -480699.857909 + Penalty 3939.940173 = -476759.917736 nChanged 7 SP:Iteration 28Q (4317.720000 sec): 3 clusters Score: Raw -480702.568259 + Penalty 3939.940173 = -476762.628086 nChanged 4 SP:Iteration 29Q (4317.870000 sec): 3 clusters Score: Raw -480704.981790 + Penalty 3939.940173 = -476765.041617 nChanged 0 SP:Iteration 30F (4318.040000 sec): 3 clusters Score: Raw -480704.981790 + Penalty 3939.940173 = -476765.041617 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 31 (34039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4318.310000 sec): 2 clusters Score: Raw -5934542.943312 + Penalty 2587.945027 = -5931954.998285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4318.650000 sec): 3 clusters Score: Raw -5914020.230260 + Penalty 5175.890054 = -5908844.340206 nChanged 15392 SP:Iteration 1F (4319.070000 sec): 3 clusters Score: Raw -5922361.530960 + Penalty 5175.890054 = -5917185.640906 nChanged 1457 SP:Iteration 2Q (4319.420000 sec): 3 clusters Score: Raw -5922837.681852 + Penalty 5175.890054 = -5917661.791798 nChanged 1467 SP:Iteration 3Q (4319.720000 sec): 3 clusters Score: Raw -5923356.889840 + Penalty 5175.890054 = -5918180.999786 nChanged 1466 SP:Iteration 4Q (4320.130000 sec): 3 clusters Score: Raw -5923988.918178 + Penalty 5175.890054 = -5918813.028124 nChanged 1547 SP:Iteration 5Q (4320.510000 sec): 3 clusters Score: Raw -5924761.533013 + Penalty 5175.890054 = -5919585.642959 nChanged 1627 SP:Iteration 6Q (4320.810000 sec): 3 clusters Score: Raw -5925721.447988 + Penalty 5175.890054 = -5920545.557934 nChanged 1730 SP:Iteration 7F (4321.170000 sec): 3 clusters Score: Raw -5926894.710738 + Penalty 5175.890054 = -5921718.820684 nChanged 1780 SP:Iteration 8F (4321.490000 sec): 3 clusters Score: Raw -5928138.399978 + Penalty 5175.890054 = -5922962.509924 nChanged 1783 SP:Iteration 9F (4321.810000 sec): 3 clusters Score: Raw -5929455.569728 + Penalty 5175.890054 = -5924279.679674 nChanged 1655 SP:Iteration 10Q (4322.170000 sec): 3 clusters Score: Raw -5930728.876336 + Penalty 5175.890054 = -5925552.986282 nChanged 1422 SP:Iteration 11Q (4322.530000 sec): 3 clusters Score: Raw -5931832.946676 + Penalty 5175.890054 = -5926657.056623 nChanged 1105 SP:Iteration 12Q (4322.870000 sec): 3 clusters Score: Raw -5932647.534425 + Penalty 5175.890054 = -5927471.644371 nChanged 826 SP:Iteration 13Q (4323.230000 sec): 3 clusters Score: Raw -5933221.989132 + Penalty 5175.890054 = -5928046.099078 nChanged 603 SP:Iteration 14Q (4323.500000 sec): 3 clusters Score: Raw -5933584.646981 + Penalty 5175.890054 = -5928408.756928 nChanged 461 SP:Iteration 15Q (4323.810000 sec): 3 clusters Score: Raw -5933867.290502 + Penalty 5175.890054 = -5928691.400448 nChanged 399 SP:Iteration 16Q (4324.130000 sec): 3 clusters Score: Raw -5934103.985024 + Penalty 5175.890054 = -5928928.094971 nChanged 315 SP:Iteration 17Q (4324.440000 sec): 3 clusters Score: Raw -5934292.684758 + Penalty 5175.890054 = -5929116.794704 nChanged 249 SP:Iteration 18Q (4324.790000 sec): 3 clusters Score: Raw -5934436.811705 + Penalty 5175.890054 = -5929260.921651 nChanged 208 SP:Iteration 19Q (4325.130000 sec): 3 clusters Score: Raw -5934552.643951 + Penalty 5175.890054 = -5929376.753897 nChanged 170 SP:Iteration 20F (4325.420000 sec): 3 clusters Score: Raw -5934641.602591 + Penalty 5175.890054 = -5929465.712537 nChanged 118 SP:Iteration 21Q (4325.760000 sec): 3 clusters Score: Raw -5934701.294888 + Penalty 5175.890054 = -5929525.404835 nChanged 102 SP:Iteration 22Q (4326.030000 sec): 3 clusters Score: Raw -5934750.215114 + Penalty 5175.890054 = -5929574.325061 nChanged 95 SP:Iteration 23Q (4326.360000 sec): 3 clusters Score: Raw -5934793.193610 + Penalty 5175.890054 = -5929617.303556 nChanged 88 SP:Iteration 24Q (4326.710000 sec): 3 clusters Score: Raw -5934832.851774 + Penalty 5175.890054 = -5929656.961720 nChanged 78 SP:Iteration 25Q (4327.030000 sec): 3 clusters Score: Raw -5934867.692094 + Penalty 5175.890054 = -5929691.802040 nChanged 63 SP:Iteration 26Q (4327.350000 sec): 3 clusters Score: Raw -5934894.497379 + Penalty 5175.890054 = -5929718.607325 nChanged 50 SP:Iteration 27Q (4327.670000 sec): 3 clusters Score: Raw -5934912.386308 + Penalty 5175.890054 = -5929736.496254 nChanged 38 SP:Iteration 28Q (4327.940000 sec): 3 clusters Score: Raw -5934927.573070 + Penalty 5175.890054 = -5929751.683016 nChanged 42 SP:Iteration 29Q (4328.290000 sec): 3 clusters Score: Raw -5934944.554672 + Penalty 5175.890054 = -5929768.664619 nChanged 40 SP:Iteration 30Q (4328.570000 sec): 3 clusters Score: Raw -5934958.557031 + Penalty 5175.890054 = -5929782.666978 nChanged 25 SP:Iteration 31Q (4328.880000 sec): 3 clusters Score: Raw -5934967.066958 + Penalty 5175.890054 = -5929791.176904 nChanged 20 SP:Iteration 32Q (4329.230000 sec): 3 clusters Score: Raw -5934973.893168 + Penalty 5175.890054 = -5929798.003114 nChanged 15 SP:Iteration 33Q (4329.570000 sec): 3 clusters Score: Raw -5934978.705630 + Penalty 5175.890054 = -5929802.815576 nChanged 16 SP:Iteration 34Q (4329.870000 sec): 3 clusters Score: Raw -5934983.001240 + Penalty 5175.890054 = -5929807.111186 nChanged 13 SP:Iteration 35Q (4330.220000 sec): 3 clusters Score: Raw -5934986.824536 + Penalty 5175.890054 = -5929810.934482 nChanged 10 SP:Iteration 36Q (4330.610000 sec): 3 clusters Score: Raw -5934989.577820 + Penalty 5175.890054 = -5929813.687767 nChanged 15 SP:Iteration 37Q (4330.960000 sec): 3 clusters Score: Raw -5934993.121520 + Penalty 5175.890054 = -5929817.231466 nChanged 8 SP:Iteration 38Q (4331.290000 sec): 3 clusters Score: Raw -5934994.901023 + Penalty 5175.890054 = -5929819.010969 nChanged 4 SP:Iteration 39Q (4331.680000 sec): 3 clusters Score: Raw -5934995.938749 + Penalty 5175.890054 = -5929820.048695 nChanged 8 SP:Iteration 40F (4332.010000 sec): 3 clusters Score: Raw -5934999.167297 + Penalty 5175.890054 = -5929823.277243 nChanged 9 SP:Iteration 41Q (4332.330000 sec): 3 clusters Score: Raw -5935002.125688 + Penalty 5175.890054 = -5929826.235634 nChanged 12 SP:Iteration 42Q (4332.670000 sec): 3 clusters Score: Raw -5935005.423836 + Penalty 5175.890054 = -5929829.533782 nChanged 9 SP:Iteration 43Q (4332.980000 sec): 3 clusters Score: Raw -5935008.165931 + Penalty 5175.890054 = -5929832.275877 nChanged 8 SP:Iteration 44Q (4333.290000 sec): 3 clusters Score: Raw -5935011.294765 + Penalty 5175.890054 = -5929835.404711 nChanged 13 SP:Iteration 45Q (4333.640000 sec): 3 clusters Score: Raw -5935016.169439 + Penalty 5175.890054 = -5929840.279385 nChanged 12 SP:Iteration 46Q (4333.930000 sec): 3 clusters Score: Raw -5935020.397393 + Penalty 5175.890054 = -5929844.507340 nChanged 11 SP:Iteration 47Q (4334.250000 sec): 3 clusters Score: Raw -5935024.485120 + Penalty 5175.890054 = -5929848.595067 nChanged 11 SP:Iteration 48Q (4334.500000 sec): 3 clusters Score: Raw -5935029.074904 + Penalty 5175.890054 = -5929853.184850 nChanged 12 SP:Iteration 49Q (4334.830000 sec): 3 clusters Score: Raw -5935032.522148 + Penalty 5175.890054 = -5929856.632094 nChanged 6 SP:Iteration 50Q (4335.140000 sec): 3 clusters Score: Raw -5935033.960638 + Penalty 5175.890054 = -5929858.070584 nChanged 5 SP:Iteration 51Q (4335.480000 sec): 3 clusters Score: Raw -5935035.811152 + Penalty 5175.890054 = -5929859.921098 nChanged 4 SP:Iteration 52Q (4335.810000 sec): 3 clusters Score: Raw -5935038.093027 + Penalty 5175.890054 = -5929862.202973 nChanged 8 SP:Iteration 53Q (4336.150000 sec): 3 clusters Score: Raw -5935041.286321 + Penalty 5175.890054 = -5929865.396268 nChanged 6 SP:Iteration 54Q (4336.490000 sec): 3 clusters Score: Raw -5935043.225115 + Penalty 5175.890054 = -5929867.335062 nChanged 5 SP:Iteration 55Q (4336.790000 sec): 3 clusters Score: Raw -5935045.078206 + Penalty 5175.890054 = -5929869.188153 nChanged 7 SP:Iteration 56Q (4337.120000 sec): 3 clusters Score: Raw -5935046.881445 + Penalty 5175.890054 = -5929870.991391 nChanged 1 SP:Iteration 57Q (4337.460000 sec): 3 clusters Score: Raw -5935047.271324 + Penalty 5175.890054 = -5929871.381271 nChanged 4 SP:Iteration 58Q (4337.770000 sec): 3 clusters Score: Raw -5935048.686615 + Penalty 5175.890054 = -5929872.796561 nChanged 4 SP:Iteration 59Q (4338.110000 sec): 3 clusters Score: Raw -5935050.702008 + Penalty 5175.890054 = -5929874.811954 nChanged 5 SP:Iteration 60F (4338.470000 sec): 3 clusters Score: Raw -5935052.844576 + Penalty 5175.890054 = -5929876.954523 nChanged 7 SP:Iteration 61Q (4338.810000 sec): 3 clusters Score: Raw -5935055.469261 + Penalty 5175.890054 = -5929879.579208 nChanged 7 SP:Iteration 62Q (4339.100000 sec): 3 clusters Score: Raw -5935057.801953 + Penalty 5175.890054 = -5929881.911899 nChanged 8 SP:Iteration 63Q (4339.400000 sec): 3 clusters Score: Raw -5935059.871565 + Penalty 5175.890054 = -5929883.981512 nChanged 5 SP:Iteration 64Q (4339.710000 sec): 3 clusters Score: Raw -5935060.967429 + Penalty 5175.890054 = -5929885.077375 nChanged 3 SP:Iteration 65Q (4340.030000 sec): 3 clusters Score: Raw -5935061.796652 + Penalty 5175.890054 = -5929885.906598 nChanged 1 SP:Iteration 66Q (4340.320000 sec): 3 clusters Score: Raw -5935062.061991 + Penalty 5175.890054 = -5929886.171937 nChanged 1 SP:Iteration 67Q (4340.640000 sec): 3 clusters Score: Raw -5935062.265442 + Penalty 5175.890054 = -5929886.375388 nChanged 1 SP:Iteration 68Q (4340.940000 sec): 3 clusters Score: Raw -5935062.604285 + Penalty 5175.890054 = -5929886.714231 nChanged 1 SP:Iteration 69Q (4341.260000 sec): 3 clusters Score: Raw -5935063.532471 + Penalty 5175.890054 = -5929887.642418 nChanged 4 SP:Iteration 70Q (4341.580000 sec): 3 clusters Score: Raw -5935064.627979 + Penalty 5175.890054 = -5929888.737926 nChanged 1 SP:Iteration 71Q (4341.890000 sec): 3 clusters Score: Raw -5935065.161315 + Penalty 5175.890054 = -5929889.271261 nChanged 1 SP:Iteration 72Q (4342.210000 sec): 3 clusters Score: Raw -5935065.491647 + Penalty 5175.890054 = -5929889.601593 nChanged 0 SP:Iteration 73F (4342.510000 sec): 3 clusters Score: Raw -5935065.491647 + Penalty 5175.890054 = -5929889.601593 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 32 (3242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4342.630000 sec): 2 clusters Score: Raw -579919.578110 + Penalty 2004.818534 = -577914.759576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4342.830000 sec): 3 clusters Score: Raw -578500.214996 + Penalty 4009.637068 = -574490.577928 nChanged 1190 SP:Iteration 1F (4343.040000 sec): 3 clusters Score: Raw -579305.180288 + Penalty 4009.637068 = -575295.543219 nChanged 265 SP:Iteration 2F (4343.230000 sec): 3 clusters Score: Raw -579559.787109 + Penalty 4009.637068 = -575550.150041 nChanged 194 SP:Iteration 3F (4343.410000 sec): 3 clusters Score: Raw -579758.446822 + Penalty 4009.637068 = -575748.809754 nChanged 166 SP:Iteration 4F (4343.590000 sec): 3 clusters Score: Raw -579964.525016 + Penalty 4009.637068 = -575954.887947 nChanged 165 SP:Iteration 5F (4343.780000 sec): 3 clusters Score: Raw -580126.035538 + Penalty 4009.637068 = -576116.398470 nChanged 138 SP:Iteration 6Q (4343.950000 sec): 3 clusters Score: Raw -580268.234145 + Penalty 4009.637068 = -576258.597076 nChanged 119 SP:Iteration 7Q (4344.130000 sec): 3 clusters Score: Raw -580361.810233 + Penalty 4009.637068 = -576352.173164 nChanged 87 SP:Iteration 8Q (4344.300000 sec): 3 clusters Score: Raw -580433.766443 + Penalty 4009.637068 = -576424.129375 nChanged 75 SP:Iteration 9Q (4344.510000 sec): 3 clusters Score: Raw -580493.744248 + Penalty 4009.637068 = -576484.107180 nChanged 74 SP:Iteration 10Q (4344.680000 sec): 3 clusters Score: Raw -580543.663508 + Penalty 4009.637068 = -576534.026439 nChanged 56 SP:Iteration 11Q (4344.840000 sec): 3 clusters Score: Raw -580579.836757 + Penalty 4009.637068 = -576570.199689 nChanged 50 SP:Iteration 12Q (4345.070000 sec): 3 clusters Score: Raw -580604.651574 + Penalty 4009.637068 = -576595.014505 nChanged 33 SP:Iteration 13Q (4345.280000 sec): 3 clusters Score: Raw -580623.457093 + Penalty 4009.637068 = -576613.820025 nChanged 34 SP:Iteration 14Q (4345.440000 sec): 3 clusters Score: Raw -580646.396998 + Penalty 4009.637068 = -576636.759929 nChanged 43 SP:Iteration 15Q (4345.650000 sec): 3 clusters Score: Raw -580670.608211 + Penalty 4009.637068 = -576660.971143 nChanged 38 SP:Iteration 16Q (4345.810000 sec): 3 clusters Score: Raw -580685.181748 + Penalty 4009.637068 = -576675.544679 nChanged 25 SP:Iteration 17Q (4346.020000 sec): 3 clusters Score: Raw -580695.147059 + Penalty 4009.637068 = -576685.509990 nChanged 18 SP:Iteration 18Q (4346.220000 sec): 3 clusters Score: Raw -580703.188432 + Penalty 4009.637068 = -576693.551363 nChanged 15 SP:Iteration 19Q (4346.370000 sec): 3 clusters Score: Raw -580709.337666 + Penalty 4009.637068 = -576699.700598 nChanged 15 SP:Iteration 20F (4346.560000 sec): 3 clusters Score: Raw -580715.773783 + Penalty 4009.637068 = -576706.136715 nChanged 13 SP:Iteration 21Q (4346.710000 sec): 3 clusters Score: Raw -580719.670187 + Penalty 4009.637068 = -576710.033119 nChanged 8 SP:Iteration 22Q (4346.920000 sec): 3 clusters Score: Raw -580722.536750 + Penalty 4009.637068 = -576712.899681 nChanged 9 SP:Iteration 23Q (4347.070000 sec): 3 clusters Score: Raw -580726.025997 + Penalty 4009.637068 = -576716.388929 nChanged 6 SP:Iteration 24Q (4347.260000 sec): 3 clusters Score: Raw -580728.020061 + Penalty 4009.637068 = -576718.382992 nChanged 5 SP:Iteration 25Q (4347.440000 sec): 3 clusters Score: Raw -580729.246921 + Penalty 4009.637068 = -576719.609853 nChanged 2 SP:Iteration 26Q (4347.630000 sec): 3 clusters Score: Raw -580730.462748 + Penalty 4009.637068 = -576720.825679 nChanged 2 SP:Iteration 27Q (4347.850000 sec): 3 clusters Score: Raw -580730.813424 + Penalty 4009.637068 = -576721.176356 nChanged 0 SP:Iteration 28F (4348.030000 sec): 3 clusters Score: Raw -580730.813424 + Penalty 4009.637068 = -576721.176356 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 33 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4348.140000 sec): 2 clusters Score: Raw -69152.401968 + Penalty 1472.508979 = -67679.892989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4348.300000 sec): 3 clusters Score: Raw -69262.189997 + Penalty 2945.017958 = -66317.172039 nChanged 62 SP:Iteration 1F (4348.480000 sec): 3 clusters Score: Raw -69438.775051 + Penalty 2945.017958 = -66493.757093 nChanged 13 SP:Iteration 2Q (4348.650000 sec): 3 clusters Score: Raw -69476.050256 + Penalty 2945.017958 = -66531.032298 nChanged 2 SP:Iteration 3Q (4348.820000 sec): 3 clusters Score: Raw -69480.265180 + Penalty 2945.017958 = -66535.247222 nChanged 1 SP:Iteration 4Q (4349.040000 sec): 3 clusters Score: Raw -69483.889441 + Penalty 2945.017958 = -66538.871483 nChanged 1 SP:Iteration 5Q (4349.190000 sec): 3 clusters Score: Raw -69485.783125 + Penalty 2945.017958 = -66540.765168 nChanged 0 SP:Iteration 6F (4349.380000 sec): 3 clusters Score: Raw -69485.783125 + Penalty 2945.017958 = -66540.765168 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 34 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4349.460000 sec): 2 clusters Score: Raw -81344.263437 + Penalty 1550.472163 = -79793.791274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4349.630000 sec): 3 clusters Score: Raw -81454.906627 + Penalty 3100.944326 = -78353.962301 nChanged 110 SP:Iteration 1F (4349.820000 sec): 3 clusters Score: Raw -81718.077278 + Penalty 3100.944326 = -78617.132952 nChanged 48 SP:Iteration 2F (4350.000000 sec): 3 clusters Score: Raw -81859.185739 + Penalty 3100.944326 = -78758.241413 nChanged 27 SP:Iteration 3F (4350.180000 sec): 3 clusters Score: Raw -81933.217216 + Penalty 3100.944326 = -78832.272890 nChanged 18 SP:Iteration 4Q (4350.350000 sec): 3 clusters Score: Raw -82051.712045 + Penalty 3100.944326 = -78950.767719 nChanged 19 SP:Iteration 5Q (4350.540000 sec): 3 clusters Score: Raw -82111.182872 + Penalty 3100.944326 = -79010.238546 nChanged 11 SP:Iteration 6Q (4350.720000 sec): 3 clusters Score: Raw -82158.134960 + Penalty 3100.944326 = -79057.190634 nChanged 10 SP:Iteration 7Q (4350.900000 sec): 3 clusters Score: Raw -82203.823030 + Penalty 3100.944326 = -79102.878704 nChanged 9 SP:Iteration 8Q (4351.070000 sec): 3 clusters Score: Raw -82246.184398 + Penalty 3100.944326 = -79145.240072 nChanged 5 SP:Iteration 9Q (4351.260000 sec): 3 clusters Score: Raw -82261.406479 + Penalty 3100.944326 = -79160.462152 nChanged 3 SP:Iteration 10Q (4351.430000 sec): 3 clusters Score: Raw -82266.645605 + Penalty 3100.944326 = -79165.701279 nChanged 0 SP:Iteration 11F (4351.620000 sec): 3 clusters Score: Raw -82266.645605 + Penalty 3100.944326 = -79165.701279 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 35 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4351.720000 sec): 2 clusters Score: Raw -83557.180100 + Penalty 1542.212830 = -82014.967270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4351.880000 sec): 3 clusters Score: Raw -83668.983047 + Penalty 3084.425659 = -80584.557388 nChanged 105 SP:Iteration 1F (4352.110000 sec): 3 clusters Score: Raw -83964.954394 + Penalty 3084.425659 = -80880.528734 nChanged 36 SP:Iteration 2F (4352.260000 sec): 3 clusters Score: Raw -84051.121598 + Penalty 3084.425659 = -80966.695939 nChanged 14 SP:Iteration 3Q (4352.460000 sec): 3 clusters Score: Raw -84091.128667 + Penalty 3084.425659 = -81006.703008 nChanged 4 SP:Iteration 4Q (4352.620000 sec): 3 clusters Score: Raw -84100.171328 + Penalty 3084.425659 = -81015.745669 nChanged 5 SP:Iteration 5Q (4352.780000 sec): 3 clusters Score: Raw -84117.856898 + Penalty 3084.425659 = -81033.431239 nChanged 5 SP:Iteration 6Q (4353.000000 sec): 3 clusters Score: Raw -84133.340532 + Penalty 3084.425659 = -81048.914872 nChanged 2 SP:Iteration 7Q (4353.180000 sec): 3 clusters Score: Raw -84139.763597 + Penalty 3084.425659 = -81055.337938 nChanged 1 SP:Iteration 8Q (4353.350000 sec): 3 clusters Score: Raw -84143.888270 + Penalty 3084.425659 = -81059.462611 nChanged 1 SP:Iteration 9Q (4353.530000 sec): 3 clusters Score: Raw -84146.009989 + Penalty 3084.425659 = -81061.584329 nChanged 0 SP:Iteration 10F (4353.660000 sec): 3 clusters Score: Raw -84146.009989 + Penalty 3084.425659 = -81061.584329 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 36 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4353.760000 sec): 2 clusters Score: Raw -35480.549031 + Penalty 1345.387604 = -34135.161426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4353.930000 sec): 3 clusters Score: Raw -35634.118423 + Penalty 2690.775209 = -32943.343215 nChanged 22 SP:Iteration 1F (4354.110000 sec): 3 clusters Score: Raw -35729.869897 + Penalty 2690.775209 = -33039.094688 nChanged 7 SP:Iteration 2Q (4354.280000 sec): 3 clusters Score: Raw -35753.798993 + Penalty 2690.775209 = -33063.023784 nChanged 3 SP:Iteration 3Q (4354.470000 sec): 3 clusters Score: Raw -35773.161240 + Penalty 2690.775209 = -33082.386032 nChanged 1 SP:Iteration 4Q (4354.660000 sec): 3 clusters Score: Raw -35776.868388 + Penalty 2690.775209 = -33086.093179 nChanged 0 SP:Iteration 5F (4354.790000 sec): 3 clusters Score: Raw -35776.868388 + Penalty 2690.775209 = -33086.093179 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 37 (1906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4354.900000 sec): 2 clusters Score: Raw -321437.822334 + Penalty 1873.084997 = -319564.737337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4355.090000 sec): 3 clusters Score: Raw -320799.524928 + Penalty 3746.169994 = -317053.354934 nChanged 592 SP:Iteration 1F (4355.300000 sec): 3 clusters Score: Raw -321325.655621 + Penalty 3746.169994 = -317579.485627 nChanged 177 SP:Iteration 2F (4355.470000 sec): 3 clusters Score: Raw -321642.681961 + Penalty 3746.169994 = -317896.511967 nChanged 151 SP:Iteration 3F (4355.630000 sec): 3 clusters Score: Raw -321983.360545 + Penalty 3746.169994 = -318237.190551 nChanged 157 SP:Iteration 4F (4355.810000 sec): 3 clusters Score: Raw -322361.019294 + Penalty 3746.169994 = -318614.849300 nChanged 115 SP:Iteration 5F (4355.980000 sec): 3 clusters Score: Raw -322583.066267 + Penalty 3746.169994 = -318836.896273 nChanged 76 SP:Iteration 6Q (4356.150000 sec): 3 clusters Score: Raw -322706.500607 + Penalty 3746.169994 = -318960.330613 nChanged 52 SP:Iteration 7Q (4356.320000 sec): 3 clusters Score: Raw -322790.003812 + Penalty 3746.169994 = -319043.833819 nChanged 38 SP:Iteration 8Q (4356.490000 sec): 3 clusters Score: Raw -322862.652013 + Penalty 3746.169994 = -319116.482019 nChanged 35 SP:Iteration 9Q (4356.720000 sec): 3 clusters Score: Raw -322923.422391 + Penalty 3746.169994 = -319177.252397 nChanged 20 SP:Iteration 10Q (4356.870000 sec): 3 clusters Score: Raw -322959.490065 + Penalty 3746.169994 = -319213.320072 nChanged 15 SP:Iteration 11Q (4357.090000 sec): 3 clusters Score: Raw -322977.140313 + Penalty 3746.169994 = -319230.970319 nChanged 6 SP:Iteration 12Q (4357.250000 sec): 3 clusters Score: Raw -322982.098045 + Penalty 3746.169994 = -319235.928052 nChanged 2 SP:Iteration 13Q (4357.410000 sec): 3 clusters Score: Raw -322984.056916 + Penalty 3746.169994 = -319237.886923 nChanged 0 SP:Iteration 14F (4357.630000 sec): 3 clusters Score: Raw -322984.056916 + Penalty 3746.169994 = -319237.886923 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 38 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4357.710000 sec): 2 clusters Score: Raw -64072.798690 + Penalty 1509.520132 = -62563.278558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4357.880000 sec): 3 clusters Score: Raw -64240.741356 + Penalty 3019.040265 = -61221.701091 nChanged 93 SP:Iteration 1F (4358.070000 sec): 3 clusters Score: Raw -64701.484611 + Penalty 3019.040265 = -61682.444346 nChanged 37 SP:Iteration 2F (4358.210000 sec): 3 clusters Score: Raw -64815.072722 + Penalty 3019.040265 = -61796.032457 nChanged 17 SP:Iteration 3Q (4358.380000 sec): 3 clusters Score: Raw -64871.403680 + Penalty 3019.040265 = -61852.363416 nChanged 8 SP:Iteration 4Q (4358.570000 sec): 3 clusters Score: Raw -64905.630940 + Penalty 3019.040265 = -61886.590675 nChanged 4 SP:Iteration 5Q (4358.740000 sec): 3 clusters Score: Raw -64923.079263 + Penalty 3019.040265 = -61904.038998 nChanged 3 SP:Iteration 6Q (4358.930000 sec): 3 clusters Score: Raw -64933.499254 + Penalty 3019.040265 = -61914.458989 nChanged 4 SP:Iteration 7Q (4359.130000 sec): 3 clusters Score: Raw -64947.230157 + Penalty 3019.040265 = -61928.189892 nChanged 5 SP:Iteration 8Q (4359.340000 sec): 3 clusters Score: Raw -64963.294895 + Penalty 3019.040265 = -61944.254630 nChanged 4 SP:Iteration 9Q (4359.500000 sec): 3 clusters Score: Raw -64980.108559 + Penalty 3019.040265 = -61961.068295 nChanged 3 SP:Iteration 10Q (4359.690000 sec): 3 clusters Score: Raw -65005.702127 + Penalty 3019.040265 = -61986.661862 nChanged 2 SP:Iteration 11Q (4359.870000 sec): 3 clusters Score: Raw -65024.885251 + Penalty 3019.040265 = -62005.844987 nChanged 4 SP:Iteration 12Q (4360.080000 sec): 3 clusters Score: Raw -65045.788570 + Penalty 3019.040265 = -62026.748305 nChanged 4 SP:Iteration 13Q (4360.270000 sec): 3 clusters Score: Raw -65062.384984 + Penalty 3019.040265 = -62043.344719 nChanged 4 SP:Iteration 14Q (4360.480000 sec): 3 clusters Score: Raw -65114.965064 + Penalty 3019.040265 = -62095.924800 nChanged 10 SP:Iteration 15Q (4360.660000 sec): 3 clusters Score: Raw -65149.744225 + Penalty 3019.040265 = -62130.703961 nChanged 5 SP:Iteration 16Q (4360.820000 sec): 3 clusters Score: Raw -65183.281754 + Penalty 3019.040265 = -62164.241489 nChanged 6 SP:Iteration 17Q (4360.960000 sec): 3 clusters Score: Raw -65240.190127 + Penalty 3019.040265 = -62221.149862 nChanged 7 SP:Iteration 18Q (4361.160000 sec): 3 clusters Score: Raw -65283.494738 + Penalty 3019.040265 = -62264.454474 nChanged 9 SP:Iteration 19Q (4361.290000 sec): 3 clusters Score: Raw -65364.735077 + Penalty 3019.040265 = -62345.694813 nChanged 9 SP:Iteration 20F (4361.470000 sec): 3 clusters Score: Raw -65446.052310 + Penalty 3019.040265 = -62427.012045 nChanged 14 SP:Iteration 21Q (4361.620000 sec): 3 clusters Score: Raw -65636.906674 + Penalty 3019.040265 = -62617.866409 nChanged 9 SP:Iteration 22Q (4361.810000 sec): 3 clusters Score: Raw -65747.554425 + Penalty 3019.040265 = -62728.514160 nChanged 7 SP:Iteration 23Q (4361.980000 sec): 3 clusters Score: Raw -65873.453519 + Penalty 3019.040265 = -62854.413255 nChanged 7 SP:Iteration 24Q (4362.170000 sec): 3 clusters Score: Raw -65934.619428 + Penalty 3019.040265 = -62915.579163 nChanged 1 SP:Iteration 25Q (4362.330000 sec): 3 clusters Score: Raw -65938.798870 + Penalty 3019.040265 = -62919.758606 nChanged 0 SP:Iteration 26F (4362.540000 sec): 3 clusters Score: Raw -65938.798870 + Penalty 3019.040265 = -62919.758606 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 53. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 39 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4362.650000 sec): 2 clusters Score: Raw -15919.837403 + Penalty 1294.648245 = -14625.189158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4362.820000 sec): 3 clusters Score: Raw -16235.154402 + Penalty 2589.296489 = -13645.857913 nChanged 22 SP:Iteration 1F (4362.980000 sec): 3 clusters Score: Raw -16330.868069 + Penalty 2589.296489 = -13741.571580 nChanged 6 SP:Iteration 2Q (4363.170000 sec): 3 clusters Score: Raw -16373.337685 + Penalty 2589.296489 = -13784.041195 nChanged 2 SP:Iteration 3Q (4363.360000 sec): 3 clusters Score: Raw -16394.218565 + Penalty 2589.296489 = -13804.922076 nChanged 2 SP:Iteration 4Q (4363.520000 sec): 3 clusters Score: Raw -16417.447859 + Penalty 2589.296489 = -13828.151370 nChanged 4 SP:Iteration 5Q (4363.660000 sec): 3 clusters Score: Raw -16439.390700 + Penalty 2589.296489 = -13850.094211 nChanged 2 SP:Iteration 6Q (4363.850000 sec): 3 clusters Score: Raw -16453.390897 + Penalty 2589.296489 = -13864.094408 nChanged 1 SP:Iteration 7Q (4364.020000 sec): 3 clusters Score: Raw -16465.088523 + Penalty 2589.296489 = -13875.792033 nChanged 1 SP:Iteration 8Q (4364.220000 sec): 3 clusters Score: Raw -16472.645497 + Penalty 2589.296489 = -13883.349008 nChanged 1 SP:Iteration 9Q (4364.400000 sec): 3 clusters Score: Raw -16478.175059 + Penalty 2589.296489 = -13888.878570 nChanged 0 SP:Iteration 10F (4364.590000 sec): 3 clusters Score: Raw -16478.175059 + Penalty 2589.296489 = -13888.878570 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 40 (3389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4364.670000 sec): 2 clusters Score: Raw -575453.978337 + Penalty 2015.815963 = -573438.162374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4364.860000 sec): 3 clusters Score: Raw -574025.529886 + Penalty 4031.631925 = -569993.897961 nChanged 1196 SP:Iteration 1F (4365.070000 sec): 3 clusters Score: Raw -574757.505394 + Penalty 4031.631925 = -570725.873469 nChanged 255 SP:Iteration 2F (4365.280000 sec): 3 clusters Score: Raw -574932.568967 + Penalty 4031.631925 = -570900.937042 nChanged 159 SP:Iteration 3Q (4365.480000 sec): 3 clusters Score: Raw -575045.619406 + Penalty 4031.631925 = -571013.987481 nChanged 129 SP:Iteration 4Q (4365.680000 sec): 3 clusters Score: Raw -575148.091028 + Penalty 4031.631925 = -571116.459103 nChanged 120 SP:Iteration 5Q (4365.830000 sec): 3 clusters Score: Raw -575236.785309 + Penalty 4031.631925 = -571205.153384 nChanged 117 SP:Iteration 6Q (4366.040000 sec): 3 clusters Score: Raw -575329.535590 + Penalty 4031.631925 = -571297.903665 nChanged 113 SP:Iteration 7Q (4366.200000 sec): 3 clusters Score: Raw -575400.783538 + Penalty 4031.631925 = -571369.151613 nChanged 83 SP:Iteration 8Q (4366.400000 sec): 3 clusters Score: Raw -575449.884774 + Penalty 4031.631925 = -571418.252849 nChanged 78 SP:Iteration 9Q (4366.630000 sec): 3 clusters Score: Raw -575500.800016 + Penalty 4031.631925 = -571469.168091 nChanged 82 SP:Iteration 10Q (4366.810000 sec): 3 clusters Score: Raw -575559.900388 + Penalty 4031.631925 = -571528.268463 nChanged 90 SP:Iteration 11Q (4367.010000 sec): 3 clusters Score: Raw -575620.902554 + Penalty 4031.631925 = -571589.270629 nChanged 81 SP:Iteration 12Q (4367.210000 sec): 3 clusters Score: Raw -575673.079954 + Penalty 4031.631925 = -571641.448029 nChanged 73 SP:Iteration 13Q (4367.390000 sec): 3 clusters Score: Raw -575728.511490 + Penalty 4031.631925 = -571696.879565 nChanged 66 SP:Iteration 14Q (4367.620000 sec): 3 clusters Score: Raw -575775.580810 + Penalty 4031.631925 = -571743.948884 nChanged 58 SP:Iteration 15Q (4367.830000 sec): 3 clusters Score: Raw -575810.232889 + Penalty 4031.631925 = -571778.600964 nChanged 41 SP:Iteration 16Q (4368.050000 sec): 3 clusters Score: Raw -575837.389135 + Penalty 4031.631925 = -571805.757210 nChanged 47 SP:Iteration 17Q (4368.280000 sec): 3 clusters Score: Raw -575873.089861 + Penalty 4031.631925 = -571841.457936 nChanged 35 SP:Iteration 18Q (4368.480000 sec): 3 clusters Score: Raw -575898.962891 + Penalty 4031.631925 = -571867.330966 nChanged 31 SP:Iteration 19Q (4368.650000 sec): 3 clusters Score: Raw -575919.148523 + Penalty 4031.631925 = -571887.516598 nChanged 26 SP:Iteration 20F (4368.860000 sec): 3 clusters Score: Raw -575936.513303 + Penalty 4031.631925 = -571904.881378 nChanged 20 SP:Iteration 21Q (4369.080000 sec): 3 clusters Score: Raw -575946.279693 + Penalty 4031.631925 = -571914.647768 nChanged 18 SP:Iteration 22Q (4369.260000 sec): 3 clusters Score: Raw -575955.775778 + Penalty 4031.631925 = -571924.143853 nChanged 24 SP:Iteration 23Q (4369.430000 sec): 3 clusters Score: Raw -575970.905966 + Penalty 4031.631925 = -571939.274041 nChanged 22 SP:Iteration 24Q (4369.600000 sec): 3 clusters Score: Raw -575983.655113 + Penalty 4031.631925 = -571952.023187 nChanged 15 SP:Iteration 25Q (4369.810000 sec): 3 clusters Score: Raw -575992.167270 + Penalty 4031.631925 = -571960.535345 nChanged 14 SP:Iteration 26Q (4370.030000 sec): 3 clusters Score: Raw -576000.933611 + Penalty 4031.631925 = -571969.301686 nChanged 13 SP:Iteration 27Q (4370.200000 sec): 3 clusters Score: Raw -576008.805847 + Penalty 4031.631925 = -571977.173922 nChanged 13 SP:Iteration 28Q (4370.400000 sec): 3 clusters Score: Raw -576017.727524 + Penalty 4031.631925 = -571986.095599 nChanged 17 SP:Iteration 29Q (4370.630000 sec): 3 clusters Score: Raw -576030.661064 + Penalty 4031.631925 = -571999.029139 nChanged 14 SP:Iteration 30Q (4370.780000 sec): 3 clusters Score: Raw -576038.913784 + Penalty 4031.631925 = -572007.281859 nChanged 7 SP:Iteration 31Q (4370.970000 sec): 3 clusters Score: Raw -576043.149518 + Penalty 4031.631925 = -572011.517593 nChanged 4 SP:Iteration 32Q (4371.190000 sec): 3 clusters Score: Raw -576044.157665 + Penalty 4031.631925 = -572012.525739 nChanged 4 SP:Iteration 33Q (4371.330000 sec): 3 clusters Score: Raw -576045.622429 + Penalty 4031.631925 = -572013.990504 nChanged 5 SP:Iteration 34Q (4371.520000 sec): 3 clusters Score: Raw -576047.252465 + Penalty 4031.631925 = -572015.620540 nChanged 4 SP:Iteration 35Q (4371.680000 sec): 3 clusters Score: Raw -576050.062375 + Penalty 4031.631925 = -572018.430450 nChanged 4 SP:Iteration 36Q (4371.870000 sec): 3 clusters Score: Raw -576052.376041 + Penalty 4031.631925 = -572020.744115 nChanged 3 SP:Iteration 37Q (4372.050000 sec): 3 clusters Score: Raw -576054.798417 + Penalty 4031.631925 = -572023.166492 nChanged 6 SP:Iteration 38Q (4372.230000 sec): 3 clusters Score: Raw -576058.105676 + Penalty 4031.631925 = -572026.473751 nChanged 7 SP:Iteration 39Q (4372.470000 sec): 3 clusters Score: Raw -576062.756605 + Penalty 4031.631925 = -572031.124680 nChanged 8 SP:Iteration 40F (4372.680000 sec): 3 clusters Score: Raw -576068.194062 + Penalty 4031.631925 = -572036.562137 nChanged 8 SP:Iteration 41Q (4372.850000 sec): 3 clusters Score: Raw -576075.284158 + Penalty 4031.631925 = -572043.652233 nChanged 6 SP:Iteration 42Q (4373.050000 sec): 3 clusters Score: Raw -576079.042434 + Penalty 4031.631925 = -572047.410509 nChanged 4 SP:Iteration 43Q (4373.250000 sec): 3 clusters Score: Raw -576082.621580 + Penalty 4031.631925 = -572050.989655 nChanged 6 SP:Iteration 44Q (4373.420000 sec): 3 clusters Score: Raw -576087.324463 + Penalty 4031.631925 = -572055.692538 nChanged 7 SP:Iteration 45Q (4373.610000 sec): 3 clusters Score: Raw -576092.353658 + Penalty 4031.631925 = -572060.721733 nChanged 7 SP:Iteration 46Q (4373.810000 sec): 3 clusters Score: Raw -576097.312899 + Penalty 4031.631925 = -572065.680974 nChanged 7 SP:Iteration 47Q (4374.000000 sec): 3 clusters Score: Raw -576102.088300 + Penalty 4031.631925 = -572070.456375 nChanged 3 SP:Iteration 48Q (4374.180000 sec): 3 clusters Score: Raw -576103.693436 + Penalty 4031.631925 = -572072.061511 nChanged 2 SP:Iteration 49Q (4374.380000 sec): 3 clusters Score: Raw -576105.293922 + Penalty 4031.631925 = -572073.661997 nChanged 2 SP:Iteration 50Q (4374.570000 sec): 3 clusters Score: Raw -576106.602453 + Penalty 4031.631925 = -572074.970528 nChanged 4 SP:Iteration 51Q (4374.720000 sec): 3 clusters Score: Raw -576108.151351 + Penalty 4031.631925 = -572076.519426 nChanged 2 SP:Iteration 52Q (4374.910000 sec): 3 clusters Score: Raw -576110.154388 + Penalty 4031.631925 = -572078.522463 nChanged 2 SP:Iteration 53Q (4375.100000 sec): 3 clusters Score: Raw -576112.568280 + Penalty 4031.631925 = -572080.936355 nChanged 1 SP:Iteration 54Q (4375.280000 sec): 3 clusters Score: Raw -576113.270607 + Penalty 4031.631925 = -572081.638682 nChanged 1 SP:Iteration 55Q (4375.470000 sec): 3 clusters Score: Raw -576114.054116 + Penalty 4031.631925 = -572082.422191 nChanged 1 SP:Iteration 56Q (4375.660000 sec): 3 clusters Score: Raw -576114.698703 + Penalty 4031.631925 = -572083.066778 nChanged 1 SP:Iteration 57Q (4375.880000 sec): 3 clusters Score: Raw -576115.516023 + Penalty 4031.631925 = -572083.884098 nChanged 4 SP:Iteration 58Q (4376.040000 sec): 3 clusters Score: Raw -576117.692630 + Penalty 4031.631925 = -572086.060705 nChanged 2 SP:Iteration 59Q (4376.210000 sec): 3 clusters Score: Raw -576119.076048 + Penalty 4031.631925 = -572087.444122 nChanged 2 SP:Iteration 60F (4376.370000 sec): 3 clusters Score: Raw -576120.149591 + Penalty 4031.631925 = -572088.517666 nChanged 4 SP:Iteration 61Q (4376.560000 sec): 3 clusters Score: Raw -576122.100756 + Penalty 4031.631925 = -572090.468831 nChanged 0 SP:Iteration 62F (4376.730000 sec): 3 clusters Score: Raw -576122.100756 + Penalty 4031.631925 = -572090.468831 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 41 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4376.840000 sec): 2 clusters Score: Raw -37272.768183 + Penalty 1367.330329 = -35905.437854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4377.020000 sec): 3 clusters Score: Raw -37451.632973 + Penalty 2734.660658 = -34716.972315 nChanged 27 SP:Iteration 1F (4377.190000 sec): 3 clusters Score: Raw -37609.702348 + Penalty 2734.660658 = -34875.041690 nChanged 11 SP:Iteration 2Q (4377.370000 sec): 3 clusters Score: Raw -37679.352405 + Penalty 2734.660658 = -34944.691747 nChanged 3 SP:Iteration 3Q (4377.530000 sec): 3 clusters Score: Raw -37693.068721 + Penalty 2734.660658 = -34958.408062 nChanged 1 SP:Iteration 4Q (4377.690000 sec): 3 clusters Score: Raw -37697.367690 + Penalty 2734.660658 = -34962.707031 nChanged 2 SP:Iteration 5Q (4377.840000 sec): 3 clusters Score: Raw -37705.452736 + Penalty 2734.660658 = -34970.792077 nChanged 1 SP:Iteration 6Q (4378.040000 sec): 3 clusters Score: Raw -37711.494877 + Penalty 2734.660658 = -34976.834219 nChanged 1 SP:Iteration 7Q (4378.190000 sec): 3 clusters Score: Raw -37714.722036 + Penalty 2734.660658 = -34980.061377 nChanged 2 SP:Iteration 8Q (4378.370000 sec): 3 clusters Score: Raw -37730.112884 + Penalty 2734.660658 = -34995.452226 nChanged 5 SP:Iteration 9Q (4378.550000 sec): 3 clusters Score: Raw -37753.410101 + Penalty 2734.660658 = -35018.749443 nChanged 3 SP:Iteration 10Q (4378.750000 sec): 3 clusters Score: Raw -37798.427019 + Penalty 2734.660658 = -35063.766361 nChanged 6 SP:Iteration 11Q (4378.930000 sec): 3 clusters Score: Raw -37853.817487 + Penalty 2734.660658 = -35119.156828 nChanged 6 SP:Iteration 12Q (4379.130000 sec): 3 clusters Score: Raw -37902.285774 + Penalty 2734.660658 = -35167.625115 nChanged 3 SP:Iteration 13Q (4379.290000 sec): 3 clusters Score: Raw -37913.030723 + Penalty 2734.660658 = -35178.370065 nChanged 1 SP:Iteration 14Q (4379.500000 sec): 3 clusters Score: Raw -37914.166323 + Penalty 2734.660658 = -35179.505665 nChanged 0 SP:Iteration 15F (4379.670000 sec): 3 clusters Score: Raw -37917.239672 + Penalty 2734.660658 = -35182.579014 nChanged 1 SP:Iteration 16Q (4379.850000 sec): 3 clusters Score: Raw -37930.674450 + Penalty 2734.660658 = -35196.013792 nChanged 0 SP:Iteration 17F (4380.030000 sec): 3 clusters Score: Raw -37930.674450 + Penalty 2734.660658 = -35196.013792 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 42 (48169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4380.330000 sec): 2 clusters Score: Raw -9102937.892073 + Penalty 2674.052793 = -9100263.839280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4380.740000 sec): 3 clusters Score: Raw -9073295.277976 + Penalty 5348.105586 = -9067947.172390 nChanged 22187 SP:Iteration 1F (4381.140000 sec): 3 clusters Score: Raw -9085364.053315 + Penalty 5348.105586 = -9080015.947729 nChanged 1773 SP:Iteration 2Q (4381.570000 sec): 3 clusters Score: Raw -9085794.583901 + Penalty 5348.105586 = -9080446.478315 nChanged 1625 SP:Iteration 3Q (4381.990000 sec): 3 clusters Score: Raw -9086181.688451 + Penalty 5348.105586 = -9080833.582865 nChanged 1473 SP:Iteration 4Q (4382.410000 sec): 3 clusters Score: Raw -9086511.870303 + Penalty 5348.105586 = -9081163.764717 nChanged 1413 SP:Iteration 5Q (4382.830000 sec): 3 clusters Score: Raw -9086846.320505 + Penalty 5348.105586 = -9081498.214919 nChanged 1388 SP:Iteration 6Q (4383.230000 sec): 3 clusters Score: Raw -9087193.993495 + Penalty 5348.105586 = -9081845.887909 nChanged 1387 SP:Iteration 7Q (4383.610000 sec): 3 clusters Score: Raw -9087590.872039 + Penalty 5348.105586 = -9082242.766453 nChanged 1455 SP:Iteration 8Q (4384.050000 sec): 3 clusters Score: Raw -9088056.346765 + Penalty 5348.105586 = -9082708.241179 nChanged 1589 SP:Iteration 9Q (4384.410000 sec): 3 clusters Score: Raw -9088655.438747 + Penalty 5348.105586 = -9083307.333161 nChanged 1853 SP:Iteration 10Q (4384.810000 sec): 3 clusters Score: Raw -9089573.427187 + Penalty 5348.105586 = -9084225.321601 nChanged 2184 SP:Iteration 11Q (4385.240000 sec): 3 clusters Score: Raw -9090848.066140 + Penalty 5348.105586 = -9085499.960554 nChanged 2338 SP:Iteration 12Q (4385.700000 sec): 3 clusters Score: Raw -9092332.115915 + Penalty 5348.105586 = -9086984.010329 nChanged 2361 SP:Iteration 13Q (4386.110000 sec): 3 clusters Score: Raw -9093725.047032 + Penalty 5348.105586 = -9088376.941446 nChanged 1986 SP:Iteration 14Q (4386.530000 sec): 3 clusters Score: Raw -9094617.104207 + Penalty 5348.105586 = -9089268.998621 nChanged 1462 SP:Iteration 15Q (4386.950000 sec): 3 clusters Score: Raw -9095077.750482 + Penalty 5348.105586 = -9089729.644896 nChanged 976 SP:Iteration 16Q (4387.370000 sec): 3 clusters Score: Raw -9095304.305677 + Penalty 5348.105586 = -9089956.200091 nChanged 716 SP:Iteration 17Q (4387.730000 sec): 3 clusters Score: Raw -9095465.210840 + Penalty 5348.105586 = -9090117.105254 nChanged 662 SP:Iteration 18Q (4388.130000 sec): 3 clusters Score: Raw -9095623.209375 + Penalty 5348.105586 = -9090275.103789 nChanged 639 SP:Iteration 19Q (4388.540000 sec): 3 clusters Score: Raw -9095779.711631 + Penalty 5348.105586 = -9090431.606045 nChanged 651 SP:Iteration 20F (4388.960000 sec): 3 clusters Score: Raw -9095948.623306 + Penalty 5348.105586 = -9090600.517720 nChanged 676 SP:Iteration 21Q (4389.370000 sec): 3 clusters Score: Raw -9096127.706958 + Penalty 5348.105586 = -9090779.601372 nChanged 731 SP:Iteration 22Q (4389.760000 sec): 3 clusters Score: Raw -9096339.929758 + Penalty 5348.105586 = -9090991.824172 nChanged 789 SP:Iteration 23Q (4390.090000 sec): 3 clusters Score: Raw -9096581.398385 + Penalty 5348.105586 = -9091233.292799 nChanged 854 SP:Iteration 24Q (4390.490000 sec): 3 clusters Score: Raw -9096862.243388 + Penalty 5348.105586 = -9091514.137802 nChanged 853 SP:Iteration 25Q (4390.900000 sec): 3 clusters Score: Raw -9097162.229388 + Penalty 5348.105586 = -9091814.123802 nChanged 919 SP:Iteration 26Q (4391.320000 sec): 3 clusters Score: Raw -9097532.342728 + Penalty 5348.105586 = -9092184.237142 nChanged 949 SP:Iteration 27Q (4391.730000 sec): 3 clusters Score: Raw -9097925.210351 + Penalty 5348.105586 = -9092577.104765 nChanged 932 SP:Iteration 28Q (4392.090000 sec): 3 clusters Score: Raw -9098349.908085 + Penalty 5348.105586 = -9093001.802499 nChanged 953 SP:Iteration 29Q (4392.490000 sec): 3 clusters Score: Raw -9098818.795657 + Penalty 5348.105586 = -9093470.690071 nChanged 934 SP:Iteration 30Q (4392.870000 sec): 3 clusters Score: Raw -9099334.701723 + Penalty 5348.105586 = -9093986.596137 nChanged 948 SP:Iteration 31Q (4393.230000 sec): 3 clusters Score: Raw -9099914.471777 + Penalty 5348.105586 = -9094566.366191 nChanged 928 SP:Iteration 32Q (4393.670000 sec): 3 clusters Score: Raw -9100498.663885 + Penalty 5348.105586 = -9095150.558298 nChanged 838 SP:Iteration 33Q (4394.040000 sec): 3 clusters Score: Raw -9101055.878099 + Penalty 5348.105586 = -9095707.772513 nChanged 721 SP:Iteration 34Q (4394.400000 sec): 3 clusters Score: Raw -9101571.287388 + Penalty 5348.105586 = -9096223.181802 nChanged 595 SP:Iteration 35Q (4394.770000 sec): 3 clusters Score: Raw -9102010.730364 + Penalty 5348.105586 = -9096662.624778 nChanged 483 SP:Iteration 36Q (4395.120000 sec): 3 clusters Score: Raw -9102386.136049 + Penalty 5348.105586 = -9097038.030463 nChanged 355 SP:Iteration 37Q (4395.450000 sec): 3 clusters Score: Raw -9102667.285747 + Penalty 5348.105586 = -9097319.180161 nChanged 201 SP:Iteration 38Q (4395.840000 sec): 3 clusters Score: Raw -9102816.564886 + Penalty 5348.105586 = -9097468.459300 nChanged 134 SP:Iteration 39Q (4396.210000 sec): 3 clusters Score: Raw -9102923.389806 + Penalty 5348.105586 = -9097575.284220 nChanged 91 SP:Iteration 40F (4396.590000 sec): 3 clusters Score: Raw -9103003.267108 + Penalty 5348.105586 = -9097655.161522 nChanged 65 SP:Iteration 41Q (4396.940000 sec): 3 clusters Score: Raw -9103062.355919 + Penalty 5348.105586 = -9097714.250333 nChanged 39 SP:Iteration 42Q (4397.290000 sec): 3 clusters Score: Raw -9103101.824579 + Penalty 5348.105586 = -9097753.718993 nChanged 38 SP:Iteration 43Q (4397.660000 sec): 3 clusters Score: Raw -9103139.105702 + Penalty 5348.105586 = -9097791.000116 nChanged 29 SP:Iteration 44Q (4398.000000 sec): 3 clusters Score: Raw -9103162.487622 + Penalty 5348.105586 = -9097814.382036 nChanged 21 SP:Iteration 45Q (4398.390000 sec): 3 clusters Score: Raw -9103182.641240 + Penalty 5348.105586 = -9097834.535654 nChanged 15 SP:Iteration 46Q (4398.730000 sec): 3 clusters Score: Raw -9103199.668500 + Penalty 5348.105586 = -9097851.562914 nChanged 15 SP:Iteration 47Q (4399.070000 sec): 3 clusters Score: Raw -9103213.691890 + Penalty 5348.105586 = -9097865.586304 nChanged 11 SP:Iteration 48Q (4399.450000 sec): 3 clusters Score: Raw -9103223.292822 + Penalty 5348.105586 = -9097875.187236 nChanged 5 SP:Iteration 49Q (4399.750000 sec): 3 clusters Score: Raw -9103227.861429 + Penalty 5348.105586 = -9097879.755843 nChanged 3 SP:Iteration 50Q (4400.090000 sec): 3 clusters Score: Raw -9103230.800070 + Penalty 5348.105586 = -9097882.694484 nChanged 2 SP:Iteration 51Q (4400.440000 sec): 3 clusters Score: Raw -9103232.367918 + Penalty 5348.105586 = -9097884.262332 nChanged 2 SP:Iteration 52Q (4400.800000 sec): 3 clusters Score: Raw -9103233.723163 + Penalty 5348.105586 = -9097885.617577 nChanged 0 SP:Iteration 53F (4401.160000 sec): 3 clusters Score: Raw -9103233.723163 + Penalty 5348.105586 = -9097885.617577 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 43 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4401.290000 sec): 2 clusters Score: Raw -99653.962549 + Penalty 1591.349606 = -98062.612943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4401.470000 sec): 3 clusters Score: Raw -99619.520947 + Penalty 3182.699212 = -96436.821735 nChanged 105 SP:Iteration 1F (4401.660000 sec): 3 clusters Score: Raw -99837.358874 + Penalty 3182.699212 = -96654.659662 nChanged 37 SP:Iteration 2F (4401.830000 sec): 3 clusters Score: Raw -99961.394157 + Penalty 3182.699212 = -96778.694945 nChanged 21 SP:Iteration 3Q (4401.990000 sec): 3 clusters Score: Raw -100010.874860 + Penalty 3182.699212 = -96828.175648 nChanged 12 SP:Iteration 4Q (4402.200000 sec): 3 clusters Score: Raw -100048.426894 + Penalty 3182.699212 = -96865.727682 nChanged 11 SP:Iteration 5Q (4402.390000 sec): 3 clusters Score: Raw -100069.104872 + Penalty 3182.699212 = -96886.405660 nChanged 2 SP:Iteration 6Q (4402.570000 sec): 3 clusters Score: Raw -100071.535662 + Penalty 3182.699212 = -96888.836450 nChanged 0 SP:Iteration 7F (4402.720000 sec): 3 clusters Score: Raw -100071.535662 + Penalty 3182.699212 = -96888.836450 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 44 (722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4402.850000 sec): 2 clusters Score: Raw -112161.831191 + Penalty 1632.342234 = -110529.488956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4402.990000 sec): 3 clusters Score: Raw -112100.921462 + Penalty 3264.684469 = -108836.236993 nChanged 147 SP:Iteration 1F (4403.200000 sec): 3 clusters Score: Raw -112421.886822 + Penalty 3264.684469 = -109157.202353 nChanged 67 SP:Iteration 2F (4403.350000 sec): 3 clusters Score: Raw -112685.434374 + Penalty 3264.684469 = -109420.749905 nChanged 46 SP:Iteration 3F (4403.560000 sec): 3 clusters Score: Raw -112820.978931 + Penalty 3264.684469 = -109556.294462 nChanged 35 SP:Iteration 4Q (4403.740000 sec): 3 clusters Score: Raw -112906.904106 + Penalty 3264.684469 = -109642.219637 nChanged 20 SP:Iteration 5Q (4403.870000 sec): 3 clusters Score: Raw -112951.918431 + Penalty 3264.684469 = -109687.233962 nChanged 19 SP:Iteration 6Q (4404.090000 sec): 3 clusters Score: Raw -113017.920728 + Penalty 3264.684469 = -109753.236259 nChanged 25 SP:Iteration 7Q (4404.270000 sec): 3 clusters Score: Raw -113109.054748 + Penalty 3264.684469 = -109844.370279 nChanged 23 SP:Iteration 8Q (4404.440000 sec): 3 clusters Score: Raw -113219.478143 + Penalty 3264.684469 = -109954.793674 nChanged 15 SP:Iteration 9Q (4404.620000 sec): 3 clusters Score: Raw -113268.503834 + Penalty 3264.684469 = -110003.819365 nChanged 9 SP:Iteration 10Q (4404.830000 sec): 3 clusters Score: Raw -113296.830588 + Penalty 3264.684469 = -110032.146119 nChanged 3 SP:Iteration 11Q (4405.000000 sec): 3 clusters Score: Raw -113304.197182 + Penalty 3264.684469 = -110039.512713 nChanged 2 SP:Iteration 12Q (4405.200000 sec): 3 clusters Score: Raw -113310.877230 + Penalty 3264.684469 = -110046.192762 nChanged 0 SP:Iteration 13F (4405.380000 sec): 3 clusters Score: Raw -113310.877230 + Penalty 3264.684469 = -110046.192762 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 45 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4405.470000 sec): 2 clusters Score: Raw -39220.881850 + Penalty 1400.945611 = -37819.936239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4405.640000 sec): 3 clusters Score: Raw -39537.826143 + Penalty 2801.891222 = -36735.934921 nChanged 49 SP:Iteration 1F (4405.870000 sec): 3 clusters Score: Raw -39763.216593 + Penalty 2801.891222 = -36961.325371 nChanged 14 SP:Iteration 2Q (4406.010000 sec): 3 clusters Score: Raw -39910.621661 + Penalty 2801.891222 = -37108.730439 nChanged 14 SP:Iteration 3Q (4406.220000 sec): 3 clusters Score: Raw -40072.151696 + Penalty 2801.891222 = -37270.260474 nChanged 4 SP:Iteration 4Q (4406.370000 sec): 3 clusters Score: Raw -40084.682445 + Penalty 2801.891222 = -37282.791223 nChanged 2 SP:Iteration 5Q (4406.540000 sec): 3 clusters Score: Raw -40095.833892 + Penalty 2801.891222 = -37293.942670 nChanged 2 SP:Iteration 6Q (4406.720000 sec): 3 clusters Score: Raw -40104.493509 + Penalty 2801.891222 = -37302.602287 nChanged 0 SP:Iteration 7F (4406.920000 sec): 3 clusters Score: Raw -40104.493509 + Penalty 2801.891222 = -37302.602287 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 46 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4407.030000 sec): 2 clusters Score: Raw -54112.843406 + Penalty 1528.502071 = -52584.341334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4407.200000 sec): 3 clusters Score: Raw -54435.266741 + Penalty 3057.004143 = -51378.262598 nChanged 126 SP:Iteration 1F (4407.380000 sec): 3 clusters Score: Raw -54948.201547 + Penalty 3057.004143 = -51891.197404 nChanged 84 SP:Iteration 2F (4407.520000 sec): 3 clusters Score: Raw -55533.606640 + Penalty 3057.004143 = -52476.602497 nChanged 48 SP:Iteration 3F (4407.700000 sec): 3 clusters Score: Raw -56144.483418 + Penalty 3057.004143 = -53087.479275 nChanged 22 SP:Iteration 4Q (4407.870000 sec): 3 clusters Score: Raw -56656.397661 + Penalty 3057.004143 = -53599.393518 nChanged 14 SP:Iteration 5Q (4408.020000 sec): 3 clusters Score: Raw -57026.214838 + Penalty 3057.004143 = -53969.210695 nChanged 4 SP:Iteration 6Q (4408.240000 sec): 3 clusters Score: Raw -57142.304401 + Penalty 3057.004143 = -54085.300258 nChanged 1 SP:Iteration 7Q (4408.380000 sec): 3 clusters Score: Raw -57144.841212 + Penalty 3057.004143 = -54087.837069 nChanged 1 SP:Iteration 8Q (4408.560000 sec): 3 clusters Score: Raw -57155.455446 + Penalty 3057.004143 = -54098.451304 nChanged 0 SP:Iteration 9F (4408.740000 sec): 3 clusters Score: Raw -57155.455446 + Penalty 3057.004143 = -54098.451304 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 54. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 47 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4408.830000 sec): 2 clusters Score: Raw -109042.180317 + Penalty 1600.499000 = -107441.681317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4409.030000 sec): 3 clusters Score: Raw -109043.143580 + Penalty 3200.997999 = -105842.145581 nChanged 140 SP:Iteration 1F (4409.230000 sec): 3 clusters Score: Raw -109281.604948 + Penalty 3200.997999 = -106080.606948 nChanged 40 SP:Iteration 2F (4409.380000 sec): 3 clusters Score: Raw -109401.168998 + Penalty 3200.997999 = -106200.170998 nChanged 24 SP:Iteration 3Q (4409.580000 sec): 3 clusters Score: Raw -109476.804336 + Penalty 3200.997999 = -106275.806337 nChanged 20 SP:Iteration 4Q (4409.720000 sec): 3 clusters Score: Raw -109531.238846 + Penalty 3200.997999 = -106330.240846 nChanged 16 SP:Iteration 5Q (4409.920000 sec): 3 clusters Score: Raw -109562.288427 + Penalty 3200.997999 = -106361.290428 nChanged 14 SP:Iteration 6Q (4410.070000 sec): 3 clusters Score: Raw -109592.433492 + Penalty 3200.997999 = -106391.435493 nChanged 9 SP:Iteration 7Q (4410.250000 sec): 3 clusters Score: Raw -109608.691734 + Penalty 3200.997999 = -106407.693735 nChanged 8 SP:Iteration 8Q (4410.420000 sec): 3 clusters Score: Raw -109623.562716 + Penalty 3200.997999 = -106422.564717 nChanged 3 SP:Iteration 9Q (4410.590000 sec): 3 clusters Score: Raw -109627.709165 + Penalty 3200.997999 = -106426.711166 nChanged 5 SP:Iteration 10Q (4410.730000 sec): 3 clusters Score: Raw -109636.560088 + Penalty 3200.997999 = -106435.562089 nChanged 7 SP:Iteration 11Q (4410.910000 sec): 3 clusters Score: Raw -109644.779785 + Penalty 3200.997999 = -106443.781786 nChanged 2 SP:Iteration 12Q (4411.100000 sec): 3 clusters Score: Raw -109652.837119 + Penalty 3200.997999 = -106451.839120 nChanged 4 SP:Iteration 13Q (4411.260000 sec): 3 clusters Score: Raw -109660.589553 + Penalty 3200.997999 = -106459.591553 nChanged 4 SP:Iteration 14Q (4411.460000 sec): 3 clusters Score: Raw -109666.231220 + Penalty 3200.997999 = -106465.233220 nChanged 4 SP:Iteration 15Q (4411.600000 sec): 3 clusters Score: Raw -109672.621431 + Penalty 3200.997999 = -106471.623432 nChanged 4 SP:Iteration 16Q (4411.820000 sec): 3 clusters Score: Raw -109683.462805 + Penalty 3200.997999 = -106482.464805 nChanged 6 SP:Iteration 17Q (4411.980000 sec): 3 clusters Score: Raw -109699.397424 + Penalty 3200.997999 = -106498.399425 nChanged 7 SP:Iteration 18Q (4412.170000 sec): 3 clusters Score: Raw -109713.543374 + Penalty 3200.997999 = -106512.545375 nChanged 6 SP:Iteration 19Q (4412.350000 sec): 3 clusters Score: Raw -109726.378919 + Penalty 3200.997999 = -106525.380920 nChanged 5 SP:Iteration 20F (4412.540000 sec): 3 clusters Score: Raw -109738.885793 + Penalty 3200.997999 = -106537.887794 nChanged 5 SP:Iteration 21Q (4412.690000 sec): 3 clusters Score: Raw -109746.164479 + Penalty 3200.997999 = -106545.166480 nChanged 4 SP:Iteration 22Q (4412.880000 sec): 3 clusters Score: Raw -109755.657693 + Penalty 3200.997999 = -106554.659694 nChanged 6 SP:Iteration 23Q (4413.070000 sec): 3 clusters Score: Raw -109770.536031 + Penalty 3200.997999 = -106569.538031 nChanged 5 SP:Iteration 24Q (4413.210000 sec): 3 clusters Score: Raw -109782.226264 + Penalty 3200.997999 = -106581.228265 nChanged 3 SP:Iteration 25Q (4413.400000 sec): 3 clusters Score: Raw -109788.881049 + Penalty 3200.997999 = -106587.883050 nChanged 3 SP:Iteration 26Q (4413.550000 sec): 3 clusters Score: Raw -109800.338916 + Penalty 3200.997999 = -106599.340916 nChanged 3 SP:Iteration 27Q (4413.720000 sec): 3 clusters Score: Raw -109811.501067 + Penalty 3200.997999 = -106610.503067 nChanged 1 SP:Iteration 28Q (4413.940000 sec): 3 clusters Score: Raw -109812.368016 + Penalty 3200.997999 = -106611.370016 nChanged 1 SP:Iteration 29Q (4414.080000 sec): 3 clusters Score: Raw -109813.990041 + Penalty 3200.997999 = -106612.992042 nChanged 1 SP:Iteration 30Q (4414.280000 sec): 3 clusters Score: Raw -109815.767442 + Penalty 3200.997999 = -106614.769442 nChanged 1 SP:Iteration 31Q (4414.430000 sec): 3 clusters Score: Raw -109816.836963 + Penalty 3200.997999 = -106615.838963 nChanged 1 SP:Iteration 32Q (4414.580000 sec): 3 clusters Score: Raw -109817.986586 + Penalty 3200.997999 = -106616.988587 nChanged 0 SP:Iteration 33F (4414.740000 sec): 3 clusters Score: Raw -109817.986586 + Penalty 3200.997999 = -106616.988587 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 48 (3542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4414.890000 sec): 2 clusters Score: Raw -582290.821929 + Penalty 2026.766811 = -580264.055118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4415.080000 sec): 3 clusters Score: Raw -580729.326895 + Penalty 4053.533622 = -576675.793273 nChanged 1265 SP:Iteration 1F (4415.280000 sec): 3 clusters Score: Raw -581596.209374 + Penalty 4053.533622 = -577542.675753 nChanged 300 SP:Iteration 2F (4415.440000 sec): 3 clusters Score: Raw -581936.181270 + Penalty 4053.533622 = -577882.647648 nChanged 255 SP:Iteration 3F (4415.640000 sec): 3 clusters Score: Raw -582200.432147 + Penalty 4053.533622 = -578146.898525 nChanged 203 SP:Iteration 4F (4415.840000 sec): 3 clusters Score: Raw -582375.197391 + Penalty 4053.533622 = -578321.663769 nChanged 150 SP:Iteration 5Q (4416.010000 sec): 3 clusters Score: Raw -582482.521703 + Penalty 4053.533622 = -578428.988081 nChanged 121 SP:Iteration 6Q (4416.200000 sec): 3 clusters Score: Raw -582580.697527 + Penalty 4053.533622 = -578527.163905 nChanged 113 SP:Iteration 7Q (4416.420000 sec): 3 clusters Score: Raw -582666.254732 + Penalty 4053.533622 = -578612.721110 nChanged 97 SP:Iteration 8Q (4416.580000 sec): 3 clusters Score: Raw -582727.701569 + Penalty 4053.533622 = -578674.167947 nChanged 75 SP:Iteration 9Q (4416.800000 sec): 3 clusters Score: Raw -582785.120226 + Penalty 4053.533622 = -578731.586604 nChanged 53 SP:Iteration 10Q (4417.000000 sec): 3 clusters Score: Raw -582819.810442 + Penalty 4053.533622 = -578766.276820 nChanged 49 SP:Iteration 11Q (4417.160000 sec): 3 clusters Score: Raw -582844.028811 + Penalty 4053.533622 = -578790.495189 nChanged 34 SP:Iteration 12Q (4417.340000 sec): 3 clusters Score: Raw -582858.382884 + Penalty 4053.533622 = -578804.849262 nChanged 26 SP:Iteration 13Q (4417.550000 sec): 3 clusters Score: Raw -582870.982904 + Penalty 4053.533622 = -578817.449282 nChanged 25 SP:Iteration 14Q (4417.740000 sec): 3 clusters Score: Raw -582883.310866 + Penalty 4053.533622 = -578829.777244 nChanged 20 SP:Iteration 15Q (4417.900000 sec): 3 clusters Score: Raw -582894.274896 + Penalty 4053.533622 = -578840.741274 nChanged 26 SP:Iteration 16Q (4418.080000 sec): 3 clusters Score: Raw -582910.425433 + Penalty 4053.533622 = -578856.891811 nChanged 21 SP:Iteration 17Q (4418.310000 sec): 3 clusters Score: Raw -582921.904506 + Penalty 4053.533622 = -578868.370884 nChanged 21 SP:Iteration 18Q (4418.480000 sec): 3 clusters Score: Raw -582933.066999 + Penalty 4053.533622 = -578879.533377 nChanged 19 SP:Iteration 19Q (4418.700000 sec): 3 clusters Score: Raw -582942.821647 + Penalty 4053.533622 = -578889.288025 nChanged 20 SP:Iteration 20F (4418.840000 sec): 3 clusters Score: Raw -582957.255965 + Penalty 4053.533622 = -578903.722343 nChanged 18 SP:Iteration 21Q (4419.040000 sec): 3 clusters Score: Raw -582966.646665 + Penalty 4053.533622 = -578913.113043 nChanged 17 SP:Iteration 22Q (4419.220000 sec): 3 clusters Score: Raw -582976.932647 + Penalty 4053.533622 = -578923.399025 nChanged 18 SP:Iteration 23Q (4419.390000 sec): 3 clusters Score: Raw -582987.698064 + Penalty 4053.533622 = -578934.164443 nChanged 15 SP:Iteration 24Q (4419.610000 sec): 3 clusters Score: Raw -582995.982974 + Penalty 4053.533622 = -578942.449352 nChanged 9 SP:Iteration 25Q (4419.800000 sec): 3 clusters Score: Raw -582999.151869 + Penalty 4053.533622 = -578945.618247 nChanged 2 SP:Iteration 26Q (4419.980000 sec): 3 clusters Score: Raw -582999.706491 + Penalty 4053.533622 = -578946.172869 nChanged 2 SP:Iteration 27Q (4420.190000 sec): 3 clusters Score: Raw -583001.349033 + Penalty 4053.533622 = -578947.815411 nChanged 6 SP:Iteration 28Q (4420.390000 sec): 3 clusters Score: Raw -583004.328446 + Penalty 4053.533622 = -578950.794824 nChanged 8 SP:Iteration 29Q (4420.610000 sec): 3 clusters Score: Raw -583006.983736 + Penalty 4053.533622 = -578953.450114 nChanged 4 SP:Iteration 30Q (4420.790000 sec): 3 clusters Score: Raw -583009.137518 + Penalty 4053.533622 = -578955.603896 nChanged 6 SP:Iteration 31Q (4420.970000 sec): 3 clusters Score: Raw -583010.956563 + Penalty 4053.533622 = -578957.422941 nChanged 4 SP:Iteration 32Q (4421.200000 sec): 3 clusters Score: Raw -583012.254078 + Penalty 4053.533622 = -578958.720456 nChanged 5 SP:Iteration 33Q (4421.390000 sec): 3 clusters Score: Raw -583014.094367 + Penalty 4053.533622 = -578960.560745 nChanged 4 SP:Iteration 34Q (4421.550000 sec): 3 clusters Score: Raw -583016.661821 + Penalty 4053.533622 = -578963.128200 nChanged 6 SP:Iteration 35Q (4421.760000 sec): 3 clusters Score: Raw -583018.796240 + Penalty 4053.533622 = -578965.262618 nChanged 3 SP:Iteration 36Q (4421.960000 sec): 3 clusters Score: Raw -583019.999859 + Penalty 4053.533622 = -578966.466237 nChanged 0 SP:Iteration 37F (4422.150000 sec): 3 clusters Score: Raw -583019.999859 + Penalty 4053.533622 = -578966.466237 nChanged 0 Deleting Class 50 (180 points): Lose 2461.122654 but Gain 3392.454501 Iteration 99Q (4456.910000 sec): 54 clusters Score: Raw -154767076.310312 + Penalty 179800.088570 = -154587276.221741 nChanged 878 Deleting Class 49 (262 points): Lose 3192.765489 but Gain 3392.454501 Iteration 100F (4536.550000 sec): 53 clusters Score: Raw -154766065.368036 + Penalty 176407.634069 = -154589657.733967 nChanged 969 Iteration 101Q (4572.380000 sec): 53 clusters Score: Raw -154770089.904841 + Penalty 176407.634069 = -154593682.270772 nChanged 744 Iteration 102Q (4605.910000 sec): 53 clusters Score: Raw -154770730.141612 + Penalty 176407.634069 = -154594322.507543 nChanged 714 Iteration 103Q (4640.150000 sec): 53 clusters Score: Raw -154771198.737704 + Penalty 176407.634069 = -154594791.103635 nChanged 627 Iteration 104Q (4674.500000 sec): 53 clusters Score: Raw -154771453.862808 + Penalty 176407.634069 = -154595046.228739 nChanged 541 Iteration 105Q (4705.930000 sec): 53 clusters Score: Raw -154771613.440790 + Penalty 176407.634069 = -154595205.806721 nChanged 474 Iteration 106Q (4737.070000 sec): 53 clusters Score: Raw -154771734.553264 + Penalty 176407.634069 = -154595326.919195 nChanged 386 Iteration 107Q (4768.480000 sec): 53 clusters Score: Raw -154771811.732957 + Penalty 176407.634069 = -154595404.098888 nChanged 367 Iteration 108Q (4799.280000 sec): 53 clusters Score: Raw -154771876.504825 + Penalty 176407.634069 = -154595468.870755 nChanged 340 Iteration 109Q (4839.410000 sec): 53 clusters Score: Raw -154771921.331128 + Penalty 176407.634069 = -154595513.697059 nChanged 329 Iteration 110Q (4872.540000 sec): 53 clusters Score: Raw -154771959.022039 + Penalty 176407.634069 = -154595551.387970 nChanged 289 Iteration 111Q (4909.730000 sec): 53 clusters Score: Raw -154771988.674281 + Penalty 176407.634069 = -154595581.040212 nChanged 259 Iteration 112Q (4947.540000 sec): 53 clusters Score: Raw -154772008.707586 + Penalty 176407.634069 = -154595601.073517 nChanged 218 Iteration 113Q (4983.740000 sec): 53 clusters Score: Raw -154772021.851110 + Penalty 176407.634069 = -154595614.217041 nChanged 186 Iteration 114Q (5019.840000 sec): 53 clusters Score: Raw -154772028.702500 + Penalty 176407.634069 = -154595621.068431 nChanged 151 Iteration 115Q (5053.880000 sec): 53 clusters Score: Raw -154772033.290563 + Penalty 176407.634069 = -154595625.656494 nChanged 130 Iteration 116Q (5095.510000 sec): 53 clusters Score: Raw -154772038.741195 + Penalty 176407.634069 = -154595631.107126 nChanged 142 Iteration 117Q (5134.510000 sec): 53 clusters Score: Raw -154772045.826186 + Penalty 176407.634069 = -154595638.192117 nChanged 163 Iteration 118Q (5171.630000 sec): 53 clusters Score: Raw -154772051.466228 + Penalty 176407.634069 = -154595643.832159 nChanged 136 Iteration 119Q (5205.990000 sec): 53 clusters Score: Raw -154772054.272976 + Penalty 176407.634069 = -154595646.638907 nChanged 106 Iteration 120F (5286.540000 sec): 53 clusters Score: Raw -154797337.722086 + Penalty 176407.634069 = -154620930.088017 nChanged 791 Iteration 121Q (5321.680000 sec): 53 clusters Score: Raw -154862874.962570 + Penalty 176407.634069 = -154686467.328501 nChanged 416 Iteration 122Q (5357.370000 sec): 53 clusters Score: Raw -154866973.546499 + Penalty 176407.634069 = -154690565.912430 nChanged 133 Iteration 123Q (5392.230000 sec): 53 clusters Score: Raw -154868242.635079 + Penalty 176407.634069 = -154691835.001010 nChanged 107 Iteration 124Q (5431.300000 sec): 53 clusters Score: Raw -154869221.693316 + Penalty 176407.634069 = -154692814.059246 nChanged 101 Iteration 125Q (5464.950000 sec): 53 clusters Score: Raw -154869614.598436 + Penalty 176407.634069 = -154693206.964367 nChanged 89 Iteration 126Q (5500.000000 sec): 53 clusters Score: Raw -154869753.865976 + Penalty 176407.634069 = -154693346.231907 nChanged 86 Iteration 127Q (5538.050000 sec): 53 clusters Score: Raw -154869865.785091 + Penalty 176407.634069 = -154693458.151021 nChanged 88 Iteration 128Q (5576.040000 sec): 53 clusters Score: Raw -154869944.600516 + Penalty 176407.634069 = -154693536.966447 nChanged 82 Iteration 129Q (5618.390000 sec): 53 clusters Score: Raw -154869981.782426 + Penalty 176407.634069 = -154693574.148356 nChanged 94 Iteration 130Q (5659.520000 sec): 53 clusters Score: Raw -154870000.196730 + Penalty 176407.634069 = -154693592.562661 nChanged 83 Iteration 131Q (5702.470000 sec): 53 clusters Score: Raw -154870010.622042 + Penalty 176407.634069 = -154693602.987973 nChanged 74 Iteration 132Q (5749.270000 sec): 53 clusters Score: Raw -154870018.763024 + Penalty 176407.634069 = -154693611.128955 nChanged 70 Iteration 133Q (5797.510000 sec): 53 clusters Score: Raw -154870026.019021 + Penalty 176407.634069 = -154693618.384952 nChanged 68 Iteration 134Q (5845.890000 sec): 53 clusters Score: Raw -154870032.907381 + Penalty 176407.634069 = -154693625.273312 nChanged 72 Iteration 135Q (5890.540000 sec): 53 clusters Score: Raw -154870038.064776 + Penalty 176407.634069 = -154693630.430707 nChanged 70 Iteration 136Q (5931.190000 sec): 53 clusters Score: Raw -154870043.582374 + Penalty 176407.634069 = -154693635.948305 nChanged 77 Iteration 137Q (5973.460000 sec): 53 clusters Score: Raw -154870051.594139 + Penalty 176407.634069 = -154693643.960070 nChanged 68 Iteration 138Q (6012.510000 sec): 53 clusters Score: Raw -154870056.203545 + Penalty 176407.634069 = -154693648.569475 nChanged 64 Writing temp clu file Because OldScore, -154693643.960070, is greater than current (better) Score,-154693648.569475 Compute initial score before splitting: Score: Raw -154870056.203545 + Penalty 176407.634069 = -154693648.569475 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 1 (8032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6012.870000 sec): 2 clusters Score: Raw -1487309.970466 + Penalty 2229.814833 = -1485080.155633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6013.070000 sec): 3 clusters Score: Raw -1483085.970382 + Penalty 4459.629666 = -1478626.340716 nChanged 3225 SP:Iteration 1F (6013.240000 sec): 3 clusters Score: Raw -1484782.198131 + Penalty 4459.629666 = -1480322.568465 nChanged 565 SP:Iteration 2F (6013.450000 sec): 3 clusters Score: Raw -1485055.484650 + Penalty 4459.629666 = -1480595.854984 nChanged 391 SP:Iteration 3Q (6013.620000 sec): 3 clusters Score: Raw -1485225.641509 + Penalty 4459.629666 = -1480766.011844 nChanged 297 SP:Iteration 4Q (6013.890000 sec): 3 clusters Score: Raw -1485337.967848 + Penalty 4459.629666 = -1480878.338183 nChanged 226 SP:Iteration 5Q (6014.110000 sec): 3 clusters Score: Raw -1485420.561166 + Penalty 4459.629666 = -1480960.931500 nChanged 204 SP:Iteration 6Q (6014.300000 sec): 3 clusters Score: Raw -1485499.056007 + Penalty 4459.629666 = -1481039.426341 nChanged 185 SP:Iteration 7Q (6014.540000 sec): 3 clusters Score: Raw -1485560.086584 + Penalty 4459.629666 = -1481100.456919 nChanged 163 SP:Iteration 8Q (6014.750000 sec): 3 clusters Score: Raw -1485616.518948 + Penalty 4459.629666 = -1481156.889282 nChanged 169 SP:Iteration 9Q (6014.990000 sec): 3 clusters Score: Raw -1485678.319695 + Penalty 4459.629666 = -1481218.690030 nChanged 160 SP:Iteration 10Q (6015.210000 sec): 3 clusters Score: Raw -1485745.047678 + Penalty 4459.629666 = -1481285.418012 nChanged 191 SP:Iteration 11Q (6015.410000 sec): 3 clusters Score: Raw -1485827.872856 + Penalty 4459.629666 = -1481368.243191 nChanged 203 SP:Iteration 12Q (6015.630000 sec): 3 clusters Score: Raw -1485914.282344 + Penalty 4459.629666 = -1481454.652679 nChanged 209 SP:Iteration 13Q (6015.850000 sec): 3 clusters Score: Raw -1486010.408818 + Penalty 4459.629666 = -1481550.779152 nChanged 231 SP:Iteration 14Q (6016.080000 sec): 3 clusters Score: Raw -1486131.620725 + Penalty 4459.629666 = -1481671.991059 nChanged 264 SP:Iteration 15Q (6016.310000 sec): 3 clusters Score: Raw -1486274.872673 + Penalty 4459.629666 = -1481815.243007 nChanged 271 SP:Iteration 16Q (6016.510000 sec): 3 clusters Score: Raw -1486417.899469 + Penalty 4459.629666 = -1481958.269803 nChanged 302 SP:Iteration 17Q (6016.760000 sec): 3 clusters Score: Raw -1486596.690421 + Penalty 4459.629666 = -1482137.060755 nChanged 297 SP:Iteration 18Q (6016.940000 sec): 3 clusters Score: Raw -1486764.569574 + Penalty 4459.629666 = -1482304.939908 nChanged 272 SP:Iteration 19Q (6017.180000 sec): 3 clusters Score: Raw -1486904.519747 + Penalty 4459.629666 = -1482444.890081 nChanged 228 SP:Iteration 20F (6017.350000 sec): 3 clusters Score: Raw -1487014.642131 + Penalty 4459.629666 = -1482555.012465 nChanged 183 SP:Iteration 21Q (6017.590000 sec): 3 clusters Score: Raw -1487091.244327 + Penalty 4459.629666 = -1482631.614661 nChanged 151 SP:Iteration 22Q (6017.810000 sec): 3 clusters Score: Raw -1487141.647279 + Penalty 4459.629666 = -1482682.017613 nChanged 103 SP:Iteration 23Q (6018.060000 sec): 3 clusters Score: Raw -1487173.897451 + Penalty 4459.629666 = -1482714.267785 nChanged 86 SP:Iteration 24Q (6018.290000 sec): 3 clusters Score: Raw -1487199.926634 + Penalty 4459.629666 = -1482740.296968 nChanged 76 SP:Iteration 25Q (6018.490000 sec): 3 clusters Score: Raw -1487221.524907 + Penalty 4459.629666 = -1482761.895242 nChanged 58 SP:Iteration 26Q (6018.720000 sec): 3 clusters Score: Raw -1487235.943731 + Penalty 4459.629666 = -1482776.314066 nChanged 43 SP:Iteration 27Q (6018.870000 sec): 3 clusters Score: Raw -1487245.789075 + Penalty 4459.629666 = -1482786.159409 nChanged 34 SP:Iteration 28Q (6019.100000 sec): 3 clusters Score: Raw -1487254.150305 + Penalty 4459.629666 = -1482794.520640 nChanged 24 SP:Iteration 29Q (6019.300000 sec): 3 clusters Score: Raw -1487259.697379 + Penalty 4459.629666 = -1482800.067713 nChanged 24 SP:Iteration 30Q (6019.520000 sec): 3 clusters Score: Raw -1487264.652749 + Penalty 4459.629666 = -1482805.023083 nChanged 18 SP:Iteration 31Q (6019.720000 sec): 3 clusters Score: Raw -1487268.711517 + Penalty 4459.629666 = -1482809.081851 nChanged 16 SP:Iteration 32Q (6019.920000 sec): 3 clusters Score: Raw -1487271.387918 + Penalty 4459.629666 = -1482811.758253 nChanged 10 SP:Iteration 33Q (6020.150000 sec): 3 clusters Score: Raw -1487273.674400 + Penalty 4459.629666 = -1482814.044734 nChanged 13 SP:Iteration 34Q (6020.410000 sec): 3 clusters Score: Raw -1487276.628046 + Penalty 4459.629666 = -1482816.998381 nChanged 19 SP:Iteration 35Q (6020.620000 sec): 3 clusters Score: Raw -1487281.290223 + Penalty 4459.629666 = -1482821.660557 nChanged 25 SP:Iteration 36Q (6020.880000 sec): 3 clusters Score: Raw -1487285.858153 + Penalty 4459.629666 = -1482826.228487 nChanged 18 SP:Iteration 37Q (6021.060000 sec): 3 clusters Score: Raw -1487290.222017 + Penalty 4459.629666 = -1482830.592352 nChanged 17 SP:Iteration 38Q (6021.260000 sec): 3 clusters Score: Raw -1487293.769908 + Penalty 4459.629666 = -1482834.140243 nChanged 20 SP:Iteration 39Q (6021.500000 sec): 3 clusters Score: Raw -1487297.660397 + Penalty 4459.629666 = -1482838.030732 nChanged 15 SP:Iteration 40F (6021.710000 sec): 3 clusters Score: Raw -1487300.382769 + Penalty 4459.629666 = -1482840.753103 nChanged 10 SP:Iteration 41Q (6021.960000 sec): 3 clusters Score: Raw -1487302.214613 + Penalty 4459.629666 = -1482842.584947 nChanged 8 SP:Iteration 42Q (6022.130000 sec): 3 clusters Score: Raw -1487303.499203 + Penalty 4459.629666 = -1482843.869538 nChanged 5 SP:Iteration 43Q (6022.370000 sec): 3 clusters Score: Raw -1487304.209632 + Penalty 4459.629666 = -1482844.579966 nChanged 4 SP:Iteration 44Q (6022.580000 sec): 3 clusters Score: Raw -1487305.355294 + Penalty 4459.629666 = -1482845.725629 nChanged 4 SP:Iteration 45Q (6022.800000 sec): 3 clusters Score: Raw -1487305.883077 + Penalty 4459.629666 = -1482846.253412 nChanged 3 SP:Iteration 46Q (6023.010000 sec): 3 clusters Score: Raw -1487306.327155 + Penalty 4459.629666 = -1482846.697490 nChanged 3 SP:Iteration 47Q (6023.170000 sec): 3 clusters Score: Raw -1487306.887022 + Penalty 4459.629666 = -1482847.257356 nChanged 3 SP:Iteration 48Q (6023.380000 sec): 3 clusters Score: Raw -1487307.287710 + Penalty 4459.629666 = -1482847.658045 nChanged 2 SP:Iteration 49Q (6023.600000 sec): 3 clusters Score: Raw -1487307.774286 + Penalty 4459.629666 = -1482848.144621 nChanged 0 SP:Iteration 50F (6023.810000 sec): 3 clusters Score: Raw -1487307.774286 + Penalty 4459.629666 = -1482848.144621 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 2 (694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6023.900000 sec): 2 clusters Score: Raw -115000.876893 + Penalty 1622.533046 = -113378.343846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6024.090000 sec): 3 clusters Score: Raw -114943.886464 + Penalty 3245.066092 = -111698.820372 nChanged 157 SP:Iteration 1F (6024.280000 sec): 3 clusters Score: Raw -115175.362182 + Penalty 3245.066092 = -111930.296089 nChanged 46 SP:Iteration 2F (6024.480000 sec): 3 clusters Score: Raw -115254.102029 + Penalty 3245.066092 = -112009.035936 nChanged 24 SP:Iteration 3Q (6024.750000 sec): 3 clusters Score: Raw -115309.622414 + Penalty 3245.066092 = -112064.556322 nChanged 15 SP:Iteration 4Q (6024.980000 sec): 3 clusters Score: Raw -115349.221119 + Penalty 3245.066092 = -112104.155027 nChanged 15 SP:Iteration 5Q (6025.180000 sec): 3 clusters Score: Raw -115383.527462 + Penalty 3245.066092 = -112138.461370 nChanged 14 SP:Iteration 6Q (6025.370000 sec): 3 clusters Score: Raw -115416.265302 + Penalty 3245.066092 = -112171.199209 nChanged 12 SP:Iteration 7Q (6025.560000 sec): 3 clusters Score: Raw -115434.342998 + Penalty 3245.066092 = -112189.276906 nChanged 2 SP:Iteration 8Q (6025.730000 sec): 3 clusters Score: Raw -115438.036098 + Penalty 3245.066092 = -112192.970005 nChanged 4 SP:Iteration 9Q (6025.940000 sec): 3 clusters Score: Raw -115446.058846 + Penalty 3245.066092 = -112200.992754 nChanged 3 SP:Iteration 10Q (6026.120000 sec): 3 clusters Score: Raw -115448.857907 + Penalty 3245.066092 = -112203.791815 nChanged 1 SP:Iteration 11Q (6026.260000 sec): 3 clusters Score: Raw -115449.301061 + Penalty 3245.066092 = -112204.234969 nChanged 0 SP:Iteration 12F (6026.460000 sec): 3 clusters Score: Raw -115449.301061 + Penalty 3245.066092 = -112204.234969 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 3 (805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6026.550000 sec): 2 clusters Score: Raw -132241.875063 + Penalty 1659.328885 = -130582.546178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6026.750000 sec): 3 clusters Score: Raw -132160.892845 + Penalty 3318.657770 = -128842.235075 nChanged 201 SP:Iteration 1F (6026.910000 sec): 3 clusters Score: Raw -132439.183591 + Penalty 3318.657770 = -129120.525821 nChanged 58 SP:Iteration 2F (6027.100000 sec): 3 clusters Score: Raw -132518.223306 + Penalty 3318.657770 = -129199.565536 nChanged 28 SP:Iteration 3Q (6027.260000 sec): 3 clusters Score: Raw -132559.719094 + Penalty 3318.657770 = -129241.061324 nChanged 18 SP:Iteration 4Q (6027.440000 sec): 3 clusters Score: Raw -132598.751624 + Penalty 3318.657770 = -129280.093854 nChanged 22 SP:Iteration 5Q (6027.610000 sec): 3 clusters Score: Raw -132624.480804 + Penalty 3318.657770 = -129305.823034 nChanged 11 SP:Iteration 6Q (6027.760000 sec): 3 clusters Score: Raw -132644.040076 + Penalty 3318.657770 = -129325.382307 nChanged 7 SP:Iteration 7Q (6027.940000 sec): 3 clusters Score: Raw -132655.267818 + Penalty 3318.657770 = -129336.610048 nChanged 8 SP:Iteration 8Q (6028.130000 sec): 3 clusters Score: Raw -132674.869954 + Penalty 3318.657770 = -129356.212184 nChanged 11 SP:Iteration 9Q (6028.360000 sec): 3 clusters Score: Raw -132692.870273 + Penalty 3318.657770 = -129374.212504 nChanged 3 SP:Iteration 10Q (6028.540000 sec): 3 clusters Score: Raw -132695.009864 + Penalty 3318.657770 = -129376.352094 nChanged 2 SP:Iteration 11Q (6028.750000 sec): 3 clusters Score: Raw -132695.853358 + Penalty 3318.657770 = -129377.195589 nChanged 1 SP:Iteration 12Q (6028.930000 sec): 3 clusters Score: Raw -132696.299118 + Penalty 3318.657770 = -129377.641349 nChanged 0 SP:Iteration 13F (6029.120000 sec): 3 clusters Score: Raw -132696.299118 + Penalty 3318.657770 = -129377.641349 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 4 (704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6029.240000 sec): 2 clusters Score: Raw -123341.500330 + Penalty 1626.081032 = -121715.419297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6029.410000 sec): 3 clusters Score: Raw -123267.604354 + Penalty 3252.162065 = -120015.442289 nChanged 178 SP:Iteration 1F (6029.600000 sec): 3 clusters Score: Raw -123522.880706 + Penalty 3252.162065 = -120270.718641 nChanged 47 SP:Iteration 2F (6029.770000 sec): 3 clusters Score: Raw -123597.910322 + Penalty 3252.162065 = -120345.748258 nChanged 20 SP:Iteration 3Q (6029.950000 sec): 3 clusters Score: Raw -123639.411727 + Penalty 3252.162065 = -120387.249662 nChanged 21 SP:Iteration 4Q (6030.080000 sec): 3 clusters Score: Raw -123680.340545 + Penalty 3252.162065 = -120428.178480 nChanged 19 SP:Iteration 5Q (6030.280000 sec): 3 clusters Score: Raw -123718.734851 + Penalty 3252.162065 = -120466.572786 nChanged 18 SP:Iteration 6Q (6030.430000 sec): 3 clusters Score: Raw -123762.950981 + Penalty 3252.162065 = -120510.788916 nChanged 21 SP:Iteration 7Q (6030.670000 sec): 3 clusters Score: Raw -123824.649676 + Penalty 3252.162065 = -120572.487611 nChanged 17 SP:Iteration 8Q (6030.790000 sec): 3 clusters Score: Raw -123888.582336 + Penalty 3252.162065 = -120636.420271 nChanged 24 SP:Iteration 9Q (6030.970000 sec): 3 clusters Score: Raw -124003.260614 + Penalty 3252.162065 = -120751.098549 nChanged 24 SP:Iteration 10Q (6031.130000 sec): 3 clusters Score: Raw -124084.713098 + Penalty 3252.162065 = -120832.551033 nChanged 16 SP:Iteration 11Q (6031.320000 sec): 3 clusters Score: Raw -124151.503825 + Penalty 3252.162065 = -120899.341760 nChanged 18 SP:Iteration 12Q (6031.490000 sec): 3 clusters Score: Raw -124232.366734 + Penalty 3252.162065 = -120980.204669 nChanged 18 SP:Iteration 13Q (6031.670000 sec): 3 clusters Score: Raw -124275.468975 + Penalty 3252.162065 = -121023.306910 nChanged 5 SP:Iteration 14Q (6031.780000 sec): 3 clusters Score: Raw -124291.104801 + Penalty 3252.162065 = -121038.942737 nChanged 4 SP:Iteration 15Q (6031.880000 sec): 3 clusters Score: Raw -124303.464845 + Penalty 3252.162065 = -121051.302781 nChanged 6 SP:Iteration 16Q (6031.980000 sec): 3 clusters Score: Raw -124328.950988 + Penalty 3252.162065 = -121076.788923 nChanged 7 SP:Iteration 17Q (6032.200000 sec): 3 clusters Score: Raw -124346.149763 + Penalty 3252.162065 = -121093.987698 nChanged 4 SP:Iteration 18Q (6032.330000 sec): 3 clusters Score: Raw -124353.660923 + Penalty 3252.162065 = -121101.498858 nChanged 1 SP:Iteration 19Q (6032.530000 sec): 3 clusters Score: Raw -124354.928675 + Penalty 3252.162065 = -121102.766611 nChanged 0 SP:Iteration 20F (6032.670000 sec): 3 clusters Score: Raw -124356.653809 + Penalty 3252.162065 = -121104.491745 nChanged 1 SP:Iteration 21Q (6032.830000 sec): 3 clusters Score: Raw -124358.704874 + Penalty 3252.162065 = -121106.542809 nChanged 0 SP:Iteration 22F (6033.050000 sec): 3 clusters Score: Raw -124358.704874 + Penalty 3252.162065 = -121106.542809 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 5 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6033.110000 sec): 2 clusters Score: Raw -48309.007325 + Penalty 1416.185900 = -46892.821425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6033.340000 sec): 3 clusters Score: Raw -48492.802032 + Penalty 2832.371801 = -45660.430232 nChanged 35 SP:Iteration 1F (6033.500000 sec): 3 clusters Score: Raw -48591.748268 + Penalty 2832.371801 = -45759.376467 nChanged 8 SP:Iteration 2Q (6033.690000 sec): 3 clusters Score: Raw -48614.091676 + Penalty 2832.371801 = -45781.719876 nChanged 4 SP:Iteration 3Q (6033.840000 sec): 3 clusters Score: Raw -48621.259240 + Penalty 2832.371801 = -45788.887439 nChanged 0 SP:Iteration 4F (6034.050000 sec): 3 clusters Score: Raw -48621.259240 + Penalty 2832.371801 = -45788.887439 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 6 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6034.140000 sec): 2 clusters Score: Raw -97594.415059 + Penalty 1569.770785 = -96024.644274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6034.320000 sec): 3 clusters Score: Raw -97554.478874 + Penalty 3139.541569 = -94414.937304 nChanged 125 SP:Iteration 1F (6034.500000 sec): 3 clusters Score: Raw -97745.378540 + Penalty 3139.541569 = -94605.836970 nChanged 22 SP:Iteration 2Q (6034.680000 sec): 3 clusters Score: Raw -97803.531158 + Penalty 3139.541569 = -94663.989589 nChanged 17 SP:Iteration 3Q (6034.880000 sec): 3 clusters Score: Raw -97854.518075 + Penalty 3139.541569 = -94714.976506 nChanged 12 SP:Iteration 4Q (6035.060000 sec): 3 clusters Score: Raw -97874.383630 + Penalty 3139.541569 = -94734.842061 nChanged 4 SP:Iteration 5Q (6035.280000 sec): 3 clusters Score: Raw -97880.688421 + Penalty 3139.541569 = -94741.146852 nChanged 2 SP:Iteration 6Q (6035.460000 sec): 3 clusters Score: Raw -97886.741886 + Penalty 3139.541569 = -94747.200317 nChanged 1 SP:Iteration 7Q (6035.630000 sec): 3 clusters Score: Raw -97894.229789 + Penalty 3139.541569 = -94754.688220 nChanged 2 SP:Iteration 8Q (6035.810000 sec): 3 clusters Score: Raw -97896.397343 + Penalty 3139.541569 = -94756.855774 nChanged 1 SP:Iteration 9Q (6035.990000 sec): 3 clusters Score: Raw -97898.607197 + Penalty 3139.541569 = -94759.065628 nChanged 0 SP:Iteration 10F (6036.190000 sec): 3 clusters Score: Raw -97898.607197 + Penalty 3139.541569 = -94759.065628 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 7 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6036.330000 sec): 2 clusters Score: Raw -90565.331595 + Penalty 1581.428283 = -88983.903312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6036.510000 sec): 3 clusters Score: Raw -90583.114725 + Penalty 3162.856566 = -87420.258159 nChanged 115 SP:Iteration 1F (6036.660000 sec): 3 clusters Score: Raw -90847.723641 + Penalty 3162.856566 = -87684.867075 nChanged 37 SP:Iteration 2F (6036.890000 sec): 3 clusters Score: Raw -90994.187990 + Penalty 3162.856566 = -87831.331424 nChanged 25 SP:Iteration 3Q (6037.050000 sec): 3 clusters Score: Raw -91180.470364 + Penalty 3162.856566 = -88017.613797 nChanged 30 SP:Iteration 4F (6037.240000 sec): 3 clusters Score: Raw -91309.215283 + Penalty 3162.856566 = -88146.358717 nChanged 35 SP:Iteration 5F (6037.390000 sec): 3 clusters Score: Raw -91465.197321 + Penalty 3162.856566 = -88302.340755 nChanged 22 SP:Iteration 6Q (6037.590000 sec): 3 clusters Score: Raw -91544.082967 + Penalty 3162.856566 = -88381.226401 nChanged 12 SP:Iteration 7Q (6037.760000 sec): 3 clusters Score: Raw -91591.218104 + Penalty 3162.856566 = -88428.361537 nChanged 7 SP:Iteration 8Q (6037.960000 sec): 3 clusters Score: Raw -91617.509559 + Penalty 3162.856566 = -88454.652993 nChanged 4 SP:Iteration 9Q (6038.130000 sec): 3 clusters Score: Raw -91633.813599 + Penalty 3162.856566 = -88470.957033 nChanged 5 SP:Iteration 10Q (6038.320000 sec): 3 clusters Score: Raw -91647.722288 + Penalty 3162.856566 = -88484.865722 nChanged 6 SP:Iteration 11Q (6038.530000 sec): 3 clusters Score: Raw -91657.718170 + Penalty 3162.856566 = -88494.861603 nChanged 4 SP:Iteration 12Q (6038.700000 sec): 3 clusters Score: Raw -91667.213543 + Penalty 3162.856566 = -88504.356977 nChanged 1 SP:Iteration 13Q (6038.890000 sec): 3 clusters Score: Raw -91669.481610 + Penalty 3162.856566 = -88506.625044 nChanged 1 SP:Iteration 14Q (6039.090000 sec): 3 clusters Score: Raw -91672.812549 + Penalty 3162.856566 = -88509.955983 nChanged 0 SP:Iteration 15F (6039.250000 sec): 3 clusters Score: Raw -91672.812549 + Penalty 3162.856566 = -88509.955983 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 8 (783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6039.330000 sec): 2 clusters Score: Raw -132596.499856 + Penalty 1652.456909 = -130944.042948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6039.510000 sec): 3 clusters Score: Raw -132497.369602 + Penalty 3304.913817 = -129192.455785 nChanged 188 SP:Iteration 1F (6039.670000 sec): 3 clusters Score: Raw -132767.894706 + Penalty 3304.913817 = -129462.980889 nChanged 49 SP:Iteration 2F (6039.890000 sec): 3 clusters Score: Raw -132851.941274 + Penalty 3304.913817 = -129547.027457 nChanged 21 SP:Iteration 3Q (6040.040000 sec): 3 clusters Score: Raw -132889.933975 + Penalty 3304.913817 = -129585.020157 nChanged 12 SP:Iteration 4Q (6040.230000 sec): 3 clusters Score: Raw -132905.899158 + Penalty 3304.913817 = -129600.985341 nChanged 10 SP:Iteration 5Q (6040.390000 sec): 3 clusters Score: Raw -132924.337746 + Penalty 3304.913817 = -129619.423929 nChanged 11 SP:Iteration 6Q (6040.530000 sec): 3 clusters Score: Raw -132946.225525 + Penalty 3304.913817 = -129641.311707 nChanged 5 SP:Iteration 7Q (6040.710000 sec): 3 clusters Score: Raw -132954.004981 + Penalty 3304.913817 = -129649.091164 nChanged 4 SP:Iteration 8Q (6040.890000 sec): 3 clusters Score: Raw -132963.692423 + Penalty 3304.913817 = -129658.778606 nChanged 7 SP:Iteration 9Q (6041.070000 sec): 3 clusters Score: Raw -132978.006988 + Penalty 3304.913817 = -129673.093171 nChanged 3 SP:Iteration 10Q (6041.230000 sec): 3 clusters Score: Raw -132983.394485 + Penalty 3304.913817 = -129678.480667 nChanged 4 SP:Iteration 11Q (6041.410000 sec): 3 clusters Score: Raw -132993.646493 + Penalty 3304.913817 = -129688.732676 nChanged 2 SP:Iteration 12Q (6041.620000 sec): 3 clusters Score: Raw -132996.175645 + Penalty 3304.913817 = -129691.261828 nChanged 1 SP:Iteration 13Q (6041.750000 sec): 3 clusters Score: Raw -132996.970381 + Penalty 3304.913817 = -129692.056563 nChanged 0 SP:Iteration 14F (6041.920000 sec): 3 clusters Score: Raw -132996.970381 + Penalty 3304.913817 = -129692.056563 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 9 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6042.020000 sec): 2 clusters Score: Raw -21552.277642 + Penalty 1247.548605 = -20304.729037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6042.220000 sec): 3 clusters Score: Raw -21929.294244 + Penalty 2495.097209 = -19434.197035 nChanged 13 SP:Iteration 1F (6042.410000 sec): 3 clusters Score: Raw -22048.330047 + Penalty 2495.097209 = -19553.232838 nChanged 7 SP:Iteration 2Q (6042.560000 sec): 3 clusters Score: Raw -22108.197961 + Penalty 2495.097209 = -19613.100752 nChanged 3 SP:Iteration 3Q (6042.770000 sec): 3 clusters Score: Raw -22135.363204 + Penalty 2495.097209 = -19640.265995 nChanged 0 SP:Iteration 4F (6042.920000 sec): 3 clusters Score: Raw -22135.363204 + Penalty 2495.097209 = -19640.265995 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 10 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6043.040000 sec): 2 clusters Score: Raw -29395.010004 + Penalty 1400.945611 = -27994.064393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6043.210000 sec): 3 clusters Score: Raw -29834.301083 + Penalty 2801.891222 = -27032.409861 nChanged 76 SP:Iteration 1F (6043.390000 sec): 3 clusters Score: Raw -30209.305308 + Penalty 2801.891222 = -27407.414086 nChanged 19 SP:Iteration 2F (6043.570000 sec): 3 clusters Score: Raw -30302.903834 + Penalty 2801.891222 = -27501.012612 nChanged 15 SP:Iteration 3F (6043.770000 sec): 3 clusters Score: Raw -30441.843677 + Penalty 2801.891222 = -27639.952455 nChanged 11 SP:Iteration 4Q (6043.960000 sec): 3 clusters Score: Raw -30515.078037 + Penalty 2801.891222 = -27713.186815 nChanged 10 SP:Iteration 5Q (6044.180000 sec): 3 clusters Score: Raw -30588.764330 + Penalty 2801.891222 = -27786.873108 nChanged 6 SP:Iteration 6Q (6044.360000 sec): 3 clusters Score: Raw -30614.816325 + Penalty 2801.891222 = -27812.925103 nChanged 0 SP:Iteration 7F (6044.540000 sec): 3 clusters Score: Raw -30614.896818 + Penalty 2801.891222 = -27813.005596 nChanged 1 SP:Iteration 8Q (6044.710000 sec): 3 clusters Score: Raw -30617.000553 + Penalty 2801.891222 = -27815.109331 nChanged 1 SP:Iteration 9Q (6044.910000 sec): 3 clusters Score: Raw -30618.451101 + Penalty 2801.891222 = -27816.559879 nChanged 2 SP:Iteration 10Q (6045.070000 sec): 3 clusters Score: Raw -30643.350290 + Penalty 2801.891222 = -27841.459067 nChanged 3 SP:Iteration 11Q (6045.240000 sec): 3 clusters Score: Raw -30661.132899 + Penalty 2801.891222 = -27859.241677 nChanged 4 SP:Iteration 12Q (6045.450000 sec): 3 clusters Score: Raw -30792.129936 + Penalty 2801.891222 = -27990.238714 nChanged 2 SP:Iteration 13Q (6045.620000 sec): 3 clusters Score: Raw -30861.665563 + Penalty 2801.891222 = -28059.774341 nChanged 5 SP:Iteration 14Q (6045.820000 sec): 3 clusters Score: Raw -30909.382227 + Penalty 2801.891222 = -28107.491005 nChanged 8 SP:Iteration 15Q (6045.980000 sec): 3 clusters Score: Raw -30953.938613 + Penalty 2801.891222 = -28152.047391 nChanged 0 SP:Iteration 16F (6046.240000 sec): 3 clusters Score: Raw -30957.980126 + Penalty 2801.891222 = -28156.088904 nChanged 1 SP:Iteration 17Q (6046.400000 sec): 3 clusters Score: Raw -30961.234523 + Penalty 2801.891222 = -28159.343301 nChanged 2 SP:Iteration 18Q (6046.580000 sec): 3 clusters Score: Raw -30970.245583 + Penalty 2801.891222 = -28168.354360 nChanged 0 SP:Iteration 19F (6046.710000 sec): 3 clusters Score: Raw -30970.245583 + Penalty 2801.891222 = -28168.354360 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 11 (1529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6046.870000 sec): 2 clusters Score: Raw -257478.122158 + Penalty 1818.427563 = -255659.694595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6046.990000 sec): 3 clusters Score: Raw -257040.005343 + Penalty 3636.855126 = -253403.150216 nChanged 468 SP:Iteration 1F (6047.160000 sec): 3 clusters Score: Raw -257478.320533 + Penalty 3636.855126 = -253841.465407 nChanged 116 SP:Iteration 2F (6047.350000 sec): 3 clusters Score: Raw -257619.110574 + Penalty 3636.855126 = -253982.255447 nChanged 66 SP:Iteration 3Q (6047.530000 sec): 3 clusters Score: Raw -257688.183382 + Penalty 3636.855126 = -254051.328256 nChanged 51 SP:Iteration 4Q (6047.680000 sec): 3 clusters Score: Raw -257743.918813 + Penalty 3636.855126 = -254107.063687 nChanged 37 SP:Iteration 5Q (6047.840000 sec): 3 clusters Score: Raw -257779.674139 + Penalty 3636.855126 = -254142.819013 nChanged 29 SP:Iteration 6Q (6048.030000 sec): 3 clusters Score: Raw -257809.145537 + Penalty 3636.855126 = -254172.290411 nChanged 27 SP:Iteration 7Q (6048.170000 sec): 3 clusters Score: Raw -257843.860980 + Penalty 3636.855126 = -254207.005854 nChanged 24 SP:Iteration 8Q (6048.320000 sec): 3 clusters Score: Raw -257868.997165 + Penalty 3636.855126 = -254232.142039 nChanged 15 SP:Iteration 9Q (6048.470000 sec): 3 clusters Score: Raw -257885.219438 + Penalty 3636.855126 = -254248.364312 nChanged 16 SP:Iteration 10Q (6048.650000 sec): 3 clusters Score: Raw -257901.156109 + Penalty 3636.855126 = -254264.300983 nChanged 18 SP:Iteration 11Q (6048.810000 sec): 3 clusters Score: Raw -257917.170675 + Penalty 3636.855126 = -254280.315549 nChanged 10 SP:Iteration 12Q (6048.970000 sec): 3 clusters Score: Raw -257928.101475 + Penalty 3636.855126 = -254291.246349 nChanged 11 SP:Iteration 13Q (6049.170000 sec): 3 clusters Score: Raw -257937.871864 + Penalty 3636.855126 = -254301.016737 nChanged 11 SP:Iteration 14Q (6049.340000 sec): 3 clusters Score: Raw -257948.276256 + Penalty 3636.855126 = -254311.421130 nChanged 12 SP:Iteration 15Q (6049.510000 sec): 3 clusters Score: Raw -257956.464928 + Penalty 3636.855126 = -254319.609802 nChanged 6 SP:Iteration 16Q (6049.690000 sec): 3 clusters Score: Raw -257967.080252 + Penalty 3636.855126 = -254330.225126 nChanged 12 SP:Iteration 17Q (6049.900000 sec): 3 clusters Score: Raw -257976.973243 + Penalty 3636.855126 = -254340.118117 nChanged 11 SP:Iteration 18Q (6050.090000 sec): 3 clusters Score: Raw -257989.083261 + Penalty 3636.855126 = -254352.228135 nChanged 12 SP:Iteration 19Q (6050.270000 sec): 3 clusters Score: Raw -257998.967696 + Penalty 3636.855126 = -254362.112570 nChanged 12 SP:Iteration 20F (6050.450000 sec): 3 clusters Score: Raw -258011.772834 + Penalty 3636.855126 = -254374.917708 nChanged 11 SP:Iteration 21Q (6050.620000 sec): 3 clusters Score: Raw -258024.129937 + Penalty 3636.855126 = -254387.274811 nChanged 13 SP:Iteration 22Q (6050.790000 sec): 3 clusters Score: Raw -258033.693548 + Penalty 3636.855126 = -254396.838422 nChanged 8 SP:Iteration 23Q (6050.990000 sec): 3 clusters Score: Raw -258039.917635 + Penalty 3636.855126 = -254403.062509 nChanged 4 SP:Iteration 24Q (6051.140000 sec): 3 clusters Score: Raw -258042.185966 + Penalty 3636.855126 = -254405.330840 nChanged 1 SP:Iteration 25Q (6051.300000 sec): 3 clusters Score: Raw -258043.051285 + Penalty 3636.855126 = -254406.196159 nChanged 2 SP:Iteration 26Q (6051.500000 sec): 3 clusters Score: Raw -258044.955982 + Penalty 3636.855126 = -254408.100856 nChanged 2 SP:Iteration 27Q (6051.660000 sec): 3 clusters Score: Raw -258046.254061 + Penalty 3636.855126 = -254409.398935 nChanged 2 SP:Iteration 28Q (6051.830000 sec): 3 clusters Score: Raw -258047.476419 + Penalty 3636.855126 = -254410.621293 nChanged 2 SP:Iteration 29Q (6052.010000 sec): 3 clusters Score: Raw -258048.400190 + Penalty 3636.855126 = -254411.545064 nChanged 1 SP:Iteration 30Q (6052.200000 sec): 3 clusters Score: Raw -258049.738178 + Penalty 3636.855126 = -254412.883051 nChanged 2 SP:Iteration 31Q (6052.370000 sec): 3 clusters Score: Raw -258051.361370 + Penalty 3636.855126 = -254414.506244 nChanged 1 SP:Iteration 32Q (6052.560000 sec): 3 clusters Score: Raw -258052.270363 + Penalty 3636.855126 = -254415.415237 nChanged 3 SP:Iteration 33Q (6052.720000 sec): 3 clusters Score: Raw -258054.292675 + Penalty 3636.855126 = -254417.437549 nChanged 2 SP:Iteration 34Q (6052.910000 sec): 3 clusters Score: Raw -258055.125487 + Penalty 3636.855126 = -254418.270361 nChanged 1 SP:Iteration 35Q (6053.110000 sec): 3 clusters Score: Raw -258055.883690 + Penalty 3636.855126 = -254419.028563 nChanged 1 SP:Iteration 36Q (6053.300000 sec): 3 clusters Score: Raw -258056.435121 + Penalty 3636.855126 = -254419.579995 nChanged 2 SP:Iteration 37Q (6053.470000 sec): 3 clusters Score: Raw -258057.905994 + Penalty 3636.855126 = -254421.050868 nChanged 1 SP:Iteration 38Q (6053.650000 sec): 3 clusters Score: Raw -258058.976799 + Penalty 3636.855126 = -254422.121673 nChanged 1 SP:Iteration 39Q (6053.840000 sec): 3 clusters Score: Raw -258059.518323 + Penalty 3636.855126 = -254422.663197 nChanged 0 SP:Iteration 40F (6054.000000 sec): 3 clusters Score: Raw -258059.518323 + Penalty 3636.855126 = -254422.663197 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 12 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6054.090000 sec): 2 clusters Score: Raw -65463.810528 + Penalty 1503.818732 = -63959.991796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6054.280000 sec): 3 clusters Score: Raw -65714.591740 + Penalty 3007.637464 = -62706.954276 nChanged 88 SP:Iteration 1F (6054.450000 sec): 3 clusters Score: Raw -66028.048855 + Penalty 3007.637464 = -63020.411391 nChanged 45 SP:Iteration 2F (6054.680000 sec): 3 clusters Score: Raw -66240.573469 + Penalty 3007.637464 = -63232.936006 nChanged 36 SP:Iteration 3F (6054.840000 sec): 3 clusters Score: Raw -66457.216702 + Penalty 3007.637464 = -63449.579239 nChanged 22 SP:Iteration 4F (6055.020000 sec): 3 clusters Score: Raw -66584.878923 + Penalty 3007.637464 = -63577.241460 nChanged 11 SP:Iteration 5Q (6055.230000 sec): 3 clusters Score: Raw -66648.317058 + Penalty 3007.637464 = -63640.679594 nChanged 5 SP:Iteration 6Q (6055.430000 sec): 3 clusters Score: Raw -66674.511346 + Penalty 3007.637464 = -63666.873882 nChanged 1 SP:Iteration 7Q (6055.650000 sec): 3 clusters Score: Raw -66679.611879 + Penalty 3007.637464 = -63671.974416 nChanged 1 SP:Iteration 8Q (6055.820000 sec): 3 clusters Score: Raw -66684.746165 + Penalty 3007.637464 = -63677.108702 nChanged 1 SP:Iteration 9Q (6056.010000 sec): 3 clusters Score: Raw -66689.515871 + Penalty 3007.637464 = -63681.878408 nChanged 0 SP:Iteration 10F (6056.170000 sec): 3 clusters Score: Raw -66689.515871 + Penalty 3007.637464 = -63681.878408 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 13 (8499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6056.290000 sec): 2 clusters Score: Raw -1591724.142158 + Penalty 2243.830540 = -1589480.311619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6056.510000 sec): 3 clusters Score: Raw -1587202.458384 + Penalty 4487.661079 = -1582714.797305 nChanged 3441 SP:Iteration 1F (6056.750000 sec): 3 clusters Score: Raw -1589156.895248 + Penalty 4487.661079 = -1584669.234169 nChanged 590 SP:Iteration 2F (6056.930000 sec): 3 clusters Score: Raw -1589494.576889 + Penalty 4487.661079 = -1585006.915810 nChanged 468 SP:Iteration 3F (6057.180000 sec): 3 clusters Score: Raw -1589820.845430 + Penalty 4487.661079 = -1585333.184350 nChanged 462 SP:Iteration 4F (6057.360000 sec): 3 clusters Score: Raw -1590213.182742 + Penalty 4487.661079 = -1585725.521663 nChanged 493 SP:Iteration 5F (6057.580000 sec): 3 clusters Score: Raw -1590648.263079 + Penalty 4487.661079 = -1586160.602000 nChanged 524 SP:Iteration 6F (6057.820000 sec): 3 clusters Score: Raw -1591143.726836 + Penalty 4487.661079 = -1586656.065757 nChanged 545 SP:Iteration 7F (6058.000000 sec): 3 clusters Score: Raw -1591619.944806 + Penalty 4487.661079 = -1587132.283727 nChanged 501 SP:Iteration 8F (6058.170000 sec): 3 clusters Score: Raw -1592044.337081 + Penalty 4487.661079 = -1587556.676002 nChanged 444 SP:Iteration 9F (6058.370000 sec): 3 clusters Score: Raw -1592392.466295 + Penalty 4487.661079 = -1587904.805216 nChanged 348 SP:Iteration 10Q (6058.560000 sec): 3 clusters Score: Raw -1592640.369641 + Penalty 4487.661079 = -1588152.708562 nChanged 305 SP:Iteration 11Q (6058.770000 sec): 3 clusters Score: Raw -1592839.078944 + Penalty 4487.661079 = -1588351.417865 nChanged 235 SP:Iteration 12Q (6058.970000 sec): 3 clusters Score: Raw -1592962.277520 + Penalty 4487.661079 = -1588474.616440 nChanged 172 SP:Iteration 13Q (6059.170000 sec): 3 clusters Score: Raw -1593036.010109 + Penalty 4487.661079 = -1588548.349030 nChanged 105 SP:Iteration 14Q (6059.370000 sec): 3 clusters Score: Raw -1593074.188938 + Penalty 4487.661079 = -1588586.527859 nChanged 75 SP:Iteration 15Q (6059.570000 sec): 3 clusters Score: Raw -1593098.953809 + Penalty 4487.661079 = -1588611.292730 nChanged 53 SP:Iteration 16Q (6059.790000 sec): 3 clusters Score: Raw -1593115.893187 + Penalty 4487.661079 = -1588628.232108 nChanged 47 SP:Iteration 17Q (6059.970000 sec): 3 clusters Score: Raw -1593129.406310 + Penalty 4487.661079 = -1588641.745231 nChanged 35 SP:Iteration 18Q (6060.200000 sec): 3 clusters Score: Raw -1593137.542727 + Penalty 4487.661079 = -1588649.881648 nChanged 25 SP:Iteration 19Q (6060.390000 sec): 3 clusters Score: Raw -1593142.710057 + Penalty 4487.661079 = -1588655.048978 nChanged 25 SP:Iteration 20F (6060.600000 sec): 3 clusters Score: Raw -1593149.607993 + Penalty 4487.661079 = -1588661.946914 nChanged 23 SP:Iteration 21Q (6060.800000 sec): 3 clusters Score: Raw -1593157.253300 + Penalty 4487.661079 = -1588669.592221 nChanged 18 SP:Iteration 22Q (6061.020000 sec): 3 clusters Score: Raw -1593161.441743 + Penalty 4487.661079 = -1588673.780663 nChanged 16 SP:Iteration 23Q (6061.230000 sec): 3 clusters Score: Raw -1593164.163409 + Penalty 4487.661079 = -1588676.502330 nChanged 15 SP:Iteration 24Q (6061.430000 sec): 3 clusters Score: Raw -1593166.816029 + Penalty 4487.661079 = -1588679.154949 nChanged 11 SP:Iteration 25Q (6061.710000 sec): 3 clusters Score: Raw -1593169.079337 + Penalty 4487.661079 = -1588681.418258 nChanged 14 SP:Iteration 26Q (6061.940000 sec): 3 clusters Score: Raw -1593171.596475 + Penalty 4487.661079 = -1588683.935396 nChanged 6 SP:Iteration 27Q (6062.150000 sec): 3 clusters Score: Raw -1593172.702503 + Penalty 4487.661079 = -1588685.041424 nChanged 9 SP:Iteration 28Q (6062.370000 sec): 3 clusters Score: Raw -1593174.603867 + Penalty 4487.661079 = -1588686.942788 nChanged 7 SP:Iteration 29Q (6062.590000 sec): 3 clusters Score: Raw -1593176.133541 + Penalty 4487.661079 = -1588688.472462 nChanged 7 SP:Iteration 30Q (6062.800000 sec): 3 clusters Score: Raw -1593177.237607 + Penalty 4487.661079 = -1588689.576528 nChanged 3 SP:Iteration 31Q (6063.020000 sec): 3 clusters Score: Raw -1593177.703456 + Penalty 4487.661079 = -1588690.042377 nChanged 1 SP:Iteration 32Q (6063.250000 sec): 3 clusters Score: Raw -1593177.917436 + Penalty 4487.661079 = -1588690.256357 nChanged 1 SP:Iteration 33Q (6063.490000 sec): 3 clusters Score: Raw -1593178.177489 + Penalty 4487.661079 = -1588690.516410 nChanged 2 SP:Iteration 34Q (6063.690000 sec): 3 clusters Score: Raw -1593178.487748 + Penalty 4487.661079 = -1588690.826669 nChanged 0 SP:Iteration 35F (6063.950000 sec): 3 clusters Score: Raw -1593178.487748 + Penalty 4487.661079 = -1588690.826669 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 14 (178597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6064.800000 sec): 2 clusters Score: Raw -34355105.934110 + Penalty 2999.036013 = -34352106.898097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6065.940000 sec): 3 clusters Score: Raw -34238480.328830 + Penalty 5998.072026 = -34232482.256804 nChanged 85432 SP:Iteration 1F (6066.930000 sec): 3 clusters Score: Raw -34288357.094034 + Penalty 5998.072026 = -34282359.022007 nChanged 5685 SP:Iteration 2Q (6068.100000 sec): 3 clusters Score: Raw -34289762.309159 + Penalty 5998.072026 = -34283764.237133 nChanged 6872 SP:Iteration 3Q (6069.190000 sec): 3 clusters Score: Raw -34291988.773215 + Penalty 5998.072026 = -34285990.701188 nChanged 8924 SP:Iteration 4Q (6070.310000 sec): 3 clusters Score: Raw -34296003.944598 + Penalty 5998.072026 = -34290005.872572 nChanged 11799 SP:Iteration 5F (6071.330000 sec): 3 clusters Score: Raw -34303094.797090 + Penalty 5998.072026 = -34297096.725064 nChanged 14663 SP:Iteration 6F (6072.330000 sec): 3 clusters Score: Raw -34314364.112412 + Penalty 5998.072026 = -34308366.040386 nChanged 16001 SP:Iteration 7F (6073.460000 sec): 3 clusters Score: Raw -34329188.525781 + Penalty 5998.072026 = -34323190.453755 nChanged 13717 SP:Iteration 8F (6074.470000 sec): 3 clusters Score: Raw -34343211.400889 + Penalty 5998.072026 = -34337213.328863 nChanged 8001 SP:Iteration 9Q (6075.520000 sec): 3 clusters Score: Raw -34351468.624582 + Penalty 5998.072026 = -34345470.552556 nChanged 2975 SP:Iteration 10Q (6076.500000 sec): 3 clusters Score: Raw -34354418.464168 + Penalty 5998.072026 = -34348420.392142 nChanged 614 SP:Iteration 11Q (6077.480000 sec): 3 clusters Score: Raw -34355106.617747 + Penalty 5998.072026 = -34349108.545721 nChanged 100 SP:Iteration 12Q (6078.390000 sec): 3 clusters Score: Raw -34355274.423264 + Penalty 5998.072026 = -34349276.351238 nChanged 25 SP:Iteration 13Q (6079.310000 sec): 3 clusters Score: Raw -34355319.619909 + Penalty 5998.072026 = -34349321.547882 nChanged 9 SP:Iteration 14Q (6080.210000 sec): 3 clusters Score: Raw -34355338.098620 + Penalty 5998.072026 = -34349340.026593 nChanged 7 SP:Iteration 15Q (6081.130000 sec): 3 clusters Score: Raw -34355345.818097 + Penalty 5998.072026 = -34349347.746070 nChanged 5 SP:Iteration 16Q (6082.120000 sec): 3 clusters Score: Raw -34355356.115855 + Penalty 5998.072026 = -34349358.043828 nChanged 3 SP:Iteration 17Q (6083.110000 sec): 3 clusters Score: Raw -34355361.237698 + Penalty 5998.072026 = -34349363.165671 nChanged 2 SP:Iteration 18Q (6084.040000 sec): 3 clusters Score: Raw -34355366.703505 + Penalty 5998.072026 = -34349368.631479 nChanged 4 SP:Iteration 19Q (6084.970000 sec): 3 clusters Score: Raw -34355376.371830 + Penalty 5998.072026 = -34349378.299803 nChanged 6 SP:Iteration 20F (6086.050000 sec): 3 clusters Score: Raw -34355385.872812 + Penalty 5998.072026 = -34349387.800785 nChanged 4 SP:Iteration 21Q (6086.970000 sec): 3 clusters Score: Raw -34355392.489343 + Penalty 5998.072026 = -34349394.417317 nChanged 3 SP:Iteration 22Q (6087.960000 sec): 3 clusters Score: Raw -34355397.100989 + Penalty 5998.072026 = -34349399.028962 nChanged 0 SP:Iteration 23F (6089.100000 sec): 3 clusters Score: Raw -34355397.100989 + Penalty 5998.072026 = -34349399.028962 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 15 (263179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6090.250000 sec): 2 clusters Score: Raw -46662836.758585 + Penalty 3095.186243 = -46659741.572342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6091.880000 sec): 3 clusters Score: Raw -46489150.350133 + Penalty 6190.372485 = -46482959.977647 nChanged 127429 SP:Iteration 1F (6093.390000 sec): 3 clusters Score: Raw -46564993.780580 + Penalty 6190.372485 = -46558803.408095 nChanged 7996 SP:Iteration 2Q (6095.060000 sec): 3 clusters Score: Raw -46567123.031952 + Penalty 6190.372485 = -46560932.659467 nChanged 9458 SP:Iteration 3Q (6096.710000 sec): 3 clusters Score: Raw -46570180.008088 + Penalty 6190.372485 = -46563989.635603 nChanged 11384 SP:Iteration 4Q (6098.300000 sec): 3 clusters Score: Raw -46574658.906919 + Penalty 6190.372485 = -46568468.534434 nChanged 13500 SP:Iteration 5F (6099.780000 sec): 3 clusters Score: Raw -46580758.523471 + Penalty 6190.372485 = -46574568.150986 nChanged 14974 SP:Iteration 6F (6101.320000 sec): 3 clusters Score: Raw -46587971.106215 + Penalty 6190.372485 = -46581780.733729 nChanged 15304 SP:Iteration 7F (6102.770000 sec): 3 clusters Score: Raw -46595197.985377 + Penalty 6190.372485 = -46589007.612892 nChanged 14528 SP:Iteration 8F (6104.240000 sec): 3 clusters Score: Raw -46601388.169447 + Penalty 6190.372485 = -46595197.796961 nChanged 12631 SP:Iteration 9Q (6105.720000 sec): 3 clusters Score: Raw -46605919.035097 + Penalty 6190.372485 = -46599728.662612 nChanged 10448 SP:Iteration 10Q (6107.230000 sec): 3 clusters Score: Raw -46609105.521238 + Penalty 6190.372485 = -46602915.148753 nChanged 8741 SP:Iteration 11Q (6108.710000 sec): 3 clusters Score: Raw -46611592.375458 + Penalty 6190.372485 = -46605402.002973 nChanged 7948 SP:Iteration 12Q (6110.200000 sec): 3 clusters Score: Raw -46614006.527785 + Penalty 6190.372485 = -46607816.155299 nChanged 8144 SP:Iteration 13Q (6111.680000 sec): 3 clusters Score: Raw -46616772.986302 + Penalty 6190.372485 = -46610582.613817 nChanged 9261 SP:Iteration 14Q (6113.190000 sec): 3 clusters Score: Raw -46620298.355769 + Penalty 6190.372485 = -46614107.983283 nChanged 10156 SP:Iteration 15Q (6114.610000 sec): 3 clusters Score: Raw -46624677.716998 + Penalty 6190.372485 = -46618487.344513 nChanged 10852 SP:Iteration 16Q (6116.050000 sec): 3 clusters Score: Raw -46630066.158072 + Penalty 6190.372485 = -46623875.785587 nChanged 10936 SP:Iteration 17Q (6117.480000 sec): 3 clusters Score: Raw -46636165.415415 + Penalty 6190.372485 = -46629975.042930 nChanged 10304 SP:Iteration 18Q (6118.900000 sec): 3 clusters Score: Raw -46642509.013750 + Penalty 6190.372485 = -46636318.641265 nChanged 9163 SP:Iteration 19Q (6120.300000 sec): 3 clusters Score: Raw -46648631.294692 + Penalty 6190.372485 = -46642440.922207 nChanged 7411 SP:Iteration 20F (6121.680000 sec): 3 clusters Score: Raw -46653768.348632 + Penalty 6190.372485 = -46647577.976147 nChanged 5352 SP:Iteration 21Q (6123.060000 sec): 3 clusters Score: Raw -46657402.028397 + Penalty 6190.372485 = -46651211.655912 nChanged 3531 SP:Iteration 22Q (6124.340000 sec): 3 clusters Score: Raw -46659689.618242 + Penalty 6190.372485 = -46653499.245757 nChanged 2202 SP:Iteration 23Q (6125.640000 sec): 3 clusters Score: Raw -46661032.301675 + Penalty 6190.372485 = -46654841.929190 nChanged 1423 SP:Iteration 24Q (6126.920000 sec): 3 clusters Score: Raw -46661848.781383 + Penalty 6190.372485 = -46655658.408898 nChanged 877 SP:Iteration 25Q (6128.240000 sec): 3 clusters Score: Raw -46662342.440073 + Penalty 6190.372485 = -46656152.067588 nChanged 575 SP:Iteration 26Q (6129.460000 sec): 3 clusters Score: Raw -46662646.599275 + Penalty 6190.372485 = -46656456.226789 nChanged 393 SP:Iteration 27Q (6130.750000 sec): 3 clusters Score: Raw -46662850.364355 + Penalty 6190.372485 = -46656659.991870 nChanged 265 SP:Iteration 28Q (6131.980000 sec): 3 clusters Score: Raw -46662992.297515 + Penalty 6190.372485 = -46656801.925030 nChanged 189 SP:Iteration 29Q (6133.360000 sec): 3 clusters Score: Raw -46663090.862942 + Penalty 6190.372485 = -46656900.490456 nChanged 144 SP:Iteration 30Q (6134.550000 sec): 3 clusters Score: Raw -46663156.597304 + Penalty 6190.372485 = -46656966.224819 nChanged 96 SP:Iteration 31Q (6135.790000 sec): 3 clusters Score: Raw -46663199.469782 + Penalty 6190.372485 = -46657009.097297 nChanged 81 SP:Iteration 32Q (6137.040000 sec): 3 clusters Score: Raw -46663240.629099 + Penalty 6190.372485 = -46657050.256614 nChanged 58 SP:Iteration 33Q (6138.300000 sec): 3 clusters Score: Raw -46663269.409307 + Penalty 6190.372485 = -46657079.036822 nChanged 44 SP:Iteration 34Q (6139.510000 sec): 3 clusters Score: Raw -46663291.566455 + Penalty 6190.372485 = -46657101.193970 nChanged 47 SP:Iteration 35Q (6140.770000 sec): 3 clusters Score: Raw -46663316.021402 + Penalty 6190.372485 = -46657125.648917 nChanged 41 SP:Iteration 36Q (6141.990000 sec): 3 clusters Score: Raw -46663332.050767 + Penalty 6190.372485 = -46657141.678281 nChanged 35 SP:Iteration 37Q (6143.320000 sec): 3 clusters Score: Raw -46663347.703039 + Penalty 6190.372485 = -46657157.330553 nChanged 26 SP:Iteration 38Q (6144.500000 sec): 3 clusters Score: Raw -46663358.637314 + Penalty 6190.372485 = -46657168.264829 nChanged 22 SP:Iteration 39Q (6145.840000 sec): 3 clusters Score: Raw -46663366.074428 + Penalty 6190.372485 = -46657175.701942 nChanged 19 SP:Iteration 40F (6147.330000 sec): 3 clusters Score: Raw -46663374.518936 + Penalty 6190.372485 = -46657184.146450 nChanged 15 SP:Iteration 41Q (6148.580000 sec): 3 clusters Score: Raw -46663380.336203 + Penalty 6190.372485 = -46657189.963718 nChanged 11 SP:Iteration 42Q (6149.760000 sec): 3 clusters Score: Raw -46663384.497256 + Penalty 6190.372485 = -46657194.124770 nChanged 10 SP:Iteration 43Q (6150.950000 sec): 3 clusters Score: Raw -46663388.240918 + Penalty 6190.372485 = -46657197.868433 nChanged 11 SP:Iteration 44Q (6152.180000 sec): 3 clusters Score: Raw -46663391.538733 + Penalty 6190.372485 = -46657201.166248 nChanged 7 SP:Iteration 45Q (6153.520000 sec): 3 clusters Score: Raw -46663393.843972 + Penalty 6190.372485 = -46657203.471487 nChanged 6 SP:Iteration 46Q (6154.850000 sec): 3 clusters Score: Raw -46663395.157960 + Penalty 6190.372485 = -46657204.785474 nChanged 3 SP:Iteration 47Q (6156.150000 sec): 3 clusters Score: Raw -46663395.744295 + Penalty 6190.372485 = -46657205.371809 nChanged 0 SP:Iteration 48F (6157.660000 sec): 3 clusters Score: Raw -46663395.744295 + Penalty 6190.372485 = -46657205.371809 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 16 (24767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6157.960000 sec): 2 clusters Score: Raw -4530565.277320 + Penalty 2509.082315 = -4528056.195004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6158.250000 sec): 3 clusters Score: Raw -4516007.158854 + Penalty 5018.164631 = -4510988.994224 nChanged 11006 SP:Iteration 1F (6158.570000 sec): 3 clusters Score: Raw -4521792.327568 + Penalty 5018.164631 = -4516774.162937 nChanged 1216 SP:Iteration 2Q (6158.900000 sec): 3 clusters Score: Raw -4522229.777152 + Penalty 5018.164631 = -4517211.612521 nChanged 1132 SP:Iteration 3Q (6159.260000 sec): 3 clusters Score: Raw -4522636.870280 + Penalty 5018.164631 = -4517618.705649 nChanged 1113 SP:Iteration 4Q (6159.570000 sec): 3 clusters Score: Raw -4523105.925656 + Penalty 5018.164631 = -4518087.761025 nChanged 1236 SP:Iteration 5Q (6159.910000 sec): 3 clusters Score: Raw -4523755.417646 + Penalty 5018.164631 = -4518737.253015 nChanged 1475 SP:Iteration 6F (6160.250000 sec): 3 clusters Score: Raw -4524720.166218 + Penalty 5018.164631 = -4519702.001588 nChanged 1706 SP:Iteration 7F (6160.610000 sec): 3 clusters Score: Raw -4526065.869425 + Penalty 5018.164631 = -4521047.704794 nChanged 1791 SP:Iteration 8F (6160.900000 sec): 3 clusters Score: Raw -4527646.400932 + Penalty 5018.164631 = -4522628.236301 nChanged 1485 SP:Iteration 9F (6161.200000 sec): 3 clusters Score: Raw -4529063.467233 + Penalty 5018.164631 = -4524045.302602 nChanged 973 SP:Iteration 10Q (6161.570000 sec): 3 clusters Score: Raw -4530016.855670 + Penalty 5018.164631 = -4524998.691039 nChanged 453 SP:Iteration 11Q (6161.900000 sec): 3 clusters Score: Raw -4530450.250325 + Penalty 5018.164631 = -4525432.085694 nChanged 195 SP:Iteration 12Q (6162.230000 sec): 3 clusters Score: Raw -4530636.219752 + Penalty 5018.164631 = -4525618.055121 nChanged 90 SP:Iteration 13Q (6162.520000 sec): 3 clusters Score: Raw -4530735.173346 + Penalty 5018.164631 = -4525717.008715 nChanged 38 SP:Iteration 14Q (6162.830000 sec): 3 clusters Score: Raw -4530774.862212 + Penalty 5018.164631 = -4525756.697581 nChanged 21 SP:Iteration 15Q (6163.190000 sec): 3 clusters Score: Raw -4530798.019075 + Penalty 5018.164631 = -4525779.854444 nChanged 11 SP:Iteration 16Q (6163.470000 sec): 3 clusters Score: Raw -4530813.861270 + Penalty 5018.164631 = -4525795.696639 nChanged 11 SP:Iteration 17Q (6163.810000 sec): 3 clusters Score: Raw -4530826.631739 + Penalty 5018.164631 = -4525808.467109 nChanged 9 SP:Iteration 18Q (6164.050000 sec): 3 clusters Score: Raw -4530839.517667 + Penalty 5018.164631 = -4525821.353036 nChanged 9 SP:Iteration 19Q (6164.370000 sec): 3 clusters Score: Raw -4530854.050025 + Penalty 5018.164631 = -4525835.885394 nChanged 7 SP:Iteration 20F (6164.690000 sec): 3 clusters Score: Raw -4530863.744153 + Penalty 5018.164631 = -4525845.579522 nChanged 6 SP:Iteration 21Q (6164.970000 sec): 3 clusters Score: Raw -4530873.384869 + Penalty 5018.164631 = -4525855.220238 nChanged 8 SP:Iteration 22Q (6165.250000 sec): 3 clusters Score: Raw -4530881.617419 + Penalty 5018.164631 = -4525863.452788 nChanged 7 SP:Iteration 23Q (6165.490000 sec): 3 clusters Score: Raw -4530890.575520 + Penalty 5018.164631 = -4525872.410889 nChanged 1 SP:Iteration 24Q (6165.790000 sec): 3 clusters Score: Raw -4530893.046153 + Penalty 5018.164631 = -4525874.881522 nChanged 1 SP:Iteration 25Q (6166.160000 sec): 3 clusters Score: Raw -4530894.542415 + Penalty 5018.164631 = -4525876.377784 nChanged 0 SP:Iteration 26F (6166.480000 sec): 3 clusters Score: Raw -4530894.542415 + Penalty 5018.164631 = -4525876.377784 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 17 (1149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6166.600000 sec): 2 clusters Score: Raw -206120.750898 + Penalty 1747.568525 = -204373.182373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6166.780000 sec): 3 clusters Score: Raw -205836.876978 + Penalty 3495.137050 = -202341.739928 nChanged 289 SP:Iteration 1F (6166.980000 sec): 3 clusters Score: Raw -206149.175927 + Penalty 3495.137050 = -202654.038877 nChanged 85 SP:Iteration 2F (6167.140000 sec): 3 clusters Score: Raw -206260.515633 + Penalty 3495.137050 = -202765.378583 nChanged 53 SP:Iteration 3Q (6167.300000 sec): 3 clusters Score: Raw -206332.673529 + Penalty 3495.137050 = -202837.536480 nChanged 36 SP:Iteration 4Q (6167.490000 sec): 3 clusters Score: Raw -206385.801090 + Penalty 3495.137050 = -202890.664040 nChanged 19 SP:Iteration 5Q (6167.640000 sec): 3 clusters Score: Raw -206412.008984 + Penalty 3495.137050 = -202916.871934 nChanged 16 SP:Iteration 6Q (6167.780000 sec): 3 clusters Score: Raw -206434.609977 + Penalty 3495.137050 = -202939.472927 nChanged 17 SP:Iteration 7Q (6167.980000 sec): 3 clusters Score: Raw -206457.106207 + Penalty 3495.137050 = -202961.969157 nChanged 16 SP:Iteration 8Q (6168.120000 sec): 3 clusters Score: Raw -206478.427976 + Penalty 3495.137050 = -202983.290927 nChanged 13 SP:Iteration 9Q (6168.340000 sec): 3 clusters Score: Raw -206489.656947 + Penalty 3495.137050 = -202994.519897 nChanged 6 SP:Iteration 10Q (6168.520000 sec): 3 clusters Score: Raw -206497.268262 + Penalty 3495.137050 = -203002.131212 nChanged 5 SP:Iteration 11Q (6168.700000 sec): 3 clusters Score: Raw -206502.820299 + Penalty 3495.137050 = -203007.683249 nChanged 4 SP:Iteration 12Q (6168.890000 sec): 3 clusters Score: Raw -206507.944360 + Penalty 3495.137050 = -203012.807310 nChanged 3 SP:Iteration 13Q (6169.080000 sec): 3 clusters Score: Raw -206509.978037 + Penalty 3495.137050 = -203014.840988 nChanged 1 SP:Iteration 14Q (6169.240000 sec): 3 clusters Score: Raw -206511.429867 + Penalty 3495.137050 = -203016.292817 nChanged 1 SP:Iteration 15Q (6169.440000 sec): 3 clusters Score: Raw -206513.648970 + Penalty 3495.137050 = -203018.511920 nChanged 1 SP:Iteration 16Q (6169.620000 sec): 3 clusters Score: Raw -206515.082849 + Penalty 3495.137050 = -203019.945799 nChanged 3 SP:Iteration 17Q (6169.720000 sec): 3 clusters Score: Raw -206519.323210 + Penalty 3495.137050 = -203024.186161 nChanged 5 SP:Iteration 18Q (6169.820000 sec): 3 clusters Score: Raw -206525.554788 + Penalty 3495.137050 = -203030.417739 nChanged 3 SP:Iteration 19Q (6169.910000 sec): 3 clusters Score: Raw -206527.550876 + Penalty 3495.137050 = -203032.413826 nChanged 1 SP:Iteration 20F (6170.010000 sec): 3 clusters Score: Raw -206528.646148 + Penalty 3495.137050 = -203033.509098 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 18 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6170.100000 sec): 2 clusters Score: Raw -126871.141810 + Penalty 1649.589825 = -125221.551985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6170.200000 sec): 3 clusters Score: Raw -126756.454741 + Penalty 3299.179649 = -123457.275091 nChanged 191 SP:Iteration 1F (6170.300000 sec): 3 clusters Score: Raw -127116.695080 + Penalty 3299.179649 = -123817.515430 nChanged 67 SP:Iteration 2F (6170.390000 sec): 3 clusters Score: Raw -127342.556424 + Penalty 3299.179649 = -124043.376775 nChanged 55 SP:Iteration 3F (6170.480000 sec): 3 clusters Score: Raw -127577.302179 + Penalty 3299.179649 = -124278.122529 nChanged 46 SP:Iteration 4F (6170.580000 sec): 3 clusters Score: Raw -127734.743711 + Penalty 3299.179649 = -124435.564061 nChanged 36 SP:Iteration 5Q (6170.680000 sec): 3 clusters Score: Raw -127890.388883 + Penalty 3299.179649 = -124591.209233 nChanged 29 SP:Iteration 6Q (6170.770000 sec): 3 clusters Score: Raw -128005.522570 + Penalty 3299.179649 = -124706.342921 nChanged 19 SP:Iteration 7Q (6170.870000 sec): 3 clusters Score: Raw -128066.108605 + Penalty 3299.179649 = -124766.928956 nChanged 16 SP:Iteration 8Q (6170.960000 sec): 3 clusters Score: Raw -128143.497593 + Penalty 3299.179649 = -124844.317943 nChanged 17 SP:Iteration 9Q (6171.060000 sec): 3 clusters Score: Raw -128220.940731 + Penalty 3299.179649 = -124921.761082 nChanged 15 SP:Iteration 10Q (6171.160000 sec): 3 clusters Score: Raw -128272.857341 + Penalty 3299.179649 = -124973.677692 nChanged 11 SP:Iteration 11Q (6171.250000 sec): 3 clusters Score: Raw -128307.583160 + Penalty 3299.179649 = -125008.403510 nChanged 7 SP:Iteration 12Q (6171.350000 sec): 3 clusters Score: Raw -128320.004856 + Penalty 3299.179649 = -125020.825207 nChanged 2 SP:Iteration 13Q (6171.440000 sec): 3 clusters Score: Raw -128323.833231 + Penalty 3299.179649 = -125024.653581 nChanged 1 SP:Iteration 14Q (6171.540000 sec): 3 clusters Score: Raw -128327.728260 + Penalty 3299.179649 = -125028.548611 nChanged 3 SP:Iteration 15Q (6171.640000 sec): 3 clusters Score: Raw -128334.578038 + Penalty 3299.179649 = -125035.398389 nChanged 1 SP:Iteration 16Q (6171.730000 sec): 3 clusters Score: Raw -128335.538678 + Penalty 3299.179649 = -125036.359029 nChanged 0 SP:Iteration 17F (6171.830000 sec): 3 clusters Score: Raw -128335.538678 + Penalty 3299.179649 = -125036.359029 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 19 (1892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6171.890000 sec): 2 clusters Score: Raw -313387.621633 + Penalty 1871.256658 = -311516.364976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6171.990000 sec): 3 clusters Score: Raw -312750.638150 + Penalty 3742.513316 = -309008.124835 nChanged 577 SP:Iteration 1F (6172.080000 sec): 3 clusters Score: Raw -313253.569338 + Penalty 3742.513316 = -309511.056022 nChanged 161 SP:Iteration 2F (6172.180000 sec): 3 clusters Score: Raw -313469.206913 + Penalty 3742.513316 = -309726.693597 nChanged 110 SP:Iteration 3F (6172.280000 sec): 3 clusters Score: Raw -313636.830122 + Penalty 3742.513316 = -309894.316806 nChanged 107 SP:Iteration 4F (6172.370000 sec): 3 clusters Score: Raw -313792.907461 + Penalty 3742.513316 = -310050.394145 nChanged 96 SP:Iteration 5F (6172.470000 sec): 3 clusters Score: Raw -313969.301061 + Penalty 3742.513316 = -310226.787745 nChanged 104 SP:Iteration 6F (6172.560000 sec): 3 clusters Score: Raw -314152.140079 + Penalty 3742.513316 = -310409.626763 nChanged 102 SP:Iteration 7F (6172.660000 sec): 3 clusters Score: Raw -314274.741458 + Penalty 3742.513316 = -310532.228142 nChanged 77 SP:Iteration 8Q (6172.760000 sec): 3 clusters Score: Raw -314370.142755 + Penalty 3742.513316 = -310627.629439 nChanged 55 SP:Iteration 9Q (6172.850000 sec): 3 clusters Score: Raw -314439.756269 + Penalty 3742.513316 = -310697.242953 nChanged 46 SP:Iteration 10Q (6172.950000 sec): 3 clusters Score: Raw -314481.945878 + Penalty 3742.513316 = -310739.432562 nChanged 34 SP:Iteration 11Q (6173.040000 sec): 3 clusters Score: Raw -314511.924856 + Penalty 3742.513316 = -310769.411540 nChanged 24 SP:Iteration 12Q (6173.140000 sec): 3 clusters Score: Raw -314530.825616 + Penalty 3742.513316 = -310788.312300 nChanged 14 SP:Iteration 13Q (6173.240000 sec): 3 clusters Score: Raw -314540.381884 + Penalty 3742.513316 = -310797.868568 nChanged 9 SP:Iteration 14Q (6173.330000 sec): 3 clusters Score: Raw -314549.158400 + Penalty 3742.513316 = -310806.645084 nChanged 9 SP:Iteration 15Q (6173.430000 sec): 3 clusters Score: Raw -314556.864916 + Penalty 3742.513316 = -310814.351600 nChanged 10 SP:Iteration 16Q (6173.520000 sec): 3 clusters Score: Raw -314562.117259 + Penalty 3742.513316 = -310819.603943 nChanged 8 SP:Iteration 17Q (6173.620000 sec): 3 clusters Score: Raw -314570.917133 + Penalty 3742.513316 = -310828.403817 nChanged 7 SP:Iteration 18Q (6173.830000 sec): 3 clusters Score: Raw -314576.476318 + Penalty 3742.513316 = -310833.963002 nChanged 3 SP:Iteration 19Q (6174.000000 sec): 3 clusters Score: Raw -314578.201478 + Penalty 3742.513316 = -310835.688162 nChanged 1 SP:Iteration 20F (6174.160000 sec): 3 clusters Score: Raw -314579.039530 + Penalty 3742.513316 = -310836.526215 nChanged 1 SP:Iteration 21Q (6174.370000 sec): 3 clusters Score: Raw -314579.926670 + Penalty 3742.513316 = -310837.413354 nChanged 0 SP:Iteration 22F (6174.560000 sec): 3 clusters Score: Raw -314579.926670 + Penalty 3742.513316 = -310837.413354 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 20 (1599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6174.640000 sec): 2 clusters Score: Raw -290230.375575 + Penalty 1829.529161 = -288400.846414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6174.840000 sec): 3 clusters Score: Raw -289675.002761 + Penalty 3659.058322 = -286015.944439 nChanged 487 SP:Iteration 1F (6175.010000 sec): 3 clusters Score: Raw -290127.102541 + Penalty 3659.058322 = -286468.044219 nChanged 124 SP:Iteration 2F (6175.190000 sec): 3 clusters Score: Raw -290284.757473 + Penalty 3659.058322 = -286625.699151 nChanged 84 SP:Iteration 3F (6175.360000 sec): 3 clusters Score: Raw -290414.494799 + Penalty 3659.058322 = -286755.436477 nChanged 74 SP:Iteration 4Q (6175.580000 sec): 3 clusters Score: Raw -290539.998608 + Penalty 3659.058322 = -286880.940286 nChanged 62 SP:Iteration 5Q (6175.810000 sec): 3 clusters Score: Raw -290661.455086 + Penalty 3659.058322 = -287002.396764 nChanged 68 SP:Iteration 6Q (6175.990000 sec): 3 clusters Score: Raw -290799.430641 + Penalty 3659.058322 = -287140.372319 nChanged 60 SP:Iteration 7Q (6176.170000 sec): 3 clusters Score: Raw -290889.352086 + Penalty 3659.058322 = -287230.293765 nChanged 46 SP:Iteration 8Q (6176.310000 sec): 3 clusters Score: Raw -290949.644088 + Penalty 3659.058322 = -287290.585767 nChanged 28 SP:Iteration 9Q (6176.460000 sec): 3 clusters Score: Raw -290983.867018 + Penalty 3659.058322 = -287324.808696 nChanged 27 SP:Iteration 10Q (6176.600000 sec): 3 clusters Score: Raw -291013.555951 + Penalty 3659.058322 = -287354.497629 nChanged 20 SP:Iteration 11Q (6176.740000 sec): 3 clusters Score: Raw -291039.813844 + Penalty 3659.058322 = -287380.755523 nChanged 16 SP:Iteration 12Q (6176.880000 sec): 3 clusters Score: Raw -291052.841593 + Penalty 3659.058322 = -287393.783271 nChanged 9 SP:Iteration 13Q (6177.060000 sec): 3 clusters Score: Raw -291059.811460 + Penalty 3659.058322 = -287400.753139 nChanged 4 SP:Iteration 14Q (6177.220000 sec): 3 clusters Score: Raw -291062.856914 + Penalty 3659.058322 = -287403.798593 nChanged 0 SP:Iteration 15F (6177.420000 sec): 3 clusters Score: Raw -291064.489544 + Penalty 3659.058322 = -287405.431223 nChanged 1 SP:Iteration 16Q (6177.570000 sec): 3 clusters Score: Raw -291066.874313 + Penalty 3659.058322 = -287407.815992 nChanged 1 SP:Iteration 17Q (6177.760000 sec): 3 clusters Score: Raw -291067.415149 + Penalty 3659.058322 = -287408.356828 nChanged 1 SP:Iteration 18Q (6177.930000 sec): 3 clusters Score: Raw -291069.343083 + Penalty 3659.058322 = -287410.284762 nChanged 1 SP:Iteration 19Q (6178.090000 sec): 3 clusters Score: Raw -291069.688683 + Penalty 3659.058322 = -287410.630362 nChanged 0 SP:Iteration 20F (6178.290000 sec): 3 clusters Score: Raw -291069.688683 + Penalty 3659.058322 = -287410.630362 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 21 (868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6178.380000 sec): 2 clusters Score: Raw -136642.531198 + Penalty 1678.015545 = -134964.515652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6178.580000 sec): 3 clusters Score: Raw -136497.193057 + Penalty 3356.031090 = -133141.161967 nChanged 205 SP:Iteration 1F (6178.760000 sec): 3 clusters Score: Raw -136913.223343 + Penalty 3356.031090 = -133557.192253 nChanged 74 SP:Iteration 2F (6178.910000 sec): 3 clusters Score: Raw -137060.871108 + Penalty 3356.031090 = -133704.840017 nChanged 41 SP:Iteration 3Q (6179.060000 sec): 3 clusters Score: Raw -137116.364552 + Penalty 3356.031090 = -133760.333462 nChanged 25 SP:Iteration 4Q (6179.200000 sec): 3 clusters Score: Raw -137160.434209 + Penalty 3356.031090 = -133804.403119 nChanged 17 SP:Iteration 5Q (6179.360000 sec): 3 clusters Score: Raw -137188.080076 + Penalty 3356.031090 = -133832.048985 nChanged 18 SP:Iteration 6Q (6179.520000 sec): 3 clusters Score: Raw -137217.735345 + Penalty 3356.031090 = -133861.704255 nChanged 9 SP:Iteration 7Q (6179.700000 sec): 3 clusters Score: Raw -137230.952780 + Penalty 3356.031090 = -133874.921690 nChanged 6 SP:Iteration 8Q (6179.930000 sec): 3 clusters Score: Raw -137242.118901 + Penalty 3356.031090 = -133886.087810 nChanged 3 SP:Iteration 9Q (6180.120000 sec): 3 clusters Score: Raw -137245.065088 + Penalty 3356.031090 = -133889.033997 nChanged 1 SP:Iteration 10Q (6180.340000 sec): 3 clusters Score: Raw -137246.427739 + Penalty 3356.031090 = -133890.396649 nChanged 2 SP:Iteration 11Q (6180.510000 sec): 3 clusters Score: Raw -137247.815739 + Penalty 3356.031090 = -133891.784648 nChanged 1 SP:Iteration 12Q (6180.660000 sec): 3 clusters Score: Raw -137248.570570 + Penalty 3356.031090 = -133892.539479 nChanged 1 SP:Iteration 13Q (6180.860000 sec): 3 clusters Score: Raw -137249.617488 + Penalty 3356.031090 = -133893.586397 nChanged 2 SP:Iteration 14Q (6181.050000 sec): 3 clusters Score: Raw -137253.223817 + Penalty 3356.031090 = -133897.192727 nChanged 2 SP:Iteration 15Q (6181.290000 sec): 3 clusters Score: Raw -137257.049174 + Penalty 3356.031090 = -133901.018084 nChanged 1 SP:Iteration 16Q (6181.440000 sec): 3 clusters Score: Raw -137260.019875 + Penalty 3356.031090 = -133903.988785 nChanged 3 SP:Iteration 17Q (6181.600000 sec): 3 clusters Score: Raw -137265.796837 + Penalty 3356.031090 = -133909.765747 nChanged 1 SP:Iteration 18Q (6181.780000 sec): 3 clusters Score: Raw -137268.374242 + Penalty 3356.031090 = -133912.343152 nChanged 1 SP:Iteration 19Q (6181.970000 sec): 3 clusters Score: Raw -137270.396554 + Penalty 3356.031090 = -133914.365464 nChanged 1 SP:Iteration 20F (6182.150000 sec): 3 clusters Score: Raw -137272.052828 + Penalty 3356.031090 = -133916.021738 nChanged 1 SP:Iteration 21Q (6182.310000 sec): 3 clusters Score: Raw -137274.343029 + Penalty 3356.031090 = -133918.311938 nChanged 1 SP:Iteration 22Q (6182.520000 sec): 3 clusters Score: Raw -137275.208595 + Penalty 3356.031090 = -133919.177504 nChanged 0 SP:Iteration 23F (6182.660000 sec): 3 clusters Score: Raw -137275.208595 + Penalty 3356.031090 = -133919.177504 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 22 (7615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6182.820000 sec): 2 clusters Score: Raw -1329856.760162 + Penalty 2216.593066 = -1327640.167096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6183.070000 sec): 3 clusters Score: Raw -1325865.362168 + Penalty 4433.186132 = -1321432.176036 nChanged 3078 SP:Iteration 1F (6183.280000 sec): 3 clusters Score: Raw -1327545.137633 + Penalty 4433.186132 = -1323111.951501 nChanged 534 SP:Iteration 2F (6183.460000 sec): 3 clusters Score: Raw -1327798.316273 + Penalty 4433.186132 = -1323365.130142 nChanged 371 SP:Iteration 3Q (6183.680000 sec): 3 clusters Score: Raw -1327962.013662 + Penalty 4433.186132 = -1323528.827531 nChanged 279 SP:Iteration 4Q (6183.870000 sec): 3 clusters Score: Raw -1328093.195327 + Penalty 4433.186132 = -1323660.009196 nChanged 250 SP:Iteration 5Q (6184.060000 sec): 3 clusters Score: Raw -1328216.536392 + Penalty 4433.186132 = -1323783.350260 nChanged 253 SP:Iteration 6Q (6184.260000 sec): 3 clusters Score: Raw -1328350.954826 + Penalty 4433.186132 = -1323917.768694 nChanged 269 SP:Iteration 7Q (6184.460000 sec): 3 clusters Score: Raw -1328489.496784 + Penalty 4433.186132 = -1324056.310652 nChanged 250 SP:Iteration 8Q (6184.660000 sec): 3 clusters Score: Raw -1328629.195806 + Penalty 4433.186132 = -1324196.009675 nChanged 266 SP:Iteration 9Q (6184.930000 sec): 3 clusters Score: Raw -1328794.306576 + Penalty 4433.186132 = -1324361.120444 nChanged 301 SP:Iteration 10Q (6185.110000 sec): 3 clusters Score: Raw -1328990.738348 + Penalty 4433.186132 = -1324557.552217 nChanged 334 SP:Iteration 11Q (6185.300000 sec): 3 clusters Score: Raw -1329214.213222 + Penalty 4433.186132 = -1324781.027091 nChanged 297 SP:Iteration 12Q (6185.480000 sec): 3 clusters Score: Raw -1329406.776715 + Penalty 4433.186132 = -1324973.590584 nChanged 285 SP:Iteration 13Q (6185.710000 sec): 3 clusters Score: Raw -1329592.582430 + Penalty 4433.186132 = -1325159.396298 nChanged 233 SP:Iteration 14Q (6185.880000 sec): 3 clusters Score: Raw -1329727.921980 + Penalty 4433.186132 = -1325294.735849 nChanged 177 SP:Iteration 15Q (6186.030000 sec): 3 clusters Score: Raw -1329833.058333 + Penalty 4433.186132 = -1325399.872202 nChanged 176 SP:Iteration 16Q (6186.290000 sec): 3 clusters Score: Raw -1329922.766108 + Penalty 4433.186132 = -1325489.579976 nChanged 133 SP:Iteration 17Q (6186.510000 sec): 3 clusters Score: Raw -1329987.236608 + Penalty 4433.186132 = -1325554.050477 nChanged 99 SP:Iteration 18Q (6186.730000 sec): 3 clusters Score: Raw -1330038.350403 + Penalty 4433.186132 = -1325605.164271 nChanged 87 SP:Iteration 19Q (6186.930000 sec): 3 clusters Score: Raw -1330083.637418 + Penalty 4433.186132 = -1325650.451287 nChanged 83 SP:Iteration 20F (6187.180000 sec): 3 clusters Score: Raw -1330132.044677 + Penalty 4433.186132 = -1325698.858546 nChanged 92 SP:Iteration 21Q (6187.400000 sec): 3 clusters Score: Raw -1330179.978724 + Penalty 4433.186132 = -1325746.792592 nChanged 75 SP:Iteration 22Q (6187.610000 sec): 3 clusters Score: Raw -1330215.483012 + Penalty 4433.186132 = -1325782.296880 nChanged 58 SP:Iteration 23Q (6187.820000 sec): 3 clusters Score: Raw -1330248.074168 + Penalty 4433.186132 = -1325814.888036 nChanged 52 SP:Iteration 24Q (6188.000000 sec): 3 clusters Score: Raw -1330274.650193 + Penalty 4433.186132 = -1325841.464062 nChanged 46 SP:Iteration 25Q (6188.280000 sec): 3 clusters Score: Raw -1330295.082457 + Penalty 4433.186132 = -1325861.896325 nChanged 48 SP:Iteration 26Q (6188.470000 sec): 3 clusters Score: Raw -1330314.760682 + Penalty 4433.186132 = -1325881.574551 nChanged 46 SP:Iteration 27Q (6188.690000 sec): 3 clusters Score: Raw -1330335.892536 + Penalty 4433.186132 = -1325902.706404 nChanged 45 SP:Iteration 28Q (6188.920000 sec): 3 clusters Score: Raw -1330350.615351 + Penalty 4433.186132 = -1325917.429219 nChanged 22 SP:Iteration 29Q (6189.130000 sec): 3 clusters Score: Raw -1330357.824748 + Penalty 4433.186132 = -1325924.638616 nChanged 17 SP:Iteration 30Q (6189.400000 sec): 3 clusters Score: Raw -1330363.711242 + Penalty 4433.186132 = -1325930.525111 nChanged 13 SP:Iteration 31Q (6189.620000 sec): 3 clusters Score: Raw -1330367.573977 + Penalty 4433.186132 = -1325934.387845 nChanged 13 SP:Iteration 32Q (6189.850000 sec): 3 clusters Score: Raw -1330372.702280 + Penalty 4433.186132 = -1325939.516148 nChanged 17 SP:Iteration 33Q (6190.100000 sec): 3 clusters Score: Raw -1330379.063020 + Penalty 4433.186132 = -1325945.876888 nChanged 11 SP:Iteration 34Q (6190.330000 sec): 3 clusters Score: Raw -1330383.546240 + Penalty 4433.186132 = -1325950.360109 nChanged 12 SP:Iteration 35Q (6190.550000 sec): 3 clusters Score: Raw -1330387.607112 + Penalty 4433.186132 = -1325954.420980 nChanged 16 SP:Iteration 36Q (6190.780000 sec): 3 clusters Score: Raw -1330393.866820 + Penalty 4433.186132 = -1325960.680688 nChanged 16 SP:Iteration 37Q (6191.000000 sec): 3 clusters Score: Raw -1330398.334980 + Penalty 4433.186132 = -1325965.148849 nChanged 10 SP:Iteration 38Q (6191.190000 sec): 3 clusters Score: Raw -1330401.617332 + Penalty 4433.186132 = -1325968.431201 nChanged 8 SP:Iteration 39Q (6191.410000 sec): 3 clusters Score: Raw -1330404.979737 + Penalty 4433.186132 = -1325971.793605 nChanged 11 SP:Iteration 40F (6191.610000 sec): 3 clusters Score: Raw -1330407.859977 + Penalty 4433.186132 = -1325974.673845 nChanged 13 SP:Iteration 41Q (6191.930000 sec): 3 clusters Score: Raw -1330412.351464 + Penalty 4433.186132 = -1325979.165332 nChanged 13 SP:Iteration 42Q (6192.120000 sec): 3 clusters Score: Raw -1330416.129122 + Penalty 4433.186132 = -1325982.942990 nChanged 13 SP:Iteration 43Q (6192.370000 sec): 3 clusters Score: Raw -1330419.412967 + Penalty 4433.186132 = -1325986.226835 nChanged 11 SP:Iteration 44Q (6192.550000 sec): 3 clusters Score: Raw -1330421.561261 + Penalty 4433.186132 = -1325988.375129 nChanged 6 SP:Iteration 45Q (6192.750000 sec): 3 clusters Score: Raw -1330422.657355 + Penalty 4433.186132 = -1325989.471224 nChanged 4 SP:Iteration 46Q (6193.000000 sec): 3 clusters Score: Raw -1330423.369155 + Penalty 4433.186132 = -1325990.183023 nChanged 2 SP:Iteration 47Q (6193.190000 sec): 3 clusters Score: Raw -1330423.561300 + Penalty 4433.186132 = -1325990.375168 nChanged 2 SP:Iteration 48Q (6193.410000 sec): 3 clusters Score: Raw -1330424.083325 + Penalty 4433.186132 = -1325990.897194 nChanged 0 SP:Iteration 49F (6193.630000 sec): 3 clusters Score: Raw -1330424.083325 + Penalty 4433.186132 = -1325990.897194 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 23 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6193.720000 sec): 2 clusters Score: Raw -45502.804747 + Penalty 1401.817317 = -44100.987431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6193.930000 sec): 3 clusters Score: Raw -45666.825695 + Penalty 2803.634633 = -42863.191062 nChanged 46 SP:Iteration 1F (6194.090000 sec): 3 clusters Score: Raw -45774.382994 + Penalty 2803.634633 = -42970.748361 nChanged 11 SP:Iteration 2Q (6194.280000 sec): 3 clusters Score: Raw -45826.384691 + Penalty 2803.634633 = -43022.750058 nChanged 15 SP:Iteration 3F (6194.430000 sec): 3 clusters Score: Raw -45912.886664 + Penalty 2803.634633 = -43109.252031 nChanged 11 SP:Iteration 4Q (6194.620000 sec): 3 clusters Score: Raw -45943.587482 + Penalty 2803.634633 = -43139.952848 nChanged 11 SP:Iteration 5Q (6194.840000 sec): 3 clusters Score: Raw -46003.079111 + Penalty 2803.634633 = -43199.444477 nChanged 12 SP:Iteration 6Q (6195.050000 sec): 3 clusters Score: Raw -46042.832458 + Penalty 2803.634633 = -43239.197824 nChanged 11 SP:Iteration 7Q (6195.180000 sec): 3 clusters Score: Raw -46141.648197 + Penalty 2803.634633 = -43338.013563 nChanged 8 SP:Iteration 8Q (6195.400000 sec): 3 clusters Score: Raw -46228.043260 + Penalty 2803.634633 = -43424.408627 nChanged 6 SP:Iteration 9Q (6195.580000 sec): 3 clusters Score: Raw -46275.051291 + Penalty 2803.634633 = -43471.416658 nChanged 1 SP:Iteration 10Q (6195.750000 sec): 3 clusters Score: Raw -46283.081531 + Penalty 2803.634633 = -43479.446898 nChanged 0 SP:Iteration 11F (6195.940000 sec): 3 clusters Score: Raw -46283.081531 + Penalty 2803.634633 = -43479.446898 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 24 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6196.070000 sec): 2 clusters Score: Raw -45259.577517 + Penalty 1447.033063 = -43812.544454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6196.280000 sec): 3 clusters Score: Raw -45516.501249 + Penalty 2894.066126 = -42622.435123 nChanged 61 SP:Iteration 1F (6196.450000 sec): 3 clusters Score: Raw -45689.497516 + Penalty 2894.066126 = -42795.431390 nChanged 22 SP:Iteration 2F (6196.620000 sec): 3 clusters Score: Raw -45801.876556 + Penalty 2894.066126 = -42907.810431 nChanged 21 SP:Iteration 3F (6196.800000 sec): 3 clusters Score: Raw -45880.837791 + Penalty 2894.066126 = -42986.771665 nChanged 10 SP:Iteration 4Q (6196.990000 sec): 3 clusters Score: Raw -45969.930561 + Penalty 2894.066126 = -43075.864435 nChanged 14 SP:Iteration 5Q (6197.150000 sec): 3 clusters Score: Raw -46034.129050 + Penalty 2894.066126 = -43140.062924 nChanged 5 SP:Iteration 6Q (6197.340000 sec): 3 clusters Score: Raw -46108.990802 + Penalty 2894.066126 = -43214.924677 nChanged 4 SP:Iteration 7Q (6197.530000 sec): 3 clusters Score: Raw -46177.584785 + Penalty 2894.066126 = -43283.518659 nChanged 6 SP:Iteration 8Q (6197.740000 sec): 3 clusters Score: Raw -46239.205909 + Penalty 2894.066126 = -43345.139783 nChanged 9 SP:Iteration 9Q (6197.900000 sec): 3 clusters Score: Raw -46295.326888 + Penalty 2894.066126 = -43401.260762 nChanged 2 SP:Iteration 10Q (6198.070000 sec): 3 clusters Score: Raw -46307.404307 + Penalty 2894.066126 = -43413.338182 nChanged 1 SP:Iteration 11Q (6198.250000 sec): 3 clusters Score: Raw -46311.133720 + Penalty 2894.066126 = -43417.067594 nChanged 0 SP:Iteration 12F (6198.430000 sec): 3 clusters Score: Raw -46311.133720 + Penalty 2894.066126 = -43417.067594 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 25 (28757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6198.680000 sec): 2 clusters Score: Raw -4936084.030776 + Penalty 2546.125851 = -4933537.904926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6198.990000 sec): 3 clusters Score: Raw -4918836.395505 + Penalty 5092.251701 = -4913744.143804 nChanged 13013 SP:Iteration 1F (6199.290000 sec): 3 clusters Score: Raw -4925857.360396 + Penalty 5092.251701 = -4920765.108695 nChanged 1328 SP:Iteration 2Q (6199.640000 sec): 3 clusters Score: Raw -4926289.419483 + Penalty 5092.251701 = -4921197.167782 nChanged 1217 SP:Iteration 3Q (6199.990000 sec): 3 clusters Score: Raw -4926687.302827 + Penalty 5092.251701 = -4921595.051126 nChanged 1122 SP:Iteration 4Q (6200.350000 sec): 3 clusters Score: Raw -4927051.550398 + Penalty 5092.251701 = -4921959.298697 nChanged 1205 SP:Iteration 5Q (6200.660000 sec): 3 clusters Score: Raw -4927487.229851 + Penalty 5092.251701 = -4922394.978150 nChanged 1242 SP:Iteration 6Q (6200.970000 sec): 3 clusters Score: Raw -4928001.601244 + Penalty 5092.251701 = -4922909.349542 nChanged 1322 SP:Iteration 7Q (6201.320000 sec): 3 clusters Score: Raw -4928596.456285 + Penalty 5092.251701 = -4923504.204583 nChanged 1409 SP:Iteration 8Q (6201.660000 sec): 3 clusters Score: Raw -4929262.855533 + Penalty 5092.251701 = -4924170.603831 nChanged 1378 SP:Iteration 9Q (6201.980000 sec): 3 clusters Score: Raw -4929931.330889 + Penalty 5092.251701 = -4924839.079188 nChanged 1365 SP:Iteration 10Q (6202.350000 sec): 3 clusters Score: Raw -4930605.926512 + Penalty 5092.251701 = -4925513.674811 nChanged 1222 SP:Iteration 11Q (6202.630000 sec): 3 clusters Score: Raw -4931175.304806 + Penalty 5092.251701 = -4926083.053104 nChanged 1131 SP:Iteration 12Q (6203.000000 sec): 3 clusters Score: Raw -4931704.389621 + Penalty 5092.251701 = -4926612.137920 nChanged 1084 SP:Iteration 13Q (6203.300000 sec): 3 clusters Score: Raw -4932280.444378 + Penalty 5092.251701 = -4927188.192677 nChanged 1056 SP:Iteration 14Q (6203.610000 sec): 3 clusters Score: Raw -4932867.034796 + Penalty 5092.251701 = -4927774.783094 nChanged 1015 SP:Iteration 15Q (6203.990000 sec): 3 clusters Score: Raw -4933437.027802 + Penalty 5092.251701 = -4928344.776100 nChanged 930 SP:Iteration 16Q (6204.290000 sec): 3 clusters Score: Raw -4933997.546010 + Penalty 5092.251701 = -4928905.294309 nChanged 868 SP:Iteration 17Q (6204.620000 sec): 3 clusters Score: Raw -4934569.693148 + Penalty 5092.251701 = -4929477.441446 nChanged 756 SP:Iteration 18Q (6204.930000 sec): 3 clusters Score: Raw -4935097.428515 + Penalty 5092.251701 = -4930005.176814 nChanged 626 SP:Iteration 19Q (6205.270000 sec): 3 clusters Score: Raw -4935547.395359 + Penalty 5092.251701 = -4930455.143657 nChanged 429 SP:Iteration 20F (6205.610000 sec): 3 clusters Score: Raw -4935862.504034 + Penalty 5092.251701 = -4930770.252333 nChanged 268 SP:Iteration 21Q (6205.950000 sec): 3 clusters Score: Raw -4936066.241741 + Penalty 5092.251701 = -4930973.990039 nChanged 174 SP:Iteration 22Q (6206.260000 sec): 3 clusters Score: Raw -4936197.834060 + Penalty 5092.251701 = -4931105.582359 nChanged 108 SP:Iteration 23Q (6206.530000 sec): 3 clusters Score: Raw -4936289.492371 + Penalty 5092.251701 = -4931197.240669 nChanged 79 SP:Iteration 24Q (6206.890000 sec): 3 clusters Score: Raw -4936347.911503 + Penalty 5092.251701 = -4931255.659801 nChanged 48 SP:Iteration 25Q (6207.190000 sec): 3 clusters Score: Raw -4936385.944573 + Penalty 5092.251701 = -4931293.692872 nChanged 29 SP:Iteration 26Q (6207.470000 sec): 3 clusters Score: Raw -4936405.896678 + Penalty 5092.251701 = -4931313.644976 nChanged 20 SP:Iteration 27Q (6207.790000 sec): 3 clusters Score: Raw -4936422.531555 + Penalty 5092.251701 = -4931330.279853 nChanged 19 SP:Iteration 28Q (6208.110000 sec): 3 clusters Score: Raw -4936439.966305 + Penalty 5092.251701 = -4931347.714603 nChanged 16 SP:Iteration 29Q (6208.370000 sec): 3 clusters Score: Raw -4936452.126607 + Penalty 5092.251701 = -4931359.874905 nChanged 16 SP:Iteration 30Q (6208.660000 sec): 3 clusters Score: Raw -4936462.715375 + Penalty 5092.251701 = -4931370.463673 nChanged 9 SP:Iteration 31Q (6208.990000 sec): 3 clusters Score: Raw -4936468.480731 + Penalty 5092.251701 = -4931376.229030 nChanged 6 SP:Iteration 32Q (6209.300000 sec): 3 clusters Score: Raw -4936472.771397 + Penalty 5092.251701 = -4931380.519696 nChanged 5 SP:Iteration 33Q (6209.610000 sec): 3 clusters Score: Raw -4936476.483360 + Penalty 5092.251701 = -4931384.231659 nChanged 4 SP:Iteration 34Q (6209.870000 sec): 3 clusters Score: Raw -4936478.499041 + Penalty 5092.251701 = -4931386.247340 nChanged 2 SP:Iteration 35Q (6210.150000 sec): 3 clusters Score: Raw -4936479.742473 + Penalty 5092.251701 = -4931387.490772 nChanged 2 SP:Iteration 36Q (6210.470000 sec): 3 clusters Score: Raw -4936481.347773 + Penalty 5092.251701 = -4931389.096072 nChanged 1 SP:Iteration 37Q (6210.720000 sec): 3 clusters Score: Raw -4936481.972968 + Penalty 5092.251701 = -4931389.721267 nChanged 3 SP:Iteration 38Q (6210.970000 sec): 3 clusters Score: Raw -4936484.533252 + Penalty 5092.251701 = -4931392.281550 nChanged 1 SP:Iteration 39Q (6211.240000 sec): 3 clusters Score: Raw -4936484.965032 + Penalty 5092.251701 = -4931392.713331 nChanged 0 SP:Iteration 40F (6211.600000 sec): 3 clusters Score: Raw -4936484.965032 + Penalty 5092.251701 = -4931392.713331 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 26 (1125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6211.720000 sec): 2 clusters Score: Raw -113844.959668 + Penalty 1742.333502 = -112102.626166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6211.850000 sec): 3 clusters Score: Raw -114410.493013 + Penalty 3484.667004 = -110925.826008 nChanged 468 SP:Iteration 1F (6212.070000 sec): 3 clusters Score: Raw -119648.597459 + Penalty 3484.667004 = -116163.930454 nChanged 138 SP:Iteration 2F (6212.220000 sec): 3 clusters Score: Raw -123577.477135 + Penalty 3484.667004 = -120092.810131 nChanged 47 SP:Iteration 3Q (6212.390000 sec): 3 clusters Score: Raw -125086.899059 + Penalty 3484.667004 = -121602.232055 nChanged 32 SP:Iteration 4Q (6212.590000 sec): 3 clusters Score: Raw -126049.532877 + Penalty 3484.667004 = -122564.865873 nChanged 19 SP:Iteration 5Q (6212.760000 sec): 3 clusters Score: Raw -126538.637640 + Penalty 3484.667004 = -123053.970636 nChanged 10 SP:Iteration 6Q (6212.920000 sec): 3 clusters Score: Raw -126766.204262 + Penalty 3484.667004 = -123281.537258 nChanged 10 SP:Iteration 7Q (6213.110000 sec): 3 clusters Score: Raw -127118.624293 + Penalty 3484.667004 = -123633.957289 nChanged 4 SP:Iteration 8Q (6213.260000 sec): 3 clusters Score: Raw -127426.744064 + Penalty 3484.667004 = -123942.077060 nChanged 2 SP:Iteration 9Q (6213.420000 sec): 3 clusters Score: Raw -127450.930377 + Penalty 3484.667004 = -123966.263373 nChanged 0 SP:Iteration 10F (6213.620000 sec): 3 clusters Score: Raw -127463.812766 + Penalty 3484.667004 = -123979.145762 nChanged 2 SP:Iteration 11Q (6213.770000 sec): 3 clusters Score: Raw -127482.510937 + Penalty 3484.667004 = -123997.843933 nChanged 0 SP:Iteration 12F (6213.970000 sec): 3 clusters Score: Raw -127482.510937 + Penalty 3484.667004 = -123997.843933 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 27 (209132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6214.940000 sec): 2 clusters Score: Raw -37016687.732582 + Penalty 3038.178786 = -37013649.553797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6216.080000 sec): 3 clusters Score: Raw -36879269.318915 + Penalty 6076.357572 = -36873192.961344 nChanged 100687 SP:Iteration 1F (6217.250000 sec): 3 clusters Score: Raw -36938000.747764 + Penalty 6076.357572 = -36931924.390193 nChanged 4705 SP:Iteration 2Q (6218.510000 sec): 3 clusters Score: Raw -36938763.304743 + Penalty 6076.357572 = -36932686.947171 nChanged 4911 SP:Iteration 3Q (6219.740000 sec): 3 clusters Score: Raw -36939668.660452 + Penalty 6076.357572 = -36933592.302881 nChanged 5481 SP:Iteration 4Q (6220.950000 sec): 3 clusters Score: Raw -36940891.477312 + Penalty 6076.357572 = -36934815.119741 nChanged 6465 SP:Iteration 5Q (6222.210000 sec): 3 clusters Score: Raw -36942717.917744 + Penalty 6076.357572 = -36936641.560172 nChanged 8073 SP:Iteration 6Q (6223.450000 sec): 3 clusters Score: Raw -36945680.000966 + Penalty 6076.357572 = -36939603.643394 nChanged 10292 SP:Iteration 7Q (6224.680000 sec): 3 clusters Score: Raw -36950638.601388 + Penalty 6076.357572 = -36944562.243816 nChanged 13157 SP:Iteration 8F (6225.810000 sec): 3 clusters Score: Raw -36958802.688486 + Penalty 6076.357572 = -36952726.330914 nChanged 15605 SP:Iteration 9F (6227.070000 sec): 3 clusters Score: Raw -36970832.062095 + Penalty 6076.357572 = -36964755.704524 nChanged 16398 SP:Iteration 10F (6228.230000 sec): 3 clusters Score: Raw -36985198.111020 + Penalty 6076.357572 = -36979121.753449 nChanged 14099 SP:Iteration 11F (6229.410000 sec): 3 clusters Score: Raw -36998222.034859 + Penalty 6076.357572 = -36992145.677287 nChanged 10171 SP:Iteration 12Q (6230.560000 sec): 3 clusters Score: Raw -37007714.503092 + Penalty 6076.357572 = -37001638.145521 nChanged 5860 SP:Iteration 13Q (6231.790000 sec): 3 clusters Score: Raw -37012999.323619 + Penalty 6076.357572 = -37006922.966047 nChanged 2776 SP:Iteration 14Q (6232.870000 sec): 3 clusters Score: Raw -37015403.958990 + Penalty 6076.357572 = -37009327.601419 nChanged 1136 SP:Iteration 15Q (6233.910000 sec): 3 clusters Score: Raw -37016349.130146 + Penalty 6076.357572 = -37010272.772574 nChanged 396 SP:Iteration 16Q (6234.970000 sec): 3 clusters Score: Raw -37016712.011235 + Penalty 6076.357572 = -37010635.653664 nChanged 162 SP:Iteration 17Q (6235.950000 sec): 3 clusters Score: Raw -37016871.030613 + Penalty 6076.357572 = -37010794.673041 nChanged 70 SP:Iteration 18Q (6236.980000 sec): 3 clusters Score: Raw -37016951.017622 + Penalty 6076.357572 = -37010874.660051 nChanged 34 SP:Iteration 19Q (6237.960000 sec): 3 clusters Score: Raw -37016986.962088 + Penalty 6076.357572 = -37010910.604516 nChanged 17 SP:Iteration 20F (6239.090000 sec): 3 clusters Score: Raw -37017004.477089 + Penalty 6076.357572 = -37010928.119518 nChanged 9 SP:Iteration 21Q (6240.080000 sec): 3 clusters Score: Raw -37017015.328514 + Penalty 6076.357572 = -37010938.970942 nChanged 13 SP:Iteration 22Q (6241.040000 sec): 3 clusters Score: Raw -37017026.513885 + Penalty 6076.357572 = -37010950.156313 nChanged 3 SP:Iteration 23Q (6241.990000 sec): 3 clusters Score: Raw -37017029.949426 + Penalty 6076.357572 = -37010953.591854 nChanged 1 SP:Iteration 24Q (6242.930000 sec): 3 clusters Score: Raw -37017030.728182 + Penalty 6076.357572 = -37010954.370610 nChanged 1 SP:Iteration 25Q (6243.890000 sec): 3 clusters Score: Raw -37017031.747823 + Penalty 6076.357572 = -37010955.390252 nChanged 0 SP:Iteration 26F (6245.090000 sec): 3 clusters Score: Raw -37017031.747823 + Penalty 6076.357572 = -37010955.390252 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 28 (20299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6245.380000 sec): 2 clusters Score: Raw -3419727.693439 + Penalty 2459.745072 = -3417267.948367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6245.690000 sec): 3 clusters Score: Raw -3407901.894329 + Penalty 4919.490144 = -3402982.404185 nChanged 8928 SP:Iteration 1F (6245.960000 sec): 3 clusters Score: Raw -3412464.819939 + Penalty 4919.490144 = -3407545.329795 nChanged 1112 SP:Iteration 2F (6246.260000 sec): 3 clusters Score: Raw -3412893.034167 + Penalty 4919.490144 = -3407973.544023 nChanged 964 SP:Iteration 3Q (6246.530000 sec): 3 clusters Score: Raw -3413210.431614 + Penalty 4919.490144 = -3408290.941471 nChanged 813 SP:Iteration 4Q (6246.890000 sec): 3 clusters Score: Raw -3413459.436876 + Penalty 4919.490144 = -3408539.946732 nChanged 696 SP:Iteration 5Q (6247.170000 sec): 3 clusters Score: Raw -3413668.886381 + Penalty 4919.490144 = -3408749.396237 nChanged 624 SP:Iteration 6Q (6247.510000 sec): 3 clusters Score: Raw -3413850.672044 + Penalty 4919.490144 = -3408931.181900 nChanged 595 SP:Iteration 7Q (6247.820000 sec): 3 clusters Score: Raw -3414032.655094 + Penalty 4919.490144 = -3409113.164950 nChanged 602 SP:Iteration 8Q (6248.120000 sec): 3 clusters Score: Raw -3414237.940978 + Penalty 4919.490144 = -3409318.450834 nChanged 693 SP:Iteration 9Q (6248.410000 sec): 3 clusters Score: Raw -3414524.934761 + Penalty 4919.490144 = -3409605.444618 nChanged 720 SP:Iteration 10Q (6248.700000 sec): 3 clusters Score: Raw -3414856.363316 + Penalty 4919.490144 = -3409936.873172 nChanged 737 SP:Iteration 11Q (6248.990000 sec): 3 clusters Score: Raw -3415236.854061 + Penalty 4919.490144 = -3410317.363918 nChanged 796 SP:Iteration 12Q (6249.280000 sec): 3 clusters Score: Raw -3415673.285923 + Penalty 4919.490144 = -3410753.795780 nChanged 810 SP:Iteration 13Q (6249.580000 sec): 3 clusters Score: Raw -3416188.923891 + Penalty 4919.490144 = -3411269.433747 nChanged 842 SP:Iteration 14Q (6249.880000 sec): 3 clusters Score: Raw -3416771.416040 + Penalty 4919.490144 = -3411851.925896 nChanged 821 SP:Iteration 15Q (6250.200000 sec): 3 clusters Score: Raw -3417360.971024 + Penalty 4919.490144 = -3412441.480881 nChanged 783 SP:Iteration 16Q (6250.460000 sec): 3 clusters Score: Raw -3417910.727636 + Penalty 4919.490144 = -3412991.237492 nChanged 695 SP:Iteration 17Q (6250.770000 sec): 3 clusters Score: Raw -3418372.755865 + Penalty 4919.490144 = -3413453.265721 nChanged 586 SP:Iteration 18Q (6250.980000 sec): 3 clusters Score: Raw -3418751.436005 + Penalty 4919.490144 = -3413831.945862 nChanged 487 SP:Iteration 19Q (6251.310000 sec): 3 clusters Score: Raw -3419080.478838 + Penalty 4919.490144 = -3414160.988694 nChanged 422 SP:Iteration 20F (6251.590000 sec): 3 clusters Score: Raw -3419378.608025 + Penalty 4919.490144 = -3414459.117882 nChanged 347 SP:Iteration 21Q (6251.870000 sec): 3 clusters Score: Raw -3419594.705776 + Penalty 4919.490144 = -3414675.215632 nChanged 268 SP:Iteration 22Q (6252.110000 sec): 3 clusters Score: Raw -3419746.029941 + Penalty 4919.490144 = -3414826.539797 nChanged 217 SP:Iteration 23Q (6252.370000 sec): 3 clusters Score: Raw -3419855.635496 + Penalty 4919.490144 = -3414936.145352 nChanged 160 SP:Iteration 24Q (6252.600000 sec): 3 clusters Score: Raw -3419934.590417 + Penalty 4919.490144 = -3415015.100273 nChanged 133 SP:Iteration 25Q (6252.910000 sec): 3 clusters Score: Raw -3420000.772074 + Penalty 4919.490144 = -3415081.281930 nChanged 100 SP:Iteration 26Q (6253.170000 sec): 3 clusters Score: Raw -3420049.885002 + Penalty 4919.490144 = -3415130.394858 nChanged 67 SP:Iteration 27Q (6253.450000 sec): 3 clusters Score: Raw -3420079.257090 + Penalty 4919.490144 = -3415159.766947 nChanged 49 SP:Iteration 28Q (6253.700000 sec): 3 clusters Score: Raw -3420100.793738 + Penalty 4919.490144 = -3415181.303595 nChanged 40 SP:Iteration 29Q (6253.980000 sec): 3 clusters Score: Raw -3420115.793070 + Penalty 4919.490144 = -3415196.302926 nChanged 29 SP:Iteration 30Q (6254.240000 sec): 3 clusters Score: Raw -3420126.744100 + Penalty 4919.490144 = -3415207.253956 nChanged 28 SP:Iteration 31Q (6254.510000 sec): 3 clusters Score: Raw -3420137.356948 + Penalty 4919.490144 = -3415217.866804 nChanged 23 SP:Iteration 32Q (6254.790000 sec): 3 clusters Score: Raw -3420145.879270 + Penalty 4919.490144 = -3415226.389127 nChanged 17 SP:Iteration 33Q (6255.010000 sec): 3 clusters Score: Raw -3420151.555445 + Penalty 4919.490144 = -3415232.065302 nChanged 15 SP:Iteration 34Q (6255.280000 sec): 3 clusters Score: Raw -3420157.589414 + Penalty 4919.490144 = -3415238.099271 nChanged 18 SP:Iteration 35Q (6255.560000 sec): 3 clusters Score: Raw -3420163.823321 + Penalty 4919.490144 = -3415244.333178 nChanged 18 SP:Iteration 36Q (6255.830000 sec): 3 clusters Score: Raw -3420168.607627 + Penalty 4919.490144 = -3415249.117483 nChanged 11 SP:Iteration 37Q (6256.110000 sec): 3 clusters Score: Raw -3420171.577075 + Penalty 4919.490144 = -3415252.086931 nChanged 10 SP:Iteration 38Q (6256.360000 sec): 3 clusters Score: Raw -3420174.242623 + Penalty 4919.490144 = -3415254.752480 nChanged 4 SP:Iteration 39Q (6256.620000 sec): 3 clusters Score: Raw -3420175.826638 + Penalty 4919.490144 = -3415256.336494 nChanged 8 SP:Iteration 40F (6256.880000 sec): 3 clusters Score: Raw -3420178.710749 + Penalty 4919.490144 = -3415259.220606 nChanged 4 SP:Iteration 41Q (6257.130000 sec): 3 clusters Score: Raw -3420179.996404 + Penalty 4919.490144 = -3415260.506260 nChanged 2 SP:Iteration 42Q (6257.430000 sec): 3 clusters Score: Raw -3420180.567426 + Penalty 4919.490144 = -3415261.077283 nChanged 3 SP:Iteration 43Q (6257.640000 sec): 3 clusters Score: Raw -3420181.697359 + Penalty 4919.490144 = -3415262.207215 nChanged 2 SP:Iteration 44Q (6257.900000 sec): 3 clusters Score: Raw -3420182.270495 + Penalty 4919.490144 = -3415262.780352 nChanged 1 SP:Iteration 45Q (6258.200000 sec): 3 clusters Score: Raw -3420182.339100 + Penalty 4919.490144 = -3415262.848956 nChanged 0 SP:Iteration 46F (6258.440000 sec): 3 clusters Score: Raw -3420182.339100 + Penalty 4919.490144 = -3415262.848956 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 29 (1398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6258.560000 sec): 2 clusters Score: Raw -234216.955343 + Penalty 1796.213885 = -232420.741458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6258.780000 sec): 3 clusters Score: Raw -233793.067196 + Penalty 3592.427770 = -230200.639427 nChanged 388 SP:Iteration 1F (6258.930000 sec): 3 clusters Score: Raw -234159.068785 + Penalty 3592.427770 = -230566.641016 nChanged 111 SP:Iteration 2F (6259.100000 sec): 3 clusters Score: Raw -234302.402139 + Penalty 3592.427770 = -230709.974369 nChanged 61 SP:Iteration 3Q (6259.260000 sec): 3 clusters Score: Raw -234398.638270 + Penalty 3592.427770 = -230806.210500 nChanged 73 SP:Iteration 4F (6259.440000 sec): 3 clusters Score: Raw -234520.519876 + Penalty 3592.427770 = -230928.092107 nChanged 68 SP:Iteration 5Q (6259.630000 sec): 3 clusters Score: Raw -234646.949028 + Penalty 3592.427770 = -231054.521259 nChanged 75 SP:Iteration 6F (6259.830000 sec): 3 clusters Score: Raw -234817.758462 + Penalty 3592.427770 = -231225.330692 nChanged 68 SP:Iteration 7Q (6260.020000 sec): 3 clusters Score: Raw -234991.320344 + Penalty 3592.427770 = -231398.892575 nChanged 53 SP:Iteration 8Q (6260.160000 sec): 3 clusters Score: Raw -235147.183407 + Penalty 3592.427770 = -231554.755637 nChanged 51 SP:Iteration 9Q (6260.360000 sec): 3 clusters Score: Raw -235265.529698 + Penalty 3592.427770 = -231673.101928 nChanged 46 SP:Iteration 10Q (6260.540000 sec): 3 clusters Score: Raw -235351.600557 + Penalty 3592.427770 = -231759.172787 nChanged 38 SP:Iteration 11Q (6260.710000 sec): 3 clusters Score: Raw -235432.151825 + Penalty 3592.427770 = -231839.724056 nChanged 33 SP:Iteration 12Q (6260.860000 sec): 3 clusters Score: Raw -235492.108887 + Penalty 3592.427770 = -231899.681117 nChanged 24 SP:Iteration 13Q (6261.020000 sec): 3 clusters Score: Raw -235542.129873 + Penalty 3592.427770 = -231949.702103 nChanged 27 SP:Iteration 14Q (6261.210000 sec): 3 clusters Score: Raw -235587.272352 + Penalty 3592.427770 = -231994.844582 nChanged 20 SP:Iteration 15Q (6261.390000 sec): 3 clusters Score: Raw -235626.516543 + Penalty 3592.427770 = -232034.088773 nChanged 17 SP:Iteration 16Q (6261.580000 sec): 3 clusters Score: Raw -235655.931016 + Penalty 3592.427770 = -232063.503246 nChanged 12 SP:Iteration 17Q (6261.770000 sec): 3 clusters Score: Raw -235673.053118 + Penalty 3592.427770 = -232080.625348 nChanged 9 SP:Iteration 18Q (6261.930000 sec): 3 clusters Score: Raw -235687.310897 + Penalty 3592.427770 = -232094.883127 nChanged 14 SP:Iteration 19Q (6262.120000 sec): 3 clusters Score: Raw -235706.211410 + Penalty 3592.427770 = -232113.783641 nChanged 12 SP:Iteration 20F (6262.330000 sec): 3 clusters Score: Raw -235722.546580 + Penalty 3592.427770 = -232130.118810 nChanged 9 SP:Iteration 21Q (6262.540000 sec): 3 clusters Score: Raw -235733.606712 + Penalty 3592.427770 = -232141.178942 nChanged 6 SP:Iteration 22Q (6262.760000 sec): 3 clusters Score: Raw -235740.218870 + Penalty 3592.427770 = -232147.791100 nChanged 1 SP:Iteration 23Q (6262.960000 sec): 3 clusters Score: Raw -235741.053268 + Penalty 3592.427770 = -232148.625498 nChanged 1 SP:Iteration 24Q (6263.140000 sec): 3 clusters Score: Raw -235741.963209 + Penalty 3592.427770 = -232149.535439 nChanged 1 SP:Iteration 25Q (6263.320000 sec): 3 clusters Score: Raw -235742.721260 + Penalty 3592.427770 = -232150.293491 nChanged 2 SP:Iteration 26Q (6263.500000 sec): 3 clusters Score: Raw -235745.406488 + Penalty 3592.427770 = -232152.978719 nChanged 2 SP:Iteration 27Q (6263.720000 sec): 3 clusters Score: Raw -235747.889782 + Penalty 3592.427770 = -232155.462012 nChanged 1 SP:Iteration 28Q (6263.900000 sec): 3 clusters Score: Raw -235748.820508 + Penalty 3592.427770 = -232156.392738 nChanged 1 SP:Iteration 29Q (6264.090000 sec): 3 clusters Score: Raw -235750.030566 + Penalty 3592.427770 = -232157.602797 nChanged 2 SP:Iteration 30Q (6264.290000 sec): 3 clusters Score: Raw -235751.599296 + Penalty 3592.427770 = -232159.171527 nChanged 0 SP:Iteration 31F (6264.480000 sec): 3 clusters Score: Raw -235751.599296 + Penalty 3592.427770 = -232159.171527 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 30 (2939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6264.600000 sec): 2 clusters Score: Raw -500519.693028 + Penalty 1980.484517 = -498539.208511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6264.770000 sec): 3 clusters Score: Raw -499297.192972 + Penalty 3960.969035 = -495336.223938 nChanged 1004 SP:Iteration 1F (6264.990000 sec): 3 clusters Score: Raw -500062.672668 + Penalty 3960.969035 = -496101.703633 nChanged 261 SP:Iteration 2F (6265.170000 sec): 3 clusters Score: Raw -500359.213223 + Penalty 3960.969035 = -496398.244188 nChanged 191 SP:Iteration 3F (6265.360000 sec): 3 clusters Score: Raw -500599.692616 + Penalty 3960.969035 = -496638.723582 nChanged 165 SP:Iteration 4F (6265.570000 sec): 3 clusters Score: Raw -500763.863625 + Penalty 3960.969035 = -496802.894590 nChanged 123 SP:Iteration 5Q (6265.740000 sec): 3 clusters Score: Raw -500896.088141 + Penalty 3960.969035 = -496935.119107 nChanged 112 SP:Iteration 6Q (6265.900000 sec): 3 clusters Score: Raw -501011.859505 + Penalty 3960.969035 = -497050.890471 nChanged 109 SP:Iteration 7Q (6266.120000 sec): 3 clusters Score: Raw -501103.677965 + Penalty 3960.969035 = -497142.708931 nChanged 91 SP:Iteration 8Q (6266.300000 sec): 3 clusters Score: Raw -501183.676719 + Penalty 3960.969035 = -497222.707685 nChanged 64 SP:Iteration 9Q (6266.540000 sec): 3 clusters Score: Raw -501231.820514 + Penalty 3960.969035 = -497270.851479 nChanged 47 SP:Iteration 10Q (6266.700000 sec): 3 clusters Score: Raw -501277.807641 + Penalty 3960.969035 = -497316.838606 nChanged 49 SP:Iteration 11Q (6266.900000 sec): 3 clusters Score: Raw -501343.424979 + Penalty 3960.969035 = -497382.455945 nChanged 48 SP:Iteration 12Q (6267.100000 sec): 3 clusters Score: Raw -501393.294334 + Penalty 3960.969035 = -497432.325300 nChanged 50 SP:Iteration 13Q (6267.260000 sec): 3 clusters Score: Raw -501432.166851 + Penalty 3960.969035 = -497471.197817 nChanged 34 SP:Iteration 14Q (6267.420000 sec): 3 clusters Score: Raw -501454.785385 + Penalty 3960.969035 = -497493.816351 nChanged 28 SP:Iteration 15Q (6267.620000 sec): 3 clusters Score: Raw -501476.264209 + Penalty 3960.969035 = -497515.295175 nChanged 23 SP:Iteration 16Q (6267.800000 sec): 3 clusters Score: Raw -501491.351474 + Penalty 3960.969035 = -497530.382440 nChanged 25 SP:Iteration 17Q (6268.020000 sec): 3 clusters Score: Raw -501508.247277 + Penalty 3960.969035 = -497547.278243 nChanged 14 SP:Iteration 18Q (6268.160000 sec): 3 clusters Score: Raw -501517.853312 + Penalty 3960.969035 = -497556.884277 nChanged 20 SP:Iteration 19Q (6268.360000 sec): 3 clusters Score: Raw -501531.421975 + Penalty 3960.969035 = -497570.452941 nChanged 16 SP:Iteration 20F (6268.560000 sec): 3 clusters Score: Raw -501541.479369 + Penalty 3960.969035 = -497580.510334 nChanged 12 SP:Iteration 21Q (6268.720000 sec): 3 clusters Score: Raw -501548.157923 + Penalty 3960.969035 = -497587.188888 nChanged 10 SP:Iteration 22Q (6268.920000 sec): 3 clusters Score: Raw -501554.513702 + Penalty 3960.969035 = -497593.544667 nChanged 13 SP:Iteration 23Q (6269.120000 sec): 3 clusters Score: Raw -501560.770791 + Penalty 3960.969035 = -497599.801756 nChanged 8 SP:Iteration 24Q (6269.270000 sec): 3 clusters Score: Raw -501564.540629 + Penalty 3960.969035 = -497603.571595 nChanged 4 SP:Iteration 25Q (6269.470000 sec): 3 clusters Score: Raw -501567.190180 + Penalty 3960.969035 = -497606.221145 nChanged 6 SP:Iteration 26Q (6269.670000 sec): 3 clusters Score: Raw -501569.913542 + Penalty 3960.969035 = -497608.944507 nChanged 4 SP:Iteration 27Q (6269.820000 sec): 3 clusters Score: Raw -501571.776709 + Penalty 3960.969035 = -497610.807674 nChanged 1 SP:Iteration 28Q (6270.050000 sec): 3 clusters Score: Raw -501572.349358 + Penalty 3960.969035 = -497611.380323 nChanged 1 SP:Iteration 29Q (6270.220000 sec): 3 clusters Score: Raw -501572.718109 + Penalty 3960.969035 = -497611.749074 nChanged 0 SP:Iteration 30F (6270.420000 sec): 3 clusters Score: Raw -501572.718109 + Penalty 3960.969035 = -497611.749074 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 31 (33634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6270.660000 sec): 2 clusters Score: Raw -5866290.306307 + Penalty 2584.976599 = -5863705.329708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6271.010000 sec): 3 clusters Score: Raw -5845978.873153 + Penalty 5169.953199 = -5840808.919955 nChanged 15191 SP:Iteration 1F (6271.340000 sec): 3 clusters Score: Raw -5854313.163300 + Penalty 5169.953199 = -5849143.210102 nChanged 1720 SP:Iteration 2F (6271.700000 sec): 3 clusters Score: Raw -5855016.389360 + Penalty 5169.953199 = -5849846.436162 nChanged 1747 SP:Iteration 3F (6272.040000 sec): 3 clusters Score: Raw -5855846.798634 + Penalty 5169.953199 = -5850676.845435 nChanged 1813 SP:Iteration 4F (6272.350000 sec): 3 clusters Score: Raw -5856840.840197 + Penalty 5169.953199 = -5851670.886998 nChanged 1985 SP:Iteration 5F (6272.700000 sec): 3 clusters Score: Raw -5858157.694539 + Penalty 5169.953199 = -5852987.741340 nChanged 2177 SP:Iteration 6F (6273.000000 sec): 3 clusters Score: Raw -5859771.618608 + Penalty 5169.953199 = -5854601.665409 nChanged 2110 SP:Iteration 7F (6273.380000 sec): 3 clusters Score: Raw -5861197.374545 + Penalty 5169.953199 = -5856027.421347 nChanged 1823 SP:Iteration 8F (6273.680000 sec): 3 clusters Score: Raw -5862168.023800 + Penalty 5169.953199 = -5856998.070602 nChanged 1317 SP:Iteration 9Q (6274.050000 sec): 3 clusters Score: Raw -5862649.978598 + Penalty 5169.953199 = -5857480.025400 nChanged 835 SP:Iteration 10Q (6274.340000 sec): 3 clusters Score: Raw -5862872.231032 + Penalty 5169.953199 = -5857702.277834 nChanged 610 SP:Iteration 11Q (6274.690000 sec): 3 clusters Score: Raw -5863006.802589 + Penalty 5169.953199 = -5857836.849391 nChanged 431 SP:Iteration 12Q (6275.020000 sec): 3 clusters Score: Raw -5863083.993972 + Penalty 5169.953199 = -5857914.040773 nChanged 345 SP:Iteration 13Q (6275.340000 sec): 3 clusters Score: Raw -5863139.844408 + Penalty 5169.953199 = -5857969.891209 nChanged 310 SP:Iteration 14Q (6275.670000 sec): 3 clusters Score: Raw -5863190.790867 + Penalty 5169.953199 = -5858020.837668 nChanged 300 SP:Iteration 15Q (6276.030000 sec): 3 clusters Score: Raw -5863238.653073 + Penalty 5169.953199 = -5858068.699875 nChanged 269 SP:Iteration 16Q (6276.350000 sec): 3 clusters Score: Raw -5863279.642741 + Penalty 5169.953199 = -5858109.689543 nChanged 239 SP:Iteration 17Q (6276.700000 sec): 3 clusters Score: Raw -5863314.404895 + Penalty 5169.953199 = -5858144.451697 nChanged 221 SP:Iteration 18Q (6277.060000 sec): 3 clusters Score: Raw -5863344.949451 + Penalty 5169.953199 = -5858174.996253 nChanged 189 SP:Iteration 19Q (6277.340000 sec): 3 clusters Score: Raw -5863367.943187 + Penalty 5169.953199 = -5858197.989989 nChanged 171 SP:Iteration 20F (6277.650000 sec): 3 clusters Score: Raw -5863386.954933 + Penalty 5169.953199 = -5858217.001734 nChanged 162 SP:Iteration 21Q (6277.970000 sec): 3 clusters Score: Raw -5863405.048794 + Penalty 5169.953199 = -5858235.095595 nChanged 136 SP:Iteration 22Q (6278.350000 sec): 3 clusters Score: Raw -5863418.557068 + Penalty 5169.953199 = -5858248.603870 nChanged 117 SP:Iteration 23Q (6278.680000 sec): 3 clusters Score: Raw -5863430.121447 + Penalty 5169.953199 = -5858260.168249 nChanged 107 SP:Iteration 24Q (6279.000000 sec): 3 clusters Score: Raw -5863439.424913 + Penalty 5169.953199 = -5858269.471714 nChanged 109 SP:Iteration 25Q (6279.330000 sec): 3 clusters Score: Raw -5863449.084126 + Penalty 5169.953199 = -5858279.130928 nChanged 95 SP:Iteration 26Q (6279.660000 sec): 3 clusters Score: Raw -5863456.926939 + Penalty 5169.953199 = -5858286.973740 nChanged 90 SP:Iteration 27Q (6280.040000 sec): 3 clusters Score: Raw -5863464.102642 + Penalty 5169.953199 = -5858294.149443 nChanged 73 SP:Iteration 28Q (6280.340000 sec): 3 clusters Score: Raw -5863469.819330 + Penalty 5169.953199 = -5858299.866131 nChanged 67 SP:Iteration 29Q (6280.730000 sec): 3 clusters Score: Raw -5863474.859172 + Penalty 5169.953199 = -5858304.905974 nChanged 56 SP:Iteration 30Q (6281.020000 sec): 3 clusters Score: Raw -5863478.395566 + Penalty 5169.953199 = -5858308.442367 nChanged 49 SP:Iteration 31Q (6281.400000 sec): 3 clusters Score: Raw -5863481.800469 + Penalty 5169.953199 = -5858311.847271 nChanged 59 SP:Iteration 32Q (6281.670000 sec): 3 clusters Score: Raw -5863486.169024 + Penalty 5169.953199 = -5858316.215826 nChanged 55 SP:Iteration 33Q (6282.000000 sec): 3 clusters Score: Raw -5863489.964685 + Penalty 5169.953199 = -5858320.011487 nChanged 56 SP:Iteration 34Q (6282.320000 sec): 3 clusters Score: Raw -5863494.950911 + Penalty 5169.953199 = -5858324.997712 nChanged 63 SP:Iteration 35Q (6282.640000 sec): 3 clusters Score: Raw -5863500.046452 + Penalty 5169.953199 = -5858330.093254 nChanged 72 SP:Iteration 36Q (6283.010000 sec): 3 clusters Score: Raw -5863505.566341 + Penalty 5169.953199 = -5858335.613143 nChanged 56 SP:Iteration 37Q (6283.310000 sec): 3 clusters Score: Raw -5863508.870645 + Penalty 5169.953199 = -5858338.917446 nChanged 63 SP:Iteration 38Q (6283.630000 sec): 3 clusters Score: Raw -5863513.337482 + Penalty 5169.953199 = -5858343.384283 nChanged 61 SP:Iteration 39Q (6283.970000 sec): 3 clusters Score: Raw -5863518.400150 + Penalty 5169.953199 = -5858348.446951 nChanged 64 SP:Iteration 40F (6284.310000 sec): 3 clusters Score: Raw -5863522.780970 + Penalty 5169.953199 = -5858352.827771 nChanged 58 SP:Iteration 41Q (6284.620000 sec): 3 clusters Score: Raw -5863527.737964 + Penalty 5169.953199 = -5858357.784765 nChanged 59 SP:Iteration 42Q (6284.980000 sec): 3 clusters Score: Raw -5863531.925561 + Penalty 5169.953199 = -5858361.972362 nChanged 51 SP:Iteration 43Q (6285.330000 sec): 3 clusters Score: Raw -5863535.181863 + Penalty 5169.953199 = -5858365.228664 nChanged 44 SP:Iteration 44Q (6285.670000 sec): 3 clusters Score: Raw -5863538.256773 + Penalty 5169.953199 = -5858368.303575 nChanged 54 SP:Iteration 45Q (6286.010000 sec): 3 clusters Score: Raw -5863542.272869 + Penalty 5169.953199 = -5858372.319670 nChanged 53 SP:Iteration 46Q (6286.310000 sec): 3 clusters Score: Raw -5863545.596924 + Penalty 5169.953199 = -5858375.643725 nChanged 45 SP:Iteration 47Q (6286.590000 sec): 3 clusters Score: Raw -5863548.672097 + Penalty 5169.953199 = -5858378.718898 nChanged 42 SP:Iteration 48Q (6286.980000 sec): 3 clusters Score: Raw -5863551.298116 + Penalty 5169.953199 = -5858381.344918 nChanged 40 SP:Iteration 49Q (6287.280000 sec): 3 clusters Score: Raw -5863553.646259 + Penalty 5169.953199 = -5858383.693060 nChanged 38 SP:Iteration 50Q (6287.610000 sec): 3 clusters Score: Raw -5863555.965927 + Penalty 5169.953199 = -5858386.012729 nChanged 38 SP:Iteration 51Q (6287.890000 sec): 3 clusters Score: Raw -5863558.467375 + Penalty 5169.953199 = -5858388.514176 nChanged 39 SP:Iteration 52Q (6288.270000 sec): 3 clusters Score: Raw -5863560.858138 + Penalty 5169.953199 = -5858390.904939 nChanged 35 SP:Iteration 53Q (6288.560000 sec): 3 clusters Score: Raw -5863563.239358 + Penalty 5169.953199 = -5858393.286159 nChanged 37 SP:Iteration 54Q (6288.860000 sec): 3 clusters Score: Raw -5863565.696817 + Penalty 5169.953199 = -5858395.743619 nChanged 37 SP:Iteration 55Q (6289.170000 sec): 3 clusters Score: Raw -5863567.894756 + Penalty 5169.953199 = -5858397.941557 nChanged 37 SP:Iteration 56Q (6289.490000 sec): 3 clusters Score: Raw -5863569.797023 + Penalty 5169.953199 = -5858399.843824 nChanged 34 SP:Iteration 57Q (6289.820000 sec): 3 clusters Score: Raw -5863571.741143 + Penalty 5169.953199 = -5858401.787945 nChanged 40 SP:Iteration 58Q (6290.120000 sec): 3 clusters Score: Raw -5863574.113601 + Penalty 5169.953199 = -5858404.160402 nChanged 25 SP:Iteration 59Q (6290.400000 sec): 3 clusters Score: Raw -5863575.518947 + Penalty 5169.953199 = -5858405.565748 nChanged 25 SP:Iteration 60F (6290.710000 sec): 3 clusters Score: Raw -5863577.143221 + Penalty 5169.953199 = -5858407.190022 nChanged 22 SP:Iteration 61Q (6291.050000 sec): 3 clusters Score: Raw -5863578.105892 + Penalty 5169.953199 = -5858408.152694 nChanged 22 SP:Iteration 62Q (6291.380000 sec): 3 clusters Score: Raw -5863579.443847 + Penalty 5169.953199 = -5858409.490648 nChanged 23 SP:Iteration 63Q (6291.690000 sec): 3 clusters Score: Raw -5863580.857628 + Penalty 5169.953199 = -5858410.904429 nChanged 25 SP:Iteration 64Q (6292.010000 sec): 3 clusters Score: Raw -5863582.108204 + Penalty 5169.953199 = -5858412.155005 nChanged 22 SP:Iteration 65Q (6292.340000 sec): 3 clusters Score: Raw -5863583.391750 + Penalty 5169.953199 = -5858413.438551 nChanged 25 SP:Iteration 66Q (6292.670000 sec): 3 clusters Score: Raw -5863584.729434 + Penalty 5169.953199 = -5858414.776235 nChanged 25 SP:Iteration 67Q (6293.030000 sec): 3 clusters Score: Raw -5863586.429289 + Penalty 5169.953199 = -5858416.476090 nChanged 23 SP:Iteration 68Q (6293.390000 sec): 3 clusters Score: Raw -5863587.830319 + Penalty 5169.953199 = -5858417.877120 nChanged 27 SP:Iteration 69Q (6293.720000 sec): 3 clusters Score: Raw -5863589.616065 + Penalty 5169.953199 = -5858419.662866 nChanged 36 SP:Iteration 70Q (6294.060000 sec): 3 clusters Score: Raw -5863592.142776 + Penalty 5169.953199 = -5858422.189577 nChanged 38 SP:Iteration 71Q (6294.410000 sec): 3 clusters Score: Raw -5863594.407702 + Penalty 5169.953199 = -5858424.454504 nChanged 28 SP:Iteration 72Q (6294.780000 sec): 3 clusters Score: Raw -5863596.278788 + Penalty 5169.953199 = -5858426.325589 nChanged 27 SP:Iteration 73Q (6295.080000 sec): 3 clusters Score: Raw -5863597.728799 + Penalty 5169.953199 = -5858427.775601 nChanged 27 SP:Iteration 74Q (6295.380000 sec): 3 clusters Score: Raw -5863599.235951 + Penalty 5169.953199 = -5858429.282753 nChanged 31 SP:Iteration 75Q (6295.730000 sec): 3 clusters Score: Raw -5863601.154092 + Penalty 5169.953199 = -5858431.200894 nChanged 36 SP:Iteration 76Q (6296.100000 sec): 3 clusters Score: Raw -5863603.612367 + Penalty 5169.953199 = -5858433.659169 nChanged 40 SP:Iteration 77Q (6296.440000 sec): 3 clusters Score: Raw -5863606.418924 + Penalty 5169.953199 = -5858436.465726 nChanged 35 SP:Iteration 78Q (6296.810000 sec): 3 clusters Score: Raw -5863608.995569 + Penalty 5169.953199 = -5858439.042370 nChanged 35 SP:Iteration 79Q (6297.100000 sec): 3 clusters Score: Raw -5863611.331836 + Penalty 5169.953199 = -5858441.378637 nChanged 39 SP:Iteration 80F (6297.470000 sec): 3 clusters Score: Raw -5863614.283744 + Penalty 5169.953199 = -5858444.330545 nChanged 38 SP:Iteration 81Q (6297.770000 sec): 3 clusters Score: Raw -5863617.510356 + Penalty 5169.953199 = -5858447.557157 nChanged 42 SP:Iteration 82Q (6298.140000 sec): 3 clusters Score: Raw -5863620.729228 + Penalty 5169.953199 = -5858450.776030 nChanged 47 SP:Iteration 83Q (6298.480000 sec): 3 clusters Score: Raw -5863624.036234 + Penalty 5169.953199 = -5858454.083036 nChanged 41 SP:Iteration 84Q (6298.840000 sec): 3 clusters Score: Raw -5863626.873656 + Penalty 5169.953199 = -5858456.920458 nChanged 47 SP:Iteration 85Q (6299.190000 sec): 3 clusters Score: Raw -5863630.926789 + Penalty 5169.953199 = -5858460.973590 nChanged 53 SP:Iteration 86Q (6299.550000 sec): 3 clusters Score: Raw -5863635.501480 + Penalty 5169.953199 = -5858465.548281 nChanged 61 SP:Iteration 87Q (6299.900000 sec): 3 clusters Score: Raw -5863641.421471 + Penalty 5169.953199 = -5858471.468272 nChanged 75 SP:Iteration 88Q (6300.230000 sec): 3 clusters Score: Raw -5863647.990351 + Penalty 5169.953199 = -5858478.037152 nChanged 67 SP:Iteration 89Q (6300.580000 sec): 3 clusters Score: Raw -5863653.867634 + Penalty 5169.953199 = -5858483.914435 nChanged 76 SP:Iteration 90Q (6300.910000 sec): 3 clusters Score: Raw -5863660.579487 + Penalty 5169.953199 = -5858490.626288 nChanged 81 SP:Iteration 91Q (6301.260000 sec): 3 clusters Score: Raw -5863669.038381 + Penalty 5169.953199 = -5858499.085182 nChanged 85 SP:Iteration 92Q (6301.580000 sec): 3 clusters Score: Raw -5863677.563039 + Penalty 5169.953199 = -5858507.609841 nChanged 77 SP:Iteration 93Q (6301.920000 sec): 3 clusters Score: Raw -5863684.431217 + Penalty 5169.953199 = -5858514.478019 nChanged 73 SP:Iteration 94Q (6302.280000 sec): 3 clusters Score: Raw -5863690.501655 + Penalty 5169.953199 = -5858520.548457 nChanged 76 SP:Iteration 95Q (6302.630000 sec): 3 clusters Score: Raw -5863697.062426 + Penalty 5169.953199 = -5858527.109227 nChanged 73 SP:Iteration 96Q (6302.980000 sec): 3 clusters Score: Raw -5863702.861848 + Penalty 5169.953199 = -5858532.908650 nChanged 76 SP:Iteration 97Q (6303.320000 sec): 3 clusters Score: Raw -5863710.412980 + Penalty 5169.953199 = -5858540.459781 nChanged 98 SP:Iteration 98Q (6303.610000 sec): 3 clusters Score: Raw -5863720.555622 + Penalty 5169.953199 = -5858550.602423 nChanged 95 SP:Iteration 99Q (6303.940000 sec): 3 clusters Score: Raw -5863730.560571 + Penalty 5169.953199 = -5858560.607372 nChanged 109 SP:Iteration 100F (6304.270000 sec): 3 clusters Score: Raw -5863742.707154 + Penalty 5169.953199 = -5858572.753956 nChanged 107 SP:Iteration 101Q (6304.660000 sec): 3 clusters Score: Raw -5863754.383040 + Penalty 5169.953199 = -5858584.429842 nChanged 118 SP:Iteration 102Q (6305.010000 sec): 3 clusters Score: Raw -5863766.476008 + Penalty 5169.953199 = -5858596.522809 nChanged 128 SP:Iteration 103Q (6305.350000 sec): 3 clusters Score: Raw -5863782.047057 + Penalty 5169.953199 = -5858612.093858 nChanged 139 SP:Iteration 104Q (6305.670000 sec): 3 clusters Score: Raw -5863801.829371 + Penalty 5169.953199 = -5858631.876172 nChanged 155 SP:Iteration 105Q (6305.990000 sec): 3 clusters Score: Raw -5863821.342199 + Penalty 5169.953199 = -5858651.389000 nChanged 148 SP:Iteration 106Q (6306.320000 sec): 3 clusters Score: Raw -5863837.380210 + Penalty 5169.953199 = -5858667.427011 nChanged 153 SP:Iteration 107Q (6306.660000 sec): 3 clusters Score: Raw -5863856.466194 + Penalty 5169.953199 = -5858686.512995 nChanged 160 SP:Iteration 108Q (6306.980000 sec): 3 clusters Score: Raw -5863878.471137 + Penalty 5169.953199 = -5858708.517938 nChanged 166 SP:Iteration 109Q (6307.320000 sec): 3 clusters Score: Raw -5863902.205627 + Penalty 5169.953199 = -5858732.252428 nChanged 177 SP:Iteration 110Q (6307.680000 sec): 3 clusters Score: Raw -5863927.477343 + Penalty 5169.953199 = -5858757.524144 nChanged 168 SP:Iteration 111Q (6308.000000 sec): 3 clusters Score: Raw -5863951.318366 + Penalty 5169.953199 = -5858781.365168 nChanged 176 SP:Iteration 112Q (6308.340000 sec): 3 clusters Score: Raw -5863977.974915 + Penalty 5169.953199 = -5858808.021716 nChanged 187 SP:Iteration 113Q (6308.670000 sec): 3 clusters Score: Raw -5864003.981888 + Penalty 5169.953199 = -5858834.028690 nChanged 184 SP:Iteration 114Q (6309.000000 sec): 3 clusters Score: Raw -5864030.433366 + Penalty 5169.953199 = -5858860.480167 nChanged 190 SP:Iteration 115Q (6309.340000 sec): 3 clusters Score: Raw -5864057.792499 + Penalty 5169.953199 = -5858887.839301 nChanged 185 SP:Iteration 116Q (6309.650000 sec): 3 clusters Score: Raw -5864087.702416 + Penalty 5169.953199 = -5858917.749218 nChanged 214 SP:Iteration 117Q (6310.000000 sec): 3 clusters Score: Raw -5864127.898539 + Penalty 5169.953199 = -5858957.945341 nChanged 235 SP:Iteration 118Q (6310.310000 sec): 3 clusters Score: Raw -5864176.417919 + Penalty 5169.953199 = -5859006.464720 nChanged 252 SP:Iteration 119Q (6310.640000 sec): 3 clusters Score: Raw -5864227.917901 + Penalty 5169.953199 = -5859057.964703 nChanged 261 SP:Iteration 120F (6310.990000 sec): 3 clusters Score: Raw -5864284.406802 + Penalty 5169.953199 = -5859114.453603 nChanged 276 SP:Iteration 121Q (6311.310000 sec): 3 clusters Score: Raw -5864343.786262 + Penalty 5169.953199 = -5859173.833064 nChanged 287 SP:Iteration 122Q (6311.660000 sec): 3 clusters Score: Raw -5864410.176898 + Penalty 5169.953199 = -5859240.223700 nChanged 311 SP:Iteration 123Q (6311.980000 sec): 3 clusters Score: Raw -5864486.373214 + Penalty 5169.953199 = -5859316.420015 nChanged 311 SP:Iteration 124Q (6312.340000 sec): 3 clusters Score: Raw -5864551.753703 + Penalty 5169.953199 = -5859381.800504 nChanged 284 SP:Iteration 125Q (6312.630000 sec): 3 clusters Score: Raw -5864615.766739 + Penalty 5169.953199 = -5859445.813540 nChanged 292 SP:Iteration 126Q (6312.910000 sec): 3 clusters Score: Raw -5864687.112336 + Penalty 5169.953199 = -5859517.159137 nChanged 309 SP:Iteration 127Q (6313.260000 sec): 3 clusters Score: Raw -5864767.305909 + Penalty 5169.953199 = -5859597.352711 nChanged 328 SP:Iteration 128Q (6313.600000 sec): 3 clusters Score: Raw -5864861.863704 + Penalty 5169.953199 = -5859691.910505 nChanged 365 SP:Iteration 129Q (6313.920000 sec): 3 clusters Score: Raw -5864971.477955 + Penalty 5169.953199 = -5859801.524757 nChanged 360 SP:Iteration 130Q (6314.260000 sec): 3 clusters Score: Raw -5865081.378318 + Penalty 5169.953199 = -5859911.425120 nChanged 342 SP:Iteration 131Q (6314.600000 sec): 3 clusters Score: Raw -5865198.173735 + Penalty 5169.953199 = -5860028.220536 nChanged 348 SP:Iteration 132Q (6314.950000 sec): 3 clusters Score: Raw -5865328.191146 + Penalty 5169.953199 = -5860158.237947 nChanged 342 SP:Iteration 133Q (6315.250000 sec): 3 clusters Score: Raw -5865459.812458 + Penalty 5169.953199 = -5860289.859259 nChanged 312 SP:Iteration 134Q (6315.580000 sec): 3 clusters Score: Raw -5865578.127197 + Penalty 5169.953199 = -5860408.173999 nChanged 263 SP:Iteration 135Q (6315.890000 sec): 3 clusters Score: Raw -5865668.891932 + Penalty 5169.953199 = -5860498.938733 nChanged 236 SP:Iteration 136Q (6316.200000 sec): 3 clusters Score: Raw -5865756.129042 + Penalty 5169.953199 = -5860586.175843 nChanged 227 SP:Iteration 137Q (6316.500000 sec): 3 clusters Score: Raw -5865840.924084 + Penalty 5169.953199 = -5860670.970886 nChanged 224 SP:Iteration 138Q (6316.790000 sec): 3 clusters Score: Raw -5865932.224438 + Penalty 5169.953199 = -5860762.271239 nChanged 216 SP:Iteration 139Q (6317.180000 sec): 3 clusters Score: Raw -5866023.785189 + Penalty 5169.953199 = -5860853.831990 nChanged 190 SP:Iteration 140F (6317.490000 sec): 3 clusters Score: Raw -5866108.297263 + Penalty 5169.953199 = -5860938.344064 nChanged 172 SP:Iteration 141Q (6317.800000 sec): 3 clusters Score: Raw -5866182.453008 + Penalty 5169.953199 = -5861012.499810 nChanged 142 SP:Iteration 142Q (6318.160000 sec): 3 clusters Score: Raw -5866247.165484 + Penalty 5169.953199 = -5861077.212285 nChanged 135 SP:Iteration 143Q (6318.540000 sec): 3 clusters Score: Raw -5866302.759836 + Penalty 5169.953199 = -5861132.806638 nChanged 118 SP:Iteration 144Q (6318.840000 sec): 3 clusters Score: Raw -5866358.654435 + Penalty 5169.953199 = -5861188.701236 nChanged 105 SP:Iteration 145Q (6319.160000 sec): 3 clusters Score: Raw -5866406.138894 + Penalty 5169.953199 = -5861236.185695 nChanged 92 SP:Iteration 146Q (6319.450000 sec): 3 clusters Score: Raw -5866444.696077 + Penalty 5169.953199 = -5861274.742878 nChanged 77 SP:Iteration 147Q (6319.780000 sec): 3 clusters Score: Raw -5866479.906981 + Penalty 5169.953199 = -5861309.953783 nChanged 66 SP:Iteration 148Q (6320.070000 sec): 3 clusters Score: Raw -5866510.302206 + Penalty 5169.953199 = -5861340.349008 nChanged 62 SP:Iteration 149Q (6320.370000 sec): 3 clusters Score: Raw -5866536.261457 + Penalty 5169.953199 = -5861366.308259 nChanged 47 SP:Iteration 150Q (6320.670000 sec): 3 clusters Score: Raw -5866553.144941 + Penalty 5169.953199 = -5861383.191743 nChanged 37 SP:Iteration 151Q (6320.980000 sec): 3 clusters Score: Raw -5866569.945690 + Penalty 5169.953199 = -5861399.992491 nChanged 37 SP:Iteration 152Q (6321.270000 sec): 3 clusters Score: Raw -5866587.933511 + Penalty 5169.953199 = -5861417.980312 nChanged 28 SP:Iteration 153Q (6321.560000 sec): 3 clusters Score: Raw -5866602.924921 + Penalty 5169.953199 = -5861432.971722 nChanged 31 SP:Iteration 154Q (6321.930000 sec): 3 clusters Score: Raw -5866617.210715 + Penalty 5169.953199 = -5861447.257516 nChanged 26 SP:Iteration 155Q (6322.240000 sec): 3 clusters Score: Raw -5866627.420726 + Penalty 5169.953199 = -5861457.467528 nChanged 27 SP:Iteration 156Q (6322.540000 sec): 3 clusters Score: Raw -5866638.627779 + Penalty 5169.953199 = -5861468.674581 nChanged 12 SP:Iteration 157Q (6322.860000 sec): 3 clusters Score: Raw -5866644.398419 + Penalty 5169.953199 = -5861474.445221 nChanged 12 SP:Iteration 158Q (6323.180000 sec): 3 clusters Score: Raw -5866649.142092 + Penalty 5169.953199 = -5861479.188893 nChanged 11 SP:Iteration 159Q (6323.460000 sec): 3 clusters Score: Raw -5866653.630983 + Penalty 5169.953199 = -5861483.677784 nChanged 6 SP:Iteration 160F (6323.800000 sec): 3 clusters Score: Raw -5866656.009516 + Penalty 5169.953199 = -5861486.056317 nChanged 8 SP:Iteration 161Q (6324.060000 sec): 3 clusters Score: Raw -5866658.559586 + Penalty 5169.953199 = -5861488.606388 nChanged 6 SP:Iteration 162Q (6324.390000 sec): 3 clusters Score: Raw -5866660.988256 + Penalty 5169.953199 = -5861491.035058 nChanged 6 SP:Iteration 163Q (6324.740000 sec): 3 clusters Score: Raw -5866664.153402 + Penalty 5169.953199 = -5861494.200203 nChanged 9 SP:Iteration 164Q (6325.070000 sec): 3 clusters Score: Raw -5866668.995705 + Penalty 5169.953199 = -5861499.042506 nChanged 12 SP:Iteration 165Q (6325.390000 sec): 3 clusters Score: Raw -5866676.612605 + Penalty 5169.953199 = -5861506.659406 nChanged 13 SP:Iteration 166Q (6325.710000 sec): 3 clusters Score: Raw -5866682.124005 + Penalty 5169.953199 = -5861512.170806 nChanged 10 SP:Iteration 167Q (6326.000000 sec): 3 clusters Score: Raw -5866686.416292 + Penalty 5169.953199 = -5861516.463094 nChanged 8 SP:Iteration 168Q (6326.290000 sec): 3 clusters Score: Raw -5866690.214218 + Penalty 5169.953199 = -5861520.261019 nChanged 5 SP:Iteration 169Q (6326.610000 sec): 3 clusters Score: Raw -5866691.466171 + Penalty 5169.953199 = -5861521.512972 nChanged 3 SP:Iteration 170Q (6326.920000 sec): 3 clusters Score: Raw -5866692.646237 + Penalty 5169.953199 = -5861522.693039 nChanged 2 SP:Iteration 171Q (6327.230000 sec): 3 clusters Score: Raw -5866693.978476 + Penalty 5169.953199 = -5861524.025277 nChanged 8 SP:Iteration 172Q (6327.560000 sec): 3 clusters Score: Raw -5866700.371906 + Penalty 5169.953199 = -5861530.418707 nChanged 12 SP:Iteration 173Q (6327.860000 sec): 3 clusters Score: Raw -5866707.623733 + Penalty 5169.953199 = -5861537.670535 nChanged 13 SP:Iteration 174Q (6328.170000 sec): 3 clusters Score: Raw -5866713.643950 + Penalty 5169.953199 = -5861543.690751 nChanged 11 SP:Iteration 175Q (6328.490000 sec): 3 clusters Score: Raw -5866720.274341 + Penalty 5169.953199 = -5861550.321143 nChanged 11 SP:Iteration 176Q (6328.770000 sec): 3 clusters Score: Raw -5866725.858982 + Penalty 5169.953199 = -5861555.905783 nChanged 8 SP:Iteration 177Q (6329.040000 sec): 3 clusters Score: Raw -5866730.202714 + Penalty 5169.953199 = -5861560.249515 nChanged 7 SP:Iteration 178Q (6329.350000 sec): 3 clusters Score: Raw -5866732.740518 + Penalty 5169.953199 = -5861562.787320 nChanged 7 SP:Iteration 179Q (6329.680000 sec): 3 clusters Score: Raw -5866735.240338 + Penalty 5169.953199 = -5861565.287140 nChanged 4 SP:Iteration 180F (6330.010000 sec): 3 clusters Score: Raw -5866737.192100 + Penalty 5169.953199 = -5861567.238901 nChanged 4 SP:Iteration 181Q (6330.320000 sec): 3 clusters Score: Raw -5866738.900583 + Penalty 5169.953199 = -5861568.947384 nChanged 2 SP:Iteration 182Q (6330.690000 sec): 3 clusters Score: Raw -5866739.975782 + Penalty 5169.953199 = -5861570.022583 nChanged 3 SP:Iteration 183Q (6331.000000 sec): 3 clusters Score: Raw -5866741.830983 + Penalty 5169.953199 = -5861571.877784 nChanged 6 SP:Iteration 184Q (6331.290000 sec): 3 clusters Score: Raw -5866744.570440 + Penalty 5169.953199 = -5861574.617242 nChanged 6 SP:Iteration 185Q (6331.560000 sec): 3 clusters Score: Raw -5866747.968279 + Penalty 5169.953199 = -5861578.015080 nChanged 10 SP:Iteration 186Q (6331.900000 sec): 3 clusters Score: Raw -5866752.106188 + Penalty 5169.953199 = -5861582.152990 nChanged 5 SP:Iteration 187Q (6332.200000 sec): 3 clusters Score: Raw -5866754.478250 + Penalty 5169.953199 = -5861584.525051 nChanged 5 SP:Iteration 188Q (6332.500000 sec): 3 clusters Score: Raw -5866755.778842 + Penalty 5169.953199 = -5861585.825643 nChanged 1 SP:Iteration 189Q (6332.810000 sec): 3 clusters Score: Raw -5866756.607229 + Penalty 5169.953199 = -5861586.654030 nChanged 0 SP:Iteration 190F (6333.140000 sec): 3 clusters Score: Raw -5866756.607229 + Penalty 5169.953199 = -5861586.654030 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 32 (3360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6333.260000 sec): 2 clusters Score: Raw -602505.677394 + Penalty 2013.684671 = -600491.992723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6333.450000 sec): 3 clusters Score: Raw -601040.437817 + Penalty 4027.369341 = -597013.068475 nChanged 1220 SP:Iteration 1F (6333.620000 sec): 3 clusters Score: Raw -601773.740446 + Penalty 4027.369341 = -597746.371105 nChanged 254 SP:Iteration 2F (6333.800000 sec): 3 clusters Score: Raw -601940.515258 + Penalty 4027.369341 = -597913.145917 nChanged 160 SP:Iteration 3Q (6333.980000 sec): 3 clusters Score: Raw -602049.283484 + Penalty 4027.369341 = -598021.914143 nChanged 115 SP:Iteration 4Q (6334.170000 sec): 3 clusters Score: Raw -602121.325839 + Penalty 4027.369341 = -598093.956497 nChanged 90 SP:Iteration 5Q (6334.360000 sec): 3 clusters Score: Raw -602168.645140 + Penalty 4027.369341 = -598141.275799 nChanged 69 SP:Iteration 6Q (6334.560000 sec): 3 clusters Score: Raw -602204.748795 + Penalty 4027.369341 = -598177.379454 nChanged 68 SP:Iteration 7Q (6334.740000 sec): 3 clusters Score: Raw -602235.736736 + Penalty 4027.369341 = -598208.367394 nChanged 46 SP:Iteration 8Q (6334.940000 sec): 3 clusters Score: Raw -602261.341812 + Penalty 4027.369341 = -598233.972470 nChanged 40 SP:Iteration 9Q (6335.120000 sec): 3 clusters Score: Raw -602280.178938 + Penalty 4027.369341 = -598252.809597 nChanged 38 SP:Iteration 10Q (6335.260000 sec): 3 clusters Score: Raw -602302.246684 + Penalty 4027.369341 = -598274.877343 nChanged 37 SP:Iteration 11Q (6335.390000 sec): 3 clusters Score: Raw -602323.457880 + Penalty 4027.369341 = -598296.088539 nChanged 45 SP:Iteration 12Q (6335.530000 sec): 3 clusters Score: Raw -602343.794264 + Penalty 4027.369341 = -598316.424922 nChanged 41 SP:Iteration 13Q (6335.650000 sec): 3 clusters Score: Raw -602359.266735 + Penalty 4027.369341 = -598331.897394 nChanged 14 SP:Iteration 14Q (6335.790000 sec): 3 clusters Score: Raw -602364.198675 + Penalty 4027.369341 = -598336.829334 nChanged 16 SP:Iteration 15Q (6335.980000 sec): 3 clusters Score: Raw -602370.154432 + Penalty 4027.369341 = -598342.785091 nChanged 18 SP:Iteration 16Q (6336.150000 sec): 3 clusters Score: Raw -602378.213055 + Penalty 4027.369341 = -598350.843714 nChanged 25 SP:Iteration 17Q (6336.340000 sec): 3 clusters Score: Raw -602388.012320 + Penalty 4027.369341 = -598360.642979 nChanged 35 SP:Iteration 18Q (6336.540000 sec): 3 clusters Score: Raw -602403.930793 + Penalty 4027.369341 = -598376.561451 nChanged 34 SP:Iteration 19Q (6336.720000 sec): 3 clusters Score: Raw -602425.519504 + Penalty 4027.369341 = -598398.150162 nChanged 43 SP:Iteration 20F (6336.930000 sec): 3 clusters Score: Raw -602462.415901 + Penalty 4027.369341 = -598435.046560 nChanged 62 SP:Iteration 21Q (6337.100000 sec): 3 clusters Score: Raw -602510.722462 + Penalty 4027.369341 = -598483.353121 nChanged 75 SP:Iteration 22Q (6337.280000 sec): 3 clusters Score: Raw -602564.052142 + Penalty 4027.369341 = -598536.682800 nChanged 80 SP:Iteration 23Q (6337.480000 sec): 3 clusters Score: Raw -602624.213528 + Penalty 4027.369341 = -598596.844187 nChanged 72 SP:Iteration 24Q (6337.640000 sec): 3 clusters Score: Raw -602674.447406 + Penalty 4027.369341 = -598647.078065 nChanged 50 SP:Iteration 25Q (6337.830000 sec): 3 clusters Score: Raw -602718.208797 + Penalty 4027.369341 = -598690.839455 nChanged 70 SP:Iteration 26Q (6337.990000 sec): 3 clusters Score: Raw -602779.915975 + Penalty 4027.369341 = -598752.546634 nChanged 70 SP:Iteration 27Q (6338.140000 sec): 3 clusters Score: Raw -602842.431856 + Penalty 4027.369341 = -598815.062515 nChanged 68 SP:Iteration 28Q (6338.310000 sec): 3 clusters Score: Raw -602912.589947 + Penalty 4027.369341 = -598885.220606 nChanged 91 SP:Iteration 29Q (6338.470000 sec): 3 clusters Score: Raw -603002.600725 + Penalty 4027.369341 = -598975.231383 nChanged 86 SP:Iteration 30Q (6338.620000 sec): 3 clusters Score: Raw -603082.636384 + Penalty 4027.369341 = -599055.267043 nChanged 71 SP:Iteration 31Q (6338.800000 sec): 3 clusters Score: Raw -603155.184481 + Penalty 4027.369341 = -599127.815139 nChanged 64 SP:Iteration 32Q (6339.010000 sec): 3 clusters Score: Raw -603212.045640 + Penalty 4027.369341 = -599184.676298 nChanged 52 SP:Iteration 33Q (6339.170000 sec): 3 clusters Score: Raw -603248.129107 + Penalty 4027.369341 = -599220.759766 nChanged 39 SP:Iteration 34Q (6339.280000 sec): 3 clusters Score: Raw -603276.080517 + Penalty 4027.369341 = -599248.711176 nChanged 31 SP:Iteration 35Q (6339.420000 sec): 3 clusters Score: Raw -603299.632236 + Penalty 4027.369341 = -599272.262894 nChanged 27 SP:Iteration 36Q (6339.540000 sec): 3 clusters Score: Raw -603318.635332 + Penalty 4027.369341 = -599291.265990 nChanged 18 SP:Iteration 37Q (6339.730000 sec): 3 clusters Score: Raw -603327.213591 + Penalty 4027.369341 = -599299.844250 nChanged 10 SP:Iteration 38Q (6339.880000 sec): 3 clusters Score: Raw -603333.315840 + Penalty 4027.369341 = -599305.946498 nChanged 12 SP:Iteration 39Q (6340.070000 sec): 3 clusters Score: Raw -603338.794527 + Penalty 4027.369341 = -599311.425185 nChanged 3 SP:Iteration 40F (6340.180000 sec): 3 clusters Score: Raw -603340.193412 + Penalty 4027.369341 = -599312.824070 nChanged 4 SP:Iteration 41Q (6340.330000 sec): 3 clusters Score: Raw -603343.171586 + Penalty 4027.369341 = -599315.802245 nChanged 3 SP:Iteration 42Q (6340.470000 sec): 3 clusters Score: Raw -603344.026550 + Penalty 4027.369341 = -599316.657208 nChanged 2 SP:Iteration 43Q (6340.610000 sec): 3 clusters Score: Raw -603344.997962 + Penalty 4027.369341 = -599317.628621 nChanged 1 SP:Iteration 44Q (6340.800000 sec): 3 clusters Score: Raw -603345.322724 + Penalty 4027.369341 = -599317.953383 nChanged 2 SP:Iteration 45Q (6341.010000 sec): 3 clusters Score: Raw -603346.516912 + Penalty 4027.369341 = -599319.147570 nChanged 4 SP:Iteration 46Q (6341.160000 sec): 3 clusters Score: Raw -603348.109532 + Penalty 4027.369341 = -599320.740190 nChanged 2 SP:Iteration 47Q (6341.350000 sec): 3 clusters Score: Raw -603349.051660 + Penalty 4027.369341 = -599321.682319 nChanged 0 SP:Iteration 48F (6341.520000 sec): 3 clusters Score: Raw -603349.051660 + Penalty 4027.369341 = -599321.682319 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 33 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6341.610000 sec): 2 clusters Score: Raw -69498.648824 + Penalty 1473.814245 = -68024.834579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6341.810000 sec): 3 clusters Score: Raw -69543.036303 + Penalty 2947.628490 = -66595.407813 nChanged 54 SP:Iteration 1F (6341.990000 sec): 3 clusters Score: Raw -69666.466274 + Penalty 2947.628490 = -66718.837784 nChanged 9 SP:Iteration 2Q (6342.150000 sec): 3 clusters Score: Raw -69698.311656 + Penalty 2947.628490 = -66750.683166 nChanged 7 SP:Iteration 3Q (6342.370000 sec): 3 clusters Score: Raw -69741.830837 + Penalty 2947.628490 = -66794.202347 nChanged 5 SP:Iteration 4Q (6342.480000 sec): 3 clusters Score: Raw -69764.506866 + Penalty 2947.628490 = -66816.878376 nChanged 4 SP:Iteration 5Q (6342.600000 sec): 3 clusters Score: Raw -69800.936022 + Penalty 2947.628490 = -66853.307532 nChanged 4 SP:Iteration 6Q (6342.710000 sec): 3 clusters Score: Raw -69819.342330 + Penalty 2947.628490 = -66871.713840 nChanged 3 SP:Iteration 7Q (6342.820000 sec): 3 clusters Score: Raw -69826.469241 + Penalty 2947.628490 = -66878.840751 nChanged 3 SP:Iteration 8Q (6342.930000 sec): 3 clusters Score: Raw -69831.715876 + Penalty 2947.628490 = -66884.087386 nChanged 1 SP:Iteration 9Q (6343.040000 sec): 3 clusters Score: Raw -69833.940047 + Penalty 2947.628490 = -66886.311557 nChanged 0 SP:Iteration 10F (6343.190000 sec): 3 clusters Score: Raw -69833.940047 + Penalty 2947.628490 = -66886.311557 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 34 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6343.270000 sec): 2 clusters Score: Raw -94637.368531 + Penalty 1587.675465 = -93049.693066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6343.450000 sec): 3 clusters Score: Raw -94689.899889 + Penalty 3175.350930 = -91514.548960 nChanged 144 SP:Iteration 1F (6343.650000 sec): 3 clusters Score: Raw -95011.894003 + Penalty 3175.350930 = -91836.543074 nChanged 49 SP:Iteration 2F (6343.800000 sec): 3 clusters Score: Raw -95205.470005 + Penalty 3175.350930 = -92030.119075 nChanged 37 SP:Iteration 3F (6343.980000 sec): 3 clusters Score: Raw -95337.273455 + Penalty 3175.350930 = -92161.922525 nChanged 33 SP:Iteration 4F (6344.160000 sec): 3 clusters Score: Raw -95441.962353 + Penalty 3175.350930 = -92266.611424 nChanged 27 SP:Iteration 5Q (6344.360000 sec): 3 clusters Score: Raw -95489.819478 + Penalty 3175.350930 = -92314.468549 nChanged 18 SP:Iteration 6Q (6344.520000 sec): 3 clusters Score: Raw -95546.645327 + Penalty 3175.350930 = -92371.294398 nChanged 14 SP:Iteration 7Q (6344.720000 sec): 3 clusters Score: Raw -95575.915150 + Penalty 3175.350930 = -92400.564221 nChanged 6 SP:Iteration 8Q (6344.860000 sec): 3 clusters Score: Raw -95584.443426 + Penalty 3175.350930 = -92409.092496 nChanged 3 SP:Iteration 9Q (6345.040000 sec): 3 clusters Score: Raw -95589.975901 + Penalty 3175.350930 = -92414.624972 nChanged 1 SP:Iteration 10Q (6345.240000 sec): 3 clusters Score: Raw -95590.678353 + Penalty 3175.350930 = -92415.327424 nChanged 0 SP:Iteration 11F (6345.340000 sec): 3 clusters Score: Raw -95590.678353 + Penalty 3175.350930 = -92415.327424 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 35 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6345.420000 sec): 2 clusters Score: Raw -87660.273239 + Penalty 1554.735878 = -86105.537360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6345.530000 sec): 3 clusters Score: Raw -87757.345185 + Penalty 3109.471757 = -84647.873428 nChanged 110 SP:Iteration 1F (6345.640000 sec): 3 clusters Score: Raw -88018.023074 + Penalty 3109.471757 = -84908.551317 nChanged 44 SP:Iteration 2F (6345.750000 sec): 3 clusters Score: Raw -88216.894138 + Penalty 3109.471757 = -85107.422381 nChanged 30 SP:Iteration 3F (6345.880000 sec): 3 clusters Score: Raw -88298.074980 + Penalty 3109.471757 = -85188.603223 nChanged 16 SP:Iteration 4Q (6346.040000 sec): 3 clusters Score: Raw -88357.026538 + Penalty 3109.471757 = -85247.554782 nChanged 13 SP:Iteration 5Q (6346.220000 sec): 3 clusters Score: Raw -88399.905853 + Penalty 3109.471757 = -85290.434096 nChanged 9 SP:Iteration 6Q (6346.400000 sec): 3 clusters Score: Raw -88418.115953 + Penalty 3109.471757 = -85308.644196 nChanged 9 SP:Iteration 7Q (6346.490000 sec): 3 clusters Score: Raw -88436.551933 + Penalty 3109.471757 = -85327.080176 nChanged 2 SP:Iteration 8Q (6346.590000 sec): 3 clusters Score: Raw -88440.165978 + Penalty 3109.471757 = -85330.694221 nChanged 1 SP:Iteration 9Q (6346.690000 sec): 3 clusters Score: Raw -88441.074796 + Penalty 3109.471757 = -85331.603039 nChanged 1 SP:Iteration 10Q (6346.840000 sec): 3 clusters Score: Raw -88443.043967 + Penalty 3109.471757 = -85333.572211 nChanged 2 SP:Iteration 11Q (6347.040000 sec): 3 clusters Score: Raw -88447.598270 + Penalty 3109.471757 = -85338.126513 nChanged 1 SP:Iteration 12Q (6347.240000 sec): 3 clusters Score: Raw -88448.554677 + Penalty 3109.471757 = -85339.082920 nChanged 0 SP:Iteration 13F (6347.380000 sec): 3 clusters Score: Raw -88448.554677 + Penalty 3109.471757 = -85339.082920 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 36 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6347.470000 sec): 2 clusters Score: Raw -35639.431345 + Penalty 1346.477716 = -34292.953629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6347.650000 sec): 3 clusters Score: Raw -35827.231694 + Penalty 2692.955432 = -33134.276262 nChanged 26 SP:Iteration 1F (6347.840000 sec): 3 clusters Score: Raw -35946.667950 + Penalty 2692.955432 = -33253.712518 nChanged 9 SP:Iteration 2Q (6348.050000 sec): 3 clusters Score: Raw -35990.454591 + Penalty 2692.955432 = -33297.499159 nChanged 6 SP:Iteration 3Q (6348.190000 sec): 3 clusters Score: Raw -36037.155749 + Penalty 2692.955432 = -33344.200317 nChanged 2 SP:Iteration 4Q (6348.360000 sec): 3 clusters Score: Raw -36048.340328 + Penalty 2692.955432 = -33355.384896 nChanged 3 SP:Iteration 5Q (6348.540000 sec): 3 clusters Score: Raw -36087.426891 + Penalty 2692.955432 = -33394.471459 nChanged 2 SP:Iteration 6Q (6348.710000 sec): 3 clusters Score: Raw -36223.643934 + Penalty 2692.955432 = -33530.688502 nChanged 3 SP:Iteration 7Q (6348.880000 sec): 3 clusters Score: Raw -36237.842852 + Penalty 2692.955432 = -33544.887420 nChanged 0 SP:Iteration 8F (6349.070000 sec): 3 clusters Score: Raw -36237.842852 + Penalty 2692.955432 = -33544.887420 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 37 (1446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6349.160000 sec): 2 clusters Score: Raw -244279.481689 + Penalty 1804.585988 = -242474.895701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6349.330000 sec): 3 clusters Score: Raw -243811.019738 + Penalty 3609.171976 = -240201.847762 nChanged 412 SP:Iteration 1F (6349.520000 sec): 3 clusters Score: Raw -244180.068311 + Penalty 3609.171976 = -240570.896335 nChanged 101 SP:Iteration 2F (6349.700000 sec): 3 clusters Score: Raw -244288.186541 + Penalty 3609.171976 = -240679.014565 nChanged 65 SP:Iteration 3Q (6349.860000 sec): 3 clusters Score: Raw -244366.761067 + Penalty 3609.171976 = -240757.589092 nChanged 52 SP:Iteration 4Q (6350.010000 sec): 3 clusters Score: Raw -244429.334446 + Penalty 3609.171976 = -240820.162470 nChanged 51 SP:Iteration 5Q (6350.190000 sec): 3 clusters Score: Raw -244488.164381 + Penalty 3609.171976 = -240878.992405 nChanged 39 SP:Iteration 6Q (6350.370000 sec): 3 clusters Score: Raw -244536.665139 + Penalty 3609.171976 = -240927.493163 nChanged 27 SP:Iteration 7Q (6350.530000 sec): 3 clusters Score: Raw -244561.709063 + Penalty 3609.171976 = -240952.537087 nChanged 19 SP:Iteration 8Q (6350.700000 sec): 3 clusters Score: Raw -244585.309430 + Penalty 3609.171976 = -240976.137454 nChanged 21 SP:Iteration 9Q (6350.840000 sec): 3 clusters Score: Raw -244603.424907 + Penalty 3609.171976 = -240994.252932 nChanged 11 SP:Iteration 10Q (6350.950000 sec): 3 clusters Score: Raw -244612.740776 + Penalty 3609.171976 = -241003.568800 nChanged 9 SP:Iteration 11Q (6351.050000 sec): 3 clusters Score: Raw -244620.312088 + Penalty 3609.171976 = -241011.140112 nChanged 6 SP:Iteration 12Q (6351.160000 sec): 3 clusters Score: Raw -244623.919695 + Penalty 3609.171976 = -241014.747719 nChanged 3 SP:Iteration 13Q (6351.270000 sec): 3 clusters Score: Raw -244625.712181 + Penalty 3609.171976 = -241016.540205 nChanged 3 SP:Iteration 14Q (6351.390000 sec): 3 clusters Score: Raw -244627.023835 + Penalty 3609.171976 = -241017.851859 nChanged 1 SP:Iteration 15Q (6351.560000 sec): 3 clusters Score: Raw -244627.252608 + Penalty 3609.171976 = -241018.080632 nChanged 0 SP:Iteration 16F (6351.760000 sec): 3 clusters Score: Raw -244627.252608 + Penalty 3609.171976 = -241018.080632 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 38 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6351.830000 sec): 2 clusters Score: Raw -32992.012663 + Penalty 1335.354776 = -31656.657887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6351.960000 sec): 3 clusters Score: Raw -33226.134064 + Penalty 2670.709551 = -30555.424513 nChanged 17 SP:Iteration 1F (6352.070000 sec): 3 clusters Score: Raw -33293.074630 + Penalty 2670.709551 = -30622.365079 nChanged 7 SP:Iteration 2Q (6352.180000 sec): 3 clusters Score: Raw -33332.071961 + Penalty 2670.709551 = -30661.362410 nChanged 6 SP:Iteration 3Q (6352.290000 sec): 3 clusters Score: Raw -33521.641896 + Penalty 2670.709551 = -30850.932344 nChanged 4 SP:Iteration 4Q (6352.410000 sec): 3 clusters Score: Raw -33545.972917 + Penalty 2670.709551 = -30875.263366 nChanged 2 SP:Iteration 5Q (6352.520000 sec): 3 clusters Score: Raw -33554.080469 + Penalty 2670.709551 = -30883.370918 nChanged 2 SP:Iteration 6Q (6352.630000 sec): 3 clusters Score: Raw -33571.267913 + Penalty 2670.709551 = -30900.558362 nChanged 0 SP:Iteration 7F (6352.740000 sec): 3 clusters Score: Raw -33571.267913 + Penalty 2670.709551 = -30900.558362 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 39 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6352.830000 sec): 2 clusters Score: Raw -16725.556810 + Penalty 1310.234525 = -15415.322285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6353.050000 sec): 3 clusters Score: Raw -16984.832403 + Penalty 2620.469049 = -14364.363354 nChanged 23 SP:Iteration 1F (6353.210000 sec): 3 clusters Score: Raw -17134.302347 + Penalty 2620.469049 = -14513.833298 nChanged 12 SP:Iteration 2F (6353.350000 sec): 3 clusters Score: Raw -17264.883646 + Penalty 2620.469049 = -14644.414597 nChanged 8 SP:Iteration 3Q (6353.530000 sec): 3 clusters Score: Raw -17322.048484 + Penalty 2620.469049 = -14701.579435 nChanged 4 SP:Iteration 4Q (6353.650000 sec): 3 clusters Score: Raw -17351.199231 + Penalty 2620.469049 = -14730.730182 nChanged 3 SP:Iteration 5Q (6353.850000 sec): 3 clusters Score: Raw -17364.502219 + Penalty 2620.469049 = -14744.033170 nChanged 2 SP:Iteration 6Q (6354.010000 sec): 3 clusters Score: Raw -17381.858165 + Penalty 2620.469049 = -14761.389116 nChanged 2 SP:Iteration 7Q (6354.180000 sec): 3 clusters Score: Raw -17404.741789 + Penalty 2620.469049 = -14784.272740 nChanged 1 SP:Iteration 8Q (6354.340000 sec): 3 clusters Score: Raw -17414.470369 + Penalty 2620.469049 = -14794.001320 nChanged 0 SP:Iteration 9F (6354.510000 sec): 3 clusters Score: Raw -17414.470369 + Penalty 2620.469049 = -14794.001320 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 40 (3441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6354.630000 sec): 2 clusters Score: Raw -583823.250856 + Penalty 2019.592317 = -581803.658539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6354.830000 sec): 3 clusters Score: Raw -582369.193625 + Penalty 4039.184633 = -578330.008992 nChanged 1234 SP:Iteration 1F (6355.030000 sec): 3 clusters Score: Raw -583238.564762 + Penalty 4039.184633 = -579199.380128 nChanged 271 SP:Iteration 2F (6355.250000 sec): 3 clusters Score: Raw -583464.131553 + Penalty 4039.184633 = -579424.946920 nChanged 186 SP:Iteration 3F (6355.490000 sec): 3 clusters Score: Raw -583604.800926 + Penalty 4039.184633 = -579565.616292 nChanged 157 SP:Iteration 4Q (6355.630000 sec): 3 clusters Score: Raw -583723.206664 + Penalty 4039.184633 = -579684.022031 nChanged 129 SP:Iteration 5Q (6355.790000 sec): 3 clusters Score: Raw -583834.031403 + Penalty 4039.184633 = -579794.846770 nChanged 121 SP:Iteration 6Q (6356.000000 sec): 3 clusters Score: Raw -583948.276260 + Penalty 4039.184633 = -579909.091627 nChanged 112 SP:Iteration 7Q (6356.130000 sec): 3 clusters Score: Raw -584045.065696 + Penalty 4039.184633 = -580005.881062 nChanged 97 SP:Iteration 8Q (6356.310000 sec): 3 clusters Score: Raw -584131.247625 + Penalty 4039.184633 = -580092.062992 nChanged 88 SP:Iteration 9Q (6356.550000 sec): 3 clusters Score: Raw -584200.319220 + Penalty 4039.184633 = -580161.134586 nChanged 58 SP:Iteration 10Q (6356.680000 sec): 3 clusters Score: Raw -584243.255812 + Penalty 4039.184633 = -580204.071179 nChanged 51 SP:Iteration 11Q (6356.860000 sec): 3 clusters Score: Raw -584282.074489 + Penalty 4039.184633 = -580242.889856 nChanged 39 SP:Iteration 12Q (6357.040000 sec): 3 clusters Score: Raw -584313.551640 + Penalty 4039.184633 = -580274.367007 nChanged 34 SP:Iteration 13Q (6357.190000 sec): 3 clusters Score: Raw -584341.505630 + Penalty 4039.184633 = -580302.320997 nChanged 21 SP:Iteration 14Q (6357.410000 sec): 3 clusters Score: Raw -584357.846006 + Penalty 4039.184633 = -580318.661373 nChanged 15 SP:Iteration 15Q (6357.580000 sec): 3 clusters Score: Raw -584369.078989 + Penalty 4039.184633 = -580329.894355 nChanged 11 SP:Iteration 16Q (6357.770000 sec): 3 clusters Score: Raw -584378.949117 + Penalty 4039.184633 = -580339.764484 nChanged 14 SP:Iteration 17Q (6357.950000 sec): 3 clusters Score: Raw -584389.210074 + Penalty 4039.184633 = -580350.025441 nChanged 13 SP:Iteration 18Q (6358.140000 sec): 3 clusters Score: Raw -584399.251868 + Penalty 4039.184633 = -580360.067234 nChanged 12 SP:Iteration 19Q (6358.310000 sec): 3 clusters Score: Raw -584409.067059 + Penalty 4039.184633 = -580369.882426 nChanged 10 SP:Iteration 20F (6358.500000 sec): 3 clusters Score: Raw -584419.049269 + Penalty 4039.184633 = -580379.864636 nChanged 10 SP:Iteration 21Q (6358.680000 sec): 3 clusters Score: Raw -584425.215591 + Penalty 4039.184633 = -580386.030957 nChanged 3 SP:Iteration 22Q (6358.830000 sec): 3 clusters Score: Raw -584428.227880 + Penalty 4039.184633 = -580389.043247 nChanged 5 SP:Iteration 23Q (6359.050000 sec): 3 clusters Score: Raw -584431.321145 + Penalty 4039.184633 = -580392.136511 nChanged 3 SP:Iteration 24Q (6359.240000 sec): 3 clusters Score: Raw -584433.143346 + Penalty 4039.184633 = -580393.958713 nChanged 2 SP:Iteration 25Q (6359.410000 sec): 3 clusters Score: Raw -584435.045954 + Penalty 4039.184633 = -580395.861320 nChanged 2 SP:Iteration 26Q (6359.630000 sec): 3 clusters Score: Raw -584435.780034 + Penalty 4039.184633 = -580396.595400 nChanged 3 SP:Iteration 27Q (6359.800000 sec): 3 clusters Score: Raw -584438.571633 + Penalty 4039.184633 = -580399.387000 nChanged 2 SP:Iteration 28Q (6359.990000 sec): 3 clusters Score: Raw -584440.140428 + Penalty 4039.184633 = -580400.955795 nChanged 0 SP:Iteration 29F (6360.150000 sec): 3 clusters Score: Raw -584440.140428 + Penalty 4039.184633 = -580400.955795 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 41 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6360.250000 sec): 2 clusters Score: Raw -37383.976111 + Penalty 1368.328318 = -36015.647792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6360.370000 sec): 3 clusters Score: Raw -37559.996811 + Penalty 2736.656637 = -34823.340174 nChanged 26 SP:Iteration 1F (6360.550000 sec): 3 clusters Score: Raw -37710.879007 + Penalty 2736.656637 = -34974.222370 nChanged 10 SP:Iteration 2Q (6360.740000 sec): 3 clusters Score: Raw -37747.983492 + Penalty 2736.656637 = -35011.326856 nChanged 6 SP:Iteration 3Q (6360.920000 sec): 3 clusters Score: Raw -37778.602008 + Penalty 2736.656637 = -35041.945371 nChanged 9 SP:Iteration 4Q (6361.110000 sec): 3 clusters Score: Raw -37827.125339 + Penalty 2736.656637 = -35090.468703 nChanged 8 SP:Iteration 5Q (6361.300000 sec): 3 clusters Score: Raw -37866.890545 + Penalty 2736.656637 = -35130.233909 nChanged 4 SP:Iteration 6Q (6361.500000 sec): 3 clusters Score: Raw -37889.569828 + Penalty 2736.656637 = -35152.913191 nChanged 4 SP:Iteration 7Q (6361.660000 sec): 3 clusters Score: Raw -37908.206374 + Penalty 2736.656637 = -35171.549738 nChanged 3 SP:Iteration 8Q (6361.800000 sec): 3 clusters Score: Raw -37930.996673 + Penalty 2736.656637 = -35194.340036 nChanged 3 SP:Iteration 9Q (6361.980000 sec): 3 clusters Score: Raw -37944.466499 + Penalty 2736.656637 = -35207.809862 nChanged 2 SP:Iteration 10Q (6362.180000 sec): 3 clusters Score: Raw -37951.971909 + Penalty 2736.656637 = -35215.315272 nChanged 2 SP:Iteration 11Q (6362.340000 sec): 3 clusters Score: Raw -37961.561793 + Penalty 2736.656637 = -35224.905157 nChanged 1 SP:Iteration 12Q (6362.530000 sec): 3 clusters Score: Raw -37966.015897 + Penalty 2736.656637 = -35229.359261 nChanged 1 SP:Iteration 13Q (6362.720000 sec): 3 clusters Score: Raw -37972.689219 + Penalty 2736.656637 = -35236.032582 nChanged 3 SP:Iteration 14Q (6362.860000 sec): 3 clusters Score: Raw -37994.094125 + Penalty 2736.656637 = -35257.437488 nChanged 1 SP:Iteration 15Q (6363.060000 sec): 3 clusters Score: Raw -38005.898976 + Penalty 2736.656637 = -35269.242339 nChanged 0 SP:Iteration 16F (6363.210000 sec): 3 clusters Score: Raw -38005.898976 + Penalty 2736.656637 = -35269.242339 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 42 (48992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6363.520000 sec): 2 clusters Score: Raw -9252580.910241 + Penalty 2678.254250 = -9249902.655991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6363.970000 sec): 3 clusters Score: Raw -9222060.485350 + Penalty 5356.508500 = -9216703.976850 nChanged 22655 SP:Iteration 1F (6364.420000 sec): 3 clusters Score: Raw -9234936.823199 + Penalty 5356.508500 = -9229580.314699 nChanged 1961 SP:Iteration 2Q (6364.860000 sec): 3 clusters Score: Raw -9235485.777188 + Penalty 5356.508500 = -9230129.268688 nChanged 1826 SP:Iteration 3Q (6365.260000 sec): 3 clusters Score: Raw -9236013.087061 + Penalty 5356.508500 = -9230656.578561 nChanged 1796 SP:Iteration 4Q (6365.680000 sec): 3 clusters Score: Raw -9236556.011456 + Penalty 5356.508500 = -9231199.502956 nChanged 1792 SP:Iteration 5Q (6366.180000 sec): 3 clusters Score: Raw -9237148.345308 + Penalty 5356.508500 = -9231791.836808 nChanged 1886 SP:Iteration 6Q (6366.590000 sec): 3 clusters Score: Raw -9237862.802564 + Penalty 5356.508500 = -9232506.294064 nChanged 2033 SP:Iteration 7Q (6366.980000 sec): 3 clusters Score: Raw -9238776.410569 + Penalty 5356.508500 = -9233419.902069 nChanged 2202 SP:Iteration 8Q (6367.390000 sec): 3 clusters Score: Raw -9239915.863168 + Penalty 5356.508500 = -9234559.354668 nChanged 2401 SP:Iteration 9Q (6367.850000 sec): 3 clusters Score: Raw -9241370.513398 + Penalty 5356.508500 = -9236014.004898 nChanged 2531 SP:Iteration 10F (6368.260000 sec): 3 clusters Score: Raw -9243091.510190 + Penalty 5356.508500 = -9237735.001690 nChanged 2571 SP:Iteration 11F (6368.700000 sec): 3 clusters Score: Raw -9244987.068241 + Penalty 5356.508500 = -9239630.559741 nChanged 2292 SP:Iteration 12Q (6369.100000 sec): 3 clusters Score: Raw -9246735.005130 + Penalty 5356.508500 = -9241378.496630 nChanged 1940 SP:Iteration 13Q (6369.480000 sec): 3 clusters Score: Raw -9248201.589985 + Penalty 5356.508500 = -9242845.081485 nChanged 1461 SP:Iteration 14Q (6369.890000 sec): 3 clusters Score: Raw -9249276.801688 + Penalty 5356.508500 = -9243920.293188 nChanged 1179 SP:Iteration 15Q (6370.290000 sec): 3 clusters Score: Raw -9250133.103152 + Penalty 5356.508500 = -9244776.594652 nChanged 915 SP:Iteration 16Q (6370.670000 sec): 3 clusters Score: Raw -9250795.778533 + Penalty 5356.508500 = -9245439.270033 nChanged 741 SP:Iteration 17Q (6371.060000 sec): 3 clusters Score: Raw -9251306.896211 + Penalty 5356.508500 = -9245950.387711 nChanged 551 SP:Iteration 18Q (6371.470000 sec): 3 clusters Score: Raw -9251679.521927 + Penalty 5356.508500 = -9246323.013427 nChanged 435 SP:Iteration 19Q (6371.840000 sec): 3 clusters Score: Raw -9251968.290496 + Penalty 5356.508500 = -9246611.781996 nChanged 328 SP:Iteration 20F (6372.270000 sec): 3 clusters Score: Raw -9252175.647838 + Penalty 5356.508500 = -9246819.139338 nChanged 253 SP:Iteration 21Q (6372.620000 sec): 3 clusters Score: Raw -9252327.760864 + Penalty 5356.508500 = -9246971.252364 nChanged 193 SP:Iteration 22Q (6373.020000 sec): 3 clusters Score: Raw -9252449.426657 + Penalty 5356.508500 = -9247092.918157 nChanged 153 SP:Iteration 23Q (6373.400000 sec): 3 clusters Score: Raw -9252535.383723 + Penalty 5356.508500 = -9247178.875223 nChanged 130 SP:Iteration 24Q (6373.810000 sec): 3 clusters Score: Raw -9252617.189278 + Penalty 5356.508500 = -9247260.680778 nChanged 110 SP:Iteration 25Q (6374.180000 sec): 3 clusters Score: Raw -9252684.415271 + Penalty 5356.508500 = -9247327.906771 nChanged 78 SP:Iteration 26Q (6374.600000 sec): 3 clusters Score: Raw -9252724.273588 + Penalty 5356.508500 = -9247367.765088 nChanged 58 SP:Iteration 27Q (6374.970000 sec): 3 clusters Score: Raw -9252755.945754 + Penalty 5356.508500 = -9247399.437254 nChanged 47 SP:Iteration 28Q (6375.350000 sec): 3 clusters Score: Raw -9252782.957766 + Penalty 5356.508500 = -9247426.449266 nChanged 48 SP:Iteration 29Q (6375.770000 sec): 3 clusters Score: Raw -9252808.789337 + Penalty 5356.508500 = -9247452.280837 nChanged 45 SP:Iteration 30Q (6376.120000 sec): 3 clusters Score: Raw -9252833.033174 + Penalty 5356.508500 = -9247476.524674 nChanged 33 SP:Iteration 31Q (6376.490000 sec): 3 clusters Score: Raw -9252849.038160 + Penalty 5356.508500 = -9247492.529660 nChanged 26 SP:Iteration 32Q (6376.850000 sec): 3 clusters Score: Raw -9252865.352282 + Penalty 5356.508500 = -9247508.843782 nChanged 30 SP:Iteration 33Q (6377.220000 sec): 3 clusters Score: Raw -9252883.023133 + Penalty 5356.508500 = -9247526.514633 nChanged 26 SP:Iteration 34Q (6377.630000 sec): 3 clusters Score: Raw -9252899.092790 + Penalty 5356.508500 = -9247542.584290 nChanged 26 SP:Iteration 35Q (6377.990000 sec): 3 clusters Score: Raw -9252915.805142 + Penalty 5356.508500 = -9247559.296642 nChanged 23 SP:Iteration 36Q (6378.390000 sec): 3 clusters Score: Raw -9252930.458649 + Penalty 5356.508500 = -9247573.950149 nChanged 17 SP:Iteration 37Q (6378.700000 sec): 3 clusters Score: Raw -9252942.700724 + Penalty 5356.508500 = -9247586.192224 nChanged 20 SP:Iteration 38Q (6379.080000 sec): 3 clusters Score: Raw -9252953.863641 + Penalty 5356.508500 = -9247597.355140 nChanged 11 SP:Iteration 39Q (6379.500000 sec): 3 clusters Score: Raw -9252959.093889 + Penalty 5356.508500 = -9247602.585389 nChanged 2 SP:Iteration 40F (6379.930000 sec): 3 clusters Score: Raw -9252959.996814 + Penalty 5356.508500 = -9247603.488314 nChanged 2 SP:Iteration 41Q (6380.290000 sec): 3 clusters Score: Raw -9252960.796801 + Penalty 5356.508500 = -9247604.288301 nChanged 0 SP:Iteration 42F (6380.670000 sec): 3 clusters Score: Raw -9252960.796801 + Penalty 5356.508500 = -9247604.288301 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 43 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6380.790000 sec): 2 clusters Score: Raw -99653.962549 + Penalty 1591.349606 = -98062.612943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6380.980000 sec): 3 clusters Score: Raw -99640.705986 + Penalty 3182.699212 = -96458.006773 nChanged 119 SP:Iteration 1F (6381.170000 sec): 3 clusters Score: Raw -99909.868682 + Penalty 3182.699212 = -96727.169470 nChanged 52 SP:Iteration 2F (6381.290000 sec): 3 clusters Score: Raw -100038.680160 + Penalty 3182.699212 = -96855.980948 nChanged 22 SP:Iteration 3Q (6381.450000 sec): 3 clusters Score: Raw -100084.591880 + Penalty 3182.699212 = -96901.892668 nChanged 10 SP:Iteration 4Q (6381.610000 sec): 3 clusters Score: Raw -100103.409675 + Penalty 3182.699212 = -96920.710463 nChanged 10 SP:Iteration 5Q (6381.820000 sec): 3 clusters Score: Raw -100127.683938 + Penalty 3182.699212 = -96944.984726 nChanged 11 SP:Iteration 6Q (6381.970000 sec): 3 clusters Score: Raw -100149.870892 + Penalty 3182.699212 = -96967.171680 nChanged 6 SP:Iteration 7Q (6382.160000 sec): 3 clusters Score: Raw -100160.057950 + Penalty 3182.699212 = -96977.358737 nChanged 8 SP:Iteration 8Q (6382.310000 sec): 3 clusters Score: Raw -100182.221072 + Penalty 3182.699212 = -96999.521860 nChanged 9 SP:Iteration 9Q (6382.480000 sec): 3 clusters Score: Raw -100215.870736 + Penalty 3182.699212 = -97033.171523 nChanged 8 SP:Iteration 10Q (6382.630000 sec): 3 clusters Score: Raw -100236.000753 + Penalty 3182.699212 = -97053.301541 nChanged 9 SP:Iteration 11Q (6382.790000 sec): 3 clusters Score: Raw -100268.352162 + Penalty 3182.699212 = -97085.652950 nChanged 14 SP:Iteration 12Q (6382.980000 sec): 3 clusters Score: Raw -100347.925533 + Penalty 3182.699212 = -97165.226321 nChanged 15 SP:Iteration 13Q (6383.150000 sec): 3 clusters Score: Raw -100428.025735 + Penalty 3182.699212 = -97245.326523 nChanged 11 SP:Iteration 14Q (6383.310000 sec): 3 clusters Score: Raw -100493.933794 + Penalty 3182.699212 = -97311.234582 nChanged 13 SP:Iteration 15Q (6383.490000 sec): 3 clusters Score: Raw -100546.064384 + Penalty 3182.699212 = -97363.365172 nChanged 6 SP:Iteration 16Q (6383.610000 sec): 3 clusters Score: Raw -100565.158584 + Penalty 3182.699212 = -97382.459372 nChanged 4 SP:Iteration 17Q (6383.790000 sec): 3 clusters Score: Raw -100577.306314 + Penalty 3182.699212 = -97394.607102 nChanged 1 SP:Iteration 18Q (6383.990000 sec): 3 clusters Score: Raw -100580.651082 + Penalty 3182.699212 = -97397.951870 nChanged 0 SP:Iteration 19F (6384.130000 sec): 3 clusters Score: Raw -100581.011421 + Penalty 3182.699212 = -97398.312209 nChanged 1 SP:Iteration 20F (6384.290000 sec): 3 clusters Score: Raw -100586.702628 + Penalty 3182.699212 = -97404.003416 nChanged 1 SP:Iteration 21Q (6384.490000 sec): 3 clusters Score: Raw -100589.092582 + Penalty 3182.699212 = -97406.393370 nChanged 2 SP:Iteration 22Q (6384.670000 sec): 3 clusters Score: Raw -100592.082053 + Penalty 3182.699212 = -97409.382841 nChanged 0 SP:Iteration 23F (6384.850000 sec): 3 clusters Score: Raw -100592.082053 + Penalty 3182.699212 = -97409.382841 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 44 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6384.950000 sec): 2 clusters Score: Raw -104948.017043 + Penalty 1616.382476 = -103331.634568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6385.150000 sec): 3 clusters Score: Raw -104969.645636 + Penalty 3232.764951 = -101736.880684 nChanged 152 SP:Iteration 1F (6385.310000 sec): 3 clusters Score: Raw -105474.804725 + Penalty 3232.764951 = -102242.039773 nChanged 69 SP:Iteration 2F (6385.500000 sec): 3 clusters Score: Raw -105778.402580 + Penalty 3232.764951 = -102545.637629 nChanged 46 SP:Iteration 3F (6385.650000 sec): 3 clusters Score: Raw -105981.247705 + Penalty 3232.764951 = -102748.482753 nChanged 31 SP:Iteration 4Q (6385.830000 sec): 3 clusters Score: Raw -106085.794187 + Penalty 3232.764951 = -102853.029236 nChanged 15 SP:Iteration 5Q (6386.000000 sec): 3 clusters Score: Raw -106145.598672 + Penalty 3232.764951 = -102912.833721 nChanged 10 SP:Iteration 6Q (6386.170000 sec): 3 clusters Score: Raw -106213.159402 + Penalty 3232.764951 = -102980.394450 nChanged 10 SP:Iteration 7Q (6386.310000 sec): 3 clusters Score: Raw -106250.536855 + Penalty 3232.764951 = -103017.771903 nChanged 6 SP:Iteration 8Q (6386.510000 sec): 3 clusters Score: Raw -106264.657923 + Penalty 3232.764951 = -103031.892972 nChanged 4 SP:Iteration 9Q (6386.650000 sec): 3 clusters Score: Raw -106272.096364 + Penalty 3232.764951 = -103039.331413 nChanged 3 SP:Iteration 10Q (6386.850000 sec): 3 clusters Score: Raw -106279.558245 + Penalty 3232.764951 = -103046.793294 nChanged 3 SP:Iteration 11Q (6387.000000 sec): 3 clusters Score: Raw -106284.453769 + Penalty 3232.764951 = -103051.688818 nChanged 1 SP:Iteration 12Q (6387.220000 sec): 3 clusters Score: Raw -106285.280614 + Penalty 3232.764951 = -103052.515663 nChanged 0 SP:Iteration 13F (6387.400000 sec): 3 clusters Score: Raw -106285.280614 + Penalty 3232.764951 = -103052.515663 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 45 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6387.470000 sec): 2 clusters Score: Raw -50323.653227 + Penalty 1461.127765 = -48862.525462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6387.650000 sec): 3 clusters Score: Raw -50579.791545 + Penalty 2922.255529 = -47657.536016 nChanged 84 SP:Iteration 1F (6387.800000 sec): 3 clusters Score: Raw -50917.663907 + Penalty 2922.255529 = -47995.408378 nChanged 27 SP:Iteration 2F (6387.980000 sec): 3 clusters Score: Raw -51146.436777 + Penalty 2922.255529 = -48224.181248 nChanged 19 SP:Iteration 3F (6388.180000 sec): 3 clusters Score: Raw -51325.653340 + Penalty 2922.255529 = -48403.397811 nChanged 11 SP:Iteration 4Q (6388.370000 sec): 3 clusters Score: Raw -51439.102653 + Penalty 2922.255529 = -48516.847124 nChanged 11 SP:Iteration 5Q (6388.520000 sec): 3 clusters Score: Raw -51620.438335 + Penalty 2922.255529 = -48698.182806 nChanged 11 SP:Iteration 6Q (6388.700000 sec): 3 clusters Score: Raw -51709.190089 + Penalty 2922.255529 = -48786.934560 nChanged 8 SP:Iteration 7Q (6388.900000 sec): 3 clusters Score: Raw -51739.290354 + Penalty 2922.255529 = -48817.034825 nChanged 3 SP:Iteration 8Q (6389.080000 sec): 3 clusters Score: Raw -51761.372965 + Penalty 2922.255529 = -48839.117436 nChanged 3 SP:Iteration 9Q (6389.270000 sec): 3 clusters Score: Raw -51795.089463 + Penalty 2922.255529 = -48872.833933 nChanged 3 SP:Iteration 10Q (6389.420000 sec): 3 clusters Score: Raw -51808.597529 + Penalty 2922.255529 = -48886.342000 nChanged 4 SP:Iteration 11Q (6389.600000 sec): 3 clusters Score: Raw -51869.622029 + Penalty 2922.255529 = -48947.366500 nChanged 0 SP:Iteration 12F (6389.770000 sec): 3 clusters Score: Raw -51869.622029 + Penalty 2922.255529 = -48947.366500 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 55. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 46 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6389.890000 sec): 2 clusters Score: Raw -17071.946191 + Penalty 1264.766874 = -15807.179317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6390.060000 sec): 3 clusters Score: Raw -17426.113033 + Penalty 2529.533748 = -14896.579284 nChanged 23 SP:Iteration 1F (6390.280000 sec): 3 clusters Score: Raw -17553.181503 + Penalty 2529.533748 = -15023.647755 nChanged 7 SP:Iteration 2Q (6390.480000 sec): 3 clusters Score: Raw -17626.276200 + Penalty 2529.533748 = -15096.742452 nChanged 0 SP:Iteration 3F (6390.650000 sec): 3 clusters Score: Raw -17626.276200 + Penalty 2529.533748 = -15096.742452 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 47 (609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6390.790000 sec): 2 clusters Score: Raw -104857.237588 + Penalty 1590.130930 = -103267.106657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6390.960000 sec): 3 clusters Score: Raw -104821.174853 + Penalty 3180.261861 = -101640.912992 nChanged 128 SP:Iteration 1F (6391.080000 sec): 3 clusters Score: Raw -105045.872692 + Penalty 3180.261861 = -101865.610831 nChanged 27 SP:Iteration 2Q (6391.270000 sec): 3 clusters Score: Raw -105094.840767 + Penalty 3180.261861 = -101914.578907 nChanged 9 SP:Iteration 3Q (6391.460000 sec): 3 clusters Score: Raw -105126.897156 + Penalty 3180.261861 = -101946.635295 nChanged 5 SP:Iteration 4Q (6391.610000 sec): 3 clusters Score: Raw -105155.253878 + Penalty 3180.261861 = -101974.992017 nChanged 8 SP:Iteration 5Q (6391.840000 sec): 3 clusters Score: Raw -105170.217575 + Penalty 3180.261861 = -101989.955714 nChanged 5 SP:Iteration 6Q (6392.010000 sec): 3 clusters Score: Raw -105177.761535 + Penalty 3180.261861 = -101997.499674 nChanged 3 SP:Iteration 7Q (6392.120000 sec): 3 clusters Score: Raw -105183.986924 + Penalty 3180.261861 = -102003.725064 nChanged 3 SP:Iteration 8Q (6392.290000 sec): 3 clusters Score: Raw -105190.922501 + Penalty 3180.261861 = -102010.660640 nChanged 2 SP:Iteration 9Q (6392.490000 sec): 3 clusters Score: Raw -105192.550595 + Penalty 3180.261861 = -102012.288734 nChanged 0 SP:Iteration 10F (6392.670000 sec): 3 clusters Score: Raw -105192.550595 + Penalty 3180.261861 = -102012.288734 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 48 (3667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6392.780000 sec): 2 clusters Score: Raw -603956.766173 + Penalty 2035.368034 = -601921.398139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6392.940000 sec): 3 clusters Score: Raw -602360.037633 + Penalty 4070.736067 = -598289.301565 nChanged 1311 SP:Iteration 1F (6393.190000 sec): 3 clusters Score: Raw -603210.014528 + Penalty 4070.736067 = -599139.278461 nChanged 271 SP:Iteration 2F (6393.370000 sec): 3 clusters Score: Raw -603406.277161 + Penalty 4070.736067 = -599335.541093 nChanged 182 SP:Iteration 3Q (6393.570000 sec): 3 clusters Score: Raw -603540.943050 + Penalty 4070.736067 = -599470.206983 nChanged 142 SP:Iteration 4Q (6393.700000 sec): 3 clusters Score: Raw -603633.374985 + Penalty 4070.736067 = -599562.638917 nChanged 117 SP:Iteration 5Q (6393.940000 sec): 3 clusters Score: Raw -603706.533189 + Penalty 4070.736067 = -599635.797122 nChanged 87 SP:Iteration 6Q (6394.090000 sec): 3 clusters Score: Raw -603770.067149 + Penalty 4070.736067 = -599699.331082 nChanged 88 SP:Iteration 7Q (6394.310000 sec): 3 clusters Score: Raw -603831.663926 + Penalty 4070.736067 = -599760.927859 nChanged 88 SP:Iteration 8Q (6394.470000 sec): 3 clusters Score: Raw -603890.848868 + Penalty 4070.736067 = -599820.112801 nChanged 87 SP:Iteration 9Q (6394.680000 sec): 3 clusters Score: Raw -603946.682170 + Penalty 4070.736067 = -599875.946103 nChanged 75 SP:Iteration 10Q (6394.850000 sec): 3 clusters Score: Raw -603992.674674 + Penalty 4070.736067 = -599921.938607 nChanged 73 SP:Iteration 11Q (6395.020000 sec): 3 clusters Score: Raw -604034.127711 + Penalty 4070.736067 = -599963.391644 nChanged 63 SP:Iteration 12Q (6395.190000 sec): 3 clusters Score: Raw -604069.658407 + Penalty 4070.736067 = -599998.922340 nChanged 54 SP:Iteration 13Q (6395.380000 sec): 3 clusters Score: Raw -604090.361827 + Penalty 4070.736067 = -600019.625759 nChanged 36 SP:Iteration 14Q (6395.560000 sec): 3 clusters Score: Raw -604104.115893 + Penalty 4070.736067 = -600033.379826 nChanged 21 SP:Iteration 15Q (6395.770000 sec): 3 clusters Score: Raw -604111.133475 + Penalty 4070.736067 = -600040.397407 nChanged 17 SP:Iteration 16Q (6395.940000 sec): 3 clusters Score: Raw -604120.509091 + Penalty 4070.736067 = -600049.773023 nChanged 16 SP:Iteration 17Q (6396.130000 sec): 3 clusters Score: Raw -604127.975551 + Penalty 4070.736067 = -600057.239484 nChanged 14 SP:Iteration 18Q (6396.320000 sec): 3 clusters Score: Raw -604134.855733 + Penalty 4070.736067 = -600064.119665 nChanged 21 SP:Iteration 19Q (6396.520000 sec): 3 clusters Score: Raw -604143.812983 + Penalty 4070.736067 = -600073.076916 nChanged 23 SP:Iteration 20F (6396.690000 sec): 3 clusters Score: Raw -604154.551156 + Penalty 4070.736067 = -600083.815089 nChanged 20 SP:Iteration 21Q (6396.870000 sec): 3 clusters Score: Raw -604163.317296 + Penalty 4070.736067 = -600092.581229 nChanged 26 SP:Iteration 22Q (6397.100000 sec): 3 clusters Score: Raw -604174.248118 + Penalty 4070.736067 = -600103.512051 nChanged 20 SP:Iteration 23Q (6397.300000 sec): 3 clusters Score: Raw -604182.187478 + Penalty 4070.736067 = -600111.451410 nChanged 23 SP:Iteration 24Q (6397.480000 sec): 3 clusters Score: Raw -604196.690832 + Penalty 4070.736067 = -600125.954765 nChanged 25 SP:Iteration 25Q (6397.690000 sec): 3 clusters Score: Raw -604208.420651 + Penalty 4070.736067 = -600137.684583 nChanged 19 SP:Iteration 26Q (6397.850000 sec): 3 clusters Score: Raw -604216.801140 + Penalty 4070.736067 = -600146.065073 nChanged 29 SP:Iteration 27Q (6398.020000 sec): 3 clusters Score: Raw -604233.097456 + Penalty 4070.736067 = -600162.361389 nChanged 29 SP:Iteration 28Q (6398.180000 sec): 3 clusters Score: Raw -604248.770122 + Penalty 4070.736067 = -600178.034054 nChanged 29 SP:Iteration 29Q (6398.410000 sec): 3 clusters Score: Raw -604263.324847 + Penalty 4070.736067 = -600192.588779 nChanged 29 SP:Iteration 30Q (6398.570000 sec): 3 clusters Score: Raw -604278.707146 + Penalty 4070.736067 = -600207.971079 nChanged 38 SP:Iteration 31Q (6398.790000 sec): 3 clusters Score: Raw -604299.219132 + Penalty 4070.736067 = -600228.483065 nChanged 32 SP:Iteration 32Q (6398.980000 sec): 3 clusters Score: Raw -604317.921880 + Penalty 4070.736067 = -600247.185813 nChanged 29 SP:Iteration 33Q (6399.140000 sec): 3 clusters Score: Raw -604333.688627 + Penalty 4070.736067 = -600262.952559 nChanged 29 SP:Iteration 34Q (6399.330000 sec): 3 clusters Score: Raw -604348.156061 + Penalty 4070.736067 = -600277.419993 nChanged 29 SP:Iteration 35Q (6399.540000 sec): 3 clusters Score: Raw -604361.033121 + Penalty 4070.736067 = -600290.297054 nChanged 25 SP:Iteration 36Q (6399.750000 sec): 3 clusters Score: Raw -604371.242962 + Penalty 4070.736067 = -600300.506895 nChanged 20 SP:Iteration 37Q (6399.890000 sec): 3 clusters Score: Raw -604379.160733 + Penalty 4070.736067 = -600308.424666 nChanged 16 SP:Iteration 38Q (6400.070000 sec): 3 clusters Score: Raw -604384.846310 + Penalty 4070.736067 = -600314.110243 nChanged 17 SP:Iteration 39Q (6400.250000 sec): 3 clusters Score: Raw -604392.820359 + Penalty 4070.736067 = -600322.084292 nChanged 15 SP:Iteration 40F (6400.440000 sec): 3 clusters Score: Raw -604399.098043 + Penalty 4070.736067 = -600328.361976 nChanged 18 SP:Iteration 41Q (6400.630000 sec): 3 clusters Score: Raw -604408.086810 + Penalty 4070.736067 = -600337.350743 nChanged 14 SP:Iteration 42Q (6400.810000 sec): 3 clusters Score: Raw -604413.009833 + Penalty 4070.736067 = -600342.273765 nChanged 13 SP:Iteration 43Q (6401.000000 sec): 3 clusters Score: Raw -604417.506137 + Penalty 4070.736067 = -600346.770070 nChanged 11 SP:Iteration 44Q (6401.210000 sec): 3 clusters Score: Raw -604420.752993 + Penalty 4070.736067 = -600350.016926 nChanged 9 SP:Iteration 45Q (6401.380000 sec): 3 clusters Score: Raw -604423.679745 + Penalty 4070.736067 = -600352.943677 nChanged 10 SP:Iteration 46Q (6401.560000 sec): 3 clusters Score: Raw -604426.953101 + Penalty 4070.736067 = -600356.217034 nChanged 7 SP:Iteration 47Q (6401.810000 sec): 3 clusters Score: Raw -604429.884999 + Penalty 4070.736067 = -600359.148932 nChanged 7 SP:Iteration 48Q (6401.930000 sec): 3 clusters Score: Raw -604432.483361 + Penalty 4070.736067 = -600361.747293 nChanged 6 SP:Iteration 49Q (6402.110000 sec): 3 clusters Score: Raw -604434.246194 + Penalty 4070.736067 = -600363.510127 nChanged 3 SP:Iteration 50Q (6402.330000 sec): 3 clusters Score: Raw -604434.967926 + Penalty 4070.736067 = -600364.231859 nChanged 6 SP:Iteration 51Q (6402.520000 sec): 3 clusters Score: Raw -604436.583230 + Penalty 4070.736067 = -600365.847163 nChanged 8 SP:Iteration 52Q (6402.680000 sec): 3 clusters Score: Raw -604440.527161 + Penalty 4070.736067 = -600369.791094 nChanged 11 SP:Iteration 53Q (6402.910000 sec): 3 clusters Score: Raw -604444.376278 + Penalty 4070.736067 = -600373.640210 nChanged 9 SP:Iteration 54Q (6403.090000 sec): 3 clusters Score: Raw -604447.897173 + Penalty 4070.736067 = -600377.161106 nChanged 13 SP:Iteration 55Q (6403.240000 sec): 3 clusters Score: Raw -604451.861306 + Penalty 4070.736067 = -600381.125239 nChanged 12 SP:Iteration 56Q (6403.450000 sec): 3 clusters Score: Raw -604455.318859 + Penalty 4070.736067 = -600384.582791 nChanged 8 SP:Iteration 57Q (6403.650000 sec): 3 clusters Score: Raw -604461.280076 + Penalty 4070.736067 = -600390.544009 nChanged 11 SP:Iteration 58Q (6403.810000 sec): 3 clusters Score: Raw -604467.315105 + Penalty 4070.736067 = -600396.579038 nChanged 10 SP:Iteration 59Q (6403.980000 sec): 3 clusters Score: Raw -604471.535145 + Penalty 4070.736067 = -600400.799078 nChanged 10 SP:Iteration 60F (6404.220000 sec): 3 clusters Score: Raw -604477.670947 + Penalty 4070.736067 = -600406.934880 nChanged 16 SP:Iteration 61Q (6404.400000 sec): 3 clusters Score: Raw -604483.576921 + Penalty 4070.736067 = -600412.840854 nChanged 6 SP:Iteration 62Q (6404.550000 sec): 3 clusters Score: Raw -604484.951109 + Penalty 4070.736067 = -600414.215042 nChanged 0 SP:Iteration 63F (6404.720000 sec): 3 clusters Score: Raw -604484.951109 + Penalty 4070.736067 = -600414.215042 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 51 (977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6404.820000 sec): 2 clusters Score: Raw -167641.797969 + Penalty 1707.352690 = -165934.445279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6404.960000 sec): 3 clusters Score: Raw -167424.565219 + Penalty 3414.705379 = -164009.859840 nChanged 236 SP:Iteration 1F (6405.120000 sec): 3 clusters Score: Raw -167705.775891 + Penalty 3414.705379 = -164291.070512 nChanged 64 SP:Iteration 2F (6405.310000 sec): 3 clusters Score: Raw -167817.488344 + Penalty 3414.705379 = -164402.782964 nChanged 28 SP:Iteration 3Q (6405.490000 sec): 3 clusters Score: Raw -167905.831894 + Penalty 3414.705379 = -164491.126514 nChanged 32 SP:Iteration 4Q (6405.670000 sec): 3 clusters Score: Raw -167974.030443 + Penalty 3414.705379 = -164559.325064 nChanged 30 SP:Iteration 5Q (6405.880000 sec): 3 clusters Score: Raw -168037.687965 + Penalty 3414.705379 = -164622.982585 nChanged 30 SP:Iteration 6Q (6406.020000 sec): 3 clusters Score: Raw -168096.812381 + Penalty 3414.705379 = -164682.107001 nChanged 29 SP:Iteration 7Q (6406.200000 sec): 3 clusters Score: Raw -168156.791778 + Penalty 3414.705379 = -164742.086399 nChanged 27 SP:Iteration 8Q (6406.410000 sec): 3 clusters Score: Raw -168213.404203 + Penalty 3414.705379 = -164798.698824 nChanged 34 SP:Iteration 9Q (6406.560000 sec): 3 clusters Score: Raw -168288.536783 + Penalty 3414.705379 = -164873.831403 nChanged 27 SP:Iteration 10Q (6406.700000 sec): 3 clusters Score: Raw -168336.534997 + Penalty 3414.705379 = -164921.829618 nChanged 21 SP:Iteration 11Q (6406.870000 sec): 3 clusters Score: Raw -168369.545839 + Penalty 3414.705379 = -164954.840460 nChanged 23 SP:Iteration 12Q (6407.010000 sec): 3 clusters Score: Raw -168409.229432 + Penalty 3414.705379 = -164994.524053 nChanged 21 SP:Iteration 13Q (6407.160000 sec): 3 clusters Score: Raw -168452.652626 + Penalty 3414.705379 = -165037.947246 nChanged 14 SP:Iteration 14Q (6407.320000 sec): 3 clusters Score: Raw -168481.430011 + Penalty 3414.705379 = -165066.724632 nChanged 7 SP:Iteration 15Q (6407.520000 sec): 3 clusters Score: Raw -168492.790632 + Penalty 3414.705379 = -165078.085253 nChanged 8 SP:Iteration 16Q (6407.710000 sec): 3 clusters Score: Raw -168503.334059 + Penalty 3414.705379 = -165088.628680 nChanged 7 SP:Iteration 17Q (6407.860000 sec): 3 clusters Score: Raw -168515.216967 + Penalty 3414.705379 = -165100.511587 nChanged 6 SP:Iteration 18Q (6408.090000 sec): 3 clusters Score: Raw -168525.842917 + Penalty 3414.705379 = -165111.137538 nChanged 9 SP:Iteration 19Q (6408.260000 sec): 3 clusters Score: Raw -168544.666960 + Penalty 3414.705379 = -165129.961581 nChanged 6 SP:Iteration 20F (6408.410000 sec): 3 clusters Score: Raw -168555.964692 + Penalty 3414.705379 = -165141.259313 nChanged 4 SP:Iteration 21Q (6408.570000 sec): 3 clusters Score: Raw -168561.813845 + Penalty 3414.705379 = -165147.108466 nChanged 2 SP:Iteration 22Q (6408.760000 sec): 3 clusters Score: Raw -168565.479557 + Penalty 3414.705379 = -165150.774178 nChanged 2 SP:Iteration 23Q (6408.950000 sec): 3 clusters Score: Raw -168570.572180 + Penalty 3414.705379 = -165155.866800 nChanged 3 SP:Iteration 24Q (6409.120000 sec): 3 clusters Score: Raw -168579.030268 + Penalty 3414.705379 = -165164.324888 nChanged 3 SP:Iteration 25Q (6409.250000 sec): 3 clusters Score: Raw -168584.385970 + Penalty 3414.705379 = -165169.680591 nChanged 3 SP:Iteration 26Q (6409.430000 sec): 3 clusters Score: Raw -168594.154759 + Penalty 3414.705379 = -165179.449380 nChanged 4 SP:Iteration 27Q (6409.630000 sec): 3 clusters Score: Raw -168601.351122 + Penalty 3414.705379 = -165186.645742 nChanged 3 SP:Iteration 28Q (6409.780000 sec): 3 clusters Score: Raw -168605.996819 + Penalty 3414.705379 = -165191.291440 nChanged 1 SP:Iteration 29Q (6409.950000 sec): 3 clusters Score: Raw -168608.121087 + Penalty 3414.705379 = -165193.415708 nChanged 1 SP:Iteration 30Q (6410.110000 sec): 3 clusters Score: Raw -168611.119824 + Penalty 3414.705379 = -165196.414445 nChanged 2 SP:Iteration 31Q (6410.300000 sec): 3 clusters Score: Raw -168612.807796 + Penalty 3414.705379 = -165198.102416 nChanged 0 SP:Iteration 32F (6410.500000 sec): 3 clusters Score: Raw -168612.807796 + Penalty 3414.705379 = -165198.102416 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 52 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6410.610000 sec): 2 clusters Score: Raw -31331.948817 + Penalty 1337.619631 = -29994.329186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6410.740000 sec): 3 clusters Score: Raw -31589.248892 + Penalty 2675.239263 = -28914.009629 nChanged 28 SP:Iteration 1F (6410.900000 sec): 3 clusters Score: Raw -31717.451540 + Penalty 2675.239263 = -29042.212277 nChanged 7 SP:Iteration 2Q (6411.080000 sec): 3 clusters Score: Raw -31754.079709 + Penalty 2675.239263 = -29078.840446 nChanged 7 SP:Iteration 3Q (6411.260000 sec): 3 clusters Score: Raw -31785.402133 + Penalty 2675.239263 = -29110.162870 nChanged 1 SP:Iteration 4Q (6411.420000 sec): 3 clusters Score: Raw -31794.090905 + Penalty 2675.239263 = -29118.851642 nChanged 0 SP:Iteration 5F (6411.580000 sec): 3 clusters Score: Raw -31794.090905 + Penalty 2675.239263 = -29118.851642 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 53 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6411.680000 sec): 2 clusters Score: Raw -53538.207733 + Penalty 1454.884078 = -52083.323655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6411.810000 sec): 3 clusters Score: Raw -53738.919785 + Penalty 2909.768156 = -50829.151629 nChanged 65 SP:Iteration 1F (6411.930000 sec): 3 clusters Score: Raw -53960.690173 + Penalty 2909.768156 = -51050.922017 nChanged 26 SP:Iteration 2F (6412.030000 sec): 3 clusters Score: Raw -54073.167554 + Penalty 2909.768156 = -51163.399398 nChanged 11 SP:Iteration 3Q (6412.120000 sec): 3 clusters Score: Raw -54096.897930 + Penalty 2909.768156 = -51187.129773 nChanged 2 SP:Iteration 4Q (6412.220000 sec): 3 clusters Score: Raw -54098.331692 + Penalty 2909.768156 = -51188.563536 nChanged 0 SP:Iteration 5F (6412.320000 sec): 3 clusters Score: Raw -54098.331692 + Penalty 2909.768156 = -51188.563536 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 54 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6412.360000 sec): 2 clusters Score: Raw -43841.972092 + Penalty 1449.199015 = -42392.773077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6412.460000 sec): 3 clusters Score: Raw -44092.190435 + Penalty 2898.398031 = -41193.792404 nChanged 65 SP:Iteration 1F (6412.560000 sec): 3 clusters Score: Raw -44250.082696 + Penalty 2898.398031 = -41351.684665 nChanged 15 SP:Iteration 2Q (6412.650000 sec): 3 clusters Score: Raw -44290.331980 + Penalty 2898.398031 = -41391.933949 nChanged 20 SP:Iteration 3F (6412.750000 sec): 3 clusters Score: Raw -44340.578715 + Penalty 2898.398031 = -41442.180684 nChanged 22 SP:Iteration 4F (6412.890000 sec): 3 clusters Score: Raw -44421.562543 + Penalty 2898.398031 = -41523.164513 nChanged 16 SP:Iteration 5Q (6413.080000 sec): 3 clusters Score: Raw -44504.341129 + Penalty 2898.398031 = -41605.943099 nChanged 7 SP:Iteration 6Q (6413.260000 sec): 3 clusters Score: Raw -44539.584952 + Penalty 2898.398031 = -41641.186921 nChanged 2 SP:Iteration 7Q (6413.440000 sec): 3 clusters Score: Raw -44543.567072 + Penalty 2898.398031 = -41645.169041 nChanged 2 SP:Iteration 8Q (6413.590000 sec): 3 clusters Score: Raw -44547.801973 + Penalty 2898.398031 = -41649.403942 nChanged 1 SP:Iteration 9Q (6413.790000 sec): 3 clusters Score: Raw -44549.018049 + Penalty 2898.398031 = -41650.620018 nChanged 2 SP:Iteration 10Q (6413.950000 sec): 3 clusters Score: Raw -44568.229668 + Penalty 2898.398031 = -41669.831637 nChanged 1 SP:Iteration 11Q (6414.120000 sec): 3 clusters Score: Raw -44577.017459 + Penalty 2898.398031 = -41678.619428 nChanged 0 SP:Iteration 12F (6414.300000 sec): 3 clusters Score: Raw -44577.017459 + Penalty 2898.398031 = -41678.619428 nChanged 0 Iteration 139Q (6464.720000 sec): 56 clusters Score: Raw -154886995.438489 + Penalty 186584.997573 = -154700410.440916 nChanged 83 Deleting Class 10 (157 points): Lose 3365.598593 but Gain 3392.454501 Iteration 140F (6558.720000 sec): 55 clusters Score: Raw -154960590.854658 + Penalty 183192.543072 = -154777398.311586 nChanged 1201 Iteration 141Q (6602.040000 sec): 55 clusters Score: Raw -154993456.441274 + Penalty 183192.543072 = -154810263.898202 nChanged 169 Iteration 142Q (6650.280000 sec): 55 clusters Score: Raw -154994892.683880 + Penalty 183192.543072 = -154811700.140808 nChanged 131 Iteration 143Q (6691.630000 sec): 55 clusters Score: Raw -154995167.426578 + Penalty 183192.543072 = -154811974.883506 nChanged 114 Iteration 144Q (6732.000000 sec): 55 clusters Score: Raw -154995259.358306 + Penalty 183192.543072 = -154812066.815235 nChanged 111 Iteration 145Q (6771.680000 sec): 55 clusters Score: Raw -154995283.402630 + Penalty 183192.543072 = -154812090.859558 nChanged 99 Iteration 146Q (6807.640000 sec): 55 clusters Score: Raw -154995290.499007 + Penalty 183192.543072 = -154812097.955936 nChanged 101 Iteration 147Q (6843.560000 sec): 55 clusters Score: Raw -154995297.013475 + Penalty 183192.543072 = -154812104.470403 nChanged 83 Iteration 148Q (6881.390000 sec): 55 clusters Score: Raw -154995301.270388 + Penalty 183192.543072 = -154812108.727316 nChanged 83 Iteration 149Q (6919.020000 sec): 55 clusters Score: Raw -154995306.872418 + Penalty 183192.543072 = -154812114.329347 nChanged 83 Iteration 150Q (6955.160000 sec): 55 clusters Score: Raw -154995311.786545 + Penalty 183192.543072 = -154812119.243473 nChanged 75 Iteration 151Q (6986.890000 sec): 55 clusters Score: Raw -154995318.053124 + Penalty 183192.543072 = -154812125.510052 nChanged 76 Iteration 152Q (7025.070000 sec): 55 clusters Score: Raw -154995326.001667 + Penalty 183192.543072 = -154812133.458595 nChanged 74 Iteration 153Q (7062.920000 sec): 55 clusters Score: Raw -154995333.003224 + Penalty 183192.543072 = -154812140.460152 nChanged 74 Iteration 154Q (7101.980000 sec): 55 clusters Score: Raw -154995340.979260 + Penalty 183192.543072 = -154812148.436188 nChanged 72 Iteration 155Q (7141.990000 sec): 55 clusters Score: Raw -154995346.965636 + Penalty 183192.543072 = -154812154.422564 nChanged 60 Iteration 156Q (7181.890000 sec): 55 clusters Score: Raw -154995350.711668 + Penalty 183192.543072 = -154812158.168596 nChanged 76 Iteration 157Q (7223.110000 sec): 55 clusters Score: Raw -154995353.766170 + Penalty 183192.543072 = -154812161.223099 nChanged 69 Iteration 158Q (7263.470000 sec): 55 clusters Score: Raw -154995355.903204 + Penalty 183192.543072 = -154812163.360132 nChanged 55 Iteration 159Q (7301.470000 sec): 55 clusters Score: Raw -154995357.393964 + Penalty 183192.543072 = -154812164.850893 nChanged 39 Iteration 160F (7388.920000 sec): 55 clusters Score: Raw -155011999.397012 + Penalty 183192.543072 = -154828806.853940 nChanged 256 Iteration 161Q (7432.610000 sec): 55 clusters Score: Raw -155017643.610717 + Penalty 183192.543072 = -154834451.067646 nChanged 57 Iteration 162Q (7478.430000 sec): 55 clusters Score: Raw -155018772.500719 + Penalty 183192.543072 = -154835579.957647 nChanged 34 Iteration 163Q (7514.880000 sec): 55 clusters Score: Raw -155018855.201523 + Penalty 183192.543072 = -154835662.658451 nChanged 29 Iteration 164Q (7552.360000 sec): 55 clusters Score: Raw -155018875.170994 + Penalty 183192.543072 = -154835682.627923 nChanged 18 Iteration 165Q (7591.140000 sec): 55 clusters Score: Raw -155018875.573575 + Penalty 183192.543072 = -154835683.030504 nChanged 18 Iteration 166Q (7629.500000 sec): 55 clusters Score: Raw -155018875.940235 + Penalty 183192.543072 = -154835683.397163 nChanged 20 Iteration 167Q (7666.890000 sec): 55 clusters Score: Raw -155018876.426408 + Penalty 183192.543072 = -154835683.883337 nChanged 19 Iteration 168Q (7704.880000 sec): 55 clusters Score: Raw -155018876.860777 + Penalty 183192.543072 = -154835684.317705 nChanged 17 Iteration 169Q (7743.020000 sec): 55 clusters Score: Raw -155018877.089924 + Penalty 183192.543072 = -154835684.546852 nChanged 15 Iteration 170Q (7779.900000 sec): 55 clusters Score: Raw -155018877.295102 + Penalty 183192.543072 = -154835684.752030 nChanged 20 Iteration 171Q (7816.950000 sec): 55 clusters Score: Raw -155018877.592544 + Penalty 183192.543072 = -154835685.049472 nChanged 20 Iteration 172Q (7849.560000 sec): 55 clusters Score: Raw -155018877.894843 + Penalty 183192.543072 = -154835685.351771 nChanged 28 Iteration 173Q (7887.490000 sec): 55 clusters Score: Raw -155018878.263373 + Penalty 183192.543072 = -154835685.720301 nChanged 29 Iteration 174Q (7925.120000 sec): 55 clusters Score: Raw -155018878.736376 + Penalty 183192.543072 = -154835686.193304 nChanged 23 Iteration 175Q (7961.210000 sec): 55 clusters Score: Raw -155018879.194019 + Penalty 183192.543072 = -154835686.650948 nChanged 30 Iteration 176Q (8003.350000 sec): 55 clusters Score: Raw -155018879.488224 + Penalty 183192.543072 = -154835686.945152 nChanged 17 Iteration 177Q (8041.630000 sec): 55 clusters Score: Raw -155018879.801286 + Penalty 183192.543072 = -154835687.258214 nChanged 11 Iteration 178Q (8078.040000 sec): 55 clusters Score: Raw -155018879.939370 + Penalty 183192.543072 = -154835687.396298 nChanged 17 Writing temp clu file Because OldScore, -154835687.258214, is greater than current (better) Score,-154835687.396298 Compute initial score before splitting: Score: Raw -155018879.939370 + Penalty 183192.543072 = -154835687.396298 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 1 (8108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8078.380000 sec): 2 clusters Score: Raw -1501463.808503 + Penalty 2232.150414 = -1499231.658089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8078.620000 sec): 3 clusters Score: Raw -1497259.549331 + Penalty 4464.300828 = -1492795.248503 nChanged 3281 SP:Iteration 1F (8078.840000 sec): 3 clusters Score: Raw -1498977.481134 + Penalty 4464.300828 = -1494513.180306 nChanged 528 SP:Iteration 2F (8079.120000 sec): 3 clusters Score: Raw -1499218.563043 + Penalty 4464.300828 = -1494754.262216 nChanged 370 SP:Iteration 3Q (8079.340000 sec): 3 clusters Score: Raw -1499360.834244 + Penalty 4464.300828 = -1494896.533416 nChanged 260 SP:Iteration 4Q (8079.570000 sec): 3 clusters Score: Raw -1499446.836479 + Penalty 4464.300828 = -1494982.535652 nChanged 218 SP:Iteration 5Q (8079.830000 sec): 3 clusters Score: Raw -1499520.693362 + Penalty 4464.300828 = -1495056.392534 nChanged 176 SP:Iteration 6Q (8080.070000 sec): 3 clusters Score: Raw -1499573.512038 + Penalty 4464.300828 = -1495109.211211 nChanged 153 SP:Iteration 7Q (8080.300000 sec): 3 clusters Score: Raw -1499626.197506 + Penalty 4464.300828 = -1495161.896678 nChanged 137 SP:Iteration 8Q (8080.510000 sec): 3 clusters Score: Raw -1499670.686518 + Penalty 4464.300828 = -1495206.385690 nChanged 117 SP:Iteration 9Q (8080.750000 sec): 3 clusters Score: Raw -1499710.407231 + Penalty 4464.300828 = -1495246.106403 nChanged 120 SP:Iteration 10Q (8081.010000 sec): 3 clusters Score: Raw -1499754.352013 + Penalty 4464.300828 = -1495290.051186 nChanged 124 SP:Iteration 11Q (8081.250000 sec): 3 clusters Score: Raw -1499795.072828 + Penalty 4464.300828 = -1495330.772000 nChanged 135 SP:Iteration 12Q (8081.540000 sec): 3 clusters Score: Raw -1499842.934177 + Penalty 4464.300828 = -1495378.633349 nChanged 143 SP:Iteration 13Q (8081.780000 sec): 3 clusters Score: Raw -1499901.242983 + Penalty 4464.300828 = -1495436.942155 nChanged 143 SP:Iteration 14Q (8082.010000 sec): 3 clusters Score: Raw -1499956.513532 + Penalty 4464.300828 = -1495492.212705 nChanged 135 SP:Iteration 15Q (8082.210000 sec): 3 clusters Score: Raw -1500015.202337 + Penalty 4464.300828 = -1495550.901510 nChanged 141 SP:Iteration 16Q (8082.430000 sec): 3 clusters Score: Raw -1500086.147219 + Penalty 4464.300828 = -1495621.846391 nChanged 196 SP:Iteration 17Q (8082.650000 sec): 3 clusters Score: Raw -1500191.730971 + Penalty 4464.300828 = -1495727.430144 nChanged 221 SP:Iteration 18Q (8082.870000 sec): 3 clusters Score: Raw -1500311.125027 + Penalty 4464.300828 = -1495846.824200 nChanged 234 SP:Iteration 19Q (8083.100000 sec): 3 clusters Score: Raw -1500422.467639 + Penalty 4464.300828 = -1495958.166811 nChanged 225 SP:Iteration 20F (8083.340000 sec): 3 clusters Score: Raw -1500519.027652 + Penalty 4464.300828 = -1496054.726824 nChanged 201 SP:Iteration 21Q (8083.560000 sec): 3 clusters Score: Raw -1500601.466643 + Penalty 4464.300828 = -1496137.165815 nChanged 164 SP:Iteration 22Q (8083.750000 sec): 3 clusters Score: Raw -1500660.615727 + Penalty 4464.300828 = -1496196.314899 nChanged 138 SP:Iteration 23Q (8083.980000 sec): 3 clusters Score: Raw -1500712.860607 + Penalty 4464.300828 = -1496248.559780 nChanged 116 SP:Iteration 24Q (8084.200000 sec): 3 clusters Score: Raw -1500749.525848 + Penalty 4464.300828 = -1496285.225021 nChanged 98 SP:Iteration 25Q (8084.420000 sec): 3 clusters Score: Raw -1500777.930386 + Penalty 4464.300828 = -1496313.629558 nChanged 90 SP:Iteration 26Q (8084.640000 sec): 3 clusters Score: Raw -1500801.801740 + Penalty 4464.300828 = -1496337.500913 nChanged 88 SP:Iteration 27Q (8084.860000 sec): 3 clusters Score: Raw -1500827.822602 + Penalty 4464.300828 = -1496363.521775 nChanged 86 SP:Iteration 28Q (8085.080000 sec): 3 clusters Score: Raw -1500850.888811 + Penalty 4464.300828 = -1496386.587983 nChanged 69 SP:Iteration 29Q (8085.290000 sec): 3 clusters Score: Raw -1500869.681661 + Penalty 4464.300828 = -1496405.380834 nChanged 68 SP:Iteration 30Q (8085.520000 sec): 3 clusters Score: Raw -1500886.552770 + Penalty 4464.300828 = -1496422.251943 nChanged 54 SP:Iteration 31Q (8085.750000 sec): 3 clusters Score: Raw -1500900.396190 + Penalty 4464.300828 = -1496436.095362 nChanged 51 SP:Iteration 32Q (8085.960000 sec): 3 clusters Score: Raw -1500915.889253 + Penalty 4464.300828 = -1496451.588425 nChanged 54 SP:Iteration 33Q (8086.220000 sec): 3 clusters Score: Raw -1500931.578005 + Penalty 4464.300828 = -1496467.277177 nChanged 55 SP:Iteration 34Q (8086.490000 sec): 3 clusters Score: Raw -1500947.682032 + Penalty 4464.300828 = -1496483.381204 nChanged 58 SP:Iteration 35Q (8086.680000 sec): 3 clusters Score: Raw -1500961.376633 + Penalty 4464.300828 = -1496497.075805 nChanged 51 SP:Iteration 36Q (8086.910000 sec): 3 clusters Score: Raw -1500977.530894 + Penalty 4464.300828 = -1496513.230066 nChanged 58 SP:Iteration 37Q (8087.080000 sec): 3 clusters Score: Raw -1500992.887888 + Penalty 4464.300828 = -1496528.587060 nChanged 52 SP:Iteration 38Q (8087.290000 sec): 3 clusters Score: Raw -1501006.440627 + Penalty 4464.300828 = -1496542.139799 nChanged 47 SP:Iteration 39Q (8087.540000 sec): 3 clusters Score: Raw -1501019.161383 + Penalty 4464.300828 = -1496554.860555 nChanged 66 SP:Iteration 40F (8087.720000 sec): 3 clusters Score: Raw -1501036.770004 + Penalty 4464.300828 = -1496572.469176 nChanged 60 SP:Iteration 41Q (8087.940000 sec): 3 clusters Score: Raw -1501053.067687 + Penalty 4464.300828 = -1496588.766859 nChanged 51 SP:Iteration 42Q (8088.180000 sec): 3 clusters Score: Raw -1501063.599434 + Penalty 4464.300828 = -1496599.298606 nChanged 40 SP:Iteration 43Q (8088.420000 sec): 3 clusters Score: Raw -1501073.571489 + Penalty 4464.300828 = -1496609.270662 nChanged 40 SP:Iteration 44Q (8088.570000 sec): 3 clusters Score: Raw -1501082.546514 + Penalty 4464.300828 = -1496618.245686 nChanged 31 SP:Iteration 45Q (8088.780000 sec): 3 clusters Score: Raw -1501088.829063 + Penalty 4464.300828 = -1496624.528235 nChanged 36 SP:Iteration 46Q (8088.990000 sec): 3 clusters Score: Raw -1501098.396073 + Penalty 4464.300828 = -1496634.095245 nChanged 36 SP:Iteration 47Q (8089.190000 sec): 3 clusters Score: Raw -1501106.489458 + Penalty 4464.300828 = -1496642.188630 nChanged 36 SP:Iteration 48Q (8089.400000 sec): 3 clusters Score: Raw -1501114.395353 + Penalty 4464.300828 = -1496650.094525 nChanged 34 SP:Iteration 49Q (8089.630000 sec): 3 clusters Score: Raw -1501123.508053 + Penalty 4464.300828 = -1496659.207225 nChanged 36 SP:Iteration 50Q (8089.820000 sec): 3 clusters Score: Raw -1501132.186921 + Penalty 4464.300828 = -1496667.886093 nChanged 36 SP:Iteration 51Q (8090.050000 sec): 3 clusters Score: Raw -1501140.132976 + Penalty 4464.300828 = -1496675.832149 nChanged 26 SP:Iteration 52Q (8090.260000 sec): 3 clusters Score: Raw -1501146.680085 + Penalty 4464.300828 = -1496682.379257 nChanged 29 SP:Iteration 53Q (8090.440000 sec): 3 clusters Score: Raw -1501153.446465 + Penalty 4464.300828 = -1496689.145637 nChanged 19 SP:Iteration 54Q (8090.640000 sec): 3 clusters Score: Raw -1501157.992539 + Penalty 4464.300828 = -1496693.691711 nChanged 16 SP:Iteration 55Q (8090.850000 sec): 3 clusters Score: Raw -1501161.003556 + Penalty 4464.300828 = -1496696.702728 nChanged 15 SP:Iteration 56Q (8091.050000 sec): 3 clusters Score: Raw -1501163.637608 + Penalty 4464.300828 = -1496699.336780 nChanged 10 SP:Iteration 57Q (8091.260000 sec): 3 clusters Score: Raw -1501165.387326 + Penalty 4464.300828 = -1496701.086498 nChanged 5 SP:Iteration 58Q (8091.520000 sec): 3 clusters Score: Raw -1501166.391150 + Penalty 4464.300828 = -1496702.090322 nChanged 5 SP:Iteration 59Q (8091.730000 sec): 3 clusters Score: Raw -1501167.250540 + Penalty 4464.300828 = -1496702.949712 nChanged 11 SP:Iteration 60F (8091.860000 sec): 3 clusters Score: Raw -1501169.499546 + Penalty 4464.300828 = -1496705.198718 nChanged 7 SP:Iteration 61Q (8092.060000 sec): 3 clusters Score: Raw -1501170.966973 + Penalty 4464.300828 = -1496706.666145 nChanged 11 SP:Iteration 62Q (8092.320000 sec): 3 clusters Score: Raw -1501174.325690 + Penalty 4464.300828 = -1496710.024862 nChanged 15 SP:Iteration 63Q (8092.520000 sec): 3 clusters Score: Raw -1501177.874078 + Penalty 4464.300828 = -1496713.573250 nChanged 17 SP:Iteration 64Q (8092.730000 sec): 3 clusters Score: Raw -1501181.761202 + Penalty 4464.300828 = -1496717.460374 nChanged 18 SP:Iteration 65Q (8092.960000 sec): 3 clusters Score: Raw -1501187.179552 + Penalty 4464.300828 = -1496722.878724 nChanged 20 SP:Iteration 66Q (8093.170000 sec): 3 clusters Score: Raw -1501192.925956 + Penalty 4464.300828 = -1496728.625128 nChanged 32 SP:Iteration 67Q (8093.360000 sec): 3 clusters Score: Raw -1501199.783897 + Penalty 4464.300828 = -1496735.483070 nChanged 32 SP:Iteration 68Q (8093.560000 sec): 3 clusters Score: Raw -1501207.618365 + Penalty 4464.300828 = -1496743.317537 nChanged 34 SP:Iteration 69Q (8093.780000 sec): 3 clusters Score: Raw -1501216.475433 + Penalty 4464.300828 = -1496752.174605 nChanged 28 SP:Iteration 70Q (8094.030000 sec): 3 clusters Score: Raw -1501225.261171 + Penalty 4464.300828 = -1496760.960343 nChanged 36 SP:Iteration 71Q (8094.230000 sec): 3 clusters Score: Raw -1501235.268182 + Penalty 4464.300828 = -1496770.967354 nChanged 33 SP:Iteration 72Q (8094.480000 sec): 3 clusters Score: Raw -1501245.123459 + Penalty 4464.300828 = -1496780.822632 nChanged 41 SP:Iteration 73Q (8094.670000 sec): 3 clusters Score: Raw -1501260.623062 + Penalty 4464.300828 = -1496796.322234 nChanged 61 SP:Iteration 74Q (8094.890000 sec): 3 clusters Score: Raw -1501279.261355 + Penalty 4464.300828 = -1496814.960528 nChanged 50 SP:Iteration 75Q (8095.110000 sec): 3 clusters Score: Raw -1501295.630243 + Penalty 4464.300828 = -1496831.329415 nChanged 53 SP:Iteration 76Q (8095.340000 sec): 3 clusters Score: Raw -1501310.027895 + Penalty 4464.300828 = -1496845.727067 nChanged 46 SP:Iteration 77Q (8095.520000 sec): 3 clusters Score: Raw -1501321.807613 + Penalty 4464.300828 = -1496857.506785 nChanged 44 SP:Iteration 78Q (8095.780000 sec): 3 clusters Score: Raw -1501332.744699 + Penalty 4464.300828 = -1496868.443871 nChanged 39 SP:Iteration 79Q (8095.990000 sec): 3 clusters Score: Raw -1501342.284637 + Penalty 4464.300828 = -1496877.983810 nChanged 36 SP:Iteration 80F (8096.220000 sec): 3 clusters Score: Raw -1501352.719073 + Penalty 4464.300828 = -1496888.418245 nChanged 31 SP:Iteration 81Q (8096.460000 sec): 3 clusters Score: Raw -1501362.612182 + Penalty 4464.300828 = -1496898.311354 nChanged 26 SP:Iteration 82Q (8096.650000 sec): 3 clusters Score: Raw -1501371.332720 + Penalty 4464.300828 = -1496907.031892 nChanged 33 SP:Iteration 83Q (8096.860000 sec): 3 clusters Score: Raw -1501383.714203 + Penalty 4464.300828 = -1496919.413375 nChanged 43 SP:Iteration 84Q (8097.110000 sec): 3 clusters Score: Raw -1501398.851209 + Penalty 4464.300828 = -1496934.550381 nChanged 50 SP:Iteration 85Q (8097.360000 sec): 3 clusters Score: Raw -1501413.627887 + Penalty 4464.300828 = -1496949.327060 nChanged 47 SP:Iteration 86Q (8097.600000 sec): 3 clusters Score: Raw -1501429.838832 + Penalty 4464.300828 = -1496965.538004 nChanged 44 SP:Iteration 87Q (8097.800000 sec): 3 clusters Score: Raw -1501441.895327 + Penalty 4464.300828 = -1496977.594499 nChanged 32 SP:Iteration 88Q (8098.000000 sec): 3 clusters Score: Raw -1501452.561503 + Penalty 4464.300828 = -1496988.260675 nChanged 40 SP:Iteration 89Q (8098.230000 sec): 3 clusters Score: Raw -1501466.270074 + Penalty 4464.300828 = -1497001.969246 nChanged 44 SP:Iteration 90Q (8098.460000 sec): 3 clusters Score: Raw -1501480.307418 + Penalty 4464.300828 = -1497016.006590 nChanged 50 SP:Iteration 91Q (8098.680000 sec): 3 clusters Score: Raw -1501496.776408 + Penalty 4464.300828 = -1497032.475580 nChanged 54 SP:Iteration 92Q (8098.860000 sec): 3 clusters Score: Raw -1501516.832984 + Penalty 4464.300828 = -1497052.532156 nChanged 62 SP:Iteration 93Q (8099.080000 sec): 3 clusters Score: Raw -1501539.038644 + Penalty 4464.300828 = -1497074.737817 nChanged 59 SP:Iteration 94Q (8099.300000 sec): 3 clusters Score: Raw -1501559.081415 + Penalty 4464.300828 = -1497094.780588 nChanged 61 SP:Iteration 95Q (8099.530000 sec): 3 clusters Score: Raw -1501583.022871 + Penalty 4464.300828 = -1497118.722043 nChanged 59 SP:Iteration 96Q (8099.740000 sec): 3 clusters Score: Raw -1501601.980118 + Penalty 4464.300828 = -1497137.679291 nChanged 53 SP:Iteration 97Q (8099.970000 sec): 3 clusters Score: Raw -1501619.420710 + Penalty 4464.300828 = -1497155.119882 nChanged 51 SP:Iteration 98Q (8100.160000 sec): 3 clusters Score: Raw -1501634.678592 + Penalty 4464.300828 = -1497170.377765 nChanged 38 SP:Iteration 99Q (8100.390000 sec): 3 clusters Score: Raw -1501645.916515 + Penalty 4464.300828 = -1497181.615687 nChanged 41 SP:Iteration 100F (8100.580000 sec): 3 clusters Score: Raw -1501659.446872 + Penalty 4464.300828 = -1497195.146044 nChanged 51 SP:Iteration 101Q (8100.840000 sec): 3 clusters Score: Raw -1501676.688558 + Penalty 4464.300828 = -1497212.387730 nChanged 40 SP:Iteration 102Q (8101.050000 sec): 3 clusters Score: Raw -1501691.020827 + Penalty 4464.300828 = -1497226.719999 nChanged 41 SP:Iteration 103Q (8101.310000 sec): 3 clusters Score: Raw -1501704.722453 + Penalty 4464.300828 = -1497240.421625 nChanged 39 SP:Iteration 104Q (8101.470000 sec): 3 clusters Score: Raw -1501716.750503 + Penalty 4464.300828 = -1497252.449676 nChanged 42 SP:Iteration 105Q (8101.710000 sec): 3 clusters Score: Raw -1501733.579302 + Penalty 4464.300828 = -1497269.278475 nChanged 39 SP:Iteration 106Q (8101.920000 sec): 3 clusters Score: Raw -1501748.645865 + Penalty 4464.300828 = -1497284.345037 nChanged 35 SP:Iteration 107Q (8102.130000 sec): 3 clusters Score: Raw -1501760.794417 + Penalty 4464.300828 = -1497296.493589 nChanged 31 SP:Iteration 108Q (8102.370000 sec): 3 clusters Score: Raw -1501773.502159 + Penalty 4464.300828 = -1497309.201331 nChanged 29 SP:Iteration 109Q (8102.570000 sec): 3 clusters Score: Raw -1501785.495286 + Penalty 4464.300828 = -1497321.194458 nChanged 24 SP:Iteration 110Q (8102.810000 sec): 3 clusters Score: Raw -1501792.837579 + Penalty 4464.300828 = -1497328.536752 nChanged 19 SP:Iteration 111Q (8103.070000 sec): 3 clusters Score: Raw -1501798.108732 + Penalty 4464.300828 = -1497333.807904 nChanged 12 SP:Iteration 112Q (8103.310000 sec): 3 clusters Score: Raw -1501801.656623 + Penalty 4464.300828 = -1497337.355795 nChanged 12 SP:Iteration 113Q (8103.530000 sec): 3 clusters Score: Raw -1501804.279563 + Penalty 4464.300828 = -1497339.978735 nChanged 6 SP:Iteration 114Q (8103.770000 sec): 3 clusters Score: Raw -1501805.274975 + Penalty 4464.300828 = -1497340.974147 nChanged 6 SP:Iteration 115Q (8103.990000 sec): 3 clusters Score: Raw -1501807.244974 + Penalty 4464.300828 = -1497342.944146 nChanged 7 SP:Iteration 116Q (8104.220000 sec): 3 clusters Score: Raw -1501808.726569 + Penalty 4464.300828 = -1497344.425741 nChanged 9 SP:Iteration 117Q (8104.490000 sec): 3 clusters Score: Raw -1501811.104611 + Penalty 4464.300828 = -1497346.803783 nChanged 10 SP:Iteration 118Q (8104.740000 sec): 3 clusters Score: Raw -1501814.907469 + Penalty 4464.300828 = -1497350.606641 nChanged 11 SP:Iteration 119Q (8104.970000 sec): 3 clusters Score: Raw -1501819.202518 + Penalty 4464.300828 = -1497354.901690 nChanged 13 SP:Iteration 120F (8105.190000 sec): 3 clusters Score: Raw -1501822.605900 + Penalty 4464.300828 = -1497358.305072 nChanged 12 SP:Iteration 121Q (8105.410000 sec): 3 clusters Score: Raw -1501825.708108 + Penalty 4464.300828 = -1497361.407280 nChanged 13 SP:Iteration 122Q (8105.590000 sec): 3 clusters Score: Raw -1501829.651403 + Penalty 4464.300828 = -1497365.350575 nChanged 10 SP:Iteration 123Q (8105.890000 sec): 3 clusters Score: Raw -1501832.862150 + Penalty 4464.300828 = -1497368.561323 nChanged 9 SP:Iteration 124Q (8106.120000 sec): 3 clusters Score: Raw -1501836.254453 + Penalty 4464.300828 = -1497371.953625 nChanged 8 SP:Iteration 125Q (8106.380000 sec): 3 clusters Score: Raw -1501838.537038 + Penalty 4464.300828 = -1497374.236210 nChanged 7 SP:Iteration 126Q (8106.570000 sec): 3 clusters Score: Raw -1501840.426363 + Penalty 4464.300828 = -1497376.125535 nChanged 7 SP:Iteration 127Q (8106.780000 sec): 3 clusters Score: Raw -1501842.222132 + Penalty 4464.300828 = -1497377.921304 nChanged 6 SP:Iteration 128Q (8107.010000 sec): 3 clusters Score: Raw -1501843.568818 + Penalty 4464.300828 = -1497379.267990 nChanged 3 SP:Iteration 129Q (8107.250000 sec): 3 clusters Score: Raw -1501844.253888 + Penalty 4464.300828 = -1497379.953060 nChanged 2 SP:Iteration 130Q (8107.500000 sec): 3 clusters Score: Raw -1501844.842076 + Penalty 4464.300828 = -1497380.541248 nChanged 5 SP:Iteration 131Q (8107.700000 sec): 3 clusters Score: Raw -1501846.047775 + Penalty 4464.300828 = -1497381.746947 nChanged 4 SP:Iteration 132Q (8107.880000 sec): 3 clusters Score: Raw -1501846.938648 + Penalty 4464.300828 = -1497382.637820 nChanged 1 SP:Iteration 133Q (8108.070000 sec): 3 clusters Score: Raw -1501847.181138 + Penalty 4464.300828 = -1497382.880310 nChanged 2 SP:Iteration 134Q (8108.270000 sec): 3 clusters Score: Raw -1501847.843781 + Penalty 4464.300828 = -1497383.542953 nChanged 2 SP:Iteration 135Q (8108.520000 sec): 3 clusters Score: Raw -1501848.336372 + Penalty 4464.300828 = -1497384.035545 nChanged 2 SP:Iteration 136Q (8108.750000 sec): 3 clusters Score: Raw -1501848.659266 + Penalty 4464.300828 = -1497384.358439 nChanged 0 SP:Iteration 137F (8108.990000 sec): 3 clusters Score: Raw -1501848.659266 + Penalty 4464.300828 = -1497384.358439 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 2 (726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8109.080000 sec): 2 clusters Score: Raw -120599.584784 + Penalty 1633.712404 = -118965.872381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8109.250000 sec): 3 clusters Score: Raw -120557.857520 + Penalty 3267.424807 = -117290.432712 nChanged 165 SP:Iteration 1F (8109.430000 sec): 3 clusters Score: Raw -120849.314253 + Penalty 3267.424807 = -117581.889445 nChanged 52 SP:Iteration 2F (8109.660000 sec): 3 clusters Score: Raw -120992.326361 + Penalty 3267.424807 = -117724.901554 nChanged 37 SP:Iteration 3F (8109.840000 sec): 3 clusters Score: Raw -121079.538768 + Penalty 3267.424807 = -117812.113961 nChanged 29 SP:Iteration 4Q (8110.040000 sec): 3 clusters Score: Raw -121155.024759 + Penalty 3267.424807 = -117887.599951 nChanged 17 SP:Iteration 5Q (8110.190000 sec): 3 clusters Score: Raw -121189.354300 + Penalty 3267.424807 = -117921.929493 nChanged 9 SP:Iteration 6Q (8110.400000 sec): 3 clusters Score: Raw -121205.822026 + Penalty 3267.424807 = -117938.397219 nChanged 2 SP:Iteration 7Q (8110.590000 sec): 3 clusters Score: Raw -121210.324773 + Penalty 3267.424807 = -117942.899966 nChanged 2 SP:Iteration 8Q (8110.730000 sec): 3 clusters Score: Raw -121214.938160 + Penalty 3267.424807 = -117947.513352 nChanged 4 SP:Iteration 9Q (8110.880000 sec): 3 clusters Score: Raw -121223.764456 + Penalty 3267.424807 = -117956.339649 nChanged 5 SP:Iteration 10Q (8111.080000 sec): 3 clusters Score: Raw -121233.914246 + Penalty 3267.424807 = -117966.489438 nChanged 4 SP:Iteration 11Q (8111.260000 sec): 3 clusters Score: Raw -121240.471195 + Penalty 3267.424807 = -117973.046388 nChanged 3 SP:Iteration 12Q (8111.430000 sec): 3 clusters Score: Raw -121247.278308 + Penalty 3267.424807 = -117979.853501 nChanged 5 SP:Iteration 13Q (8111.620000 sec): 3 clusters Score: Raw -121258.420150 + Penalty 3267.424807 = -117990.995343 nChanged 4 SP:Iteration 14Q (8111.830000 sec): 3 clusters Score: Raw -121266.694639 + Penalty 3267.424807 = -117999.269831 nChanged 5 SP:Iteration 15Q (8112.000000 sec): 3 clusters Score: Raw -121275.742826 + Penalty 3267.424807 = -118008.318018 nChanged 3 SP:Iteration 16Q (8112.180000 sec): 3 clusters Score: Raw -121289.560624 + Penalty 3267.424807 = -118022.135817 nChanged 2 SP:Iteration 17Q (8112.340000 sec): 3 clusters Score: Raw -121291.191898 + Penalty 3267.424807 = -118023.767090 nChanged 0 SP:Iteration 18F (8112.500000 sec): 3 clusters Score: Raw -121291.191898 + Penalty 3267.424807 = -118023.767090 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 3 (805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8112.640000 sec): 2 clusters Score: Raw -132235.048974 + Penalty 1659.328885 = -130575.720089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8112.810000 sec): 3 clusters Score: Raw -132111.557718 + Penalty 3318.657770 = -128792.899948 nChanged 190 SP:Iteration 1F (8113.010000 sec): 3 clusters Score: Raw -132363.268151 + Penalty 3318.657770 = -129044.610381 nChanged 64 SP:Iteration 2F (8113.200000 sec): 3 clusters Score: Raw -132503.671165 + Penalty 3318.657770 = -129185.013395 nChanged 48 SP:Iteration 3F (8113.380000 sec): 3 clusters Score: Raw -132595.567152 + Penalty 3318.657770 = -129276.909383 nChanged 39 SP:Iteration 4Q (8113.550000 sec): 3 clusters Score: Raw -132662.736094 + Penalty 3318.657770 = -129344.078325 nChanged 19 SP:Iteration 5Q (8113.760000 sec): 3 clusters Score: Raw -132699.130049 + Penalty 3318.657770 = -129380.472279 nChanged 12 SP:Iteration 6Q (8113.920000 sec): 3 clusters Score: Raw -132745.504360 + Penalty 3318.657770 = -129426.846590 nChanged 14 SP:Iteration 7Q (8114.120000 sec): 3 clusters Score: Raw -132775.171101 + Penalty 3318.657770 = -129456.513332 nChanged 12 SP:Iteration 8Q (8114.280000 sec): 3 clusters Score: Raw -132803.981574 + Penalty 3318.657770 = -129485.323804 nChanged 11 SP:Iteration 9Q (8114.440000 sec): 3 clusters Score: Raw -132825.680539 + Penalty 3318.657770 = -129507.022770 nChanged 6 SP:Iteration 10Q (8114.620000 sec): 3 clusters Score: Raw -132838.664272 + Penalty 3318.657770 = -129520.006502 nChanged 8 SP:Iteration 11Q (8114.800000 sec): 3 clusters Score: Raw -132874.072139 + Penalty 3318.657770 = -129555.414370 nChanged 9 SP:Iteration 12Q (8114.990000 sec): 3 clusters Score: Raw -132908.375873 + Penalty 3318.657770 = -129589.718104 nChanged 11 SP:Iteration 13Q (8115.130000 sec): 3 clusters Score: Raw -132943.266176 + Penalty 3318.657770 = -129624.608406 nChanged 14 SP:Iteration 14Q (8115.380000 sec): 3 clusters Score: Raw -132974.081447 + Penalty 3318.657770 = -129655.423677 nChanged 9 SP:Iteration 15Q (8115.560000 sec): 3 clusters Score: Raw -133004.043806 + Penalty 3318.657770 = -129685.386037 nChanged 13 SP:Iteration 16Q (8115.700000 sec): 3 clusters Score: Raw -133028.433931 + Penalty 3318.657770 = -129709.776162 nChanged 4 SP:Iteration 17Q (8115.920000 sec): 3 clusters Score: Raw -133032.601585 + Penalty 3318.657770 = -129713.943816 nChanged 2 SP:Iteration 18Q (8116.050000 sec): 3 clusters Score: Raw -133034.113504 + Penalty 3318.657770 = -129715.455735 nChanged 3 SP:Iteration 19Q (8116.260000 sec): 3 clusters Score: Raw -133037.100032 + Penalty 3318.657770 = -129718.442263 nChanged 0 SP:Iteration 20F (8116.470000 sec): 3 clusters Score: Raw -133037.100032 + Penalty 3318.657770 = -129718.442263 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 4 (704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8116.600000 sec): 2 clusters Score: Raw -123341.500330 + Penalty 1626.081032 = -121715.419297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8116.780000 sec): 3 clusters Score: Raw -123299.868317 + Penalty 3252.162065 = -120047.706253 nChanged 158 SP:Iteration 1F (8116.960000 sec): 3 clusters Score: Raw -123646.326555 + Penalty 3252.162065 = -120394.164490 nChanged 61 SP:Iteration 2F (8117.110000 sec): 3 clusters Score: Raw -123805.618143 + Penalty 3252.162065 = -120553.456078 nChanged 40 SP:Iteration 3F (8117.370000 sec): 3 clusters Score: Raw -123946.962573 + Penalty 3252.162065 = -120694.800509 nChanged 44 SP:Iteration 4F (8117.570000 sec): 3 clusters Score: Raw -124113.234246 + Penalty 3252.162065 = -120861.072182 nChanged 36 SP:Iteration 5F (8117.730000 sec): 3 clusters Score: Raw -124282.824370 + Penalty 3252.162065 = -121030.662305 nChanged 22 SP:Iteration 6Q (8117.910000 sec): 3 clusters Score: Raw -124376.503229 + Penalty 3252.162065 = -121124.341164 nChanged 13 SP:Iteration 7Q (8118.080000 sec): 3 clusters Score: Raw -124408.443617 + Penalty 3252.162065 = -121156.281552 nChanged 10 SP:Iteration 8Q (8118.280000 sec): 3 clusters Score: Raw -124449.252800 + Penalty 3252.162065 = -121197.090735 nChanged 7 SP:Iteration 9Q (8118.440000 sec): 3 clusters Score: Raw -124465.609380 + Penalty 3252.162065 = -121213.447315 nChanged 3 SP:Iteration 10Q (8118.620000 sec): 3 clusters Score: Raw -124473.358145 + Penalty 3252.162065 = -121221.196080 nChanged 1 SP:Iteration 11Q (8118.800000 sec): 3 clusters Score: Raw -124475.327320 + Penalty 3252.162065 = -121223.165255 nChanged 1 SP:Iteration 12Q (8118.930000 sec): 3 clusters Score: Raw -124477.715223 + Penalty 3252.162065 = -121225.553158 nChanged 2 SP:Iteration 13Q (8119.120000 sec): 3 clusters Score: Raw -124487.757112 + Penalty 3252.162065 = -121235.595048 nChanged 2 SP:Iteration 14Q (8119.300000 sec): 3 clusters Score: Raw -124493.661864 + Penalty 3252.162065 = -121241.499799 nChanged 4 SP:Iteration 15Q (8119.470000 sec): 3 clusters Score: Raw -124503.992007 + Penalty 3252.162065 = -121251.829942 nChanged 7 SP:Iteration 16Q (8119.700000 sec): 3 clusters Score: Raw -124526.052655 + Penalty 3252.162065 = -121273.890591 nChanged 8 SP:Iteration 17Q (8119.930000 sec): 3 clusters Score: Raw -124549.014722 + Penalty 3252.162065 = -121296.852657 nChanged 8 SP:Iteration 18Q (8120.110000 sec): 3 clusters Score: Raw -124567.663688 + Penalty 3252.162065 = -121315.501623 nChanged 8 SP:Iteration 19Q (8120.290000 sec): 3 clusters Score: Raw -124592.407616 + Penalty 3252.162065 = -121340.245551 nChanged 6 SP:Iteration 20F (8120.460000 sec): 3 clusters Score: Raw -124625.140177 + Penalty 3252.162065 = -121372.978112 nChanged 9 SP:Iteration 21Q (8120.630000 sec): 3 clusters Score: Raw -124649.126951 + Penalty 3252.162065 = -121396.964886 nChanged 5 SP:Iteration 22Q (8120.800000 sec): 3 clusters Score: Raw -124663.525363 + Penalty 3252.162065 = -121411.363299 nChanged 5 SP:Iteration 23Q (8120.970000 sec): 3 clusters Score: Raw -124676.699583 + Penalty 3252.162065 = -121424.537519 nChanged 6 SP:Iteration 24Q (8121.140000 sec): 3 clusters Score: Raw -124698.077394 + Penalty 3252.162065 = -121445.915329 nChanged 12 SP:Iteration 25Q (8121.310000 sec): 3 clusters Score: Raw -124732.116745 + Penalty 3252.162065 = -121479.954681 nChanged 8 SP:Iteration 26Q (8121.480000 sec): 3 clusters Score: Raw -124761.754230 + Penalty 3252.162065 = -121509.592166 nChanged 7 SP:Iteration 27Q (8121.650000 sec): 3 clusters Score: Raw -124788.911516 + Penalty 3252.162065 = -121536.749451 nChanged 8 SP:Iteration 28Q (8121.840000 sec): 3 clusters Score: Raw -124807.008305 + Penalty 3252.162065 = -121554.846240 nChanged 4 SP:Iteration 29Q (8122.080000 sec): 3 clusters Score: Raw -124814.996205 + Penalty 3252.162065 = -121562.834140 nChanged 1 SP:Iteration 30Q (8122.250000 sec): 3 clusters Score: Raw -124818.772276 + Penalty 3252.162065 = -121566.610211 nChanged 2 SP:Iteration 31Q (8122.440000 sec): 3 clusters Score: Raw -124825.631317 + Penalty 3252.162065 = -121573.469252 nChanged 2 SP:Iteration 32Q (8122.630000 sec): 3 clusters Score: Raw -124834.294492 + Penalty 3252.162065 = -121582.132428 nChanged 0 SP:Iteration 33F (8122.780000 sec): 3 clusters Score: Raw -124834.294492 + Penalty 3252.162065 = -121582.132428 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 5 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8122.900000 sec): 2 clusters Score: Raw -48309.007325 + Penalty 1416.185900 = -46892.821425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8123.050000 sec): 3 clusters Score: Raw -48481.937931 + Penalty 2832.371801 = -45649.566131 nChanged 42 SP:Iteration 1F (8123.260000 sec): 3 clusters Score: Raw -48604.940455 + Penalty 2832.371801 = -45772.568655 nChanged 3 SP:Iteration 2Q (8123.440000 sec): 3 clusters Score: Raw -48608.149901 + Penalty 2832.371801 = -45775.778100 nChanged 0 SP:Iteration 3F (8123.640000 sec): 3 clusters Score: Raw -48608.149901 + Penalty 2832.371801 = -45775.778100 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 6 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8123.720000 sec): 2 clusters Score: Raw -97594.415059 + Penalty 1569.770785 = -96024.644274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8123.910000 sec): 3 clusters Score: Raw -97592.493343 + Penalty 3139.541569 = -94452.951774 nChanged 100 SP:Iteration 1F (8124.070000 sec): 3 clusters Score: Raw -97758.287361 + Penalty 3139.541569 = -94618.745792 nChanged 19 SP:Iteration 2Q (8124.250000 sec): 3 clusters Score: Raw -97791.565243 + Penalty 3139.541569 = -94652.023674 nChanged 9 SP:Iteration 3Q (8124.400000 sec): 3 clusters Score: Raw -97813.216414 + Penalty 3139.541569 = -94673.674845 nChanged 9 SP:Iteration 4Q (8124.600000 sec): 3 clusters Score: Raw -97832.890136 + Penalty 3139.541569 = -94693.348567 nChanged 3 SP:Iteration 5Q (8124.770000 sec): 3 clusters Score: Raw -97837.651002 + Penalty 3139.541569 = -94698.109433 nChanged 1 SP:Iteration 6Q (8124.960000 sec): 3 clusters Score: Raw -97839.015039 + Penalty 3139.541569 = -94699.473470 nChanged 1 SP:Iteration 7Q (8125.130000 sec): 3 clusters Score: Raw -97839.510454 + Penalty 3139.541569 = -94699.968885 nChanged 0 SP:Iteration 8F (8125.310000 sec): 3 clusters Score: Raw -97839.510454 + Penalty 3139.541569 = -94699.968885 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 7 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8125.400000 sec): 2 clusters Score: Raw -90580.926794 + Penalty 1581.428283 = -88999.498511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8125.560000 sec): 3 clusters Score: Raw -90585.967569 + Penalty 3162.856566 = -87423.111003 nChanged 116 SP:Iteration 1F (8125.740000 sec): 3 clusters Score: Raw -90813.880149 + Penalty 3162.856566 = -87651.023583 nChanged 30 SP:Iteration 2F (8125.950000 sec): 3 clusters Score: Raw -90885.632588 + Penalty 3162.856566 = -87722.776022 nChanged 13 SP:Iteration 3Q (8126.110000 sec): 3 clusters Score: Raw -90920.541673 + Penalty 3162.856566 = -87757.685107 nChanged 7 SP:Iteration 4Q (8126.250000 sec): 3 clusters Score: Raw -90966.745667 + Penalty 3162.856566 = -87803.889100 nChanged 9 SP:Iteration 5Q (8126.430000 sec): 3 clusters Score: Raw -91017.961263 + Penalty 3162.856566 = -87855.104697 nChanged 9 SP:Iteration 6Q (8126.610000 sec): 3 clusters Score: Raw -91053.454637 + Penalty 3162.856566 = -87890.598071 nChanged 11 SP:Iteration 7Q (8126.770000 sec): 3 clusters Score: Raw -91083.641088 + Penalty 3162.856566 = -87920.784522 nChanged 12 SP:Iteration 8Q (8126.960000 sec): 3 clusters Score: Raw -91124.382195 + Penalty 3162.856566 = -87961.525629 nChanged 4 SP:Iteration 9Q (8127.150000 sec): 3 clusters Score: Raw -91133.029342 + Penalty 3162.856566 = -87970.172775 nChanged 4 SP:Iteration 10Q (8127.320000 sec): 3 clusters Score: Raw -91149.131066 + Penalty 3162.856566 = -87986.274500 nChanged 2 SP:Iteration 11Q (8127.510000 sec): 3 clusters Score: Raw -91155.299476 + Penalty 3162.856566 = -87992.442910 nChanged 1 SP:Iteration 12Q (8127.690000 sec): 3 clusters Score: Raw -91159.486569 + Penalty 3162.856566 = -87996.630003 nChanged 0 SP:Iteration 13F (8127.850000 sec): 3 clusters Score: Raw -91159.486569 + Penalty 3162.856566 = -87996.630003 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 8 (784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8127.950000 sec): 2 clusters Score: Raw -132752.540585 + Penalty 1652.773437 = -131099.767148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8128.160000 sec): 3 clusters Score: Raw -132601.587369 + Penalty 3305.546874 = -129296.040495 nChanged 177 SP:Iteration 1F (8128.310000 sec): 3 clusters Score: Raw -132830.661855 + Penalty 3305.546874 = -129525.114981 nChanged 46 SP:Iteration 2F (8128.530000 sec): 3 clusters Score: Raw -132907.732455 + Penalty 3305.546874 = -129602.185581 nChanged 21 SP:Iteration 3Q (8128.660000 sec): 3 clusters Score: Raw -132942.124744 + Penalty 3305.546874 = -129636.577869 nChanged 12 SP:Iteration 4Q (8128.830000 sec): 3 clusters Score: Raw -132961.793323 + Penalty 3305.546874 = -129656.246449 nChanged 5 SP:Iteration 5Q (8129.070000 sec): 3 clusters Score: Raw -132972.457328 + Penalty 3305.546874 = -129666.910454 nChanged 6 SP:Iteration 6Q (8129.240000 sec): 3 clusters Score: Raw -132984.707479 + Penalty 3305.546874 = -129679.160604 nChanged 5 SP:Iteration 7Q (8129.420000 sec): 3 clusters Score: Raw -132990.614045 + Penalty 3305.546874 = -129685.067170 nChanged 3 SP:Iteration 8Q (8129.630000 sec): 3 clusters Score: Raw -132996.747152 + Penalty 3305.546874 = -129691.200278 nChanged 1 SP:Iteration 9Q (8129.840000 sec): 3 clusters Score: Raw -132997.543461 + Penalty 3305.546874 = -129691.996586 nChanged 1 SP:Iteration 10Q (8129.980000 sec): 3 clusters Score: Raw -132998.803741 + Penalty 3305.546874 = -129693.256867 nChanged 2 SP:Iteration 11Q (8130.150000 sec): 3 clusters Score: Raw -133000.378040 + Penalty 3305.546874 = -129694.831166 nChanged 2 SP:Iteration 12Q (8130.350000 sec): 3 clusters Score: Raw -133003.178335 + Penalty 3305.546874 = -129697.631461 nChanged 0 SP:Iteration 13F (8130.540000 sec): 3 clusters Score: Raw -133003.178335 + Penalty 3305.546874 = -129697.631461 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 9 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8130.630000 sec): 2 clusters Score: Raw -21450.820528 + Penalty 1245.922369 = -20204.898159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8130.820000 sec): 3 clusters Score: Raw -21822.647244 + Penalty 2491.844738 = -19330.802506 nChanged 13 SP:Iteration 1F (8131.020000 sec): 3 clusters Score: Raw -21942.623152 + Penalty 2491.844738 = -19450.778414 nChanged 5 SP:Iteration 2Q (8131.240000 sec): 3 clusters Score: Raw -21976.447109 + Penalty 2491.844738 = -19484.602371 nChanged 1 SP:Iteration 3Q (8131.420000 sec): 3 clusters Score: Raw -21983.493650 + Penalty 2491.844738 = -19491.648912 nChanged 1 SP:Iteration 4Q (8131.560000 sec): 3 clusters Score: Raw -21988.092038 + Penalty 2491.844738 = -19496.247299 nChanged 0 SP:Iteration 5F (8131.740000 sec): 3 clusters Score: Raw -21988.092038 + Penalty 2491.844738 = -19496.247299 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 11 (1523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8131.870000 sec): 2 clusters Score: Raw -256510.748738 + Penalty 1817.452464 = -254693.296274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8131.990000 sec): 3 clusters Score: Raw -256040.618514 + Penalty 3634.904927 = -252405.713587 nChanged 456 SP:Iteration 1F (8132.190000 sec): 3 clusters Score: Raw -256537.898032 + Penalty 3634.904927 = -252902.993104 nChanged 120 SP:Iteration 2F (8132.380000 sec): 3 clusters Score: Raw -256720.662543 + Penalty 3634.904927 = -253085.757616 nChanged 73 SP:Iteration 3Q (8132.600000 sec): 3 clusters Score: Raw -256821.529935 + Penalty 3634.904927 = -253186.625008 nChanged 60 SP:Iteration 4Q (8132.760000 sec): 3 clusters Score: Raw -256916.482433 + Penalty 3634.904927 = -253281.577506 nChanged 52 SP:Iteration 5Q (8132.970000 sec): 3 clusters Score: Raw -256996.994015 + Penalty 3634.904927 = -253362.089088 nChanged 42 SP:Iteration 6Q (8133.120000 sec): 3 clusters Score: Raw -257068.265468 + Penalty 3634.904927 = -253433.360541 nChanged 49 SP:Iteration 7Q (8133.350000 sec): 3 clusters Score: Raw -257146.094852 + Penalty 3634.904927 = -253511.189925 nChanged 52 SP:Iteration 8Q (8133.520000 sec): 3 clusters Score: Raw -257246.557487 + Penalty 3634.904927 = -253611.652560 nChanged 53 SP:Iteration 9Q (8133.720000 sec): 3 clusters Score: Raw -257364.054896 + Penalty 3634.904927 = -253729.149969 nChanged 67 SP:Iteration 10Q (8133.910000 sec): 3 clusters Score: Raw -257538.420523 + Penalty 3634.904927 = -253903.515596 nChanged 80 SP:Iteration 11F (8134.090000 sec): 3 clusters Score: Raw -257764.998308 + Penalty 3634.904927 = -254130.093380 nChanged 74 SP:Iteration 12Q (8134.290000 sec): 3 clusters Score: Raw -257992.180106 + Penalty 3634.904927 = -254357.275179 nChanged 52 SP:Iteration 13Q (8134.470000 sec): 3 clusters Score: Raw -258114.847747 + Penalty 3634.904927 = -254479.942820 nChanged 43 SP:Iteration 14Q (8134.670000 sec): 3 clusters Score: Raw -258177.584907 + Penalty 3634.904927 = -254542.679980 nChanged 25 SP:Iteration 15Q (8134.860000 sec): 3 clusters Score: Raw -258214.479618 + Penalty 3634.904927 = -254579.574691 nChanged 18 SP:Iteration 16Q (8135.040000 sec): 3 clusters Score: Raw -258242.521313 + Penalty 3634.904927 = -254607.616386 nChanged 17 SP:Iteration 17Q (8135.230000 sec): 3 clusters Score: Raw -258269.855375 + Penalty 3634.904927 = -254634.950448 nChanged 11 SP:Iteration 18Q (8135.400000 sec): 3 clusters Score: Raw -258280.052850 + Penalty 3634.904927 = -254645.147923 nChanged 5 SP:Iteration 19Q (8135.560000 sec): 3 clusters Score: Raw -258286.375212 + Penalty 3634.904927 = -254651.470285 nChanged 4 SP:Iteration 20F (8135.770000 sec): 3 clusters Score: Raw -258289.969812 + Penalty 3634.904927 = -254655.064885 nChanged 2 SP:Iteration 21Q (8135.920000 sec): 3 clusters Score: Raw -258291.336933 + Penalty 3634.904927 = -254656.432006 nChanged 0 SP:Iteration 22F (8136.140000 sec): 3 clusters Score: Raw -258291.336933 + Penalty 3634.904927 = -254656.432006 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 12 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8136.200000 sec): 2 clusters Score: Raw -65463.810528 + Penalty 1503.818732 = -63959.991796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8136.380000 sec): 3 clusters Score: Raw -65588.227247 + Penalty 3007.637464 = -62580.589784 nChanged 95 SP:Iteration 1F (8136.580000 sec): 3 clusters Score: Raw -65975.576785 + Penalty 3007.637464 = -62967.939321 nChanged 41 SP:Iteration 2F (8136.760000 sec): 3 clusters Score: Raw -66152.979255 + Penalty 3007.637464 = -63145.341792 nChanged 24 SP:Iteration 3F (8136.950000 sec): 3 clusters Score: Raw -66246.133515 + Penalty 3007.637464 = -63238.496052 nChanged 16 SP:Iteration 4Q (8137.160000 sec): 3 clusters Score: Raw -66308.056292 + Penalty 3007.637464 = -63300.418828 nChanged 12 SP:Iteration 5Q (8137.340000 sec): 3 clusters Score: Raw -66371.147176 + Penalty 3007.637464 = -63363.509713 nChanged 8 SP:Iteration 6Q (8137.520000 sec): 3 clusters Score: Raw -66448.359333 + Penalty 3007.637464 = -63440.721869 nChanged 9 SP:Iteration 7Q (8137.710000 sec): 3 clusters Score: Raw -66528.356728 + Penalty 3007.637464 = -63520.719264 nChanged 5 SP:Iteration 8Q (8137.900000 sec): 3 clusters Score: Raw -66578.475095 + Penalty 3007.637464 = -63570.837632 nChanged 3 SP:Iteration 9Q (8138.080000 sec): 3 clusters Score: Raw -66592.523291 + Penalty 3007.637464 = -63584.885828 nChanged 1 SP:Iteration 10Q (8138.320000 sec): 3 clusters Score: Raw -66594.745060 + Penalty 3007.637464 = -63587.107597 nChanged 1 SP:Iteration 11Q (8138.470000 sec): 3 clusters Score: Raw -66597.309568 + Penalty 3007.637464 = -63589.672104 nChanged 1 SP:Iteration 12Q (8138.670000 sec): 3 clusters Score: Raw -66599.501426 + Penalty 3007.637464 = -63591.863962 nChanged 0 SP:Iteration 13F (8138.840000 sec): 3 clusters Score: Raw -66599.501426 + Penalty 3007.637464 = -63591.863962 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 13 (8495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8138.970000 sec): 2 clusters Score: Raw -1590989.593539 + Penalty 2243.713792 = -1588745.879746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8139.170000 sec): 3 clusters Score: Raw -1586518.748177 + Penalty 4487.427585 = -1582031.320592 nChanged 3456 SP:Iteration 1F (8139.430000 sec): 3 clusters Score: Raw -1588330.416331 + Penalty 4487.427585 = -1583842.988746 nChanged 583 SP:Iteration 2F (8139.650000 sec): 3 clusters Score: Raw -1588624.278544 + Penalty 4487.427585 = -1584136.850959 nChanged 456 SP:Iteration 3F (8139.900000 sec): 3 clusters Score: Raw -1588860.156325 + Penalty 4487.427585 = -1584372.728740 nChanged 347 SP:Iteration 4Q (8140.120000 sec): 3 clusters Score: Raw -1589013.949399 + Penalty 4487.427585 = -1584526.521814 nChanged 307 SP:Iteration 5Q (8140.320000 sec): 3 clusters Score: Raw -1589156.387003 + Penalty 4487.427585 = -1584668.959418 nChanged 268 SP:Iteration 6Q (8140.550000 sec): 3 clusters Score: Raw -1589272.248941 + Penalty 4487.427585 = -1584784.821356 nChanged 231 SP:Iteration 7Q (8140.720000 sec): 3 clusters Score: Raw -1589370.320449 + Penalty 4487.427585 = -1584882.892864 nChanged 243 SP:Iteration 8Q (8140.950000 sec): 3 clusters Score: Raw -1589464.934074 + Penalty 4487.427585 = -1584977.506489 nChanged 223 SP:Iteration 9Q (8141.160000 sec): 3 clusters Score: Raw -1589555.425321 + Penalty 4487.427585 = -1585067.997736 nChanged 231 SP:Iteration 10Q (8141.400000 sec): 3 clusters Score: Raw -1589659.552266 + Penalty 4487.427585 = -1585172.124681 nChanged 252 SP:Iteration 11Q (8141.620000 sec): 3 clusters Score: Raw -1589777.348312 + Penalty 4487.427585 = -1585289.920727 nChanged 246 SP:Iteration 12Q (8141.800000 sec): 3 clusters Score: Raw -1589900.430030 + Penalty 4487.427585 = -1585413.002445 nChanged 289 SP:Iteration 13Q (8142.030000 sec): 3 clusters Score: Raw -1590058.729620 + Penalty 4487.427585 = -1585571.302035 nChanged 294 SP:Iteration 14Q (8142.280000 sec): 3 clusters Score: Raw -1590229.336580 + Penalty 4487.427585 = -1585741.908995 nChanged 315 SP:Iteration 15Q (8142.460000 sec): 3 clusters Score: Raw -1590442.936567 + Penalty 4487.427585 = -1585955.508983 nChanged 334 SP:Iteration 16Q (8142.690000 sec): 3 clusters Score: Raw -1590671.596944 + Penalty 4487.427585 = -1586184.169359 nChanged 278 SP:Iteration 17Q (8142.920000 sec): 3 clusters Score: Raw -1590844.722694 + Penalty 4487.427585 = -1586357.295109 nChanged 213 SP:Iteration 18Q (8143.180000 sec): 3 clusters Score: Raw -1590981.047842 + Penalty 4487.427585 = -1586493.620257 nChanged 192 SP:Iteration 19Q (8143.380000 sec): 3 clusters Score: Raw -1591101.883042 + Penalty 4487.427585 = -1586614.455457 nChanged 156 SP:Iteration 20F (8143.640000 sec): 3 clusters Score: Raw -1591187.913835 + Penalty 4487.427585 = -1586700.486250 nChanged 110 SP:Iteration 21Q (8143.840000 sec): 3 clusters Score: Raw -1591245.616653 + Penalty 4487.427585 = -1586758.189068 nChanged 92 SP:Iteration 22Q (8144.050000 sec): 3 clusters Score: Raw -1591293.241174 + Penalty 4487.427585 = -1586805.813589 nChanged 64 SP:Iteration 23Q (8144.250000 sec): 3 clusters Score: Raw -1591331.327793 + Penalty 4487.427585 = -1586843.900208 nChanged 66 SP:Iteration 24Q (8144.470000 sec): 3 clusters Score: Raw -1591363.140966 + Penalty 4487.427585 = -1586875.713381 nChanged 55 SP:Iteration 25Q (8144.690000 sec): 3 clusters Score: Raw -1591388.523224 + Penalty 4487.427585 = -1586901.095639 nChanged 43 SP:Iteration 26Q (8144.940000 sec): 3 clusters Score: Raw -1591408.691455 + Penalty 4487.427585 = -1586921.263870 nChanged 42 SP:Iteration 27Q (8145.130000 sec): 3 clusters Score: Raw -1591435.554221 + Penalty 4487.427585 = -1586948.126636 nChanged 44 SP:Iteration 28Q (8145.310000 sec): 3 clusters Score: Raw -1591461.761114 + Penalty 4487.427585 = -1586974.333529 nChanged 35 SP:Iteration 29Q (8145.520000 sec): 3 clusters Score: Raw -1591478.624255 + Penalty 4487.427585 = -1586991.196671 nChanged 29 SP:Iteration 30Q (8145.810000 sec): 3 clusters Score: Raw -1591491.986313 + Penalty 4487.427585 = -1587004.558728 nChanged 17 SP:Iteration 31Q (8146.010000 sec): 3 clusters Score: Raw -1591498.858734 + Penalty 4487.427585 = -1587011.431149 nChanged 21 SP:Iteration 32Q (8146.250000 sec): 3 clusters Score: Raw -1591512.934979 + Penalty 4487.427585 = -1587025.507394 nChanged 24 SP:Iteration 33Q (8146.510000 sec): 3 clusters Score: Raw -1591525.622615 + Penalty 4487.427585 = -1587038.195030 nChanged 13 SP:Iteration 34Q (8146.720000 sec): 3 clusters Score: Raw -1591532.445550 + Penalty 4487.427585 = -1587045.017965 nChanged 7 SP:Iteration 35Q (8146.920000 sec): 3 clusters Score: Raw -1591536.195608 + Penalty 4487.427585 = -1587048.768023 nChanged 10 SP:Iteration 36Q (8147.120000 sec): 3 clusters Score: Raw -1591541.077087 + Penalty 4487.427585 = -1587053.649502 nChanged 7 SP:Iteration 37Q (8147.380000 sec): 3 clusters Score: Raw -1591543.830731 + Penalty 4487.427585 = -1587056.403146 nChanged 3 SP:Iteration 38Q (8147.540000 sec): 3 clusters Score: Raw -1591545.214220 + Penalty 4487.427585 = -1587057.786635 nChanged 2 SP:Iteration 39Q (8147.740000 sec): 3 clusters Score: Raw -1591547.043316 + Penalty 4487.427585 = -1587059.615731 nChanged 3 SP:Iteration 40F (8147.980000 sec): 3 clusters Score: Raw -1591548.371066 + Penalty 4487.427585 = -1587060.943481 nChanged 2 SP:Iteration 41Q (8148.200000 sec): 3 clusters Score: Raw -1591549.059030 + Penalty 4487.427585 = -1587061.631445 nChanged 0 SP:Iteration 42F (8148.400000 sec): 3 clusters Score: Raw -1591549.059030 + Penalty 4487.427585 = -1587061.631445 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 14 (178658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8149.380000 sec): 2 clusters Score: Raw -34366782.473842 + Penalty 2999.120703 = -34363783.353139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8150.480000 sec): 3 clusters Score: Raw -34250465.024507 + Penalty 5998.241407 = -34244466.783100 nChanged 85520 SP:Iteration 1F (8151.610000 sec): 3 clusters Score: Raw -34300281.083625 + Penalty 5998.241407 = -34294282.842218 nChanged 5788 SP:Iteration 2Q (8152.730000 sec): 3 clusters Score: Raw -34301684.524874 + Penalty 5998.241407 = -34295686.283467 nChanged 6428 SP:Iteration 3Q (8153.890000 sec): 3 clusters Score: Raw -34303468.299368 + Penalty 5998.241407 = -34297470.057961 nChanged 7324 SP:Iteration 4Q (8154.980000 sec): 3 clusters Score: Raw -34305963.019970 + Penalty 5998.241407 = -34299964.778563 nChanged 8792 SP:Iteration 5Q (8156.100000 sec): 3 clusters Score: Raw -34309814.920633 + Penalty 5998.241407 = -34303816.679226 nChanged 10617 SP:Iteration 6F (8157.190000 sec): 3 clusters Score: Raw -34315775.475004 + Penalty 5998.241407 = -34309777.233598 nChanged 12433 SP:Iteration 7F (8158.230000 sec): 3 clusters Score: Raw -34324476.633906 + Penalty 5998.241407 = -34318478.392499 nChanged 13420 SP:Iteration 8F (8159.230000 sec): 3 clusters Score: Raw -34335500.484956 + Penalty 5998.241407 = -34329502.243549 nChanged 12624 SP:Iteration 9F (8160.230000 sec): 3 clusters Score: Raw -34347048.244852 + Penalty 5998.241407 = -34341050.003445 nChanged 9955 SP:Iteration 10F (8161.340000 sec): 3 clusters Score: Raw -34356408.396376 + Penalty 5998.241407 = -34350410.154969 nChanged 6206 SP:Iteration 11Q (8162.390000 sec): 3 clusters Score: Raw -34362133.679887 + Penalty 5998.241407 = -34356135.438480 nChanged 3200 SP:Iteration 12Q (8163.360000 sec): 3 clusters Score: Raw -34364956.359878 + Penalty 5998.241407 = -34358958.118471 nChanged 1361 SP:Iteration 13Q (8164.300000 sec): 3 clusters Score: Raw -34366098.505209 + Penalty 5998.241407 = -34360100.263802 nChanged 572 SP:Iteration 14Q (8165.280000 sec): 3 clusters Score: Raw -34366593.161640 + Penalty 5998.241407 = -34360594.920233 nChanged 248 SP:Iteration 15Q (8166.180000 sec): 3 clusters Score: Raw -34366843.694609 + Penalty 5998.241407 = -34360845.453202 nChanged 116 SP:Iteration 16Q (8167.120000 sec): 3 clusters Score: Raw -34366960.438074 + Penalty 5998.241407 = -34360962.196667 nChanged 77 SP:Iteration 17Q (8168.080000 sec): 3 clusters Score: Raw -34367040.153649 + Penalty 5998.241407 = -34361041.912242 nChanged 36 SP:Iteration 18Q (8169.050000 sec): 3 clusters Score: Raw -34367074.172147 + Penalty 5998.241407 = -34361075.930740 nChanged 23 SP:Iteration 19Q (8169.870000 sec): 3 clusters Score: Raw -34367091.421327 + Penalty 5998.241407 = -34361093.179921 nChanged 17 SP:Iteration 20F (8170.890000 sec): 3 clusters Score: Raw -34367108.405938 + Penalty 5998.241407 = -34361110.164531 nChanged 18 SP:Iteration 21Q (8171.760000 sec): 3 clusters Score: Raw -34367124.967799 + Penalty 5998.241407 = -34361126.726393 nChanged 15 SP:Iteration 22Q (8172.670000 sec): 3 clusters Score: Raw -34367140.674632 + Penalty 5998.241407 = -34361142.433226 nChanged 13 SP:Iteration 23Q (8173.470000 sec): 3 clusters Score: Raw -34367154.715354 + Penalty 5998.241407 = -34361156.473947 nChanged 16 SP:Iteration 24Q (8174.340000 sec): 3 clusters Score: Raw -34367171.021533 + Penalty 5998.241407 = -34361172.780126 nChanged 7 SP:Iteration 25Q (8175.170000 sec): 3 clusters Score: Raw -34367176.986461 + Penalty 5998.241407 = -34361178.745054 nChanged 2 SP:Iteration 26Q (8176.060000 sec): 3 clusters Score: Raw -34367178.538002 + Penalty 5998.241407 = -34361180.296595 nChanged 4 SP:Iteration 27Q (8176.910000 sec): 3 clusters Score: Raw -34367184.848645 + Penalty 5998.241407 = -34361186.607239 nChanged 4 SP:Iteration 28Q (8177.890000 sec): 3 clusters Score: Raw -34367189.174546 + Penalty 5998.241407 = -34361190.933139 nChanged 3 SP:Iteration 29Q (8178.820000 sec): 3 clusters Score: Raw -34367191.250509 + Penalty 5998.241407 = -34361193.009102 nChanged 3 SP:Iteration 30Q (8179.700000 sec): 3 clusters Score: Raw -34367193.478534 + Penalty 5998.241407 = -34361195.237127 nChanged 1 SP:Iteration 31Q (8180.560000 sec): 3 clusters Score: Raw -34367194.256287 + Penalty 5998.241407 = -34361196.014880 nChanged 1 SP:Iteration 32Q (8181.490000 sec): 3 clusters Score: Raw -34367194.685833 + Penalty 5998.241407 = -34361196.444426 nChanged 1 SP:Iteration 33Q (8182.390000 sec): 3 clusters Score: Raw -34367195.124556 + Penalty 5998.241407 = -34361196.883150 nChanged 0 SP:Iteration 34F (8183.490000 sec): 3 clusters Score: Raw -34367195.124556 + Penalty 5998.241407 = -34361196.883150 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 15 (262986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8184.660000 sec): 2 clusters Score: Raw -46628671.995550 + Penalty 3095.004307 = -46625576.991242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8186.190000 sec): 3 clusters Score: Raw -46455278.044698 + Penalty 6190.008615 = -46449088.036083 nChanged 127079 SP:Iteration 1F (8187.800000 sec): 3 clusters Score: Raw -46529538.276729 + Penalty 6190.008615 = -46523348.268114 nChanged 6510 SP:Iteration 2Q (8189.330000 sec): 3 clusters Score: Raw -46530845.034318 + Penalty 6190.008615 = -46524655.025703 nChanged 7427 SP:Iteration 3Q (8190.880000 sec): 3 clusters Score: Raw -46532725.861378 + Penalty 6190.008615 = -46526535.852764 nChanged 9251 SP:Iteration 4Q (8192.440000 sec): 3 clusters Score: Raw -46535921.132771 + Penalty 6190.008615 = -46529731.124157 nChanged 12525 SP:Iteration 5Q (8193.910000 sec): 3 clusters Score: Raw -46541804.615020 + Penalty 6190.008615 = -46535614.606406 nChanged 16976 SP:Iteration 6F (8195.330000 sec): 3 clusters Score: Raw -46552502.227302 + Penalty 6190.008615 = -46546312.218688 nChanged 21665 SP:Iteration 7F (8196.790000 sec): 3 clusters Score: Raw -46569873.452270 + Penalty 6190.008615 = -46563683.443655 nChanged 23840 SP:Iteration 8F (8198.250000 sec): 3 clusters Score: Raw -46592136.966245 + Penalty 6190.008615 = -46585946.957631 nChanged 19696 SP:Iteration 9F (8199.840000 sec): 3 clusters Score: Raw -46611286.880565 + Penalty 6190.008615 = -46605096.871950 nChanged 11373 SP:Iteration 10Q (8201.430000 sec): 3 clusters Score: Raw -46622093.009784 + Penalty 6190.008615 = -46615903.001169 nChanged 4868 SP:Iteration 11Q (8202.910000 sec): 3 clusters Score: Raw -46626540.327856 + Penalty 6190.008615 = -46620350.319242 nChanged 1704 SP:Iteration 12Q (8204.160000 sec): 3 clusters Score: Raw -46628081.248413 + Penalty 6190.008615 = -46621891.239798 nChanged 526 SP:Iteration 13Q (8205.410000 sec): 3 clusters Score: Raw -46628595.425433 + Penalty 6190.008615 = -46622405.416818 nChanged 229 SP:Iteration 14Q (8206.610000 sec): 3 clusters Score: Raw -46628816.600205 + Penalty 6190.008615 = -46622626.591590 nChanged 122 SP:Iteration 15Q (8207.880000 sec): 3 clusters Score: Raw -46628927.318515 + Penalty 6190.008615 = -46622737.309900 nChanged 79 SP:Iteration 16Q (8209.130000 sec): 3 clusters Score: Raw -46629005.167184 + Penalty 6190.008615 = -46622815.158569 nChanged 53 SP:Iteration 17Q (8210.270000 sec): 3 clusters Score: Raw -46629050.754548 + Penalty 6190.008615 = -46622860.745933 nChanged 43 SP:Iteration 18Q (8211.590000 sec): 3 clusters Score: Raw -46629092.983033 + Penalty 6190.008615 = -46622902.974419 nChanged 35 SP:Iteration 19Q (8212.730000 sec): 3 clusters Score: Raw -46629129.752455 + Penalty 6190.008615 = -46622939.743840 nChanged 24 SP:Iteration 20F (8214.330000 sec): 3 clusters Score: Raw -46629149.265070 + Penalty 6190.008615 = -46622959.256456 nChanged 16 SP:Iteration 21Q (8215.670000 sec): 3 clusters Score: Raw -46629162.957358 + Penalty 6190.008615 = -46622972.948744 nChanged 9 SP:Iteration 22Q (8216.800000 sec): 3 clusters Score: Raw -46629169.611736 + Penalty 6190.008615 = -46622979.603121 nChanged 10 SP:Iteration 23Q (8217.990000 sec): 3 clusters Score: Raw -46629176.010194 + Penalty 6190.008615 = -46622986.001579 nChanged 7 SP:Iteration 24Q (8219.070000 sec): 3 clusters Score: Raw -46629183.009853 + Penalty 6190.008615 = -46622993.001239 nChanged 10 SP:Iteration 25Q (8220.240000 sec): 3 clusters Score: Raw -46629190.926050 + Penalty 6190.008615 = -46623000.917435 nChanged 4 SP:Iteration 26Q (8221.350000 sec): 3 clusters Score: Raw -46629194.072361 + Penalty 6190.008615 = -46623004.063747 nChanged 2 SP:Iteration 27Q (8222.510000 sec): 3 clusters Score: Raw -46629195.462607 + Penalty 6190.008615 = -46623005.453993 nChanged 1 SP:Iteration 28Q (8223.640000 sec): 3 clusters Score: Raw -46629196.675969 + Penalty 6190.008615 = -46623006.667355 nChanged 2 SP:Iteration 29Q (8224.880000 sec): 3 clusters Score: Raw -46629198.048551 + Penalty 6190.008615 = -46623008.039937 nChanged 1 SP:Iteration 30Q (8226.190000 sec): 3 clusters Score: Raw -46629199.130834 + Penalty 6190.008615 = -46623009.122219 nChanged 1 SP:Iteration 31Q (8227.460000 sec): 3 clusters Score: Raw -46629199.834685 + Penalty 6190.008615 = -46623009.826071 nChanged 1 SP:Iteration 32Q (8228.980000 sec): 3 clusters Score: Raw -46629200.216683 + Penalty 6190.008615 = -46623010.208068 nChanged 0 SP:Iteration 33F (8230.550000 sec): 3 clusters Score: Raw -46629200.216683 + Penalty 6190.008615 = -46623010.208068 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 16 (24741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8230.830000 sec): 2 clusters Score: Raw -4525781.628461 + Penalty 2508.821832 = -4523272.806629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8231.170000 sec): 3 clusters Score: Raw -4511142.973985 + Penalty 5017.643664 = -4506125.330321 nChanged 10949 SP:Iteration 1F (8231.430000 sec): 3 clusters Score: Raw -4517009.789611 + Penalty 5017.643664 = -4511992.145947 nChanged 1247 SP:Iteration 2F (8231.770000 sec): 3 clusters Score: Raw -4517415.587939 + Penalty 5017.643664 = -4512397.944275 nChanged 1025 SP:Iteration 3Q (8232.120000 sec): 3 clusters Score: Raw -4517725.797673 + Penalty 5017.643664 = -4512708.154009 nChanged 893 SP:Iteration 4Q (8232.430000 sec): 3 clusters Score: Raw -4517974.315162 + Penalty 5017.643664 = -4512956.671497 nChanged 769 SP:Iteration 5Q (8232.790000 sec): 3 clusters Score: Raw -4518195.723319 + Penalty 5017.643664 = -4513178.079655 nChanged 699 SP:Iteration 6Q (8233.100000 sec): 3 clusters Score: Raw -4518386.960156 + Penalty 5017.643664 = -4513369.316491 nChanged 724 SP:Iteration 7Q (8233.410000 sec): 3 clusters Score: Raw -4518608.942620 + Penalty 5017.643664 = -4513591.298956 nChanged 736 SP:Iteration 8Q (8233.730000 sec): 3 clusters Score: Raw -4518863.651788 + Penalty 5017.643664 = -4513846.008124 nChanged 839 SP:Iteration 9Q (8234.080000 sec): 3 clusters Score: Raw -4519201.206067 + Penalty 5017.643664 = -4514183.562403 nChanged 975 SP:Iteration 10Q (8234.390000 sec): 3 clusters Score: Raw -4519646.343804 + Penalty 5017.643664 = -4514628.700140 nChanged 1129 SP:Iteration 11Q (8234.760000 sec): 3 clusters Score: Raw -4520250.827366 + Penalty 5017.643664 = -4515233.183702 nChanged 1290 SP:Iteration 12F (8235.030000 sec): 3 clusters Score: Raw -4521077.223727 + Penalty 5017.643664 = -4516059.580063 nChanged 1441 SP:Iteration 13F (8235.390000 sec): 3 clusters Score: Raw -4522182.824589 + Penalty 5017.643664 = -4517165.180925 nChanged 1429 SP:Iteration 14F (8235.670000 sec): 3 clusters Score: Raw -4523416.498798 + Penalty 5017.643664 = -4518398.855134 nChanged 1177 SP:Iteration 15Q (8236.030000 sec): 3 clusters Score: Raw -4524488.757083 + Penalty 5017.643664 = -4519471.113418 nChanged 792 SP:Iteration 16Q (8236.320000 sec): 3 clusters Score: Raw -4525198.614240 + Penalty 5017.643664 = -4520180.970575 nChanged 428 SP:Iteration 17Q (8236.650000 sec): 3 clusters Score: Raw -4525574.639037 + Penalty 5017.643664 = -4520556.995372 nChanged 221 SP:Iteration 18Q (8236.930000 sec): 3 clusters Score: Raw -4525765.998408 + Penalty 5017.643664 = -4520748.354743 nChanged 118 SP:Iteration 19Q (8237.260000 sec): 3 clusters Score: Raw -4525873.023028 + Penalty 5017.643664 = -4520855.379363 nChanged 79 SP:Iteration 20F (8237.550000 sec): 3 clusters Score: Raw -4525950.981611 + Penalty 5017.643664 = -4520933.337947 nChanged 37 SP:Iteration 21Q (8237.890000 sec): 3 clusters Score: Raw -4525986.790983 + Penalty 5017.643664 = -4520969.147318 nChanged 21 SP:Iteration 22Q (8238.220000 sec): 3 clusters Score: Raw -4526010.475810 + Penalty 5017.643664 = -4520992.832146 nChanged 19 SP:Iteration 23Q (8238.530000 sec): 3 clusters Score: Raw -4526037.109872 + Penalty 5017.643664 = -4521019.466208 nChanged 13 SP:Iteration 24Q (8238.780000 sec): 3 clusters Score: Raw -4526052.406509 + Penalty 5017.643664 = -4521034.762844 nChanged 6 SP:Iteration 25Q (8239.090000 sec): 3 clusters Score: Raw -4526058.145718 + Penalty 5017.643664 = -4521040.502054 nChanged 5 SP:Iteration 26Q (8239.390000 sec): 3 clusters Score: Raw -4526062.178822 + Penalty 5017.643664 = -4521044.535157 nChanged 1 SP:Iteration 27Q (8239.630000 sec): 3 clusters Score: Raw -4526063.306105 + Penalty 5017.643664 = -4521045.662440 nChanged 2 SP:Iteration 28Q (8239.930000 sec): 3 clusters Score: Raw -4526065.255854 + Penalty 5017.643664 = -4521047.612189 nChanged 1 SP:Iteration 29Q (8240.250000 sec): 3 clusters Score: Raw -4526066.141834 + Penalty 5017.643664 = -4521048.498169 nChanged 0 SP:Iteration 30F (8240.500000 sec): 3 clusters Score: Raw -4526066.141834 + Penalty 5017.643664 = -4521048.498169 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 17 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8240.640000 sec): 2 clusters Score: Raw -206303.474154 + Penalty 1747.784271 = -204555.689883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8240.810000 sec): 3 clusters Score: Raw -206024.290591 + Penalty 3495.568542 = -202528.722049 nChanged 304 SP:Iteration 1F (8240.960000 sec): 3 clusters Score: Raw -206457.719362 + Penalty 3495.568542 = -202962.150820 nChanged 95 SP:Iteration 2F (8241.150000 sec): 3 clusters Score: Raw -206614.594182 + Penalty 3495.568542 = -203119.025640 nChanged 49 SP:Iteration 3Q (8241.350000 sec): 3 clusters Score: Raw -206731.739898 + Penalty 3495.568542 = -203236.171356 nChanged 42 SP:Iteration 4Q (8241.470000 sec): 3 clusters Score: Raw -206793.293793 + Penalty 3495.568542 = -203297.725251 nChanged 27 SP:Iteration 5Q (8241.650000 sec): 3 clusters Score: Raw -206857.294840 + Penalty 3495.568542 = -203361.726298 nChanged 25 SP:Iteration 6Q (8241.810000 sec): 3 clusters Score: Raw -206933.521054 + Penalty 3495.568542 = -203437.952512 nChanged 33 SP:Iteration 7Q (8242.030000 sec): 3 clusters Score: Raw -207025.226944 + Penalty 3495.568542 = -203529.658402 nChanged 26 SP:Iteration 8Q (8242.190000 sec): 3 clusters Score: Raw -207072.490557 + Penalty 3495.568542 = -203576.922015 nChanged 26 SP:Iteration 9Q (8242.330000 sec): 3 clusters Score: Raw -207120.247983 + Penalty 3495.568542 = -203624.679442 nChanged 30 SP:Iteration 10Q (8242.490000 sec): 3 clusters Score: Raw -207183.928681 + Penalty 3495.568542 = -203688.360139 nChanged 24 SP:Iteration 11Q (8242.680000 sec): 3 clusters Score: Raw -207239.909703 + Penalty 3495.568542 = -203744.341161 nChanged 26 SP:Iteration 12Q (8242.830000 sec): 3 clusters Score: Raw -207284.391293 + Penalty 3495.568542 = -203788.822752 nChanged 21 SP:Iteration 13Q (8243.030000 sec): 3 clusters Score: Raw -207310.688144 + Penalty 3495.568542 = -203815.119602 nChanged 12 SP:Iteration 14Q (8243.170000 sec): 3 clusters Score: Raw -207323.849146 + Penalty 3495.568542 = -203828.280604 nChanged 4 SP:Iteration 15Q (8243.340000 sec): 3 clusters Score: Raw -207328.530340 + Penalty 3495.568542 = -203832.961798 nChanged 3 SP:Iteration 16Q (8243.540000 sec): 3 clusters Score: Raw -207331.704327 + Penalty 3495.568542 = -203836.135785 nChanged 1 SP:Iteration 17Q (8243.720000 sec): 3 clusters Score: Raw -207332.052190 + Penalty 3495.568542 = -203836.483648 nChanged 0 SP:Iteration 18F (8243.870000 sec): 3 clusters Score: Raw -207332.052190 + Penalty 3495.568542 = -203836.483648 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 18 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8244.010000 sec): 2 clusters Score: Raw -126871.141810 + Penalty 1649.589825 = -125221.551985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8244.180000 sec): 3 clusters Score: Raw -126785.338645 + Penalty 3299.179649 = -123486.158996 nChanged 168 SP:Iteration 1F (8244.370000 sec): 3 clusters Score: Raw -127145.956311 + Penalty 3299.179649 = -123846.776662 nChanged 68 SP:Iteration 2F (8244.530000 sec): 3 clusters Score: Raw -127398.442003 + Penalty 3299.179649 = -124099.262354 nChanged 55 SP:Iteration 3F (8244.740000 sec): 3 clusters Score: Raw -127603.957473 + Penalty 3299.179649 = -124304.777824 nChanged 40 SP:Iteration 4F (8244.910000 sec): 3 clusters Score: Raw -127787.720950 + Penalty 3299.179649 = -124488.541300 nChanged 36 SP:Iteration 5Q (8245.030000 sec): 3 clusters Score: Raw -127953.734354 + Penalty 3299.179649 = -124654.554705 nChanged 35 SP:Iteration 6Q (8245.190000 sec): 3 clusters Score: Raw -128176.705674 + Penalty 3299.179649 = -124877.526024 nChanged 21 SP:Iteration 7Q (8245.300000 sec): 3 clusters Score: Raw -128278.842475 + Penalty 3299.179649 = -124979.662826 nChanged 14 SP:Iteration 8Q (8245.510000 sec): 3 clusters Score: Raw -128321.124609 + Penalty 3299.179649 = -125021.944959 nChanged 10 SP:Iteration 9Q (8245.640000 sec): 3 clusters Score: Raw -128344.633676 + Penalty 3299.179649 = -125045.454026 nChanged 4 SP:Iteration 10Q (8245.820000 sec): 3 clusters Score: Raw -128359.555171 + Penalty 3299.179649 = -125060.375522 nChanged 2 SP:Iteration 11Q (8245.980000 sec): 3 clusters Score: Raw -128363.473356 + Penalty 3299.179649 = -125064.293707 nChanged 3 SP:Iteration 12Q (8246.180000 sec): 3 clusters Score: Raw -128366.979151 + Penalty 3299.179649 = -125067.799501 nChanged 0 SP:Iteration 13F (8246.350000 sec): 3 clusters Score: Raw -128366.979151 + Penalty 3299.179649 = -125067.799501 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 19 (1884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8246.480000 sec): 2 clusters Score: Raw -312079.210545 + Penalty 1870.205809 = -310209.004736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8246.630000 sec): 3 clusters Score: Raw -311460.079185 + Penalty 3740.411618 = -307719.667568 nChanged 572 SP:Iteration 1F (8246.780000 sec): 3 clusters Score: Raw -312003.338726 + Penalty 3740.411618 = -308262.927109 nChanged 156 SP:Iteration 2F (8246.980000 sec): 3 clusters Score: Raw -312239.401689 + Penalty 3740.411618 = -308498.990071 nChanged 131 SP:Iteration 3F (8247.150000 sec): 3 clusters Score: Raw -312517.789116 + Penalty 3740.411618 = -308777.377498 nChanged 121 SP:Iteration 4F (8247.330000 sec): 3 clusters Score: Raw -312745.472377 + Penalty 3740.411618 = -309005.060760 nChanged 96 SP:Iteration 5F (8247.500000 sec): 3 clusters Score: Raw -312881.250310 + Penalty 3740.411618 = -309140.838692 nChanged 70 SP:Iteration 6Q (8247.650000 sec): 3 clusters Score: Raw -312967.425583 + Penalty 3740.411618 = -309227.013965 nChanged 53 SP:Iteration 7Q (8247.880000 sec): 3 clusters Score: Raw -313027.416537 + Penalty 3740.411618 = -309287.004919 nChanged 46 SP:Iteration 8Q (8248.040000 sec): 3 clusters Score: Raw -313082.879677 + Penalty 3740.411618 = -309342.468060 nChanged 32 SP:Iteration 9Q (8248.330000 sec): 3 clusters Score: Raw -313121.184016 + Penalty 3740.411618 = -309380.772398 nChanged 24 SP:Iteration 10Q (8248.560000 sec): 3 clusters Score: Raw -313144.712686 + Penalty 3740.411618 = -309404.301068 nChanged 15 SP:Iteration 11Q (8248.710000 sec): 3 clusters Score: Raw -313156.811424 + Penalty 3740.411618 = -309416.399806 nChanged 8 SP:Iteration 12Q (8248.920000 sec): 3 clusters Score: Raw -313163.702322 + Penalty 3740.411618 = -309423.290704 nChanged 6 SP:Iteration 13Q (8249.100000 sec): 3 clusters Score: Raw -313171.001160 + Penalty 3740.411618 = -309430.589542 nChanged 4 SP:Iteration 14Q (8249.300000 sec): 3 clusters Score: Raw -313176.021956 + Penalty 3740.411618 = -309435.610338 nChanged 1 SP:Iteration 15Q (8249.510000 sec): 3 clusters Score: Raw -313176.896281 + Penalty 3740.411618 = -309436.484663 nChanged 1 SP:Iteration 16Q (8249.710000 sec): 3 clusters Score: Raw -313177.533785 + Penalty 3740.411618 = -309437.122167 nChanged 0 SP:Iteration 17F (8249.880000 sec): 3 clusters Score: Raw -313177.533785 + Penalty 3740.411618 = -309437.122167 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 20 (1600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8249.970000 sec): 2 clusters Score: Raw -290405.363294 + Penalty 1829.684209 = -288575.679085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8250.200000 sec): 3 clusters Score: Raw -289902.652318 + Penalty 3659.368418 = -286243.283900 nChanged 500 SP:Iteration 1F (8250.360000 sec): 3 clusters Score: Raw -290441.466987 + Penalty 3659.368418 = -286782.098568 nChanged 144 SP:Iteration 2F (8250.530000 sec): 3 clusters Score: Raw -290714.503449 + Penalty 3659.368418 = -287055.135031 nChanged 107 SP:Iteration 3F (8250.730000 sec): 3 clusters Score: Raw -290924.175225 + Penalty 3659.368418 = -287264.806807 nChanged 98 SP:Iteration 4F (8250.910000 sec): 3 clusters Score: Raw -291082.398419 + Penalty 3659.368418 = -287423.030001 nChanged 68 SP:Iteration 5Q (8251.120000 sec): 3 clusters Score: Raw -291176.297016 + Penalty 3659.368418 = -287516.928598 nChanged 49 SP:Iteration 6Q (8251.320000 sec): 3 clusters Score: Raw -291268.395109 + Penalty 3659.368418 = -287609.026691 nChanged 42 SP:Iteration 7Q (8251.490000 sec): 3 clusters Score: Raw -291325.853224 + Penalty 3659.368418 = -287666.484806 nChanged 29 SP:Iteration 8Q (8251.670000 sec): 3 clusters Score: Raw -291373.048187 + Penalty 3659.368418 = -287713.679768 nChanged 25 SP:Iteration 9Q (8251.830000 sec): 3 clusters Score: Raw -291403.484919 + Penalty 3659.368418 = -287744.116500 nChanged 20 SP:Iteration 10Q (8252.020000 sec): 3 clusters Score: Raw -291426.788217 + Penalty 3659.368418 = -287767.419798 nChanged 10 SP:Iteration 11Q (8252.220000 sec): 3 clusters Score: Raw -291439.030242 + Penalty 3659.368418 = -287779.661823 nChanged 8 SP:Iteration 12Q (8252.400000 sec): 3 clusters Score: Raw -291449.202582 + Penalty 3659.368418 = -287789.834163 nChanged 9 SP:Iteration 13Q (8252.500000 sec): 3 clusters Score: Raw -291456.137992 + Penalty 3659.368418 = -287796.769574 nChanged 8 SP:Iteration 14Q (8252.650000 sec): 3 clusters Score: Raw -291465.980944 + Penalty 3659.368418 = -287806.612526 nChanged 5 SP:Iteration 15Q (8252.800000 sec): 3 clusters Score: Raw -291470.344048 + Penalty 3659.368418 = -287810.975630 nChanged 3 SP:Iteration 16Q (8252.900000 sec): 3 clusters Score: Raw -291472.860193 + Penalty 3659.368418 = -287813.491775 nChanged 2 SP:Iteration 17Q (8253.060000 sec): 3 clusters Score: Raw -291475.201807 + Penalty 3659.368418 = -287815.833389 nChanged 5 SP:Iteration 18Q (8253.270000 sec): 3 clusters Score: Raw -291479.551295 + Penalty 3659.368418 = -287820.182876 nChanged 4 SP:Iteration 19Q (8253.450000 sec): 3 clusters Score: Raw -291483.506106 + Penalty 3659.368418 = -287824.137687 nChanged 4 SP:Iteration 20F (8253.680000 sec): 3 clusters Score: Raw -291486.548980 + Penalty 3659.368418 = -287827.180561 nChanged 3 SP:Iteration 21Q (8253.840000 sec): 3 clusters Score: Raw -291489.751349 + Penalty 3659.368418 = -287830.382931 nChanged 3 SP:Iteration 22Q (8254.060000 sec): 3 clusters Score: Raw -291491.294480 + Penalty 3659.368418 = -287831.926062 nChanged 2 SP:Iteration 23Q (8254.230000 sec): 3 clusters Score: Raw -291492.825458 + Penalty 3659.368418 = -287833.457039 nChanged 1 SP:Iteration 24Q (8254.420000 sec): 3 clusters Score: Raw -291494.532610 + Penalty 3659.368418 = -287835.164191 nChanged 3 SP:Iteration 25Q (8254.600000 sec): 3 clusters Score: Raw -291497.237961 + Penalty 3659.368418 = -287837.869543 nChanged 4 SP:Iteration 26Q (8254.780000 sec): 3 clusters Score: Raw -291503.031107 + Penalty 3659.368418 = -287843.662688 nChanged 4 SP:Iteration 27Q (8254.980000 sec): 3 clusters Score: Raw -291509.216195 + Penalty 3659.368418 = -287849.847776 nChanged 5 SP:Iteration 28Q (8255.200000 sec): 3 clusters Score: Raw -291517.153716 + Penalty 3659.368418 = -287857.785297 nChanged 4 SP:Iteration 29Q (8255.360000 sec): 3 clusters Score: Raw -291521.502648 + Penalty 3659.368418 = -287862.134230 nChanged 4 SP:Iteration 30Q (8255.540000 sec): 3 clusters Score: Raw -291524.842673 + Penalty 3659.368418 = -287865.474255 nChanged 2 SP:Iteration 31Q (8255.790000 sec): 3 clusters Score: Raw -291525.755140 + Penalty 3659.368418 = -287866.386722 nChanged 1 SP:Iteration 32Q (8255.960000 sec): 3 clusters Score: Raw -291526.418703 + Penalty 3659.368418 = -287867.050284 nChanged 3 SP:Iteration 33Q (8256.110000 sec): 3 clusters Score: Raw -291528.569253 + Penalty 3659.368418 = -287869.200834 nChanged 3 SP:Iteration 34Q (8256.290000 sec): 3 clusters Score: Raw -291532.064748 + Penalty 3659.368418 = -287872.696330 nChanged 1 SP:Iteration 35Q (8256.460000 sec): 3 clusters Score: Raw -291532.619427 + Penalty 3659.368418 = -287873.251009 nChanged 3 SP:Iteration 36Q (8256.700000 sec): 3 clusters Score: Raw -291535.800032 + Penalty 3659.368418 = -287876.431614 nChanged 3 SP:Iteration 37Q (8256.860000 sec): 3 clusters Score: Raw -291539.754791 + Penalty 3659.368418 = -287880.386373 nChanged 5 SP:Iteration 38Q (8257.080000 sec): 3 clusters Score: Raw -291543.336410 + Penalty 3659.368418 = -287883.967992 nChanged 0 SP:Iteration 39F (8257.260000 sec): 3 clusters Score: Raw -291543.336410 + Penalty 3659.368418 = -287883.967992 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 21 (865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8257.350000 sec): 2 clusters Score: Raw -136180.445052 + Penalty 1677.156918 = -134503.288134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8257.530000 sec): 3 clusters Score: Raw -136011.117622 + Penalty 3354.313835 = -132656.803787 nChanged 198 SP:Iteration 1F (8257.710000 sec): 3 clusters Score: Raw -136292.511351 + Penalty 3354.313835 = -132938.197516 nChanged 55 SP:Iteration 2F (8257.910000 sec): 3 clusters Score: Raw -136437.940606 + Penalty 3354.313835 = -133083.626770 nChanged 50 SP:Iteration 3F (8258.080000 sec): 3 clusters Score: Raw -136576.815830 + Penalty 3354.313835 = -133222.501995 nChanged 46 SP:Iteration 4F (8258.290000 sec): 3 clusters Score: Raw -136754.896978 + Penalty 3354.313835 = -133400.583143 nChanged 48 SP:Iteration 5F (8258.440000 sec): 3 clusters Score: Raw -136953.822222 + Penalty 3354.313835 = -133599.508387 nChanged 45 SP:Iteration 6F (8258.630000 sec): 3 clusters Score: Raw -137130.491719 + Penalty 3354.313835 = -133776.177884 nChanged 32 SP:Iteration 7Q (8258.790000 sec): 3 clusters Score: Raw -137216.573518 + Penalty 3354.313835 = -133862.259683 nChanged 28 SP:Iteration 8Q (8259.040000 sec): 3 clusters Score: Raw -137294.916772 + Penalty 3354.313835 = -133940.602937 nChanged 22 SP:Iteration 9Q (8259.220000 sec): 3 clusters Score: Raw -137368.049706 + Penalty 3354.313835 = -134013.735870 nChanged 20 SP:Iteration 10Q (8259.370000 sec): 3 clusters Score: Raw -137426.641723 + Penalty 3354.313835 = -134072.327887 nChanged 16 SP:Iteration 11Q (8259.560000 sec): 3 clusters Score: Raw -137477.326042 + Penalty 3354.313835 = -134123.012206 nChanged 15 SP:Iteration 12Q (8259.770000 sec): 3 clusters Score: Raw -137525.855170 + Penalty 3354.313835 = -134171.541335 nChanged 11 SP:Iteration 13Q (8259.990000 sec): 3 clusters Score: Raw -137555.156216 + Penalty 3354.313835 = -134200.842381 nChanged 6 SP:Iteration 14Q (8260.160000 sec): 3 clusters Score: Raw -137574.349546 + Penalty 3354.313835 = -134220.035710 nChanged 3 SP:Iteration 15Q (8260.310000 sec): 3 clusters Score: Raw -137580.643982 + Penalty 3354.313835 = -134226.330147 nChanged 0 SP:Iteration 16F (8260.460000 sec): 3 clusters Score: Raw -137580.643982 + Penalty 3354.313835 = -134226.330147 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 22 (7613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8260.620000 sec): 2 clusters Score: Raw -1329590.676625 + Penalty 2216.527923 = -1327374.148703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8260.870000 sec): 3 clusters Score: Raw -1325649.900884 + Penalty 4433.055845 = -1321216.845039 nChanged 2988 SP:Iteration 1F (8261.070000 sec): 3 clusters Score: Raw -1327299.247530 + Penalty 4433.055845 = -1322866.191685 nChanged 640 SP:Iteration 2F (8261.290000 sec): 3 clusters Score: Raw -1327743.796230 + Penalty 4433.055845 = -1323310.740385 nChanged 559 SP:Iteration 3F (8261.530000 sec): 3 clusters Score: Raw -1328174.067106 + Penalty 4433.055845 = -1323741.011261 nChanged 486 SP:Iteration 4F (8261.730000 sec): 3 clusters Score: Raw -1328529.058464 + Penalty 4433.055845 = -1324096.002619 nChanged 409 SP:Iteration 5F (8262.000000 sec): 3 clusters Score: Raw -1328841.956545 + Penalty 4433.055845 = -1324408.900699 nChanged 378 SP:Iteration 6Q (8262.240000 sec): 3 clusters Score: Raw -1329155.027316 + Penalty 4433.055845 = -1324721.971471 nChanged 292 SP:Iteration 7Q (8262.500000 sec): 3 clusters Score: Raw -1329362.883411 + Penalty 4433.055845 = -1324929.827566 nChanged 244 SP:Iteration 8Q (8262.710000 sec): 3 clusters Score: Raw -1329532.405693 + Penalty 4433.055845 = -1325099.349847 nChanged 204 SP:Iteration 9Q (8262.920000 sec): 3 clusters Score: Raw -1329663.917197 + Penalty 4433.055845 = -1325230.861351 nChanged 169 SP:Iteration 10Q (8263.160000 sec): 3 clusters Score: Raw -1329782.108210 + Penalty 4433.055845 = -1325349.052365 nChanged 143 SP:Iteration 11Q (8263.360000 sec): 3 clusters Score: Raw -1329870.642506 + Penalty 4433.055845 = -1325437.586661 nChanged 115 SP:Iteration 12Q (8263.580000 sec): 3 clusters Score: Raw -1329937.186143 + Penalty 4433.055845 = -1325504.130298 nChanged 95 SP:Iteration 13Q (8263.790000 sec): 3 clusters Score: Raw -1329985.185983 + Penalty 4433.055845 = -1325552.130137 nChanged 82 SP:Iteration 14Q (8263.980000 sec): 3 clusters Score: Raw -1330028.521095 + Penalty 4433.055845 = -1325595.465250 nChanged 95 SP:Iteration 15Q (8264.220000 sec): 3 clusters Score: Raw -1330074.647596 + Penalty 4433.055845 = -1325641.591751 nChanged 76 SP:Iteration 16Q (8264.480000 sec): 3 clusters Score: Raw -1330110.883275 + Penalty 4433.055845 = -1325677.827430 nChanged 59 SP:Iteration 17Q (8264.670000 sec): 3 clusters Score: Raw -1330132.589791 + Penalty 4433.055845 = -1325699.533946 nChanged 55 SP:Iteration 18Q (8264.900000 sec): 3 clusters Score: Raw -1330152.236535 + Penalty 4433.055845 = -1325719.180690 nChanged 43 SP:Iteration 19Q (8265.100000 sec): 3 clusters Score: Raw -1330166.869025 + Penalty 4433.055845 = -1325733.813180 nChanged 28 SP:Iteration 20F (8265.290000 sec): 3 clusters Score: Raw -1330176.240165 + Penalty 4433.055845 = -1325743.184320 nChanged 34 SP:Iteration 21Q (8265.510000 sec): 3 clusters Score: Raw -1330183.441049 + Penalty 4433.055845 = -1325750.385204 nChanged 24 SP:Iteration 22Q (8265.690000 sec): 3 clusters Score: Raw -1330190.108198 + Penalty 4433.055845 = -1325757.052353 nChanged 22 SP:Iteration 23Q (8265.970000 sec): 3 clusters Score: Raw -1330196.951997 + Penalty 4433.055845 = -1325763.896151 nChanged 13 SP:Iteration 24Q (8266.160000 sec): 3 clusters Score: Raw -1330200.199052 + Penalty 4433.055845 = -1325767.143207 nChanged 11 SP:Iteration 25Q (8266.360000 sec): 3 clusters Score: Raw -1330203.094094 + Penalty 4433.055845 = -1325770.038248 nChanged 13 SP:Iteration 26Q (8266.580000 sec): 3 clusters Score: Raw -1330207.055809 + Penalty 4433.055845 = -1325773.999964 nChanged 12 SP:Iteration 27Q (8266.770000 sec): 3 clusters Score: Raw -1330209.536464 + Penalty 4433.055845 = -1325776.480619 nChanged 8 SP:Iteration 28Q (8267.060000 sec): 3 clusters Score: Raw -1330211.134749 + Penalty 4433.055845 = -1325778.078903 nChanged 5 SP:Iteration 29Q (8267.270000 sec): 3 clusters Score: Raw -1330212.136519 + Penalty 4433.055845 = -1325779.080673 nChanged 2 SP:Iteration 30Q (8267.470000 sec): 3 clusters Score: Raw -1330212.670083 + Penalty 4433.055845 = -1325779.614238 nChanged 2 SP:Iteration 31Q (8267.650000 sec): 3 clusters Score: Raw -1330212.972124 + Penalty 4433.055845 = -1325779.916279 nChanged 2 SP:Iteration 32Q (8267.880000 sec): 3 clusters Score: Raw -1330213.281637 + Penalty 4433.055845 = -1325780.225792 nChanged 4 SP:Iteration 33Q (8268.090000 sec): 3 clusters Score: Raw -1330213.941352 + Penalty 4433.055845 = -1325780.885507 nChanged 2 SP:Iteration 34Q (8268.330000 sec): 3 clusters Score: Raw -1330214.093132 + Penalty 4433.055845 = -1325781.037287 nChanged 1 SP:Iteration 35Q (8268.550000 sec): 3 clusters Score: Raw -1330214.194184 + Penalty 4433.055845 = -1325781.138339 nChanged 0 SP:Iteration 36F (8268.750000 sec): 3 clusters Score: Raw -1330214.194184 + Penalty 4433.055845 = -1325781.138339 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 23 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8268.860000 sec): 2 clusters Score: Raw -45502.804747 + Penalty 1401.817317 = -44100.987431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8269.030000 sec): 3 clusters Score: Raw -45733.314041 + Penalty 2803.634633 = -42929.679408 nChanged 44 SP:Iteration 1F (8269.250000 sec): 3 clusters Score: Raw -45842.285463 + Penalty 2803.634633 = -43038.650830 nChanged 16 SP:Iteration 2F (8269.400000 sec): 3 clusters Score: Raw -45924.247611 + Penalty 2803.634633 = -43120.612978 nChanged 11 SP:Iteration 3Q (8269.620000 sec): 3 clusters Score: Raw -45965.289457 + Penalty 2803.634633 = -43161.654824 nChanged 6 SP:Iteration 4Q (8269.780000 sec): 3 clusters Score: Raw -45978.911919 + Penalty 2803.634633 = -43175.277285 nChanged 2 SP:Iteration 5Q (8269.960000 sec): 3 clusters Score: Raw -45982.665778 + Penalty 2803.634633 = -43179.031145 nChanged 1 SP:Iteration 6Q (8270.170000 sec): 3 clusters Score: Raw -45990.361561 + Penalty 2803.634633 = -43186.726928 nChanged 2 SP:Iteration 7Q (8270.370000 sec): 3 clusters Score: Raw -45996.901132 + Penalty 2803.634633 = -43193.266499 nChanged 0 SP:Iteration 8F (8270.640000 sec): 3 clusters Score: Raw -45996.901132 + Penalty 2803.634633 = -43193.266499 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 24 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8270.770000 sec): 2 clusters Score: Raw -45458.415127 + Penalty 1448.479131 = -44009.935995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8270.980000 sec): 3 clusters Score: Raw -45645.202124 + Penalty 2896.958262 = -42748.243862 nChanged 63 SP:Iteration 1F (8271.150000 sec): 3 clusters Score: Raw -45777.194645 + Penalty 2896.958262 = -42880.236383 nChanged 11 SP:Iteration 2Q (8271.380000 sec): 3 clusters Score: Raw -45833.024949 + Penalty 2896.958262 = -42936.066687 nChanged 11 SP:Iteration 3Q (8271.550000 sec): 3 clusters Score: Raw -45894.451669 + Penalty 2896.958262 = -42997.493407 nChanged 11 SP:Iteration 4Q (8271.740000 sec): 3 clusters Score: Raw -45955.680407 + Penalty 2896.958262 = -43058.722145 nChanged 9 SP:Iteration 5Q (8271.880000 sec): 3 clusters Score: Raw -45983.869572 + Penalty 2896.958262 = -43086.911310 nChanged 7 SP:Iteration 6Q (8272.110000 sec): 3 clusters Score: Raw -46022.581582 + Penalty 2896.958262 = -43125.623320 nChanged 6 SP:Iteration 7Q (8272.300000 sec): 3 clusters Score: Raw -46051.122298 + Penalty 2896.958262 = -43154.164036 nChanged 4 SP:Iteration 8Q (8272.490000 sec): 3 clusters Score: Raw -46060.930782 + Penalty 2896.958262 = -43163.972520 nChanged 1 SP:Iteration 9Q (8272.730000 sec): 3 clusters Score: Raw -46075.133476 + Penalty 2896.958262 = -43178.175214 nChanged 1 SP:Iteration 10Q (8272.920000 sec): 3 clusters Score: Raw -46085.129955 + Penalty 2896.958262 = -43188.171693 nChanged 3 SP:Iteration 11Q (8273.170000 sec): 3 clusters Score: Raw -46104.799973 + Penalty 2896.958262 = -43207.841711 nChanged 0 SP:Iteration 12F (8273.330000 sec): 3 clusters Score: Raw -46104.799973 + Penalty 2896.958262 = -43207.841711 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 25 (28198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8273.560000 sec): 2 clusters Score: Raw -4841563.673905 + Penalty 2541.257570 = -4839022.416334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8273.930000 sec): 3 clusters Score: Raw -4824650.159557 + Penalty 5082.515141 = -4819567.644417 nChanged 12624 SP:Iteration 1F (8274.290000 sec): 3 clusters Score: Raw -4831594.608622 + Penalty 5082.515141 = -4826512.093481 nChanged 1331 SP:Iteration 2Q (8274.630000 sec): 3 clusters Score: Raw -4832066.097164 + Penalty 5082.515141 = -4826983.582024 nChanged 1242 SP:Iteration 3Q (8274.970000 sec): 3 clusters Score: Raw -4832483.626780 + Penalty 5082.515141 = -4827401.111639 nChanged 1095 SP:Iteration 4Q (8275.300000 sec): 3 clusters Score: Raw -4832865.049897 + Penalty 5082.515141 = -4827782.534757 nChanged 1068 SP:Iteration 5Q (8275.640000 sec): 3 clusters Score: Raw -4833267.553312 + Penalty 5082.515141 = -4828185.038171 nChanged 1067 SP:Iteration 6Q (8275.960000 sec): 3 clusters Score: Raw -4833727.050345 + Penalty 5082.515141 = -4828644.535204 nChanged 1095 SP:Iteration 7Q (8276.290000 sec): 3 clusters Score: Raw -4834284.497749 + Penalty 5082.515141 = -4829201.982608 nChanged 1237 SP:Iteration 8Q (8276.610000 sec): 3 clusters Score: Raw -4835059.632104 + Penalty 5082.515141 = -4829977.116963 nChanged 1373 SP:Iteration 9Q (8276.900000 sec): 3 clusters Score: Raw -4836008.813207 + Penalty 5082.515141 = -4830926.298066 nChanged 1480 SP:Iteration 10F (8277.230000 sec): 3 clusters Score: Raw -4837068.506415 + Penalty 5082.515141 = -4831985.991274 nChanged 1370 SP:Iteration 11Q (8277.540000 sec): 3 clusters Score: Raw -4838098.977522 + Penalty 5082.515141 = -4833016.462381 nChanged 1294 SP:Iteration 12Q (8277.840000 sec): 3 clusters Score: Raw -4839065.562902 + Penalty 5082.515141 = -4833983.047761 nChanged 1119 SP:Iteration 13Q (8278.170000 sec): 3 clusters Score: Raw -4839845.608495 + Penalty 5082.515141 = -4834763.093354 nChanged 956 SP:Iteration 14Q (8278.490000 sec): 3 clusters Score: Raw -4840475.343721 + Penalty 5082.515141 = -4835392.828580 nChanged 748 SP:Iteration 15Q (8278.800000 sec): 3 clusters Score: Raw -4840940.954790 + Penalty 5082.515141 = -4835858.439649 nChanged 579 SP:Iteration 16Q (8279.110000 sec): 3 clusters Score: Raw -4841276.069606 + Penalty 5082.515141 = -4836193.554465 nChanged 409 SP:Iteration 17Q (8279.410000 sec): 3 clusters Score: Raw -4841514.507777 + Penalty 5082.515141 = -4836431.992636 nChanged 306 SP:Iteration 18Q (8279.700000 sec): 3 clusters Score: Raw -4841694.647247 + Penalty 5082.515141 = -4836612.132106 nChanged 243 SP:Iteration 19Q (8280.070000 sec): 3 clusters Score: Raw -4841827.040754 + Penalty 5082.515141 = -4836744.525613 nChanged 183 SP:Iteration 20F (8280.430000 sec): 3 clusters Score: Raw -4841933.184087 + Penalty 5082.515141 = -4836850.668946 nChanged 146 SP:Iteration 21Q (8280.750000 sec): 3 clusters Score: Raw -4842012.694181 + Penalty 5082.515141 = -4836930.179040 nChanged 105 SP:Iteration 22Q (8281.090000 sec): 3 clusters Score: Raw -4842070.978866 + Penalty 5082.515141 = -4836988.463725 nChanged 77 SP:Iteration 23Q (8281.390000 sec): 3 clusters Score: Raw -4842111.756260 + Penalty 5082.515141 = -4837029.241119 nChanged 64 SP:Iteration 24Q (8281.670000 sec): 3 clusters Score: Raw -4842147.922739 + Penalty 5082.515141 = -4837065.407598 nChanged 45 SP:Iteration 25Q (8282.000000 sec): 3 clusters Score: Raw -4842170.108433 + Penalty 5082.515141 = -4837087.593292 nChanged 27 SP:Iteration 26Q (8282.300000 sec): 3 clusters Score: Raw -4842184.761350 + Penalty 5082.515141 = -4837102.246209 nChanged 32 SP:Iteration 27Q (8282.590000 sec): 3 clusters Score: Raw -4842198.672950 + Penalty 5082.515141 = -4837116.157809 nChanged 26 SP:Iteration 28Q (8282.850000 sec): 3 clusters Score: Raw -4842210.195867 + Penalty 5082.515141 = -4837127.680726 nChanged 22 SP:Iteration 29Q (8283.140000 sec): 3 clusters Score: Raw -4842218.281341 + Penalty 5082.515141 = -4837135.766200 nChanged 17 SP:Iteration 30Q (8283.480000 sec): 3 clusters Score: Raw -4842225.574545 + Penalty 5082.515141 = -4837143.059404 nChanged 15 SP:Iteration 31Q (8283.780000 sec): 3 clusters Score: Raw -4842230.887823 + Penalty 5082.515141 = -4837148.372683 nChanged 10 SP:Iteration 32Q (8284.100000 sec): 3 clusters Score: Raw -4842234.827853 + Penalty 5082.515141 = -4837152.312713 nChanged 9 SP:Iteration 33Q (8284.340000 sec): 3 clusters Score: Raw -4842238.948500 + Penalty 5082.515141 = -4837156.433359 nChanged 12 SP:Iteration 34Q (8284.620000 sec): 3 clusters Score: Raw -4842244.231736 + Penalty 5082.515141 = -4837161.716595 nChanged 10 SP:Iteration 35Q (8284.980000 sec): 3 clusters Score: Raw -4842248.700600 + Penalty 5082.515141 = -4837166.185459 nChanged 10 SP:Iteration 36Q (8285.290000 sec): 3 clusters Score: Raw -4842252.291339 + Penalty 5082.515141 = -4837169.776198 nChanged 5 SP:Iteration 37Q (8285.600000 sec): 3 clusters Score: Raw -4842254.808025 + Penalty 5082.515141 = -4837172.292884 nChanged 6 SP:Iteration 38Q (8285.920000 sec): 3 clusters Score: Raw -4842257.957276 + Penalty 5082.515141 = -4837175.442135 nChanged 7 SP:Iteration 39Q (8286.250000 sec): 3 clusters Score: Raw -4842260.731211 + Penalty 5082.515141 = -4837178.216070 nChanged 5 SP:Iteration 40F (8286.580000 sec): 3 clusters Score: Raw -4842262.495050 + Penalty 5082.515141 = -4837179.979909 nChanged 3 SP:Iteration 41Q (8286.950000 sec): 3 clusters Score: Raw -4842263.463749 + Penalty 5082.515141 = -4837180.948608 nChanged 1 SP:Iteration 42Q (8287.250000 sec): 3 clusters Score: Raw -4842263.968822 + Penalty 5082.515141 = -4837181.453682 nChanged 1 SP:Iteration 43Q (8287.530000 sec): 3 clusters Score: Raw -4842264.486750 + Penalty 5082.515141 = -4837181.971609 nChanged 1 SP:Iteration 44Q (8287.830000 sec): 3 clusters Score: Raw -4842264.837561 + Penalty 5082.515141 = -4837182.322420 nChanged 0 SP:Iteration 45F (8288.120000 sec): 3 clusters Score: Raw -4842264.837561 + Penalty 5082.515141 = -4837182.322420 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 26 (693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8288.250000 sec): 2 clusters Score: Raw -67514.870662 + Penalty 1622.175440 = -65892.695222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8288.390000 sec): 3 clusters Score: Raw -68048.632849 + Penalty 3244.350880 = -64804.281970 nChanged 247 SP:Iteration 1F (8288.560000 sec): 3 clusters Score: Raw -70610.263991 + Penalty 3244.350880 = -67365.913111 nChanged 76 SP:Iteration 2F (8288.690000 sec): 3 clusters Score: Raw -72020.703431 + Penalty 3244.350880 = -68776.352551 nChanged 43 SP:Iteration 3F (8288.890000 sec): 3 clusters Score: Raw -73173.685927 + Penalty 3244.350880 = -69929.335047 nChanged 14 SP:Iteration 4Q (8289.060000 sec): 3 clusters Score: Raw -73371.551481 + Penalty 3244.350880 = -70127.200602 nChanged 12 SP:Iteration 5Q (8289.240000 sec): 3 clusters Score: Raw -73467.319517 + Penalty 3244.350880 = -70222.968637 nChanged 6 SP:Iteration 6Q (8289.400000 sec): 3 clusters Score: Raw -73520.331312 + Penalty 3244.350880 = -70275.980432 nChanged 3 SP:Iteration 7Q (8289.590000 sec): 3 clusters Score: Raw -73590.017508 + Penalty 3244.350880 = -70345.666629 nChanged 7 SP:Iteration 8Q (8289.820000 sec): 3 clusters Score: Raw -74186.780803 + Penalty 3244.350880 = -70942.429923 nChanged 2 SP:Iteration 9Q (8290.000000 sec): 3 clusters Score: Raw -74200.658674 + Penalty 3244.350880 = -70956.307794 nChanged 1 SP:Iteration 10Q (8290.190000 sec): 3 clusters Score: Raw -74205.867712 + Penalty 3244.350880 = -70961.516832 nChanged 1 SP:Iteration 11Q (8290.370000 sec): 3 clusters Score: Raw -74211.749908 + Penalty 3244.350880 = -70967.399028 nChanged 0 SP:Iteration 12F (8290.530000 sec): 3 clusters Score: Raw -74211.749908 + Penalty 3244.350880 = -70967.399028 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 10. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 27 (209421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8291.530000 sec): 2 clusters Score: Raw -37062606.755612 + Penalty 3038.521261 = -37059568.234351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8292.680000 sec): 3 clusters Score: Raw -36925159.348501 + Penalty 6077.042522 = -36919082.305979 nChanged 100827 SP:Iteration 1F (8294.070000 sec): 3 clusters Score: Raw -36984692.283585 + Penalty 6077.042522 = -36978615.241063 nChanged 6471 SP:Iteration 2Q (8295.420000 sec): 3 clusters Score: Raw -36986272.640832 + Penalty 6077.042522 = -36980195.598310 nChanged 7569 SP:Iteration 3Q (8296.660000 sec): 3 clusters Score: Raw -36988579.402845 + Penalty 6077.042522 = -36982502.360323 nChanged 9449 SP:Iteration 4Q (8297.960000 sec): 3 clusters Score: Raw -36992381.705334 + Penalty 6077.042522 = -36986304.662812 nChanged 11866 SP:Iteration 5F (8299.310000 sec): 3 clusters Score: Raw -36998494.622325 + Penalty 6077.042522 = -36992417.579803 nChanged 14552 SP:Iteration 6F (8300.630000 sec): 3 clusters Score: Raw -37007905.086237 + Penalty 6077.042522 = -37001828.043715 nChanged 16645 SP:Iteration 7F (8301.780000 sec): 3 clusters Score: Raw -37021179.532891 + Penalty 6077.042522 = -37015102.490369 nChanged 16973 SP:Iteration 8F (8303.010000 sec): 3 clusters Score: Raw -37036908.003352 + Penalty 6077.042522 = -37030830.960830 nChanged 13802 SP:Iteration 9F (8304.300000 sec): 3 clusters Score: Raw -37050560.806445 + Penalty 6077.042522 = -37044483.763923 nChanged 8072 SP:Iteration 10Q (8305.510000 sec): 3 clusters Score: Raw -37058455.000934 + Penalty 6077.042522 = -37052377.958412 nChanged 3328 SP:Iteration 11Q (8306.690000 sec): 3 clusters Score: Raw -37061486.150219 + Penalty 6077.042522 = -37055409.107697 nChanged 1015 SP:Iteration 12Q (8307.800000 sec): 3 clusters Score: Raw -37062411.844214 + Penalty 6077.042522 = -37056334.801692 nChanged 316 SP:Iteration 13Q (8308.850000 sec): 3 clusters Score: Raw -37062703.460520 + Penalty 6077.042522 = -37056626.417998 nChanged 96 SP:Iteration 14Q (8309.990000 sec): 3 clusters Score: Raw -37062797.785020 + Penalty 6077.042522 = -37056720.742498 nChanged 50 SP:Iteration 15Q (8311.160000 sec): 3 clusters Score: Raw -37062857.088294 + Penalty 6077.042522 = -37056780.045772 nChanged 35 SP:Iteration 16Q (8312.250000 sec): 3 clusters Score: Raw -37062902.873647 + Penalty 6077.042522 = -37056825.831125 nChanged 27 SP:Iteration 17Q (8313.250000 sec): 3 clusters Score: Raw -37062928.778728 + Penalty 6077.042522 = -37056851.736206 nChanged 13 SP:Iteration 18Q (8314.470000 sec): 3 clusters Score: Raw -37062941.488475 + Penalty 6077.042522 = -37056864.445953 nChanged 10 SP:Iteration 19Q (8315.510000 sec): 3 clusters Score: Raw -37062954.468168 + Penalty 6077.042522 = -37056877.425646 nChanged 6 SP:Iteration 20F (8316.740000 sec): 3 clusters Score: Raw -37062962.697155 + Penalty 6077.042522 = -37056885.654633 nChanged 9 SP:Iteration 21Q (8317.580000 sec): 3 clusters Score: Raw -37062973.969445 + Penalty 6077.042522 = -37056896.926923 nChanged 4 SP:Iteration 22Q (8318.500000 sec): 3 clusters Score: Raw -37062978.419020 + Penalty 6077.042522 = -37056901.376498 nChanged 1 SP:Iteration 23Q (8319.450000 sec): 3 clusters Score: Raw -37062979.603375 + Penalty 6077.042522 = -37056902.560853 nChanged 1 SP:Iteration 24Q (8320.410000 sec): 3 clusters Score: Raw -37062980.579631 + Penalty 6077.042522 = -37056903.537109 nChanged 1 SP:Iteration 25Q (8321.460000 sec): 3 clusters Score: Raw -37062980.829247 + Penalty 6077.042522 = -37056903.786725 nChanged 0 SP:Iteration 26F (8322.700000 sec): 3 clusters Score: Raw -37062980.829247 + Penalty 6077.042522 = -37056903.786725 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 28 (20379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8322.940000 sec): 2 clusters Score: Raw -3432704.376643 + Penalty 2460.720539 = -3430243.656104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8323.220000 sec): 3 clusters Score: Raw -3420876.781050 + Penalty 4921.441078 = -3415955.339972 nChanged 9013 SP:Iteration 1F (8323.560000 sec): 3 clusters Score: Raw -3425527.035791 + Penalty 4921.441078 = -3420605.594713 nChanged 1057 SP:Iteration 2F (8323.860000 sec): 3 clusters Score: Raw -3425932.391522 + Penalty 4921.441078 = -3421010.950444 nChanged 956 SP:Iteration 3Q (8324.110000 sec): 3 clusters Score: Raw -3426385.354719 + Penalty 4921.441078 = -3421463.913641 nChanged 1022 SP:Iteration 4F (8324.430000 sec): 3 clusters Score: Raw -3427021.389153 + Penalty 4921.441078 = -3422099.948075 nChanged 1081 SP:Iteration 5F (8324.740000 sec): 3 clusters Score: Raw -3427757.222872 + Penalty 4921.441078 = -3422835.781794 nChanged 1145 SP:Iteration 6F (8325.080000 sec): 3 clusters Score: Raw -3428461.741473 + Penalty 4921.441078 = -3423540.300395 nChanged 1031 SP:Iteration 7F (8325.320000 sec): 3 clusters Score: Raw -3429028.231866 + Penalty 4921.441078 = -3424106.790788 nChanged 931 SP:Iteration 8Q (8325.620000 sec): 3 clusters Score: Raw -3429531.470482 + Penalty 4921.441078 = -3424610.029404 nChanged 861 SP:Iteration 9Q (8325.890000 sec): 3 clusters Score: Raw -3429974.357143 + Penalty 4921.441078 = -3425052.916065 nChanged 732 SP:Iteration 10Q (8326.160000 sec): 3 clusters Score: Raw -3430339.891216 + Penalty 4921.441078 = -3425418.450138 nChanged 678 SP:Iteration 11Q (8326.500000 sec): 3 clusters Score: Raw -3430669.738817 + Penalty 4921.441078 = -3425748.297739 nChanged 596 SP:Iteration 12Q (8326.780000 sec): 3 clusters Score: Raw -3430958.097827 + Penalty 4921.441078 = -3426036.656749 nChanged 527 SP:Iteration 13Q (8327.030000 sec): 3 clusters Score: Raw -3431186.908710 + Penalty 4921.441078 = -3426265.467632 nChanged 446 SP:Iteration 14Q (8327.330000 sec): 3 clusters Score: Raw -3431368.705278 + Penalty 4921.441078 = -3426447.264200 nChanged 402 SP:Iteration 15Q (8327.590000 sec): 3 clusters Score: Raw -3431536.162638 + Penalty 4921.441078 = -3426614.721560 nChanged 352 SP:Iteration 16Q (8327.870000 sec): 3 clusters Score: Raw -3431662.818871 + Penalty 4921.441078 = -3426741.377793 nChanged 314 SP:Iteration 17Q (8328.190000 sec): 3 clusters Score: Raw -3431767.726109 + Penalty 4921.441078 = -3426846.285031 nChanged 276 SP:Iteration 18Q (8328.500000 sec): 3 clusters Score: Raw -3431857.501389 + Penalty 4921.441078 = -3426936.060311 nChanged 237 SP:Iteration 19Q (8328.800000 sec): 3 clusters Score: Raw -3431926.631100 + Penalty 4921.441078 = -3427005.190022 nChanged 186 SP:Iteration 20F (8329.060000 sec): 3 clusters Score: Raw -3431976.146664 + Penalty 4921.441078 = -3427054.705586 nChanged 177 SP:Iteration 21Q (8329.300000 sec): 3 clusters Score: Raw -3432018.379404 + Penalty 4921.441078 = -3427096.938326 nChanged 152 SP:Iteration 22Q (8329.580000 sec): 3 clusters Score: Raw -3432056.277509 + Penalty 4921.441078 = -3427134.836431 nChanged 148 SP:Iteration 23Q (8329.840000 sec): 3 clusters Score: Raw -3432093.079405 + Penalty 4921.441078 = -3427171.638327 nChanged 128 SP:Iteration 24Q (8330.080000 sec): 3 clusters Score: Raw -3432122.630355 + Penalty 4921.441078 = -3427201.189277 nChanged 129 SP:Iteration 25Q (8330.350000 sec): 3 clusters Score: Raw -3432150.840917 + Penalty 4921.441078 = -3427229.399839 nChanged 120 SP:Iteration 26Q (8330.580000 sec): 3 clusters Score: Raw -3432176.146137 + Penalty 4921.441078 = -3427254.705059 nChanged 103 SP:Iteration 27Q (8330.850000 sec): 3 clusters Score: Raw -3432195.174005 + Penalty 4921.441078 = -3427273.732927 nChanged 101 SP:Iteration 28Q (8331.130000 sec): 3 clusters Score: Raw -3432215.753385 + Penalty 4921.441078 = -3427294.312307 nChanged 112 SP:Iteration 29Q (8331.410000 sec): 3 clusters Score: Raw -3432242.645776 + Penalty 4921.441078 = -3427321.204698 nChanged 127 SP:Iteration 30Q (8331.650000 sec): 3 clusters Score: Raw -3432275.306020 + Penalty 4921.441078 = -3427353.864942 nChanged 131 SP:Iteration 31Q (8331.910000 sec): 3 clusters Score: Raw -3432308.094302 + Penalty 4921.441078 = -3427386.653224 nChanged 135 SP:Iteration 32Q (8332.230000 sec): 3 clusters Score: Raw -3432344.365982 + Penalty 4921.441078 = -3427422.924904 nChanged 147 SP:Iteration 33Q (8332.480000 sec): 3 clusters Score: Raw -3432383.899216 + Penalty 4921.441078 = -3427462.458138 nChanged 146 SP:Iteration 34Q (8332.770000 sec): 3 clusters Score: Raw -3432422.868450 + Penalty 4921.441078 = -3427501.427372 nChanged 152 SP:Iteration 35Q (8333.090000 sec): 3 clusters Score: Raw -3432464.421345 + Penalty 4921.441078 = -3427542.980267 nChanged 164 SP:Iteration 36Q (8333.350000 sec): 3 clusters Score: Raw -3432510.652059 + Penalty 4921.441078 = -3427589.210981 nChanged 183 SP:Iteration 37Q (8333.670000 sec): 3 clusters Score: Raw -3432559.814565 + Penalty 4921.441078 = -3427638.373487 nChanged 169 SP:Iteration 38Q (8333.960000 sec): 3 clusters Score: Raw -3432608.782556 + Penalty 4921.441078 = -3427687.341478 nChanged 191 SP:Iteration 39Q (8334.270000 sec): 3 clusters Score: Raw -3432669.102093 + Penalty 4921.441078 = -3427747.661015 nChanged 194 SP:Iteration 40F (8334.570000 sec): 3 clusters Score: Raw -3432735.521578 + Penalty 4921.441078 = -3427814.080500 nChanged 189 SP:Iteration 41Q (8334.850000 sec): 3 clusters Score: Raw -3432802.851969 + Penalty 4921.441078 = -3427881.410891 nChanged 201 SP:Iteration 42Q (8335.130000 sec): 3 clusters Score: Raw -3432873.658834 + Penalty 4921.441078 = -3427952.217756 nChanged 197 SP:Iteration 43Q (8335.420000 sec): 3 clusters Score: Raw -3432936.880063 + Penalty 4921.441078 = -3428015.438985 nChanged 191 SP:Iteration 44Q (8335.700000 sec): 3 clusters Score: Raw -3432992.426260 + Penalty 4921.441078 = -3428070.985182 nChanged 172 SP:Iteration 45Q (8336.030000 sec): 3 clusters Score: Raw -3433039.853942 + Penalty 4921.441078 = -3428118.412864 nChanged 180 SP:Iteration 46Q (8336.370000 sec): 3 clusters Score: Raw -3433091.808203 + Penalty 4921.441078 = -3428170.367125 nChanged 158 SP:Iteration 47Q (8336.630000 sec): 3 clusters Score: Raw -3433131.832835 + Penalty 4921.441078 = -3428210.391757 nChanged 145 SP:Iteration 48Q (8336.930000 sec): 3 clusters Score: Raw -3433164.747555 + Penalty 4921.441078 = -3428243.306477 nChanged 140 SP:Iteration 49Q (8337.260000 sec): 3 clusters Score: Raw -3433194.365578 + Penalty 4921.441078 = -3428272.924500 nChanged 129 SP:Iteration 50Q (8337.530000 sec): 3 clusters Score: Raw -3433219.725450 + Penalty 4921.441078 = -3428298.284372 nChanged 127 SP:Iteration 51Q (8337.820000 sec): 3 clusters Score: Raw -3433244.110496 + Penalty 4921.441078 = -3428322.669418 nChanged 130 SP:Iteration 52Q (8338.150000 sec): 3 clusters Score: Raw -3433268.060915 + Penalty 4921.441078 = -3428346.619837 nChanged 124 SP:Iteration 53Q (8338.440000 sec): 3 clusters Score: Raw -3433291.958395 + Penalty 4921.441078 = -3428370.517317 nChanged 113 SP:Iteration 54Q (8338.720000 sec): 3 clusters Score: Raw -3433313.320713 + Penalty 4921.441078 = -3428391.879635 nChanged 103 SP:Iteration 55Q (8338.980000 sec): 3 clusters Score: Raw -3433330.682042 + Penalty 4921.441078 = -3428409.240964 nChanged 84 SP:Iteration 56Q (8339.220000 sec): 3 clusters Score: Raw -3433343.011922 + Penalty 4921.441078 = -3428421.570844 nChanged 77 SP:Iteration 57Q (8339.560000 sec): 3 clusters Score: Raw -3433355.241552 + Penalty 4921.441078 = -3428433.800474 nChanged 71 SP:Iteration 58Q (8339.810000 sec): 3 clusters Score: Raw -3433366.274380 + Penalty 4921.441078 = -3428444.833302 nChanged 71 SP:Iteration 59Q (8340.090000 sec): 3 clusters Score: Raw -3433376.553285 + Penalty 4921.441078 = -3428455.112207 nChanged 55 SP:Iteration 60F (8340.440000 sec): 3 clusters Score: Raw -3433383.467401 + Penalty 4921.441078 = -3428462.026323 nChanged 50 SP:Iteration 61Q (8340.710000 sec): 3 clusters Score: Raw -3433388.795486 + Penalty 4921.441078 = -3428467.354408 nChanged 42 SP:Iteration 62Q (8340.990000 sec): 3 clusters Score: Raw -3433393.436252 + Penalty 4921.441078 = -3428471.995174 nChanged 35 SP:Iteration 63Q (8341.290000 sec): 3 clusters Score: Raw -3433397.633933 + Penalty 4921.441078 = -3428476.192855 nChanged 47 SP:Iteration 64Q (8341.550000 sec): 3 clusters Score: Raw -3433403.800606 + Penalty 4921.441078 = -3428482.359528 nChanged 49 SP:Iteration 65Q (8341.830000 sec): 3 clusters Score: Raw -3433409.920085 + Penalty 4921.441078 = -3428488.479007 nChanged 44 SP:Iteration 66Q (8342.060000 sec): 3 clusters Score: Raw -3433416.703920 + Penalty 4921.441078 = -3428495.262842 nChanged 55 SP:Iteration 67Q (8342.350000 sec): 3 clusters Score: Raw -3433424.380041 + Penalty 4921.441078 = -3428502.938963 nChanged 57 SP:Iteration 68Q (8342.650000 sec): 3 clusters Score: Raw -3433433.464420 + Penalty 4921.441078 = -3428512.023342 nChanged 62 SP:Iteration 69Q (8342.930000 sec): 3 clusters Score: Raw -3433443.041943 + Penalty 4921.441078 = -3428521.600865 nChanged 44 SP:Iteration 70Q (8343.190000 sec): 3 clusters Score: Raw -3433448.699703 + Penalty 4921.441078 = -3428527.258625 nChanged 49 SP:Iteration 71Q (8343.470000 sec): 3 clusters Score: Raw -3433455.444916 + Penalty 4921.441078 = -3428534.003838 nChanged 53 SP:Iteration 72Q (8343.790000 sec): 3 clusters Score: Raw -3433463.014882 + Penalty 4921.441078 = -3428541.573804 nChanged 39 SP:Iteration 73Q (8344.090000 sec): 3 clusters Score: Raw -3433467.480979 + Penalty 4921.441078 = -3428546.039901 nChanged 28 SP:Iteration 74Q (8344.370000 sec): 3 clusters Score: Raw -3433470.027984 + Penalty 4921.441078 = -3428548.586907 nChanged 20 SP:Iteration 75Q (8344.610000 sec): 3 clusters Score: Raw -3433471.904637 + Penalty 4921.441078 = -3428550.463559 nChanged 27 SP:Iteration 76Q (8344.870000 sec): 3 clusters Score: Raw -3433474.757889 + Penalty 4921.441078 = -3428553.316811 nChanged 25 SP:Iteration 77Q (8345.140000 sec): 3 clusters Score: Raw -3433477.489976 + Penalty 4921.441078 = -3428556.048898 nChanged 21 SP:Iteration 78Q (8345.400000 sec): 3 clusters Score: Raw -3433479.654187 + Penalty 4921.441078 = -3428558.213109 nChanged 18 SP:Iteration 79Q (8345.650000 sec): 3 clusters Score: Raw -3433481.274876 + Penalty 4921.441078 = -3428559.833798 nChanged 13 SP:Iteration 80F (8345.930000 sec): 3 clusters Score: Raw -3433482.498054 + Penalty 4921.441078 = -3428561.056976 nChanged 12 SP:Iteration 81Q (8346.210000 sec): 3 clusters Score: Raw -3433483.767913 + Penalty 4921.441078 = -3428562.326835 nChanged 12 SP:Iteration 82Q (8346.470000 sec): 3 clusters Score: Raw -3433484.808537 + Penalty 4921.441078 = -3428563.367459 nChanged 16 SP:Iteration 83Q (8346.730000 sec): 3 clusters Score: Raw -3433486.374490 + Penalty 4921.441078 = -3428564.933412 nChanged 13 SP:Iteration 84Q (8346.980000 sec): 3 clusters Score: Raw -3433487.620235 + Penalty 4921.441078 = -3428566.179158 nChanged 12 SP:Iteration 85Q (8347.280000 sec): 3 clusters Score: Raw -3433488.561994 + Penalty 4921.441078 = -3428567.120916 nChanged 6 SP:Iteration 86Q (8347.560000 sec): 3 clusters Score: Raw -3433488.920290 + Penalty 4921.441078 = -3428567.479212 nChanged 7 SP:Iteration 87Q (8347.880000 sec): 3 clusters Score: Raw -3433489.551762 + Penalty 4921.441078 = -3428568.110684 nChanged 5 SP:Iteration 88Q (8348.190000 sec): 3 clusters Score: Raw -3433490.030383 + Penalty 4921.441078 = -3428568.589305 nChanged 8 SP:Iteration 89Q (8348.470000 sec): 3 clusters Score: Raw -3433490.709736 + Penalty 4921.441078 = -3428569.268658 nChanged 3 SP:Iteration 90Q (8348.790000 sec): 3 clusters Score: Raw -3433490.981241 + Penalty 4921.441078 = -3428569.540163 nChanged 2 SP:Iteration 91Q (8349.070000 sec): 3 clusters Score: Raw -3433491.147590 + Penalty 4921.441078 = -3428569.706512 nChanged 4 SP:Iteration 92Q (8349.360000 sec): 3 clusters Score: Raw -3433491.541882 + Penalty 4921.441078 = -3428570.100804 nChanged 5 SP:Iteration 93Q (8349.650000 sec): 3 clusters Score: Raw -3433492.031252 + Penalty 4921.441078 = -3428570.590174 nChanged 5 SP:Iteration 94Q (8349.930000 sec): 3 clusters Score: Raw -3433492.462554 + Penalty 4921.441078 = -3428571.021476 nChanged 2 SP:Iteration 95Q (8350.190000 sec): 3 clusters Score: Raw -3433492.802144 + Penalty 4921.441078 = -3428571.361066 nChanged 7 SP:Iteration 96Q (8350.460000 sec): 3 clusters Score: Raw -3433493.335984 + Penalty 4921.441078 = -3428571.894906 nChanged 2 SP:Iteration 97Q (8350.720000 sec): 3 clusters Score: Raw -3433493.486346 + Penalty 4921.441078 = -3428572.045268 nChanged 2 SP:Iteration 98Q (8350.990000 sec): 3 clusters Score: Raw -3433493.621874 + Penalty 4921.441078 = -3428572.180796 nChanged 1 SP:Iteration 99Q (8351.310000 sec): 3 clusters Score: Raw -3433493.696942 + Penalty 4921.441078 = -3428572.255864 nChanged 4 SP:Iteration 100F (8351.550000 sec): 3 clusters Score: Raw -3433494.346474 + Penalty 4921.441078 = -3428572.905396 nChanged 10 SP:Iteration 101Q (8351.830000 sec): 3 clusters Score: Raw -3433495.524724 + Penalty 4921.441078 = -3428574.083646 nChanged 15 SP:Iteration 102Q (8352.130000 sec): 3 clusters Score: Raw -3433497.144645 + Penalty 4921.441078 = -3428575.703567 nChanged 16 SP:Iteration 103Q (8352.420000 sec): 3 clusters Score: Raw -3433498.759450 + Penalty 4921.441078 = -3428577.318373 nChanged 12 SP:Iteration 104Q (8352.720000 sec): 3 clusters Score: Raw -3433500.108087 + Penalty 4921.441078 = -3428578.667009 nChanged 12 SP:Iteration 105Q (8352.970000 sec): 3 clusters Score: Raw -3433501.065602 + Penalty 4921.441078 = -3428579.624524 nChanged 8 SP:Iteration 106Q (8353.250000 sec): 3 clusters Score: Raw -3433501.679587 + Penalty 4921.441078 = -3428580.238509 nChanged 6 SP:Iteration 107Q (8353.510000 sec): 3 clusters Score: Raw -3433502.057908 + Penalty 4921.441078 = -3428580.616830 nChanged 3 SP:Iteration 108Q (8353.810000 sec): 3 clusters Score: Raw -3433502.296659 + Penalty 4921.441078 = -3428580.855581 nChanged 5 SP:Iteration 109Q (8354.140000 sec): 3 clusters Score: Raw -3433502.597225 + Penalty 4921.441078 = -3428581.156147 nChanged 3 SP:Iteration 110Q (8354.400000 sec): 3 clusters Score: Raw -3433502.870486 + Penalty 4921.441078 = -3428581.429408 nChanged 3 SP:Iteration 111Q (8354.630000 sec): 3 clusters Score: Raw -3433503.050569 + Penalty 4921.441078 = -3428581.609491 nChanged 1 SP:Iteration 112Q (8354.890000 sec): 3 clusters Score: Raw -3433503.198845 + Penalty 4921.441078 = -3428581.757767 nChanged 2 SP:Iteration 113Q (8355.130000 sec): 3 clusters Score: Raw -3433503.396188 + Penalty 4921.441078 = -3428581.955110 nChanged 5 SP:Iteration 114Q (8355.400000 sec): 3 clusters Score: Raw -3433503.950370 + Penalty 4921.441078 = -3428582.509292 nChanged 4 SP:Iteration 115Q (8355.710000 sec): 3 clusters Score: Raw -3433504.397288 + Penalty 4921.441078 = -3428582.956210 nChanged 4 SP:Iteration 116Q (8356.030000 sec): 3 clusters Score: Raw -3433504.711116 + Penalty 4921.441078 = -3428583.270038 nChanged 3 SP:Iteration 117Q (8356.300000 sec): 3 clusters Score: Raw -3433504.981454 + Penalty 4921.441078 = -3428583.540376 nChanged 4 SP:Iteration 118Q (8356.580000 sec): 3 clusters Score: Raw -3433505.246531 + Penalty 4921.441078 = -3428583.805453 nChanged 5 SP:Iteration 119Q (8356.850000 sec): 3 clusters Score: Raw -3433505.651934 + Penalty 4921.441078 = -3428584.210856 nChanged 6 SP:Iteration 120F (8357.160000 sec): 3 clusters Score: Raw -3433506.152227 + Penalty 4921.441078 = -3428584.711149 nChanged 3 SP:Iteration 121Q (8357.480000 sec): 3 clusters Score: Raw -3433506.399662 + Penalty 4921.441078 = -3428584.958584 nChanged 9 SP:Iteration 122Q (8357.760000 sec): 3 clusters Score: Raw -3433507.112861 + Penalty 4921.441078 = -3428585.671783 nChanged 6 SP:Iteration 123Q (8358.040000 sec): 3 clusters Score: Raw -3433507.548105 + Penalty 4921.441078 = -3428586.107027 nChanged 5 SP:Iteration 124Q (8358.290000 sec): 3 clusters Score: Raw -3433507.913927 + Penalty 4921.441078 = -3428586.472849 nChanged 5 SP:Iteration 125Q (8358.600000 sec): 3 clusters Score: Raw -3433508.305359 + Penalty 4921.441078 = -3428586.864281 nChanged 2 SP:Iteration 126Q (8358.880000 sec): 3 clusters Score: Raw -3433508.412336 + Penalty 4921.441078 = -3428586.971258 nChanged 2 SP:Iteration 127Q (8359.220000 sec): 3 clusters Score: Raw -3433508.522952 + Penalty 4921.441078 = -3428587.081874 nChanged 0 SP:Iteration 128F (8359.490000 sec): 3 clusters Score: Raw -3433508.522952 + Penalty 4921.441078 = -3428587.081874 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 29 (1396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8359.560000 sec): 2 clusters Score: Raw -233875.800625 + Penalty 1795.858838 = -232079.941786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8359.740000 sec): 3 clusters Score: Raw -233449.922827 + Penalty 3591.717677 = -229858.205151 nChanged 404 SP:Iteration 1F (8359.990000 sec): 3 clusters Score: Raw -233852.536610 + Penalty 3591.717677 = -230260.818934 nChanged 131 SP:Iteration 2F (8360.130000 sec): 3 clusters Score: Raw -234061.963814 + Penalty 3591.717677 = -230470.246137 nChanged 98 SP:Iteration 3F (8360.290000 sec): 3 clusters Score: Raw -234258.970835 + Penalty 3591.717677 = -230667.253158 nChanged 92 SP:Iteration 4F (8360.490000 sec): 3 clusters Score: Raw -234451.306144 + Penalty 3591.717677 = -230859.588468 nChanged 74 SP:Iteration 5F (8360.690000 sec): 3 clusters Score: Raw -234640.022454 + Penalty 3591.717677 = -231048.304777 nChanged 53 SP:Iteration 6Q (8360.900000 sec): 3 clusters Score: Raw -234793.458874 + Penalty 3591.717677 = -231201.741198 nChanged 45 SP:Iteration 7Q (8361.100000 sec): 3 clusters Score: Raw -234888.722317 + Penalty 3591.717677 = -231297.004641 nChanged 51 SP:Iteration 8Q (8361.300000 sec): 3 clusters Score: Raw -235007.064810 + Penalty 3591.717677 = -231415.347133 nChanged 42 SP:Iteration 9Q (8361.460000 sec): 3 clusters Score: Raw -235099.774607 + Penalty 3591.717677 = -231508.056931 nChanged 29 SP:Iteration 10Q (8361.650000 sec): 3 clusters Score: Raw -235161.056858 + Penalty 3591.717677 = -231569.339181 nChanged 25 SP:Iteration 11Q (8361.850000 sec): 3 clusters Score: Raw -235208.317921 + Penalty 3591.717677 = -231616.600245 nChanged 27 SP:Iteration 12Q (8362.020000 sec): 3 clusters Score: Raw -235256.401192 + Penalty 3591.717677 = -231664.683515 nChanged 20 SP:Iteration 13Q (8362.210000 sec): 3 clusters Score: Raw -235286.859677 + Penalty 3591.717677 = -231695.142001 nChanged 12 SP:Iteration 14Q (8362.420000 sec): 3 clusters Score: Raw -235306.186173 + Penalty 3591.717677 = -231714.468496 nChanged 11 SP:Iteration 15Q (8362.600000 sec): 3 clusters Score: Raw -235323.274385 + Penalty 3591.717677 = -231731.556709 nChanged 12 SP:Iteration 16Q (8362.780000 sec): 3 clusters Score: Raw -235343.052627 + Penalty 3591.717677 = -231751.334950 nChanged 13 SP:Iteration 17Q (8362.950000 sec): 3 clusters Score: Raw -235363.005264 + Penalty 3591.717677 = -231771.287588 nChanged 7 SP:Iteration 18Q (8363.150000 sec): 3 clusters Score: Raw -235368.967878 + Penalty 3591.717677 = -231777.250201 nChanged 2 SP:Iteration 19Q (8363.330000 sec): 3 clusters Score: Raw -235370.757212 + Penalty 3591.717677 = -231779.039536 nChanged 1 SP:Iteration 20F (8363.530000 sec): 3 clusters Score: Raw -235371.587102 + Penalty 3591.717677 = -231779.869425 nChanged 1 SP:Iteration 21Q (8363.710000 sec): 3 clusters Score: Raw -235372.880400 + Penalty 3591.717677 = -231781.162723 nChanged 0 SP:Iteration 22F (8363.910000 sec): 3 clusters Score: Raw -235372.880400 + Penalty 3591.717677 = -231781.162723 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 30 (2983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8363.980000 sec): 2 clusters Score: Raw -508920.012356 + Penalty 1984.169827 = -506935.842529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8364.200000 sec): 3 clusters Score: Raw -507630.073228 + Penalty 3968.339653 = -503661.733575 nChanged 1101 SP:Iteration 1F (8364.390000 sec): 3 clusters Score: Raw -508420.459723 + Penalty 3968.339653 = -504452.120070 nChanged 261 SP:Iteration 2F (8364.560000 sec): 3 clusters Score: Raw -508690.974934 + Penalty 3968.339653 = -504722.635281 nChanged 204 SP:Iteration 3F (8364.780000 sec): 3 clusters Score: Raw -508928.078085 + Penalty 3968.339653 = -504959.738432 nChanged 164 SP:Iteration 4F (8364.950000 sec): 3 clusters Score: Raw -509108.173031 + Penalty 3968.339653 = -505139.833378 nChanged 139 SP:Iteration 5Q (8365.140000 sec): 3 clusters Score: Raw -509271.447193 + Penalty 3968.339653 = -505303.107539 nChanged 124 SP:Iteration 6Q (8365.310000 sec): 3 clusters Score: Raw -509392.493486 + Penalty 3968.339653 = -505424.153833 nChanged 121 SP:Iteration 7Q (8365.510000 sec): 3 clusters Score: Raw -509502.405857 + Penalty 3968.339653 = -505534.066203 nChanged 115 SP:Iteration 8Q (8365.670000 sec): 3 clusters Score: Raw -509589.443327 + Penalty 3968.339653 = -505621.103674 nChanged 89 SP:Iteration 9Q (8365.920000 sec): 3 clusters Score: Raw -509643.371249 + Penalty 3968.339653 = -505675.031596 nChanged 67 SP:Iteration 10Q (8366.070000 sec): 3 clusters Score: Raw -509689.971071 + Penalty 3968.339653 = -505721.631418 nChanged 47 SP:Iteration 11Q (8366.270000 sec): 3 clusters Score: Raw -509720.690306 + Penalty 3968.339653 = -505752.350653 nChanged 51 SP:Iteration 12Q (8366.420000 sec): 3 clusters Score: Raw -509755.187392 + Penalty 3968.339653 = -505786.847739 nChanged 43 SP:Iteration 13Q (8366.610000 sec): 3 clusters Score: Raw -509781.819901 + Penalty 3968.339653 = -505813.480248 nChanged 43 SP:Iteration 14Q (8366.810000 sec): 3 clusters Score: Raw -509809.606623 + Penalty 3968.339653 = -505841.266970 nChanged 38 SP:Iteration 15Q (8367.060000 sec): 3 clusters Score: Raw -509834.015904 + Penalty 3968.339653 = -505865.676251 nChanged 28 SP:Iteration 16Q (8367.260000 sec): 3 clusters Score: Raw -509849.640045 + Penalty 3968.339653 = -505881.300391 nChanged 23 SP:Iteration 17Q (8367.440000 sec): 3 clusters Score: Raw -509861.335775 + Penalty 3968.339653 = -505892.996122 nChanged 15 SP:Iteration 18Q (8367.610000 sec): 3 clusters Score: Raw -509867.527429 + Penalty 3968.339653 = -505899.187776 nChanged 5 SP:Iteration 19Q (8367.860000 sec): 3 clusters Score: Raw -509869.246028 + Penalty 3968.339653 = -505900.906375 nChanged 2 SP:Iteration 20F (8368.050000 sec): 3 clusters Score: Raw -509869.738208 + Penalty 3968.339653 = -505901.398555 nChanged 2 SP:Iteration 21Q (8368.260000 sec): 3 clusters Score: Raw -509871.071281 + Penalty 3968.339653 = -505902.731628 nChanged 2 SP:Iteration 22Q (8368.450000 sec): 3 clusters Score: Raw -509871.494276 + Penalty 3968.339653 = -505903.154623 nChanged 0 SP:Iteration 23F (8368.660000 sec): 3 clusters Score: Raw -509871.494276 + Penalty 3968.339653 = -505903.154623 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 31 (33423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8368.910000 sec): 2 clusters Score: Raw -5830597.961907 + Penalty 2583.415892 = -5828014.546015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8369.220000 sec): 3 clusters Score: Raw -5810394.411274 + Penalty 5166.831784 = -5805227.579490 nChanged 15216 SP:Iteration 1F (8369.610000 sec): 3 clusters Score: Raw -5818556.800198 + Penalty 5166.831784 = -5813389.968414 nChanged 1502 SP:Iteration 2Q (8369.960000 sec): 3 clusters Score: Raw -5818989.704134 + Penalty 5166.831784 = -5813822.872350 nChanged 1291 SP:Iteration 3Q (8370.340000 sec): 3 clusters Score: Raw -5819357.153185 + Penalty 5166.831784 = -5814190.321401 nChanged 1190 SP:Iteration 4Q (8370.730000 sec): 3 clusters Score: Raw -5819697.014061 + Penalty 5166.831784 = -5814530.182277 nChanged 1099 SP:Iteration 5Q (8371.090000 sec): 3 clusters Score: Raw -5820047.187986 + Penalty 5166.831784 = -5814880.356202 nChanged 1158 SP:Iteration 6Q (8371.460000 sec): 3 clusters Score: Raw -5820463.810769 + Penalty 5166.831784 = -5815296.978985 nChanged 1248 SP:Iteration 7Q (8371.870000 sec): 3 clusters Score: Raw -5820996.517045 + Penalty 5166.831784 = -5815829.685261 nChanged 1448 SP:Iteration 8Q (8372.240000 sec): 3 clusters Score: Raw -5821795.218757 + Penalty 5166.831784 = -5816628.386973 nChanged 1719 SP:Iteration 9F (8372.590000 sec): 3 clusters Score: Raw -5822960.850464 + Penalty 5166.831784 = -5817794.018680 nChanged 1952 SP:Iteration 10F (8372.960000 sec): 3 clusters Score: Raw -5824423.536687 + Penalty 5166.831784 = -5819256.704903 nChanged 1936 SP:Iteration 11F (8373.380000 sec): 3 clusters Score: Raw -5826029.170196 + Penalty 5166.831784 = -5820862.338412 nChanged 1786 SP:Iteration 12F (8373.680000 sec): 3 clusters Score: Raw -5827436.837706 + Penalty 5166.831784 = -5822270.005922 nChanged 1433 SP:Iteration 13Q (8374.000000 sec): 3 clusters Score: Raw -5828552.758600 + Penalty 5166.831784 = -5823385.926816 nChanged 1070 SP:Iteration 14Q (8374.390000 sec): 3 clusters Score: Raw -5829383.762094 + Penalty 5166.831784 = -5824216.930310 nChanged 725 SP:Iteration 15Q (8374.740000 sec): 3 clusters Score: Raw -5829925.265878 + Penalty 5166.831784 = -5824758.434094 nChanged 502 SP:Iteration 16Q (8375.110000 sec): 3 clusters Score: Raw -5830281.123040 + Penalty 5166.831784 = -5825114.291256 nChanged 327 SP:Iteration 17Q (8375.450000 sec): 3 clusters Score: Raw -5830512.713381 + Penalty 5166.831784 = -5825345.881597 nChanged 228 SP:Iteration 18Q (8375.750000 sec): 3 clusters Score: Raw -5830659.645459 + Penalty 5166.831784 = -5825492.813675 nChanged 156 SP:Iteration 19Q (8376.040000 sec): 3 clusters Score: Raw -5830758.587346 + Penalty 5166.831784 = -5825591.755562 nChanged 88 SP:Iteration 20F (8376.420000 sec): 3 clusters Score: Raw -5830817.722776 + Penalty 5166.831784 = -5825650.890992 nChanged 72 SP:Iteration 21Q (8376.700000 sec): 3 clusters Score: Raw -5830874.431398 + Penalty 5166.831784 = -5825707.599613 nChanged 59 SP:Iteration 22Q (8377.060000 sec): 3 clusters Score: Raw -5830913.874414 + Penalty 5166.831784 = -5825747.042630 nChanged 43 SP:Iteration 23Q (8377.380000 sec): 3 clusters Score: Raw -5830943.092312 + Penalty 5166.831784 = -5825776.260527 nChanged 29 SP:Iteration 24Q (8377.730000 sec): 3 clusters Score: Raw -5830963.283896 + Penalty 5166.831784 = -5825796.452112 nChanged 21 SP:Iteration 25Q (8378.080000 sec): 3 clusters Score: Raw -5830977.203027 + Penalty 5166.831784 = -5825810.371242 nChanged 18 SP:Iteration 26Q (8378.420000 sec): 3 clusters Score: Raw -5830990.923594 + Penalty 5166.831784 = -5825824.091810 nChanged 11 SP:Iteration 27Q (8378.730000 sec): 3 clusters Score: Raw -5830998.211110 + Penalty 5166.831784 = -5825831.379326 nChanged 11 SP:Iteration 28Q (8379.080000 sec): 3 clusters Score: Raw -5831007.510724 + Penalty 5166.831784 = -5825840.678940 nChanged 14 SP:Iteration 29Q (8379.370000 sec): 3 clusters Score: Raw -5831019.696752 + Penalty 5166.831784 = -5825852.864968 nChanged 14 SP:Iteration 30Q (8379.650000 sec): 3 clusters Score: Raw -5831028.998134 + Penalty 5166.831784 = -5825862.166350 nChanged 8 SP:Iteration 31Q (8380.000000 sec): 3 clusters Score: Raw -5831034.068278 + Penalty 5166.831784 = -5825867.236494 nChanged 5 SP:Iteration 32Q (8380.310000 sec): 3 clusters Score: Raw -5831039.226846 + Penalty 5166.831784 = -5825872.395062 nChanged 9 SP:Iteration 33Q (8380.640000 sec): 3 clusters Score: Raw -5831045.138932 + Penalty 5166.831784 = -5825878.307148 nChanged 3 SP:Iteration 34Q (8380.940000 sec): 3 clusters Score: Raw -5831046.339340 + Penalty 5166.831784 = -5825879.507556 nChanged 3 SP:Iteration 35Q (8381.240000 sec): 3 clusters Score: Raw -5831049.544931 + Penalty 5166.831784 = -5825882.713147 nChanged 2 SP:Iteration 36Q (8381.510000 sec): 3 clusters Score: Raw -5831051.632947 + Penalty 5166.831784 = -5825884.801163 nChanged 1 SP:Iteration 37Q (8381.830000 sec): 3 clusters Score: Raw -5831052.188227 + Penalty 5166.831784 = -5825885.356443 nChanged 1 SP:Iteration 38Q (8382.180000 sec): 3 clusters Score: Raw -5831052.382724 + Penalty 5166.831784 = -5825885.550940 nChanged 1 SP:Iteration 39Q (8382.520000 sec): 3 clusters Score: Raw -5831052.949862 + Penalty 5166.831784 = -5825886.118078 nChanged 1 SP:Iteration 40F (8382.860000 sec): 3 clusters Score: Raw -5831053.408762 + Penalty 5166.831784 = -5825886.576978 nChanged 2 SP:Iteration 41Q (8383.130000 sec): 3 clusters Score: Raw -5831054.472566 + Penalty 5166.831784 = -5825887.640782 nChanged 1 SP:Iteration 42Q (8383.480000 sec): 3 clusters Score: Raw -5831054.839795 + Penalty 5166.831784 = -5825888.008011 nChanged 2 SP:Iteration 43Q (8383.770000 sec): 3 clusters Score: Raw -5831056.073995 + Penalty 5166.831784 = -5825889.242211 nChanged 2 SP:Iteration 44Q (8384.100000 sec): 3 clusters Score: Raw -5831057.568753 + Penalty 5166.831784 = -5825890.736969 nChanged 2 SP:Iteration 45Q (8384.460000 sec): 3 clusters Score: Raw -5831058.193075 + Penalty 5166.831784 = -5825891.361291 nChanged 1 SP:Iteration 46Q (8384.760000 sec): 3 clusters Score: Raw -5831059.177295 + Penalty 5166.831784 = -5825892.345510 nChanged 0 SP:Iteration 47F (8385.100000 sec): 3 clusters Score: Raw -5831059.177295 + Penalty 5166.831784 = -5825892.345510 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 32 (3357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8385.210000 sec): 2 clusters Score: Raw -602117.773962 + Penalty 2013.463143 = -600104.310819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8385.460000 sec): 3 clusters Score: Raw -600644.630463 + Penalty 4026.926287 = -596617.704176 nChanged 1207 SP:Iteration 1F (8385.660000 sec): 3 clusters Score: Raw -601373.871289 + Penalty 4026.926287 = -597346.945003 nChanged 255 SP:Iteration 2F (8385.890000 sec): 3 clusters Score: Raw -601548.191185 + Penalty 4026.926287 = -597521.264898 nChanged 179 SP:Iteration 3F (8386.100000 sec): 3 clusters Score: Raw -601677.828485 + Penalty 4026.926287 = -597650.902198 nChanged 141 SP:Iteration 4Q (8386.270000 sec): 3 clusters Score: Raw -601780.006178 + Penalty 4026.926287 = -597753.079892 nChanged 104 SP:Iteration 5Q (8386.470000 sec): 3 clusters Score: Raw -601865.035523 + Penalty 4026.926287 = -597838.109236 nChanged 98 SP:Iteration 6Q (8386.680000 sec): 3 clusters Score: Raw -601947.941557 + Penalty 4026.926287 = -597921.015271 nChanged 99 SP:Iteration 7Q (8386.900000 sec): 3 clusters Score: Raw -602028.981831 + Penalty 4026.926287 = -598002.055545 nChanged 100 SP:Iteration 8Q (8387.120000 sec): 3 clusters Score: Raw -602113.160441 + Penalty 4026.926287 = -598086.234154 nChanged 93 SP:Iteration 9Q (8387.310000 sec): 3 clusters Score: Raw -602196.024138 + Penalty 4026.926287 = -598169.097851 nChanged 113 SP:Iteration 10Q (8387.510000 sec): 3 clusters Score: Raw -602284.171666 + Penalty 4026.926287 = -598257.245380 nChanged 105 SP:Iteration 11Q (8387.760000 sec): 3 clusters Score: Raw -602368.687424 + Penalty 4026.926287 = -598341.761137 nChanged 110 SP:Iteration 12Q (8387.940000 sec): 3 clusters Score: Raw -602453.442616 + Penalty 4026.926287 = -598426.516329 nChanged 95 SP:Iteration 13Q (8388.130000 sec): 3 clusters Score: Raw -602516.165386 + Penalty 4026.926287 = -598489.239100 nChanged 80 SP:Iteration 14Q (8388.320000 sec): 3 clusters Score: Raw -602567.897463 + Penalty 4026.926287 = -598540.971176 nChanged 70 SP:Iteration 15Q (8388.520000 sec): 3 clusters Score: Raw -602613.836550 + Penalty 4026.926287 = -598586.910263 nChanged 79 SP:Iteration 16Q (8388.700000 sec): 3 clusters Score: Raw -602664.463208 + Penalty 4026.926287 = -598637.536921 nChanged 62 SP:Iteration 17Q (8388.860000 sec): 3 clusters Score: Raw -602699.989524 + Penalty 4026.926287 = -598673.063238 nChanged 54 SP:Iteration 18Q (8389.060000 sec): 3 clusters Score: Raw -602730.073621 + Penalty 4026.926287 = -598703.147335 nChanged 38 SP:Iteration 19Q (8389.270000 sec): 3 clusters Score: Raw -602748.315865 + Penalty 4026.926287 = -598721.389578 nChanged 38 SP:Iteration 20F (8389.450000 sec): 3 clusters Score: Raw -602767.799623 + Penalty 4026.926287 = -598740.873337 nChanged 31 SP:Iteration 21Q (8389.640000 sec): 3 clusters Score: Raw -602784.305803 + Penalty 4026.926287 = -598757.379517 nChanged 20 SP:Iteration 22Q (8389.840000 sec): 3 clusters Score: Raw -602792.219625 + Penalty 4026.926287 = -598765.293338 nChanged 13 SP:Iteration 23Q (8390.020000 sec): 3 clusters Score: Raw -602795.600291 + Penalty 4026.926287 = -598768.674004 nChanged 10 SP:Iteration 24Q (8390.230000 sec): 3 clusters Score: Raw -602799.196863 + Penalty 4026.926287 = -598772.270577 nChanged 6 SP:Iteration 25Q (8390.400000 sec): 3 clusters Score: Raw -602800.911179 + Penalty 4026.926287 = -598773.984893 nChanged 6 SP:Iteration 26Q (8390.610000 sec): 3 clusters Score: Raw -602803.632453 + Penalty 4026.926287 = -598776.706166 nChanged 7 SP:Iteration 27Q (8390.800000 sec): 3 clusters Score: Raw -602806.285072 + Penalty 4026.926287 = -598779.358786 nChanged 7 SP:Iteration 28Q (8390.980000 sec): 3 clusters Score: Raw -602810.638070 + Penalty 4026.926287 = -598783.711783 nChanged 7 SP:Iteration 29Q (8391.170000 sec): 3 clusters Score: Raw -602813.492959 + Penalty 4026.926287 = -598786.566673 nChanged 1 SP:Iteration 30Q (8391.340000 sec): 3 clusters Score: Raw -602814.126382 + Penalty 4026.926287 = -598787.200095 nChanged 2 SP:Iteration 31Q (8391.520000 sec): 3 clusters Score: Raw -602814.925219 + Penalty 4026.926287 = -598787.998933 nChanged 2 SP:Iteration 32Q (8391.740000 sec): 3 clusters Score: Raw -602815.549784 + Penalty 4026.926287 = -598788.623498 nChanged 0 SP:Iteration 33F (8391.940000 sec): 3 clusters Score: Raw -602815.549784 + Penalty 4026.926287 = -598788.623498 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 33 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8392.050000 sec): 2 clusters Score: Raw -69498.648824 + Penalty 1473.814245 = -68024.834579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8392.200000 sec): 3 clusters Score: Raw -69617.638929 + Penalty 2947.628490 = -66670.010439 nChanged 69 SP:Iteration 1F (8392.390000 sec): 3 clusters Score: Raw -69791.765832 + Penalty 2947.628490 = -66844.137342 nChanged 14 SP:Iteration 2Q (8392.530000 sec): 3 clusters Score: Raw -69837.057398 + Penalty 2947.628490 = -66889.428908 nChanged 6 SP:Iteration 3Q (8392.710000 sec): 3 clusters Score: Raw -69856.339004 + Penalty 2947.628490 = -66908.710514 nChanged 1 SP:Iteration 4Q (8392.870000 sec): 3 clusters Score: Raw -69861.218630 + Penalty 2947.628490 = -66913.590140 nChanged 0 SP:Iteration 5F (8393.050000 sec): 3 clusters Score: Raw -69861.218630 + Penalty 2947.628490 = -66913.590140 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 34 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8393.170000 sec): 2 clusters Score: Raw -94862.733334 + Penalty 1588.496658 = -93274.236677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8393.320000 sec): 3 clusters Score: Raw -94949.282366 + Penalty 3176.993315 = -91772.289050 nChanged 166 SP:Iteration 1F (8393.530000 sec): 3 clusters Score: Raw -95434.232590 + Penalty 3176.993315 = -92257.239275 nChanged 57 SP:Iteration 2F (8393.700000 sec): 3 clusters Score: Raw -95616.792654 + Penalty 3176.993315 = -92439.799339 nChanged 23 SP:Iteration 3Q (8393.890000 sec): 3 clusters Score: Raw -95696.423935 + Penalty 3176.993315 = -92519.430620 nChanged 13 SP:Iteration 4Q (8394.070000 sec): 3 clusters Score: Raw -95722.963358 + Penalty 3176.993315 = -92545.970043 nChanged 8 SP:Iteration 5Q (8394.220000 sec): 3 clusters Score: Raw -95765.160526 + Penalty 3176.993315 = -92588.167211 nChanged 15 SP:Iteration 6Q (8394.430000 sec): 3 clusters Score: Raw -95810.383103 + Penalty 3176.993315 = -92633.389788 nChanged 10 SP:Iteration 7Q (8394.580000 sec): 3 clusters Score: Raw -95831.700560 + Penalty 3176.993315 = -92654.707244 nChanged 11 SP:Iteration 8Q (8394.770000 sec): 3 clusters Score: Raw -95859.165879 + Penalty 3176.993315 = -92682.172564 nChanged 2 SP:Iteration 9Q (8394.970000 sec): 3 clusters Score: Raw -95870.928940 + Penalty 3176.993315 = -92693.935625 nChanged 0 SP:Iteration 10F (8395.100000 sec): 3 clusters Score: Raw -95870.928940 + Penalty 3176.993315 = -92693.935625 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 35 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8395.220000 sec): 2 clusters Score: Raw -87660.273239 + Penalty 1554.735878 = -86105.537360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8395.360000 sec): 3 clusters Score: Raw -87689.280898 + Penalty 3109.471757 = -84579.809141 nChanged 93 SP:Iteration 1F (8395.570000 sec): 3 clusters Score: Raw -87899.502403 + Penalty 3109.471757 = -84790.030647 nChanged 37 SP:Iteration 2F (8395.730000 sec): 3 clusters Score: Raw -88020.110194 + Penalty 3109.471757 = -84910.638437 nChanged 31 SP:Iteration 3F (8395.920000 sec): 3 clusters Score: Raw -88095.099179 + Penalty 3109.471757 = -84985.627423 nChanged 25 SP:Iteration 4Q (8396.060000 sec): 3 clusters Score: Raw -88178.150622 + Penalty 3109.471757 = -85068.678865 nChanged 17 SP:Iteration 5Q (8396.210000 sec): 3 clusters Score: Raw -88225.269466 + Penalty 3109.471757 = -85115.797709 nChanged 10 SP:Iteration 6Q (8396.400000 sec): 3 clusters Score: Raw -88249.225645 + Penalty 3109.471757 = -85139.753889 nChanged 7 SP:Iteration 7Q (8396.600000 sec): 3 clusters Score: Raw -88287.010607 + Penalty 3109.471757 = -85177.538850 nChanged 5 SP:Iteration 8Q (8396.760000 sec): 3 clusters Score: Raw -88306.197483 + Penalty 3109.471757 = -85196.725727 nChanged 4 SP:Iteration 9Q (8396.930000 sec): 3 clusters Score: Raw -88320.501873 + Penalty 3109.471757 = -85211.030117 nChanged 6 SP:Iteration 10Q (8397.120000 sec): 3 clusters Score: Raw -88334.030094 + Penalty 3109.471757 = -85224.558338 nChanged 1 SP:Iteration 11Q (8397.280000 sec): 3 clusters Score: Raw -88336.466267 + Penalty 3109.471757 = -85226.994510 nChanged 0 SP:Iteration 12F (8397.490000 sec): 3 clusters Score: Raw -88336.466267 + Penalty 3109.471757 = -85226.994510 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 36 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8397.580000 sec): 2 clusters Score: Raw -35644.403921 + Penalty 1346.477716 = -34297.926205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8397.740000 sec): 3 clusters Score: Raw -35833.570747 + Penalty 2692.955432 = -33140.615315 nChanged 20 SP:Iteration 1F (8397.940000 sec): 3 clusters Score: Raw -35945.023505 + Penalty 2692.955432 = -33252.068073 nChanged 8 SP:Iteration 2Q (8398.140000 sec): 3 clusters Score: Raw -35989.187550 + Penalty 2692.955432 = -33296.232118 nChanged 10 SP:Iteration 3Q (8398.290000 sec): 3 clusters Score: Raw -36060.207086 + Penalty 2692.955432 = -33367.251654 nChanged 6 SP:Iteration 4Q (8398.440000 sec): 3 clusters Score: Raw -36105.232209 + Penalty 2692.955432 = -33412.276777 nChanged 2 SP:Iteration 5Q (8398.620000 sec): 3 clusters Score: Raw -36119.958340 + Penalty 2692.955432 = -33427.002908 nChanged 2 SP:Iteration 6Q (8398.820000 sec): 3 clusters Score: Raw -36137.129754 + Penalty 2692.955432 = -33444.174322 nChanged 1 SP:Iteration 7Q (8398.970000 sec): 3 clusters Score: Raw -36146.885807 + Penalty 2692.955432 = -33453.930375 nChanged 2 SP:Iteration 8Q (8399.160000 sec): 3 clusters Score: Raw -36164.246701 + Penalty 2692.955432 = -33471.291269 nChanged 3 SP:Iteration 9Q (8399.330000 sec): 3 clusters Score: Raw -36176.587791 + Penalty 2692.955432 = -33483.632359 nChanged 1 SP:Iteration 10Q (8399.550000 sec): 3 clusters Score: Raw -36180.962410 + Penalty 2692.955432 = -33488.006978 nChanged 0 SP:Iteration 11F (8399.710000 sec): 3 clusters Score: Raw -36180.962410 + Penalty 2692.955432 = -33488.006978 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 37 (1448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8399.800000 sec): 2 clusters Score: Raw -244597.109476 + Penalty 1804.928766 = -242792.180710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8400.000000 sec): 3 clusters Score: Raw -244123.928325 + Penalty 3609.857532 = -240514.070792 nChanged 427 SP:Iteration 1F (8400.190000 sec): 3 clusters Score: Raw -244539.979998 + Penalty 3609.857532 = -240930.122466 nChanged 127 SP:Iteration 2F (8400.360000 sec): 3 clusters Score: Raw -244728.637603 + Penalty 3609.857532 = -241118.780071 nChanged 100 SP:Iteration 3F (8400.550000 sec): 3 clusters Score: Raw -244897.562569 + Penalty 3609.857532 = -241287.705036 nChanged 74 SP:Iteration 4F (8400.720000 sec): 3 clusters Score: Raw -245020.340226 + Penalty 3609.857532 = -241410.482693 nChanged 62 SP:Iteration 5Q (8400.940000 sec): 3 clusters Score: Raw -245129.452627 + Penalty 3609.857532 = -241519.595095 nChanged 52 SP:Iteration 6Q (8401.080000 sec): 3 clusters Score: Raw -245216.824904 + Penalty 3609.857532 = -241606.967371 nChanged 37 SP:Iteration 7Q (8401.250000 sec): 3 clusters Score: Raw -245293.627650 + Penalty 3609.857532 = -241683.770117 nChanged 31 SP:Iteration 8Q (8401.480000 sec): 3 clusters Score: Raw -245354.169948 + Penalty 3609.857532 = -241744.312416 nChanged 27 SP:Iteration 9Q (8401.660000 sec): 3 clusters Score: Raw -245385.353711 + Penalty 3609.857532 = -241775.496179 nChanged 16 SP:Iteration 10Q (8401.840000 sec): 3 clusters Score: Raw -245405.131137 + Penalty 3609.857532 = -241795.273605 nChanged 7 SP:Iteration 11Q (8402.010000 sec): 3 clusters Score: Raw -245415.166382 + Penalty 3609.857532 = -241805.308850 nChanged 13 SP:Iteration 12Q (8402.190000 sec): 3 clusters Score: Raw -245436.871131 + Penalty 3609.857532 = -241827.013598 nChanged 14 SP:Iteration 13Q (8402.380000 sec): 3 clusters Score: Raw -245451.537042 + Penalty 3609.857532 = -241841.679510 nChanged 10 SP:Iteration 14Q (8402.530000 sec): 3 clusters Score: Raw -245465.899668 + Penalty 3609.857532 = -241856.042136 nChanged 7 SP:Iteration 15Q (8402.750000 sec): 3 clusters Score: Raw -245471.163690 + Penalty 3609.857532 = -241861.306157 nChanged 3 SP:Iteration 16Q (8402.920000 sec): 3 clusters Score: Raw -245473.945670 + Penalty 3609.857532 = -241864.088137 nChanged 3 SP:Iteration 17Q (8403.110000 sec): 3 clusters Score: Raw -245477.145474 + Penalty 3609.857532 = -241867.287942 nChanged 1 SP:Iteration 18Q (8403.310000 sec): 3 clusters Score: Raw -245477.495308 + Penalty 3609.857532 = -241867.637776 nChanged 0 SP:Iteration 19F (8403.480000 sec): 3 clusters Score: Raw -245477.495308 + Penalty 3609.857532 = -241867.637776 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 38 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8403.600000 sec): 2 clusters Score: Raw -32859.697570 + Penalty 1334.214544 = -31525.483026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8403.820000 sec): 3 clusters Score: Raw -33088.186922 + Penalty 2668.429087 = -30419.757835 nChanged 24 SP:Iteration 1F (8404.030000 sec): 3 clusters Score: Raw -33189.217557 + Penalty 2668.429087 = -30520.788470 nChanged 5 SP:Iteration 2Q (8404.190000 sec): 3 clusters Score: Raw -33219.812035 + Penalty 2668.429087 = -30551.382948 nChanged 3 SP:Iteration 3Q (8404.350000 sec): 3 clusters Score: Raw -33250.572258 + Penalty 2668.429087 = -30582.143171 nChanged 3 SP:Iteration 4Q (8404.540000 sec): 3 clusters Score: Raw -33313.814064 + Penalty 2668.429087 = -30645.384976 nChanged 4 SP:Iteration 5Q (8404.730000 sec): 3 clusters Score: Raw -33357.397238 + Penalty 2668.429087 = -30688.968150 nChanged 2 SP:Iteration 6Q (8404.960000 sec): 3 clusters Score: Raw -33439.715511 + Penalty 2668.429087 = -30771.286423 nChanged 3 SP:Iteration 7Q (8405.140000 sec): 3 clusters Score: Raw -33464.820713 + Penalty 2668.429087 = -30796.391626 nChanged 2 SP:Iteration 8Q (8405.370000 sec): 3 clusters Score: Raw -33483.989523 + Penalty 2668.429087 = -30815.560435 nChanged 2 SP:Iteration 9Q (8405.610000 sec): 3 clusters Score: Raw -33489.631870 + Penalty 2668.429087 = -30821.202783 nChanged 0 SP:Iteration 10F (8405.810000 sec): 3 clusters Score: Raw -33489.631870 + Penalty 2668.429087 = -30821.202783 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 39 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8405.920000 sec): 2 clusters Score: Raw -16357.636411 + Penalty 1308.972435 = -15048.663975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8406.080000 sec): 3 clusters Score: Raw -16740.928589 + Penalty 2617.944871 = -14122.983718 nChanged 20 SP:Iteration 1F (8406.280000 sec): 3 clusters Score: Raw -16839.584298 + Penalty 2617.944871 = -14221.639427 nChanged 6 SP:Iteration 2Q (8406.480000 sec): 3 clusters Score: Raw -16871.532111 + Penalty 2617.944871 = -14253.587240 nChanged 2 SP:Iteration 3Q (8406.670000 sec): 3 clusters Score: Raw -16881.814481 + Penalty 2617.944871 = -14263.869610 nChanged 0 SP:Iteration 4F (8406.880000 sec): 3 clusters Score: Raw -16881.814481 + Penalty 2617.944871 = -14263.869610 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 40 (3483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8406.980000 sec): 2 clusters Score: Raw -591060.628067 + Penalty 2022.601019 = -589038.027048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8407.200000 sec): 3 clusters Score: Raw -589504.293443 + Penalty 4045.202038 = -585459.091405 nChanged 1223 SP:Iteration 1F (8407.420000 sec): 3 clusters Score: Raw -590255.406802 + Penalty 4045.202038 = -586210.204764 nChanged 286 SP:Iteration 2F (8407.600000 sec): 3 clusters Score: Raw -590470.494481 + Penalty 4045.202038 = -586425.292443 nChanged 200 SP:Iteration 3F (8407.800000 sec): 3 clusters Score: Raw -590631.347007 + Penalty 4045.202038 = -586586.144969 nChanged 174 SP:Iteration 4Q (8408.000000 sec): 3 clusters Score: Raw -590786.025665 + Penalty 4045.202038 = -586740.823627 nChanged 126 SP:Iteration 5Q (8408.180000 sec): 3 clusters Score: Raw -590888.901749 + Penalty 4045.202038 = -586843.699710 nChanged 118 SP:Iteration 6Q (8408.360000 sec): 3 clusters Score: Raw -590973.350850 + Penalty 4045.202038 = -586928.148812 nChanged 104 SP:Iteration 7Q (8408.550000 sec): 3 clusters Score: Raw -591041.465341 + Penalty 4045.202038 = -586996.263303 nChanged 83 SP:Iteration 8Q (8408.730000 sec): 3 clusters Score: Raw -591096.980645 + Penalty 4045.202038 = -587051.778607 nChanged 75 SP:Iteration 9Q (8408.920000 sec): 3 clusters Score: Raw -591145.734300 + Penalty 4045.202038 = -587100.532262 nChanged 63 SP:Iteration 10Q (8409.110000 sec): 3 clusters Score: Raw -591188.196937 + Penalty 4045.202038 = -587142.994899 nChanged 46 SP:Iteration 11Q (8409.330000 sec): 3 clusters Score: Raw -591215.034936 + Penalty 4045.202038 = -587169.832898 nChanged 48 SP:Iteration 12Q (8409.490000 sec): 3 clusters Score: Raw -591237.976593 + Penalty 4045.202038 = -587192.774555 nChanged 52 SP:Iteration 13Q (8409.700000 sec): 3 clusters Score: Raw -591262.177361 + Penalty 4045.202038 = -587216.975322 nChanged 33 SP:Iteration 14Q (8409.880000 sec): 3 clusters Score: Raw -591279.793242 + Penalty 4045.202038 = -587234.591204 nChanged 21 SP:Iteration 15Q (8410.080000 sec): 3 clusters Score: Raw -591290.848349 + Penalty 4045.202038 = -587245.646311 nChanged 28 SP:Iteration 16Q (8410.280000 sec): 3 clusters Score: Raw -591304.790602 + Penalty 4045.202038 = -587259.588564 nChanged 22 SP:Iteration 17Q (8410.490000 sec): 3 clusters Score: Raw -591314.499959 + Penalty 4045.202038 = -587269.297921 nChanged 23 SP:Iteration 18Q (8410.660000 sec): 3 clusters Score: Raw -591325.927386 + Penalty 4045.202038 = -587280.725348 nChanged 20 SP:Iteration 19Q (8410.870000 sec): 3 clusters Score: Raw -591335.438609 + Penalty 4045.202038 = -587290.236571 nChanged 22 SP:Iteration 20F (8411.040000 sec): 3 clusters Score: Raw -591345.296137 + Penalty 4045.202038 = -587300.094099 nChanged 16 SP:Iteration 21Q (8411.260000 sec): 3 clusters Score: Raw -591351.761903 + Penalty 4045.202038 = -587306.559865 nChanged 15 SP:Iteration 22Q (8411.450000 sec): 3 clusters Score: Raw -591359.215282 + Penalty 4045.202038 = -587314.013244 nChanged 11 SP:Iteration 23Q (8411.620000 sec): 3 clusters Score: Raw -591365.638332 + Penalty 4045.202038 = -587320.436294 nChanged 7 SP:Iteration 24Q (8411.850000 sec): 3 clusters Score: Raw -591368.352397 + Penalty 4045.202038 = -587323.150359 nChanged 8 SP:Iteration 25Q (8412.050000 sec): 3 clusters Score: Raw -591371.927236 + Penalty 4045.202038 = -587326.725198 nChanged 7 SP:Iteration 26Q (8412.270000 sec): 3 clusters Score: Raw -591374.618242 + Penalty 4045.202038 = -587329.416204 nChanged 5 SP:Iteration 27Q (8412.440000 sec): 3 clusters Score: Raw -591376.056160 + Penalty 4045.202038 = -587330.854122 nChanged 2 SP:Iteration 28Q (8412.630000 sec): 3 clusters Score: Raw -591376.860871 + Penalty 4045.202038 = -587331.658833 nChanged 2 SP:Iteration 29Q (8412.820000 sec): 3 clusters Score: Raw -591377.590183 + Penalty 4045.202038 = -587332.388145 nChanged 3 SP:Iteration 30Q (8413.010000 sec): 3 clusters Score: Raw -591378.507907 + Penalty 4045.202038 = -587333.305869 nChanged 1 SP:Iteration 31Q (8413.210000 sec): 3 clusters Score: Raw -591378.803854 + Penalty 4045.202038 = -587333.601816 nChanged 1 SP:Iteration 32Q (8413.430000 sec): 3 clusters Score: Raw -591379.058633 + Penalty 4045.202038 = -587333.856595 nChanged 1 SP:Iteration 33Q (8413.630000 sec): 3 clusters Score: Raw -591379.727887 + Penalty 4045.202038 = -587334.525849 nChanged 1 SP:Iteration 34Q (8413.780000 sec): 3 clusters Score: Raw -591380.054372 + Penalty 4045.202038 = -587334.852334 nChanged 2 SP:Iteration 35Q (8413.950000 sec): 3 clusters Score: Raw -591380.621569 + Penalty 4045.202038 = -587335.419531 nChanged 2 SP:Iteration 36Q (8414.140000 sec): 3 clusters Score: Raw -591381.380083 + Penalty 4045.202038 = -587336.178045 nChanged 4 SP:Iteration 37Q (8414.320000 sec): 3 clusters Score: Raw -591383.143756 + Penalty 4045.202038 = -587337.941717 nChanged 6 SP:Iteration 38Q (8414.510000 sec): 3 clusters Score: Raw -591386.181482 + Penalty 4045.202038 = -587340.979444 nChanged 4 SP:Iteration 39Q (8414.730000 sec): 3 clusters Score: Raw -591388.039353 + Penalty 4045.202038 = -587342.837315 nChanged 2 SP:Iteration 40F (8414.940000 sec): 3 clusters Score: Raw -591388.688078 + Penalty 4045.202038 = -587343.486040 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 41 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8415.030000 sec): 2 clusters Score: Raw -37383.976111 + Penalty 1368.328318 = -36015.647792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8415.230000 sec): 3 clusters Score: Raw -37627.895274 + Penalty 2736.656637 = -34891.238638 nChanged 35 SP:Iteration 1F (8415.400000 sec): 3 clusters Score: Raw -37855.682947 + Penalty 2736.656637 = -35119.026310 nChanged 11 SP:Iteration 2Q (8415.630000 sec): 3 clusters Score: Raw -37896.863113 + Penalty 2736.656637 = -35160.206476 nChanged 3 SP:Iteration 3Q (8415.800000 sec): 3 clusters Score: Raw -37904.892014 + Penalty 2736.656637 = -35168.235378 nChanged 2 SP:Iteration 4Q (8416.010000 sec): 3 clusters Score: Raw -37911.227852 + Penalty 2736.656637 = -35174.571216 nChanged 2 SP:Iteration 5Q (8416.240000 sec): 3 clusters Score: Raw -37921.082260 + Penalty 2736.656637 = -35184.425623 nChanged 0 SP:Iteration 6F (8416.410000 sec): 3 clusters Score: Raw -37921.082260 + Penalty 2736.656637 = -35184.425623 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 42 (49222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8416.740000 sec): 2 clusters Score: Raw -9294254.692808 + Penalty 2679.415797 = -9291575.277011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8417.160000 sec): 3 clusters Score: Raw -9263597.078187 + Penalty 5358.831595 = -9258238.246593 nChanged 22843 SP:Iteration 1F (8417.640000 sec): 3 clusters Score: Raw -9276334.534100 + Penalty 5358.831595 = -9270975.702505 nChanged 2002 SP:Iteration 2Q (8418.040000 sec): 3 clusters Score: Raw -9276873.468140 + Penalty 5358.831595 = -9271514.636546 nChanged 1813 SP:Iteration 3Q (8418.530000 sec): 3 clusters Score: Raw -9277346.621356 + Penalty 5358.831595 = -9271987.789761 nChanged 1693 SP:Iteration 4Q (8418.950000 sec): 3 clusters Score: Raw -9277802.880141 + Penalty 5358.831595 = -9272444.048547 nChanged 1697 SP:Iteration 5Q (8419.400000 sec): 3 clusters Score: Raw -9278315.419589 + Penalty 5358.831595 = -9272956.587994 nChanged 1796 SP:Iteration 6Q (8419.860000 sec): 3 clusters Score: Raw -9278969.028893 + Penalty 5358.831595 = -9273610.197298 nChanged 2046 SP:Iteration 7Q (8420.300000 sec): 3 clusters Score: Raw -9279840.328275 + Penalty 5358.831595 = -9274481.496681 nChanged 2392 SP:Iteration 8Q (8420.810000 sec): 3 clusters Score: Raw -9281078.818148 + Penalty 5358.831595 = -9275719.986554 nChanged 2862 SP:Iteration 9F (8421.210000 sec): 3 clusters Score: Raw -9282931.297859 + Penalty 5358.831595 = -9277572.466264 nChanged 3325 SP:Iteration 10F (8421.700000 sec): 3 clusters Score: Raw -9285505.439332 + Penalty 5358.831595 = -9280146.607737 nChanged 3489 SP:Iteration 11F (8422.130000 sec): 3 clusters Score: Raw -9288662.335120 + Penalty 5358.831595 = -9283303.503525 nChanged 2879 SP:Iteration 12F (8422.610000 sec): 3 clusters Score: Raw -9291495.197764 + Penalty 5358.831595 = -9286136.366169 nChanged 1767 SP:Iteration 13Q (8423.070000 sec): 3 clusters Score: Raw -9293225.706014 + Penalty 5358.831595 = -9287866.874420 nChanged 745 SP:Iteration 14Q (8423.530000 sec): 3 clusters Score: Raw -9293956.323566 + Penalty 5358.831595 = -9288597.491971 nChanged 277 SP:Iteration 15Q (8423.990000 sec): 3 clusters Score: Raw -9294272.113410 + Penalty 5358.831595 = -9288913.281815 nChanged 98 SP:Iteration 16Q (8424.390000 sec): 3 clusters Score: Raw -9294389.117745 + Penalty 5358.831595 = -9289030.286150 nChanged 49 SP:Iteration 17Q (8424.750000 sec): 3 clusters Score: Raw -9294450.154623 + Penalty 5358.831595 = -9289091.323029 nChanged 28 SP:Iteration 18Q (8425.100000 sec): 3 clusters Score: Raw -9294491.038840 + Penalty 5358.831595 = -9289132.207245 nChanged 20 SP:Iteration 19Q (8425.490000 sec): 3 clusters Score: Raw -9294522.994845 + Penalty 5358.831595 = -9289164.163250 nChanged 21 SP:Iteration 20F (8425.910000 sec): 3 clusters Score: Raw -9294548.834289 + Penalty 5358.831595 = -9289190.002694 nChanged 10 SP:Iteration 21Q (8426.380000 sec): 3 clusters Score: Raw -9294563.562823 + Penalty 5358.831595 = -9289204.731228 nChanged 7 SP:Iteration 22Q (8426.790000 sec): 3 clusters Score: Raw -9294571.892862 + Penalty 5358.831595 = -9289213.061267 nChanged 5 SP:Iteration 23Q (8427.290000 sec): 3 clusters Score: Raw -9294579.352966 + Penalty 5358.831595 = -9289220.521371 nChanged 7 SP:Iteration 24Q (8427.630000 sec): 3 clusters Score: Raw -9294590.689725 + Penalty 5358.831595 = -9289231.858130 nChanged 7 SP:Iteration 25Q (8428.060000 sec): 3 clusters Score: Raw -9294600.806259 + Penalty 5358.831595 = -9289241.974665 nChanged 6 SP:Iteration 26Q (8428.480000 sec): 3 clusters Score: Raw -9294608.665296 + Penalty 5358.831595 = -9289249.833701 nChanged 4 SP:Iteration 27Q (8428.870000 sec): 3 clusters Score: Raw -9294615.937925 + Penalty 5358.831595 = -9289257.106330 nChanged 2 SP:Iteration 28Q (8429.300000 sec): 3 clusters Score: Raw -9294618.615610 + Penalty 5358.831595 = -9289259.784015 nChanged 5 SP:Iteration 29Q (8429.700000 sec): 3 clusters Score: Raw -9294624.095259 + Penalty 5358.831595 = -9289265.263664 nChanged 1 SP:Iteration 30Q (8430.080000 sec): 3 clusters Score: Raw -9294624.924671 + Penalty 5358.831595 = -9289266.093076 nChanged 0 SP:Iteration 31F (8430.540000 sec): 3 clusters Score: Raw -9294624.924671 + Penalty 5358.831595 = -9289266.093076 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 43 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8430.640000 sec): 2 clusters Score: Raw -99653.962549 + Penalty 1591.349606 = -98062.612943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8430.820000 sec): 3 clusters Score: Raw -99665.126039 + Penalty 3182.699212 = -96482.426826 nChanged 131 SP:Iteration 1F (8431.010000 sec): 3 clusters Score: Raw -99925.226244 + Penalty 3182.699212 = -96742.527032 nChanged 33 SP:Iteration 2F (8431.200000 sec): 3 clusters Score: Raw -100009.141253 + Penalty 3182.699212 = -96826.442041 nChanged 17 SP:Iteration 3Q (8431.380000 sec): 3 clusters Score: Raw -100038.476888 + Penalty 3182.699212 = -96855.777676 nChanged 5 SP:Iteration 4Q (8431.560000 sec): 3 clusters Score: Raw -100046.153568 + Penalty 3182.699212 = -96863.454356 nChanged 5 SP:Iteration 5Q (8431.800000 sec): 3 clusters Score: Raw -100057.099030 + Penalty 3182.699212 = -96874.399818 nChanged 6 SP:Iteration 6Q (8431.980000 sec): 3 clusters Score: Raw -100069.509023 + Penalty 3182.699212 = -96886.809811 nChanged 2 SP:Iteration 7Q (8432.160000 sec): 3 clusters Score: Raw -100071.777659 + Penalty 3182.699212 = -96889.078446 nChanged 3 SP:Iteration 8Q (8432.380000 sec): 3 clusters Score: Raw -100075.010860 + Penalty 3182.699212 = -96892.311648 nChanged 1 SP:Iteration 9Q (8432.550000 sec): 3 clusters Score: Raw -100077.114005 + Penalty 3182.699212 = -96894.414793 nChanged 1 SP:Iteration 10Q (8432.740000 sec): 3 clusters Score: Raw -100078.009348 + Penalty 3182.699212 = -96895.310136 nChanged 0 SP:Iteration 11F (8432.950000 sec): 3 clusters Score: Raw -100078.009348 + Penalty 3182.699212 = -96895.310136 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 44 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8433.080000 sec): 2 clusters Score: Raw -104960.532922 + Penalty 1616.382476 = -103344.150446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8433.220000 sec): 3 clusters Score: Raw -104951.525834 + Penalty 3232.764951 = -101718.760883 nChanged 158 SP:Iteration 1F (8433.400000 sec): 3 clusters Score: Raw -105333.608894 + Penalty 3232.764951 = -102100.843942 nChanged 50 SP:Iteration 2F (8433.610000 sec): 3 clusters Score: Raw -105527.114502 + Penalty 3232.764951 = -102294.349551 nChanged 27 SP:Iteration 3Q (8433.810000 sec): 3 clusters Score: Raw -105623.283030 + Penalty 3232.764951 = -102390.518078 nChanged 23 SP:Iteration 4Q (8433.970000 sec): 3 clusters Score: Raw -105667.604917 + Penalty 3232.764951 = -102434.839966 nChanged 23 SP:Iteration 5Q (8434.180000 sec): 3 clusters Score: Raw -105750.469175 + Penalty 3232.764951 = -102517.704223 nChanged 14 SP:Iteration 6Q (8434.420000 sec): 3 clusters Score: Raw -105815.650106 + Penalty 3232.764951 = -102582.885154 nChanged 16 SP:Iteration 7Q (8434.620000 sec): 3 clusters Score: Raw -105870.358182 + Penalty 3232.764951 = -102637.593230 nChanged 18 SP:Iteration 8Q (8434.800000 sec): 3 clusters Score: Raw -105937.119396 + Penalty 3232.764951 = -102704.354444 nChanged 19 SP:Iteration 9Q (8435.010000 sec): 3 clusters Score: Raw -106015.036310 + Penalty 3232.764951 = -102782.271359 nChanged 11 SP:Iteration 10Q (8435.220000 sec): 3 clusters Score: Raw -106089.957698 + Penalty 3232.764951 = -102857.192747 nChanged 13 SP:Iteration 11Q (8435.440000 sec): 3 clusters Score: Raw -106154.403805 + Penalty 3232.764951 = -102921.638854 nChanged 11 SP:Iteration 12Q (8435.570000 sec): 3 clusters Score: Raw -106181.744676 + Penalty 3232.764951 = -102948.979725 nChanged 6 SP:Iteration 13Q (8435.730000 sec): 3 clusters Score: Raw -106193.986303 + Penalty 3232.764951 = -102961.221352 nChanged 3 SP:Iteration 14Q (8435.890000 sec): 3 clusters Score: Raw -106201.341204 + Penalty 3232.764951 = -102968.576252 nChanged 3 SP:Iteration 15Q (8436.040000 sec): 3 clusters Score: Raw -106205.815174 + Penalty 3232.764951 = -102973.050223 nChanged 1 SP:Iteration 16Q (8436.250000 sec): 3 clusters Score: Raw -106207.369733 + Penalty 3232.764951 = -102974.604782 nChanged 0 SP:Iteration 17F (8436.440000 sec): 3 clusters Score: Raw -106207.369733 + Penalty 3232.764951 = -102974.604782 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 45 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8436.520000 sec): 2 clusters Score: Raw -42074.812389 + Penalty 1397.427822 = -40677.384567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8436.710000 sec): 3 clusters Score: Raw -42404.898263 + Penalty 2794.855643 = -39610.042620 nChanged 47 SP:Iteration 1F (8436.860000 sec): 3 clusters Score: Raw -42646.378241 + Penalty 2794.855643 = -39851.522598 nChanged 15 SP:Iteration 2F (8437.030000 sec): 3 clusters Score: Raw -42756.417479 + Penalty 2794.855643 = -39961.561836 nChanged 9 SP:Iteration 3Q (8437.190000 sec): 3 clusters Score: Raw -42849.466269 + Penalty 2794.855643 = -40054.610626 nChanged 5 SP:Iteration 4Q (8437.380000 sec): 3 clusters Score: Raw -42934.813395 + Penalty 2794.855643 = -40139.957752 nChanged 6 SP:Iteration 5Q (8437.540000 sec): 3 clusters Score: Raw -42968.745688 + Penalty 2794.855643 = -40173.890045 nChanged 0 SP:Iteration 6F (8437.720000 sec): 3 clusters Score: Raw -42968.745688 + Penalty 2794.855643 = -40173.890045 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 46 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8437.840000 sec): 2 clusters Score: Raw -18900.679888 + Penalty 1295.985175 = -17604.694713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8437.980000 sec): 3 clusters Score: Raw -19321.443515 + Penalty 2591.970350 = -16729.473165 nChanged 29 SP:Iteration 1F (8438.180000 sec): 3 clusters Score: Raw -19462.890175 + Penalty 2591.970350 = -16870.919825 nChanged 10 SP:Iteration 2F (8438.390000 sec): 3 clusters Score: Raw -19504.779002 + Penalty 2591.970350 = -16912.808652 nChanged 4 SP:Iteration 3Q (8438.560000 sec): 3 clusters Score: Raw -19520.933351 + Penalty 2591.970350 = -16928.963000 nChanged 1 SP:Iteration 4Q (8438.750000 sec): 3 clusters Score: Raw -19522.848490 + Penalty 2591.970350 = -16930.878140 nChanged 0 SP:Iteration 5F (8438.970000 sec): 3 clusters Score: Raw -19522.848490 + Penalty 2591.970350 = -16930.878140 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 47 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8439.100000 sec): 2 clusters Score: Raw -104692.229812 + Penalty 1589.723371 = -103102.506441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8439.310000 sec): 3 clusters Score: Raw -104695.939998 + Penalty 3179.446741 = -101516.493257 nChanged 118 SP:Iteration 1F (8439.460000 sec): 3 clusters Score: Raw -104964.341919 + Penalty 3179.446741 = -101784.895177 nChanged 35 SP:Iteration 2F (8439.700000 sec): 3 clusters Score: Raw -105037.921305 + Penalty 3179.446741 = -101858.474563 nChanged 17 SP:Iteration 3Q (8439.940000 sec): 3 clusters Score: Raw -105073.743499 + Penalty 3179.446741 = -101894.296757 nChanged 20 SP:Iteration 4Q (8440.100000 sec): 3 clusters Score: Raw -105120.445165 + Penalty 3179.446741 = -101940.998423 nChanged 19 SP:Iteration 5Q (8440.300000 sec): 3 clusters Score: Raw -105162.176140 + Penalty 3179.446741 = -101982.729398 nChanged 15 SP:Iteration 6Q (8440.500000 sec): 3 clusters Score: Raw -105199.907991 + Penalty 3179.446741 = -102020.461249 nChanged 14 SP:Iteration 7Q (8440.660000 sec): 3 clusters Score: Raw -105234.447291 + Penalty 3179.446741 = -102055.000550 nChanged 11 SP:Iteration 8Q (8440.800000 sec): 3 clusters Score: Raw -105263.348426 + Penalty 3179.446741 = -102083.901685 nChanged 8 SP:Iteration 9Q (8440.970000 sec): 3 clusters Score: Raw -105286.317849 + Penalty 3179.446741 = -102106.871107 nChanged 10 SP:Iteration 10Q (8441.120000 sec): 3 clusters Score: Raw -105314.570612 + Penalty 3179.446741 = -102135.123870 nChanged 9 SP:Iteration 11Q (8441.280000 sec): 3 clusters Score: Raw -105331.398121 + Penalty 3179.446741 = -102151.951379 nChanged 7 SP:Iteration 12Q (8441.420000 sec): 3 clusters Score: Raw -105349.581902 + Penalty 3179.446741 = -102170.135161 nChanged 6 SP:Iteration 13Q (8441.620000 sec): 3 clusters Score: Raw -105360.792696 + Penalty 3179.446741 = -102181.345955 nChanged 2 SP:Iteration 14Q (8441.760000 sec): 3 clusters Score: Raw -105367.751338 + Penalty 3179.446741 = -102188.304596 nChanged 3 SP:Iteration 15Q (8441.940000 sec): 3 clusters Score: Raw -105374.782813 + Penalty 3179.446741 = -102195.336071 nChanged 3 SP:Iteration 16Q (8442.080000 sec): 3 clusters Score: Raw -105387.846751 + Penalty 3179.446741 = -102208.400010 nChanged 3 SP:Iteration 17Q (8442.290000 sec): 3 clusters Score: Raw -105396.486226 + Penalty 3179.446741 = -102217.039485 nChanged 2 SP:Iteration 18Q (8442.470000 sec): 3 clusters Score: Raw -105401.489577 + Penalty 3179.446741 = -102222.042836 nChanged 2 SP:Iteration 19Q (8442.670000 sec): 3 clusters Score: Raw -105406.311987 + Penalty 3179.446741 = -102226.865245 nChanged 5 SP:Iteration 20F (8442.870000 sec): 3 clusters Score: Raw -105422.462163 + Penalty 3179.446741 = -102243.015422 nChanged 5 SP:Iteration 21Q (8443.130000 sec): 3 clusters Score: Raw -105439.018070 + Penalty 3179.446741 = -102259.571328 nChanged 5 SP:Iteration 22Q (8443.300000 sec): 3 clusters Score: Raw -105451.917962 + Penalty 3179.446741 = -102272.471220 nChanged 2 SP:Iteration 23Q (8443.460000 sec): 3 clusters Score: Raw -105456.797176 + Penalty 3179.446741 = -102277.350435 nChanged 2 SP:Iteration 24Q (8443.680000 sec): 3 clusters Score: Raw -105462.527067 + Penalty 3179.446741 = -102283.080325 nChanged 2 SP:Iteration 25Q (8443.860000 sec): 3 clusters Score: Raw -105473.765885 + Penalty 3179.446741 = -102294.319144 nChanged 4 SP:Iteration 26Q (8444.020000 sec): 3 clusters Score: Raw -105488.738451 + Penalty 3179.446741 = -102309.291709 nChanged 1 SP:Iteration 27Q (8444.200000 sec): 3 clusters Score: Raw -105490.028006 + Penalty 3179.446741 = -102310.581265 nChanged 1 SP:Iteration 28Q (8444.360000 sec): 3 clusters Score: Raw -105493.362133 + Penalty 3179.446741 = -102313.915391 nChanged 0 SP:Iteration 29F (8444.530000 sec): 3 clusters Score: Raw -105493.362133 + Penalty 3179.446741 = -102313.915391 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 48 (3754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8444.680000 sec): 2 clusters Score: Raw -618996.193113 + Penalty 2041.183150 = -616955.009963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8444.850000 sec): 3 clusters Score: Raw -617284.225307 + Penalty 4082.366300 = -613201.859007 nChanged 1369 SP:Iteration 1F (8445.060000 sec): 3 clusters Score: Raw -618147.820387 + Penalty 4082.366300 = -614065.454087 nChanged 349 SP:Iteration 2F (8445.270000 sec): 3 clusters Score: Raw -618454.734738 + Penalty 4082.366300 = -614372.368438 nChanged 245 SP:Iteration 3F (8445.420000 sec): 3 clusters Score: Raw -618668.339130 + Penalty 4082.366300 = -614585.972831 nChanged 192 SP:Iteration 4F (8445.590000 sec): 3 clusters Score: Raw -618819.541121 + Penalty 4082.366300 = -614737.174821 nChanged 154 SP:Iteration 5Q (8445.840000 sec): 3 clusters Score: Raw -618943.802277 + Penalty 4082.366300 = -614861.435978 nChanged 154 SP:Iteration 6Q (8446.020000 sec): 3 clusters Score: Raw -619057.856939 + Penalty 4082.366300 = -614975.490639 nChanged 116 SP:Iteration 7Q (8446.190000 sec): 3 clusters Score: Raw -619138.089459 + Penalty 4082.366300 = -615055.723160 nChanged 107 SP:Iteration 8Q (8446.390000 sec): 3 clusters Score: Raw -619213.036248 + Penalty 4082.366300 = -615130.669949 nChanged 104 SP:Iteration 9Q (8446.580000 sec): 3 clusters Score: Raw -619274.204716 + Penalty 4082.366300 = -615191.838416 nChanged 69 SP:Iteration 10Q (8446.770000 sec): 3 clusters Score: Raw -619313.865561 + Penalty 4082.366300 = -615231.499262 nChanged 67 SP:Iteration 11Q (8446.970000 sec): 3 clusters Score: Raw -619350.453050 + Penalty 4082.366300 = -615268.086750 nChanged 55 SP:Iteration 12Q (8447.170000 sec): 3 clusters Score: Raw -619379.671595 + Penalty 4082.366300 = -615297.305295 nChanged 51 SP:Iteration 13Q (8447.370000 sec): 3 clusters Score: Raw -619407.698110 + Penalty 4082.366300 = -615325.331811 nChanged 43 SP:Iteration 14Q (8447.540000 sec): 3 clusters Score: Raw -619430.512766 + Penalty 4082.366300 = -615348.146466 nChanged 33 SP:Iteration 15Q (8447.730000 sec): 3 clusters Score: Raw -619447.952671 + Penalty 4082.366300 = -615365.586371 nChanged 29 SP:Iteration 16Q (8447.930000 sec): 3 clusters Score: Raw -619464.807535 + Penalty 4082.366300 = -615382.441236 nChanged 25 SP:Iteration 17Q (8448.180000 sec): 3 clusters Score: Raw -619474.197595 + Penalty 4082.366300 = -615391.831296 nChanged 27 SP:Iteration 18Q (8448.390000 sec): 3 clusters Score: Raw -619484.789600 + Penalty 4082.366300 = -615402.423300 nChanged 21 SP:Iteration 19Q (8448.610000 sec): 3 clusters Score: Raw -619492.508764 + Penalty 4082.366300 = -615410.142465 nChanged 14 SP:Iteration 20F (8448.810000 sec): 3 clusters Score: Raw -619497.780988 + Penalty 4082.366300 = -615415.414689 nChanged 8 SP:Iteration 21Q (8449.010000 sec): 3 clusters Score: Raw -619499.645343 + Penalty 4082.366300 = -615417.279044 nChanged 2 SP:Iteration 22Q (8449.210000 sec): 3 clusters Score: Raw -619500.028006 + Penalty 4082.366300 = -615417.661707 nChanged 1 SP:Iteration 23Q (8449.430000 sec): 3 clusters Score: Raw -619500.186928 + Penalty 4082.366300 = -615417.820629 nChanged 0 SP:Iteration 24F (8449.610000 sec): 3 clusters Score: Raw -619500.186928 + Penalty 4082.366300 = -615417.820629 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 49 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8449.740000 sec): 2 clusters Score: Raw -28862.646851 + Penalty 1394.756342 = -27467.890510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8449.880000 sec): 3 clusters Score: Raw -29152.271241 + Penalty 2789.512683 = -26362.758558 nChanged 53 SP:Iteration 1F (8450.040000 sec): 3 clusters Score: Raw -29396.539433 + Penalty 2789.512683 = -26607.026750 nChanged 20 SP:Iteration 2F (8450.220000 sec): 3 clusters Score: Raw -29476.686359 + Penalty 2789.512683 = -26687.173676 nChanged 8 SP:Iteration 3Q (8450.410000 sec): 3 clusters Score: Raw -29520.723507 + Penalty 2789.512683 = -26731.210824 nChanged 5 SP:Iteration 4Q (8450.550000 sec): 3 clusters Score: Raw -29535.995385 + Penalty 2789.512683 = -26746.482702 nChanged 0 SP:Iteration 5F (8450.690000 sec): 3 clusters Score: Raw -29535.995385 + Penalty 2789.512683 = -26746.482702 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 50 (1571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8450.790000 sec): 2 clusters Score: Raw -192992.869000 + Penalty 1825.147974 = -191167.721025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8450.970000 sec): 3 clusters Score: Raw -192902.328140 + Penalty 3650.295949 = -189252.032191 nChanged 544 SP:Iteration 1F (8451.130000 sec): 3 clusters Score: Raw -195858.891842 + Penalty 3650.295949 = -192208.595894 nChanged 267 SP:Iteration 2F (8451.330000 sec): 3 clusters Score: Raw -198697.918590 + Penalty 3650.295949 = -195047.622641 nChanged 137 SP:Iteration 3F (8451.450000 sec): 3 clusters Score: Raw -201524.088435 + Penalty 3650.295949 = -197873.792486 nChanged 70 SP:Iteration 4Q (8451.660000 sec): 3 clusters Score: Raw -205589.017093 + Penalty 3650.295949 = -201938.721145 nChanged 26 SP:Iteration 5Q (8451.840000 sec): 3 clusters Score: Raw -206518.835046 + Penalty 3650.295949 = -202868.539097 nChanged 11 SP:Iteration 6Q (8452.050000 sec): 3 clusters Score: Raw -207239.506286 + Penalty 3650.295949 = -203589.210338 nChanged 3 SP:Iteration 7Q (8452.210000 sec): 3 clusters Score: Raw -207252.817373 + Penalty 3650.295949 = -203602.521424 nChanged 1 SP:Iteration 8Q (8452.370000 sec): 3 clusters Score: Raw -207254.365888 + Penalty 3650.295949 = -203604.069939 nChanged 0 SP:Iteration 9F (8452.590000 sec): 3 clusters Score: Raw -207254.365888 + Penalty 3650.295949 = -203604.069939 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 56. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 51 (977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8452.670000 sec): 2 clusters Score: Raw -167641.797969 + Penalty 1707.352690 = -165934.445279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8452.880000 sec): 3 clusters Score: Raw -167430.489994 + Penalty 3414.705379 = -164015.784615 nChanged 243 SP:Iteration 1F (8453.070000 sec): 3 clusters Score: Raw -167739.580155 + Penalty 3414.705379 = -164324.874775 nChanged 70 SP:Iteration 2F (8453.240000 sec): 3 clusters Score: Raw -167843.767562 + Penalty 3414.705379 = -164429.062182 nChanged 43 SP:Iteration 3Q (8453.400000 sec): 3 clusters Score: Raw -167908.395431 + Penalty 3414.705379 = -164493.690051 nChanged 30 SP:Iteration 4Q (8453.570000 sec): 3 clusters Score: Raw -167952.476780 + Penalty 3414.705379 = -164537.771401 nChanged 15 SP:Iteration 5Q (8453.770000 sec): 3 clusters Score: Raw -167972.918834 + Penalty 3414.705379 = -164558.213455 nChanged 14 SP:Iteration 6Q (8453.970000 sec): 3 clusters Score: Raw -167987.959527 + Penalty 3414.705379 = -164573.254147 nChanged 9 SP:Iteration 7Q (8454.180000 sec): 3 clusters Score: Raw -168000.653463 + Penalty 3414.705379 = -164585.948083 nChanged 10 SP:Iteration 8Q (8454.380000 sec): 3 clusters Score: Raw -168024.150184 + Penalty 3414.705379 = -164609.444804 nChanged 21 SP:Iteration 9Q (8454.630000 sec): 3 clusters Score: Raw -168064.012176 + Penalty 3414.705379 = -164649.306797 nChanged 13 SP:Iteration 10Q (8454.780000 sec): 3 clusters Score: Raw -168093.894560 + Penalty 3414.705379 = -164679.189181 nChanged 14 SP:Iteration 11Q (8454.930000 sec): 3 clusters Score: Raw -168122.212981 + Penalty 3414.705379 = -164707.507601 nChanged 20 SP:Iteration 12Q (8455.120000 sec): 3 clusters Score: Raw -168173.173781 + Penalty 3414.705379 = -164758.468402 nChanged 26 SP:Iteration 13Q (8455.240000 sec): 3 clusters Score: Raw -168237.635574 + Penalty 3414.705379 = -164822.930195 nChanged 29 SP:Iteration 14Q (8455.410000 sec): 3 clusters Score: Raw -168296.490915 + Penalty 3414.705379 = -164881.785536 nChanged 28 SP:Iteration 15Q (8455.590000 sec): 3 clusters Score: Raw -168359.325092 + Penalty 3414.705379 = -164944.619713 nChanged 22 SP:Iteration 16Q (8455.790000 sec): 3 clusters Score: Raw -168410.940258 + Penalty 3414.705379 = -164996.234879 nChanged 19 SP:Iteration 17Q (8455.940000 sec): 3 clusters Score: Raw -168447.605508 + Penalty 3414.705379 = -165032.900128 nChanged 14 SP:Iteration 18Q (8456.160000 sec): 3 clusters Score: Raw -168472.648642 + Penalty 3414.705379 = -165057.943263 nChanged 8 SP:Iteration 19Q (8456.300000 sec): 3 clusters Score: Raw -168489.404341 + Penalty 3414.705379 = -165074.698961 nChanged 4 SP:Iteration 20F (8456.440000 sec): 3 clusters Score: Raw -168500.998648 + Penalty 3414.705379 = -165086.293269 nChanged 9 SP:Iteration 21Q (8456.660000 sec): 3 clusters Score: Raw -168518.723749 + Penalty 3414.705379 = -165104.018369 nChanged 8 SP:Iteration 22Q (8456.840000 sec): 3 clusters Score: Raw -168533.299757 + Penalty 3414.705379 = -165118.594378 nChanged 6 SP:Iteration 23Q (8457.020000 sec): 3 clusters Score: Raw -168546.345161 + Penalty 3414.705379 = -165131.639781 nChanged 7 SP:Iteration 24Q (8457.180000 sec): 3 clusters Score: Raw -168561.149570 + Penalty 3414.705379 = -165146.444190 nChanged 10 SP:Iteration 25Q (8457.420000 sec): 3 clusters Score: Raw -168580.089544 + Penalty 3414.705379 = -165165.384165 nChanged 5 SP:Iteration 26Q (8457.600000 sec): 3 clusters Score: Raw -168588.419817 + Penalty 3414.705379 = -165173.714437 nChanged 3 SP:Iteration 27Q (8457.790000 sec): 3 clusters Score: Raw -168592.731237 + Penalty 3414.705379 = -165178.025857 nChanged 5 SP:Iteration 28Q (8457.950000 sec): 3 clusters Score: Raw -168605.437679 + Penalty 3414.705379 = -165190.732300 nChanged 5 SP:Iteration 29Q (8458.150000 sec): 3 clusters Score: Raw -168615.621899 + Penalty 3414.705379 = -165200.916519 nChanged 4 SP:Iteration 30Q (8458.350000 sec): 3 clusters Score: Raw -168620.266628 + Penalty 3414.705379 = -165205.561249 nChanged 3 SP:Iteration 31Q (8458.510000 sec): 3 clusters Score: Raw -168623.428920 + Penalty 3414.705379 = -165208.723540 nChanged 0 SP:Iteration 32F (8458.700000 sec): 3 clusters Score: Raw -168623.428920 + Penalty 3414.705379 = -165208.723540 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 52 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8458.820000 sec): 2 clusters Score: Raw -31317.630383 + Penalty 1337.619631 = -29980.010752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8459.000000 sec): 3 clusters Score: Raw -31585.645610 + Penalty 2675.239263 = -28910.406347 nChanged 30 SP:Iteration 1F (8459.260000 sec): 3 clusters Score: Raw -31730.784133 + Penalty 2675.239263 = -29055.544870 nChanged 14 SP:Iteration 2F (8459.420000 sec): 3 clusters Score: Raw -31843.280978 + Penalty 2675.239263 = -29168.041715 nChanged 11 SP:Iteration 3Q (8459.630000 sec): 3 clusters Score: Raw -31904.166440 + Penalty 2675.239263 = -29228.927177 nChanged 0 SP:Iteration 4F (8459.830000 sec): 3 clusters Score: Raw -31904.166440 + Penalty 2675.239263 = -29228.927177 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 53 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8459.910000 sec): 2 clusters Score: Raw -54152.122940 + Penalty 1457.678474 = -52694.444466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8460.100000 sec): 3 clusters Score: Raw -54397.432698 + Penalty 2915.356948 = -51482.075751 nChanged 75 SP:Iteration 1F (8460.290000 sec): 3 clusters Score: Raw -54628.741059 + Penalty 2915.356948 = -51713.384111 nChanged 20 SP:Iteration 2F (8460.480000 sec): 3 clusters Score: Raw -54775.940615 + Penalty 2915.356948 = -51860.583667 nChanged 13 SP:Iteration 3Q (8460.680000 sec): 3 clusters Score: Raw -54844.942300 + Penalty 2915.356948 = -51929.585353 nChanged 9 SP:Iteration 4Q (8460.890000 sec): 3 clusters Score: Raw -54878.769183 + Penalty 2915.356948 = -51963.412236 nChanged 2 SP:Iteration 5Q (8461.080000 sec): 3 clusters Score: Raw -54886.726108 + Penalty 2915.356948 = -51971.369160 nChanged 1 SP:Iteration 6Q (8461.260000 sec): 3 clusters Score: Raw -54890.790401 + Penalty 2915.356948 = -51975.433454 nChanged 3 SP:Iteration 7Q (8461.430000 sec): 3 clusters Score: Raw -54895.761719 + Penalty 2915.356948 = -51980.404771 nChanged 2 SP:Iteration 8Q (8461.670000 sec): 3 clusters Score: Raw -54904.530581 + Penalty 2915.356948 = -51989.173633 nChanged 1 SP:Iteration 9Q (8461.860000 sec): 3 clusters Score: Raw -54912.699887 + Penalty 2915.356948 = -51997.342939 nChanged 0 SP:Iteration 10F (8462.040000 sec): 3 clusters Score: Raw -54912.699887 + Penalty 2915.356948 = -51997.342939 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 54 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8462.130000 sec): 2 clusters Score: Raw -43777.832489 + Penalty 1447.757151 = -42330.075338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8462.360000 sec): 3 clusters Score: Raw -44015.180750 + Penalty 2895.514302 = -41119.666448 nChanged 65 SP:Iteration 1F (8462.590000 sec): 3 clusters Score: Raw -44133.607561 + Penalty 2895.514302 = -41238.093259 nChanged 28 SP:Iteration 2F (8462.810000 sec): 3 clusters Score: Raw -44268.365513 + Penalty 2895.514302 = -41372.851211 nChanged 27 SP:Iteration 3F (8462.990000 sec): 3 clusters Score: Raw -44446.718069 + Penalty 2895.514302 = -41551.203767 nChanged 18 SP:Iteration 4F (8463.190000 sec): 3 clusters Score: Raw -44535.898947 + Penalty 2895.514302 = -41640.384646 nChanged 10 SP:Iteration 5Q (8463.390000 sec): 3 clusters Score: Raw -44629.501285 + Penalty 2895.514302 = -41733.986983 nChanged 2 SP:Iteration 6Q (8463.610000 sec): 3 clusters Score: Raw -44644.696480 + Penalty 2895.514302 = -41749.182179 nChanged 0 SP:Iteration 7F (8463.770000 sec): 3 clusters Score: Raw -44644.696480 + Penalty 2895.514302 = -41749.182179 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 55 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8463.870000 sec): 2 clusters Score: Raw -21787.975864 + Penalty 1255.523568 = -20532.452296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8464.080000 sec): 3 clusters Score: Raw -22175.010211 + Penalty 2511.047136 = -19663.963075 nChanged 19 SP:Iteration 1F (8464.250000 sec): 3 clusters Score: Raw -22265.083661 + Penalty 2511.047136 = -19754.036525 nChanged 6 SP:Iteration 2Q (8464.450000 sec): 3 clusters Score: Raw -22300.585916 + Penalty 2511.047136 = -19789.538779 nChanged 1 SP:Iteration 3Q (8464.630000 sec): 3 clusters Score: Raw -22311.135310 + Penalty 2511.047136 = -19800.088173 nChanged 1 SP:Iteration 4Q (8464.780000 sec): 3 clusters Score: Raw -22316.775735 + Penalty 2511.047136 = -19805.728599 nChanged 0 SP:Iteration 5F (8464.970000 sec): 3 clusters Score: Raw -22316.775735 + Penalty 2511.047136 = -19805.728599 nChanged 0 Iteration 179Q (8507.750000 sec): 57 clusters Score: Raw -155039847.131107 + Penalty 189977.452074 = -154849869.679033 nChanged 20 Iteration 180F (8597.760000 sec): 57 clusters Score: Raw -155054235.603319 + Penalty 189977.452074 = -154864258.151244 nChanged 236 Iteration 181Q (8639.680000 sec): 57 clusters Score: Raw -155062456.856808 + Penalty 189977.452074 = -154872479.404734 nChanged 31 Iteration 182Q (8679.840000 sec): 57 clusters Score: Raw -155062776.823970 + Penalty 189977.452074 = -154872799.371895 nChanged 13 Iteration 183Q (8723.630000 sec): 57 clusters Score: Raw -155062805.959937 + Penalty 189977.452074 = -154872828.507862 nChanged 11 Iteration 184Q (8765.860000 sec): 57 clusters Score: Raw -155062810.762209 + Penalty 189977.452074 = -154872833.310134 nChanged 9 Iteration 185Q (8810.220000 sec): 57 clusters Score: Raw -155062822.614609 + Penalty 189977.452074 = -154872845.162535 nChanged 12 Iteration 186Q (8852.720000 sec): 57 clusters Score: Raw -155062830.409855 + Penalty 189977.452074 = -154872852.957781 nChanged 14 Iteration 187Q (8901.000000 sec): 57 clusters Score: Raw -155062831.186483 + Penalty 189977.452074 = -154872853.734408 nChanged 9 Iteration 188Q (8944.560000 sec): 57 clusters Score: Raw -155062832.920296 + Penalty 189977.452074 = -154872855.468221 nChanged 12 Iteration 189Q (8992.160000 sec): 57 clusters Score: Raw -155062833.129688 + Penalty 189977.452074 = -154872855.677613 nChanged 9 Iteration 190Q (9038.280000 sec): 57 clusters Score: Raw -155062833.267103 + Penalty 189977.452074 = -154872855.815028 nChanged 9 Iteration 191Q (9085.310000 sec): 57 clusters Score: Raw -155062833.334506 + Penalty 189977.452074 = -154872855.882432 nChanged 15 Iteration 192Q (9132.120000 sec): 57 clusters Score: Raw -155062833.478321 + Penalty 189977.452074 = -154872856.026247 nChanged 7 Iteration 193Q (9180.760000 sec): 57 clusters Score: Raw -155062833.555708 + Penalty 189977.452074 = -154872856.103633 nChanged 13 Iteration 194Q (9225.540000 sec): 57 clusters Score: Raw -155062833.685065 + Penalty 189977.452074 = -154872856.232991 nChanged 9 Iteration 195Q (9266.470000 sec): 57 clusters Score: Raw -155062833.797860 + Penalty 189977.452074 = -154872856.345785 nChanged 8 Iteration 196Q (9316.480000 sec): 57 clusters Score: Raw -155062833.923203 + Penalty 189977.452074 = -154872856.471129 nChanged 12 Iteration 197Q (9359.830000 sec): 57 clusters Score: Raw -155062834.010321 + Penalty 189977.452074 = -154872856.558247 nChanged 6 Iteration 198Q (9399.790000 sec): 57 clusters Score: Raw -155062834.068887 + Penalty 189977.452074 = -154872856.616812 nChanged 5 Iteration 199Q (9444.910000 sec): 57 clusters Score: Raw -155062834.151125 + Penalty 189977.452074 = -154872856.699051 nChanged 7 Iteration 200F (9531.470000 sec): 57 clusters Score: Raw -155070184.446195 + Penalty 189977.452074 = -154880206.994121 nChanged 180 Iteration 201Q (9573.670000 sec): 57 clusters Score: Raw -155078397.145968 + Penalty 189977.452074 = -154888419.693894 nChanged 23 Iteration 202Q (9619.550000 sec): 57 clusters Score: Raw -155078442.927342 + Penalty 189977.452074 = -154888465.475268 nChanged 12 Iteration 203Q (9659.390000 sec): 57 clusters Score: Raw -155078459.200862 + Penalty 189977.452074 = -154888481.748787 nChanged 14 Iteration 204Q (9704.970000 sec): 57 clusters Score: Raw -155078502.453729 + Penalty 189977.452074 = -154888525.001654 nChanged 17 Iteration 205Q (9748.950000 sec): 57 clusters Score: Raw -155078636.741111 + Penalty 189977.452074 = -154888659.289036 nChanged 13 Iteration 206Q (9795.310000 sec): 57 clusters Score: Raw -155078669.316746 + Penalty 189977.452074 = -154888691.864671 nChanged 16 Iteration 207Q (9842.940000 sec): 57 clusters Score: Raw -155078685.774593 + Penalty 189977.452074 = -154888708.322518 nChanged 18 Iteration 208Q (9890.290000 sec): 57 clusters Score: Raw -155078693.182042 + Penalty 189977.452074 = -154888715.729967 nChanged 24 Iteration 209Q (9940.180000 sec): 57 clusters Score: Raw -155078695.435991 + Penalty 189977.452074 = -154888717.983917 nChanged 28 Iteration 210Q (9982.710000 sec): 57 clusters Score: Raw -155078698.319625 + Penalty 189977.452074 = -154888720.867550 nChanged 23 Iteration 211Q (10024.620000 sec): 57 clusters Score: Raw -155078700.859543 + Penalty 189977.452074 = -154888723.407469 nChanged 19 Iteration 212Q (10066.880000 sec): 57 clusters Score: Raw -155078703.309004 + Penalty 189977.452074 = -154888725.856930 nChanged 17 Iteration 213Q (10111.050000 sec): 57 clusters Score: Raw -155078705.625241 + Penalty 189977.452074 = -154888728.173166 nChanged 27 Iteration 214Q (10151.610000 sec): 57 clusters Score: Raw -155078707.205638 + Penalty 189977.452074 = -154888729.753564 nChanged 22 Iteration 215Q (10191.030000 sec): 57 clusters Score: Raw -155078708.643428 + Penalty 189977.452074 = -154888731.191354 nChanged 21 Iteration 216Q (10231.470000 sec): 57 clusters Score: Raw -155078709.938513 + Penalty 189977.452074 = -154888732.486439 nChanged 31 Iteration 217Q (10275.190000 sec): 57 clusters Score: Raw -155078711.537549 + Penalty 189977.452074 = -154888734.085475 nChanged 28 Iteration 218Q (10322.000000 sec): 57 clusters Score: Raw -155078713.128206 + Penalty 189977.452074 = -154888735.676132 nChanged 28 Writing temp clu file Because OldScore, -154888734.085475, is greater than current (better) Score,-154888735.676132 Compute initial score before splitting: Score: Raw -155078713.128206 + Penalty 189977.452074 = -154888735.676132 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 1 (8109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10322.300000 sec): 2 clusters Score: Raw -1501643.190097 + Penalty 2232.180999 = -1499411.009098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10322.510000 sec): 3 clusters Score: Raw -1497512.604890 + Penalty 4464.361998 = -1493048.242892 nChanged 3228 SP:Iteration 1F (10322.800000 sec): 3 clusters Score: Raw -1499229.582833 + Penalty 4464.361998 = -1494765.220835 nChanged 546 SP:Iteration 2F (10323.020000 sec): 3 clusters Score: Raw -1499511.558545 + Penalty 4464.361998 = -1495047.196546 nChanged 426 SP:Iteration 3F (10323.240000 sec): 3 clusters Score: Raw -1499747.154407 + Penalty 4464.361998 = -1495282.792409 nChanged 384 SP:Iteration 4Q (10323.470000 sec): 3 clusters Score: Raw -1499971.570164 + Penalty 4464.361998 = -1495507.208165 nChanged 373 SP:Iteration 5Q (10323.680000 sec): 3 clusters Score: Raw -1500199.046398 + Penalty 4464.361998 = -1495734.684400 nChanged 395 SP:Iteration 6Q (10323.940000 sec): 3 clusters Score: Raw -1500450.333025 + Penalty 4464.361998 = -1495985.971026 nChanged 424 SP:Iteration 7F (10324.140000 sec): 3 clusters Score: Raw -1500736.154084 + Penalty 4464.361998 = -1496271.792086 nChanged 397 SP:Iteration 8Q (10324.350000 sec): 3 clusters Score: Raw -1501009.237767 + Penalty 4464.361998 = -1496544.875769 nChanged 360 SP:Iteration 9Q (10324.560000 sec): 3 clusters Score: Raw -1501222.057051 + Penalty 4464.361998 = -1496757.695053 nChanged 277 SP:Iteration 10Q (10324.760000 sec): 3 clusters Score: Raw -1501371.591514 + Penalty 4464.361998 = -1496907.229516 nChanged 200 SP:Iteration 11Q (10324.990000 sec): 3 clusters Score: Raw -1501480.701280 + Penalty 4464.361998 = -1497016.339281 nChanged 166 SP:Iteration 12Q (10325.170000 sec): 3 clusters Score: Raw -1501567.967897 + Penalty 4464.361998 = -1497103.605899 nChanged 153 SP:Iteration 13Q (10325.390000 sec): 3 clusters Score: Raw -1501648.520670 + Penalty 4464.361998 = -1497184.158672 nChanged 120 SP:Iteration 14Q (10325.590000 sec): 3 clusters Score: Raw -1501716.876885 + Penalty 4464.361998 = -1497252.514887 nChanged 110 SP:Iteration 15Q (10325.830000 sec): 3 clusters Score: Raw -1501771.428954 + Penalty 4464.361998 = -1497307.066956 nChanged 78 SP:Iteration 16Q (10326.050000 sec): 3 clusters Score: Raw -1501815.891842 + Penalty 4464.361998 = -1497351.529844 nChanged 78 SP:Iteration 17Q (10326.250000 sec): 3 clusters Score: Raw -1501863.191113 + Penalty 4464.361998 = -1497398.829115 nChanged 64 SP:Iteration 18Q (10326.450000 sec): 3 clusters Score: Raw -1501900.595762 + Penalty 4464.361998 = -1497436.233764 nChanged 65 SP:Iteration 19Q (10326.660000 sec): 3 clusters Score: Raw -1501936.065506 + Penalty 4464.361998 = -1497471.703508 nChanged 62 SP:Iteration 20F (10326.910000 sec): 3 clusters Score: Raw -1501970.261526 + Penalty 4464.361998 = -1497505.899528 nChanged 51 SP:Iteration 21Q (10327.190000 sec): 3 clusters Score: Raw -1501992.141930 + Penalty 4464.361998 = -1497527.779931 nChanged 29 SP:Iteration 22Q (10327.380000 sec): 3 clusters Score: Raw -1502007.806702 + Penalty 4464.361998 = -1497543.444704 nChanged 36 SP:Iteration 23Q (10327.600000 sec): 3 clusters Score: Raw -1502025.923695 + Penalty 4464.361998 = -1497561.561697 nChanged 33 SP:Iteration 24Q (10327.840000 sec): 3 clusters Score: Raw -1502042.216065 + Penalty 4464.361998 = -1497577.854067 nChanged 28 SP:Iteration 25Q (10328.080000 sec): 3 clusters Score: Raw -1502056.797744 + Penalty 4464.361998 = -1497592.435746 nChanged 20 SP:Iteration 26Q (10328.280000 sec): 3 clusters Score: Raw -1502065.105137 + Penalty 4464.361998 = -1497600.743139 nChanged 13 SP:Iteration 27Q (10328.480000 sec): 3 clusters Score: Raw -1502070.873975 + Penalty 4464.361998 = -1497606.511977 nChanged 10 SP:Iteration 28Q (10328.690000 sec): 3 clusters Score: Raw -1502074.770975 + Penalty 4464.361998 = -1497610.408976 nChanged 11 SP:Iteration 29Q (10328.940000 sec): 3 clusters Score: Raw -1502079.312528 + Penalty 4464.361998 = -1497614.950530 nChanged 6 SP:Iteration 30Q (10329.160000 sec): 3 clusters Score: Raw -1502082.416917 + Penalty 4464.361998 = -1497618.054918 nChanged 6 SP:Iteration 31Q (10329.390000 sec): 3 clusters Score: Raw -1502086.039705 + Penalty 4464.361998 = -1497621.677707 nChanged 7 SP:Iteration 32Q (10329.590000 sec): 3 clusters Score: Raw -1502088.659671 + Penalty 4464.361998 = -1497624.297673 nChanged 7 SP:Iteration 33Q (10329.850000 sec): 3 clusters Score: Raw -1502092.378568 + Penalty 4464.361998 = -1497628.016570 nChanged 6 SP:Iteration 34Q (10330.020000 sec): 3 clusters Score: Raw -1502094.682208 + Penalty 4464.361998 = -1497630.320210 nChanged 6 SP:Iteration 35Q (10330.240000 sec): 3 clusters Score: Raw -1502096.797522 + Penalty 4464.361998 = -1497632.435524 nChanged 6 SP:Iteration 36Q (10330.510000 sec): 3 clusters Score: Raw -1502099.611729 + Penalty 4464.361998 = -1497635.249731 nChanged 8 SP:Iteration 37Q (10330.770000 sec): 3 clusters Score: Raw -1502103.099203 + Penalty 4464.361998 = -1497638.737205 nChanged 4 SP:Iteration 38Q (10330.990000 sec): 3 clusters Score: Raw -1502105.348972 + Penalty 4464.361998 = -1497640.986974 nChanged 3 SP:Iteration 39Q (10331.220000 sec): 3 clusters Score: Raw -1502106.537875 + Penalty 4464.361998 = -1497642.175877 nChanged 0 SP:Iteration 40F (10331.440000 sec): 3 clusters Score: Raw -1502106.537875 + Penalty 4464.361998 = -1497642.175877 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 2 (730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10331.550000 sec): 2 clusters Score: Raw -121316.742726 + Penalty 1635.075044 = -119681.667682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10331.800000 sec): 3 clusters Score: Raw -121229.758917 + Penalty 3270.150089 = -117959.608828 nChanged 158 SP:Iteration 1F (10331.950000 sec): 3 clusters Score: Raw -121484.071302 + Penalty 3270.150089 = -118213.921213 nChanged 59 SP:Iteration 2F (10332.130000 sec): 3 clusters Score: Raw -121581.728165 + Penalty 3270.150089 = -118311.578076 nChanged 18 SP:Iteration 3Q (10332.350000 sec): 3 clusters Score: Raw -121622.325244 + Penalty 3270.150089 = -118352.175155 nChanged 14 SP:Iteration 4Q (10332.550000 sec): 3 clusters Score: Raw -121657.857894 + Penalty 3270.150089 = -118387.707806 nChanged 16 SP:Iteration 5Q (10332.770000 sec): 3 clusters Score: Raw -121685.865875 + Penalty 3270.150089 = -118415.715786 nChanged 15 SP:Iteration 6Q (10332.950000 sec): 3 clusters Score: Raw -121711.991748 + Penalty 3270.150089 = -118441.841659 nChanged 11 SP:Iteration 7Q (10333.130000 sec): 3 clusters Score: Raw -121728.323082 + Penalty 3270.150089 = -118458.172993 nChanged 14 SP:Iteration 8Q (10333.320000 sec): 3 clusters Score: Raw -121750.014479 + Penalty 3270.150089 = -118479.864390 nChanged 10 SP:Iteration 9Q (10333.520000 sec): 3 clusters Score: Raw -121766.305865 + Penalty 3270.150089 = -118496.155776 nChanged 5 SP:Iteration 10Q (10333.720000 sec): 3 clusters Score: Raw -121775.450608 + Penalty 3270.150089 = -118505.300519 nChanged 5 SP:Iteration 11Q (10333.940000 sec): 3 clusters Score: Raw -121795.593832 + Penalty 3270.150089 = -118525.443743 nChanged 2 SP:Iteration 12Q (10334.140000 sec): 3 clusters Score: Raw -121808.429878 + Penalty 3270.150089 = -118538.279790 nChanged 7 SP:Iteration 13Q (10334.340000 sec): 3 clusters Score: Raw -121820.407697 + Penalty 3270.150089 = -118550.257608 nChanged 5 SP:Iteration 14Q (10334.540000 sec): 3 clusters Score: Raw -121830.792014 + Penalty 3270.150089 = -118560.641925 nChanged 7 SP:Iteration 15Q (10334.730000 sec): 3 clusters Score: Raw -121845.785691 + Penalty 3270.150089 = -118575.635602 nChanged 5 SP:Iteration 16Q (10334.920000 sec): 3 clusters Score: Raw -121853.390934 + Penalty 3270.150089 = -118583.240845 nChanged 2 SP:Iteration 17Q (10335.100000 sec): 3 clusters Score: Raw -121856.593220 + Penalty 3270.150089 = -118586.443131 nChanged 3 SP:Iteration 18Q (10335.300000 sec): 3 clusters Score: Raw -121859.959846 + Penalty 3270.150089 = -118589.809758 nChanged 1 SP:Iteration 19Q (10335.500000 sec): 3 clusters Score: Raw -121860.593340 + Penalty 3270.150089 = -118590.443251 nChanged 0 SP:Iteration 20F (10335.700000 sec): 3 clusters Score: Raw -121860.593340 + Penalty 3270.150089 = -118590.443251 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 3 (810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10335.830000 sec): 2 clusters Score: Raw -133051.261568 + Penalty 1660.864493 = -131390.397074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10336.020000 sec): 3 clusters Score: Raw -132947.655059 + Penalty 3321.728987 = -129625.926072 nChanged 214 SP:Iteration 1F (10336.180000 sec): 3 clusters Score: Raw -133253.526867 + Penalty 3321.728987 = -129931.797880 nChanged 64 SP:Iteration 2F (10336.340000 sec): 3 clusters Score: Raw -133368.234214 + Penalty 3321.728987 = -130046.505227 nChanged 37 SP:Iteration 3Q (10336.540000 sec): 3 clusters Score: Raw -133446.616990 + Penalty 3321.728987 = -130124.888003 nChanged 32 SP:Iteration 4Q (10336.720000 sec): 3 clusters Score: Raw -133532.800169 + Penalty 3321.728987 = -130211.071182 nChanged 23 SP:Iteration 5Q (10336.900000 sec): 3 clusters Score: Raw -133602.989299 + Penalty 3321.728987 = -130281.260312 nChanged 20 SP:Iteration 6Q (10337.130000 sec): 3 clusters Score: Raw -133661.455742 + Penalty 3321.728987 = -130339.726755 nChanged 23 SP:Iteration 7Q (10337.300000 sec): 3 clusters Score: Raw -133707.442194 + Penalty 3321.728987 = -130385.713208 nChanged 16 SP:Iteration 8Q (10337.500000 sec): 3 clusters Score: Raw -133746.448880 + Penalty 3321.728987 = -130424.719893 nChanged 13 SP:Iteration 9Q (10337.660000 sec): 3 clusters Score: Raw -133772.697522 + Penalty 3321.728987 = -130450.968535 nChanged 12 SP:Iteration 10Q (10337.870000 sec): 3 clusters Score: Raw -133791.177380 + Penalty 3321.728987 = -130469.448393 nChanged 8 SP:Iteration 11Q (10338.030000 sec): 3 clusters Score: Raw -133802.885164 + Penalty 3321.728987 = -130481.156177 nChanged 5 SP:Iteration 12Q (10338.250000 sec): 3 clusters Score: Raw -133811.168800 + Penalty 3321.728987 = -130489.439813 nChanged 3 SP:Iteration 13Q (10338.450000 sec): 3 clusters Score: Raw -133815.629987 + Penalty 3321.728987 = -130493.901000 nChanged 2 SP:Iteration 14Q (10338.610000 sec): 3 clusters Score: Raw -133819.059928 + Penalty 3321.728987 = -130497.330942 nChanged 0 SP:Iteration 15F (10338.810000 sec): 3 clusters Score: Raw -133819.059928 + Penalty 3321.728987 = -130497.330942 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 4 (704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10338.860000 sec): 2 clusters Score: Raw -123341.500330 + Penalty 1626.081032 = -121715.419297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10339.070000 sec): 3 clusters Score: Raw -123277.114123 + Penalty 3252.162065 = -120024.952058 nChanged 148 SP:Iteration 1F (10339.240000 sec): 3 clusters Score: Raw -123483.616992 + Penalty 3252.162065 = -120231.454928 nChanged 53 SP:Iteration 2F (10339.360000 sec): 3 clusters Score: Raw -123638.333639 + Penalty 3252.162065 = -120386.171574 nChanged 50 SP:Iteration 3F (10339.560000 sec): 3 clusters Score: Raw -123768.374649 + Penalty 3252.162065 = -120516.212584 nChanged 39 SP:Iteration 4F (10339.760000 sec): 3 clusters Score: Raw -123936.855013 + Penalty 3252.162065 = -120684.692948 nChanged 48 SP:Iteration 5F (10339.940000 sec): 3 clusters Score: Raw -124164.637662 + Penalty 3252.162065 = -120912.475597 nChanged 35 SP:Iteration 6Q (10340.140000 sec): 3 clusters Score: Raw -124321.441784 + Penalty 3252.162065 = -121069.279719 nChanged 22 SP:Iteration 7Q (10340.350000 sec): 3 clusters Score: Raw -124404.637335 + Penalty 3252.162065 = -121152.475271 nChanged 13 SP:Iteration 8Q (10340.520000 sec): 3 clusters Score: Raw -124444.114865 + Penalty 3252.162065 = -121191.952801 nChanged 4 SP:Iteration 9Q (10340.760000 sec): 3 clusters Score: Raw -124452.944076 + Penalty 3252.162065 = -121200.782011 nChanged 4 SP:Iteration 10Q (10340.970000 sec): 3 clusters Score: Raw -124458.874786 + Penalty 3252.162065 = -121206.712721 nChanged 3 SP:Iteration 11Q (10341.150000 sec): 3 clusters Score: Raw -124463.843619 + Penalty 3252.162065 = -121211.681555 nChanged 2 SP:Iteration 12Q (10341.340000 sec): 3 clusters Score: Raw -124470.118436 + Penalty 3252.162065 = -121217.956371 nChanged 4 SP:Iteration 13Q (10341.560000 sec): 3 clusters Score: Raw -124484.937446 + Penalty 3252.162065 = -121232.775381 nChanged 3 SP:Iteration 14Q (10341.770000 sec): 3 clusters Score: Raw -124512.823021 + Penalty 3252.162065 = -121260.660957 nChanged 8 SP:Iteration 15Q (10341.960000 sec): 3 clusters Score: Raw -124565.597071 + Penalty 3252.162065 = -121313.435007 nChanged 10 SP:Iteration 16Q (10342.120000 sec): 3 clusters Score: Raw -124600.815839 + Penalty 3252.162065 = -121348.653774 nChanged 14 SP:Iteration 17Q (10342.320000 sec): 3 clusters Score: Raw -124650.040157 + Penalty 3252.162065 = -121397.878093 nChanged 7 SP:Iteration 18Q (10342.570000 sec): 3 clusters Score: Raw -124670.006727 + Penalty 3252.162065 = -121417.844662 nChanged 8 SP:Iteration 19Q (10342.800000 sec): 3 clusters Score: Raw -124693.207332 + Penalty 3252.162065 = -121441.045267 nChanged 8 SP:Iteration 20F (10342.980000 sec): 3 clusters Score: Raw -124721.853506 + Penalty 3252.162065 = -121469.691441 nChanged 9 SP:Iteration 21Q (10343.160000 sec): 3 clusters Score: Raw -124745.207937 + Penalty 3252.162065 = -121493.045872 nChanged 6 SP:Iteration 22Q (10343.310000 sec): 3 clusters Score: Raw -124768.516279 + Penalty 3252.162065 = -121516.354215 nChanged 7 SP:Iteration 23Q (10343.490000 sec): 3 clusters Score: Raw -124793.647678 + Penalty 3252.162065 = -121541.485613 nChanged 6 SP:Iteration 24Q (10343.640000 sec): 3 clusters Score: Raw -124815.548991 + Penalty 3252.162065 = -121563.386927 nChanged 2 SP:Iteration 25Q (10343.780000 sec): 3 clusters Score: Raw -124823.054375 + Penalty 3252.162065 = -121570.892310 nChanged 5 SP:Iteration 26Q (10343.970000 sec): 3 clusters Score: Raw -124834.448153 + Penalty 3252.162065 = -121582.286088 nChanged 3 SP:Iteration 27Q (10344.170000 sec): 3 clusters Score: Raw -124842.626343 + Penalty 3252.162065 = -121590.464278 nChanged 1 SP:Iteration 28Q (10344.390000 sec): 3 clusters Score: Raw -124844.919195 + Penalty 3252.162065 = -121592.757130 nChanged 1 SP:Iteration 29Q (10344.560000 sec): 3 clusters Score: Raw -124847.570864 + Penalty 3252.162065 = -121595.408799 nChanged 1 SP:Iteration 30Q (10344.760000 sec): 3 clusters Score: Raw -124849.362950 + Penalty 3252.162065 = -121597.200885 nChanged 0 SP:Iteration 31F (10344.980000 sec): 3 clusters Score: Raw -124849.362950 + Penalty 3252.162065 = -121597.200885 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 5 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10345.060000 sec): 2 clusters Score: Raw -48309.007325 + Penalty 1416.185900 = -46892.821425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10345.240000 sec): 3 clusters Score: Raw -48425.848293 + Penalty 2832.371801 = -45593.476492 nChanged 44 SP:Iteration 1F (10345.440000 sec): 3 clusters Score: Raw -48534.789137 + Penalty 2832.371801 = -45702.417336 nChanged 14 SP:Iteration 2Q (10345.660000 sec): 3 clusters Score: Raw -48584.053741 + Penalty 2832.371801 = -45751.681940 nChanged 3 SP:Iteration 3Q (10345.850000 sec): 3 clusters Score: Raw -48599.581704 + Penalty 2832.371801 = -45767.209904 nChanged 0 SP:Iteration 4F (10346.030000 sec): 3 clusters Score: Raw -48599.581704 + Penalty 2832.371801 = -45767.209904 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 6 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10346.110000 sec): 2 clusters Score: Raw -97594.415059 + Penalty 1569.770785 = -96024.644274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10346.290000 sec): 3 clusters Score: Raw -97591.964626 + Penalty 3139.541569 = -94452.423057 nChanged 126 SP:Iteration 1F (10346.500000 sec): 3 clusters Score: Raw -97792.635693 + Penalty 3139.541569 = -94653.094123 nChanged 23 SP:Iteration 2Q (10346.650000 sec): 3 clusters Score: Raw -97844.815728 + Penalty 3139.541569 = -94705.274159 nChanged 15 SP:Iteration 3Q (10346.860000 sec): 3 clusters Score: Raw -97879.525447 + Penalty 3139.541569 = -94739.983878 nChanged 8 SP:Iteration 4Q (10347.000000 sec): 3 clusters Score: Raw -97891.487513 + Penalty 3139.541569 = -94751.945944 nChanged 2 SP:Iteration 5Q (10347.200000 sec): 3 clusters Score: Raw -97895.884495 + Penalty 3139.541569 = -94756.342926 nChanged 2 SP:Iteration 6Q (10347.430000 sec): 3 clusters Score: Raw -97899.212367 + Penalty 3139.541569 = -94759.670798 nChanged 0 SP:Iteration 7F (10347.600000 sec): 3 clusters Score: Raw -97899.212367 + Penalty 3139.541569 = -94759.670798 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 7 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10347.690000 sec): 2 clusters Score: Raw -90580.926794 + Penalty 1581.428283 = -88999.498511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10347.870000 sec): 3 clusters Score: Raw -90561.202347 + Penalty 3162.856566 = -87398.345781 nChanged 125 SP:Iteration 1F (10348.020000 sec): 3 clusters Score: Raw -90845.092383 + Penalty 3162.856566 = -87682.235817 nChanged 39 SP:Iteration 2F (10348.180000 sec): 3 clusters Score: Raw -91001.156421 + Penalty 3162.856566 = -87838.299855 nChanged 37 SP:Iteration 3F (10348.320000 sec): 3 clusters Score: Raw -91136.846239 + Penalty 3162.856566 = -87973.989672 nChanged 15 SP:Iteration 4Q (10348.550000 sec): 3 clusters Score: Raw -91205.498168 + Penalty 3162.856566 = -88042.641601 nChanged 13 SP:Iteration 5Q (10348.710000 sec): 3 clusters Score: Raw -91238.467343 + Penalty 3162.856566 = -88075.610777 nChanged 2 SP:Iteration 6Q (10348.890000 sec): 3 clusters Score: Raw -91246.691826 + Penalty 3162.856566 = -88083.835260 nChanged 5 SP:Iteration 7Q (10349.080000 sec): 3 clusters Score: Raw -91256.438523 + Penalty 3162.856566 = -88093.581956 nChanged 4 SP:Iteration 8Q (10349.280000 sec): 3 clusters Score: Raw -91261.852960 + Penalty 3162.856566 = -88098.996393 nChanged 3 SP:Iteration 9Q (10349.460000 sec): 3 clusters Score: Raw -91268.823165 + Penalty 3162.856566 = -88105.966599 nChanged 6 SP:Iteration 10Q (10349.590000 sec): 3 clusters Score: Raw -91283.212338 + Penalty 3162.856566 = -88120.355772 nChanged 3 SP:Iteration 11Q (10349.790000 sec): 3 clusters Score: Raw -91290.655222 + Penalty 3162.856566 = -88127.798656 nChanged 5 SP:Iteration 12Q (10349.990000 sec): 3 clusters Score: Raw -91304.375346 + Penalty 3162.856566 = -88141.518780 nChanged 2 SP:Iteration 13Q (10350.190000 sec): 3 clusters Score: Raw -91309.773287 + Penalty 3162.856566 = -88146.916721 nChanged 2 SP:Iteration 14Q (10350.410000 sec): 3 clusters Score: Raw -91314.535589 + Penalty 3162.856566 = -88151.679022 nChanged 0 SP:Iteration 15F (10350.620000 sec): 3 clusters Score: Raw -91314.535589 + Penalty 3162.856566 = -88151.679022 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 8 (784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10350.730000 sec): 2 clusters Score: Raw -132752.540585 + Penalty 1652.773437 = -131099.767148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10350.930000 sec): 3 clusters Score: Raw -132606.332832 + Penalty 3305.546874 = -129300.785958 nChanged 183 SP:Iteration 1F (10351.140000 sec): 3 clusters Score: Raw -132842.570150 + Penalty 3305.546874 = -129537.023276 nChanged 48 SP:Iteration 2F (10351.310000 sec): 3 clusters Score: Raw -132930.309989 + Penalty 3305.546874 = -129624.763115 nChanged 27 SP:Iteration 3Q (10351.510000 sec): 3 clusters Score: Raw -132979.058259 + Penalty 3305.546874 = -129673.511385 nChanged 17 SP:Iteration 4Q (10351.680000 sec): 3 clusters Score: Raw -133007.361206 + Penalty 3305.546874 = -129701.814332 nChanged 11 SP:Iteration 5Q (10351.900000 sec): 3 clusters Score: Raw -133034.241278 + Penalty 3305.546874 = -129728.694404 nChanged 4 SP:Iteration 6Q (10352.100000 sec): 3 clusters Score: Raw -133047.198094 + Penalty 3305.546874 = -129741.651219 nChanged 9 SP:Iteration 7Q (10352.310000 sec): 3 clusters Score: Raw -133068.513301 + Penalty 3305.546874 = -129762.966427 nChanged 5 SP:Iteration 8Q (10352.540000 sec): 3 clusters Score: Raw -133078.103516 + Penalty 3305.546874 = -129772.556642 nChanged 6 SP:Iteration 9Q (10352.770000 sec): 3 clusters Score: Raw -133086.891574 + Penalty 3305.546874 = -129781.344700 nChanged 4 SP:Iteration 10Q (10353.000000 sec): 3 clusters Score: Raw -133092.080252 + Penalty 3305.546874 = -129786.533378 nChanged 4 SP:Iteration 11Q (10353.180000 sec): 3 clusters Score: Raw -133094.679801 + Penalty 3305.546874 = -129789.132927 nChanged 1 SP:Iteration 12Q (10353.390000 sec): 3 clusters Score: Raw -133095.061924 + Penalty 3305.546874 = -129789.515050 nChanged 1 SP:Iteration 13Q (10353.590000 sec): 3 clusters Score: Raw -133095.990582 + Penalty 3305.546874 = -129790.443708 nChanged 0 SP:Iteration 14F (10353.760000 sec): 3 clusters Score: Raw -133095.990582 + Penalty 3305.546874 = -129790.443708 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 9 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10353.890000 sec): 2 clusters Score: Raw -21322.437211 + Penalty 1244.285400 = -20078.151812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10354.060000 sec): 3 clusters Score: Raw -21608.838386 + Penalty 2488.570799 = -19120.267587 nChanged 10 SP:Iteration 1F (10354.280000 sec): 3 clusters Score: Raw -21677.208085 + Penalty 2488.570799 = -19188.637286 nChanged 5 SP:Iteration 2Q (10354.450000 sec): 3 clusters Score: Raw -21706.663988 + Penalty 2488.570799 = -19218.093188 nChanged 1 SP:Iteration 3Q (10354.650000 sec): 3 clusters Score: Raw -21717.032222 + Penalty 2488.570799 = -19228.461423 nChanged 2 SP:Iteration 4Q (10354.830000 sec): 3 clusters Score: Raw -21724.453503 + Penalty 2488.570799 = -19235.882704 nChanged 1 SP:Iteration 5Q (10355.010000 sec): 3 clusters Score: Raw -21735.262607 + Penalty 2488.570799 = -19246.691808 nChanged 2 SP:Iteration 6Q (10355.250000 sec): 3 clusters Score: Raw -21752.657131 + Penalty 2488.570799 = -19264.086332 nChanged 0 SP:Iteration 7F (10355.380000 sec): 3 clusters Score: Raw -21752.657131 + Penalty 2488.570799 = -19264.086332 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 10 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10355.510000 sec): 2 clusters Score: Raw -61300.746091 + Penalty 1551.426010 = -59749.320081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10355.680000 sec): 3 clusters Score: Raw -61516.969358 + Penalty 3102.852021 = -58414.117337 nChanged 156 SP:Iteration 1F (10355.870000 sec): 3 clusters Score: Raw -62221.892932 + Penalty 3102.852021 = -59119.040911 nChanged 74 SP:Iteration 2F (10356.050000 sec): 3 clusters Score: Raw -63046.705026 + Penalty 3102.852021 = -59943.853006 nChanged 41 SP:Iteration 3F (10356.250000 sec): 3 clusters Score: Raw -63551.571481 + Penalty 3102.852021 = -60448.719460 nChanged 29 SP:Iteration 4F (10356.350000 sec): 3 clusters Score: Raw -64048.382860 + Penalty 3102.852021 = -60945.530839 nChanged 13 SP:Iteration 5Q (10356.510000 sec): 3 clusters Score: Raw -64438.126891 + Penalty 3102.852021 = -61335.274870 nChanged 8 SP:Iteration 6Q (10356.670000 sec): 3 clusters Score: Raw -64547.549294 + Penalty 3102.852021 = -61444.697273 nChanged 7 SP:Iteration 7Q (10356.820000 sec): 3 clusters Score: Raw -64758.516160 + Penalty 3102.852021 = -61655.664139 nChanged 6 SP:Iteration 8Q (10356.970000 sec): 3 clusters Score: Raw -65025.616059 + Penalty 3102.852021 = -61922.764038 nChanged 4 SP:Iteration 9Q (10357.170000 sec): 3 clusters Score: Raw -65237.006197 + Penalty 3102.852021 = -62134.154176 nChanged 3 SP:Iteration 10Q (10357.330000 sec): 3 clusters Score: Raw -65438.910546 + Penalty 3102.852021 = -62336.058525 nChanged 2 SP:Iteration 11Q (10357.470000 sec): 3 clusters Score: Raw -65460.760217 + Penalty 3102.852021 = -62357.908196 nChanged 3 SP:Iteration 12Q (10357.670000 sec): 3 clusters Score: Raw -65477.674416 + Penalty 3102.852021 = -62374.822395 nChanged 1 SP:Iteration 13Q (10357.850000 sec): 3 clusters Score: Raw -65499.067044 + Penalty 3102.852021 = -62396.215024 nChanged 0 SP:Iteration 14F (10358.010000 sec): 3 clusters Score: Raw -65506.031461 + Penalty 3102.852021 = -62403.179440 nChanged 2 SP:Iteration 15Q (10358.230000 sec): 3 clusters Score: Raw -65744.140623 + Penalty 3102.852021 = -62641.288602 nChanged 1 SP:Iteration 16Q (10358.380000 sec): 3 clusters Score: Raw -65787.320685 + Penalty 3102.852021 = -62684.468664 nChanged 0 SP:Iteration 17F (10358.550000 sec): 3 clusters Score: Raw -65788.681363 + Penalty 3102.852021 = -62685.829342 nChanged 1 SP:Iteration 18Q (10358.730000 sec): 3 clusters Score: Raw -65848.062241 + Penalty 3102.852021 = -62745.210220 nChanged 0 SP:Iteration 19F (10358.940000 sec): 3 clusters Score: Raw -65848.062241 + Penalty 3102.852021 = -62745.210220 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 57. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 11 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10359.070000 sec): 2 clusters Score: Raw -256686.522247 + Penalty 1817.615247 = -254868.907000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10359.270000 sec): 3 clusters Score: Raw -256172.821507 + Penalty 3635.230493 = -252537.591014 nChanged 438 SP:Iteration 1F (10359.430000 sec): 3 clusters Score: Raw -256580.307262 + Penalty 3635.230493 = -252945.076769 nChanged 123 SP:Iteration 2F (10359.670000 sec): 3 clusters Score: Raw -256732.326807 + Penalty 3635.230493 = -253097.096313 nChanged 76 SP:Iteration 3Q (10359.830000 sec): 3 clusters Score: Raw -256820.504631 + Penalty 3635.230493 = -253185.274138 nChanged 45 SP:Iteration 4Q (10360.020000 sec): 3 clusters Score: Raw -256880.814357 + Penalty 3635.230493 = -253245.583864 nChanged 44 SP:Iteration 5Q (10360.190000 sec): 3 clusters Score: Raw -256968.258661 + Penalty 3635.230493 = -253333.028167 nChanged 53 SP:Iteration 6Q (10360.380000 sec): 3 clusters Score: Raw -257035.584091 + Penalty 3635.230493 = -253400.353598 nChanged 28 SP:Iteration 7Q (10360.550000 sec): 3 clusters Score: Raw -257066.765635 + Penalty 3635.230493 = -253431.535142 nChanged 28 SP:Iteration 8Q (10360.730000 sec): 3 clusters Score: Raw -257107.985759 + Penalty 3635.230493 = -253472.755265 nChanged 23 SP:Iteration 9Q (10360.870000 sec): 3 clusters Score: Raw -257138.061785 + Penalty 3635.230493 = -253502.831292 nChanged 23 SP:Iteration 10Q (10360.990000 sec): 3 clusters Score: Raw -257172.939664 + Penalty 3635.230493 = -253537.709170 nChanged 24 SP:Iteration 11Q (10361.210000 sec): 3 clusters Score: Raw -257199.800103 + Penalty 3635.230493 = -253564.569610 nChanged 17 SP:Iteration 12Q (10361.360000 sec): 3 clusters Score: Raw -257227.481979 + Penalty 3635.230493 = -253592.251486 nChanged 23 SP:Iteration 13Q (10361.530000 sec): 3 clusters Score: Raw -257267.677747 + Penalty 3635.230493 = -253632.447254 nChanged 15 SP:Iteration 14Q (10361.760000 sec): 3 clusters Score: Raw -257289.404339 + Penalty 3635.230493 = -253654.173845 nChanged 20 SP:Iteration 15Q (10361.870000 sec): 3 clusters Score: Raw -257311.041652 + Penalty 3635.230493 = -253675.811158 nChanged 21 SP:Iteration 16Q (10362.050000 sec): 3 clusters Score: Raw -257335.395570 + Penalty 3635.230493 = -253700.165077 nChanged 21 SP:Iteration 17Q (10362.190000 sec): 3 clusters Score: Raw -257364.708819 + Penalty 3635.230493 = -253729.478326 nChanged 23 SP:Iteration 18Q (10362.390000 sec): 3 clusters Score: Raw -257386.013937 + Penalty 3635.230493 = -253750.783444 nChanged 10 SP:Iteration 19Q (10362.540000 sec): 3 clusters Score: Raw -257395.619429 + Penalty 3635.230493 = -253760.388936 nChanged 6 SP:Iteration 20F (10362.730000 sec): 3 clusters Score: Raw -257399.297246 + Penalty 3635.230493 = -253764.066753 nChanged 4 SP:Iteration 21Q (10362.980000 sec): 3 clusters Score: Raw -257403.846758 + Penalty 3635.230493 = -253768.616265 nChanged 7 SP:Iteration 22Q (10363.170000 sec): 3 clusters Score: Raw -257413.271013 + Penalty 3635.230493 = -253778.040520 nChanged 9 SP:Iteration 23Q (10363.380000 sec): 3 clusters Score: Raw -257429.535957 + Penalty 3635.230493 = -253794.305464 nChanged 15 SP:Iteration 24Q (10363.530000 sec): 3 clusters Score: Raw -257462.396389 + Penalty 3635.230493 = -253827.165895 nChanged 26 SP:Iteration 25Q (10363.730000 sec): 3 clusters Score: Raw -257497.749929 + Penalty 3635.230493 = -253862.519435 nChanged 21 SP:Iteration 26Q (10363.890000 sec): 3 clusters Score: Raw -257547.823325 + Penalty 3635.230493 = -253912.592832 nChanged 29 SP:Iteration 27Q (10364.090000 sec): 3 clusters Score: Raw -257620.545991 + Penalty 3635.230493 = -253985.315498 nChanged 43 SP:Iteration 28Q (10364.260000 sec): 3 clusters Score: Raw -257713.874359 + Penalty 3635.230493 = -254078.643865 nChanged 50 SP:Iteration 29Q (10364.470000 sec): 3 clusters Score: Raw -257813.410426 + Penalty 3635.230493 = -254178.179933 nChanged 49 SP:Iteration 30Q (10364.690000 sec): 3 clusters Score: Raw -257930.872765 + Penalty 3635.230493 = -254295.642271 nChanged 41 SP:Iteration 31Q (10364.870000 sec): 3 clusters Score: Raw -258080.056761 + Penalty 3635.230493 = -254444.826268 nChanged 52 SP:Iteration 32Q (10365.050000 sec): 3 clusters Score: Raw -258201.868412 + Penalty 3635.230493 = -254566.637919 nChanged 42 SP:Iteration 33Q (10365.300000 sec): 3 clusters Score: Raw -258273.152065 + Penalty 3635.230493 = -254637.921572 nChanged 30 SP:Iteration 34Q (10365.490000 sec): 3 clusters Score: Raw -258314.309702 + Penalty 3635.230493 = -254679.079208 nChanged 16 SP:Iteration 35Q (10365.650000 sec): 3 clusters Score: Raw -258340.931581 + Penalty 3635.230493 = -254705.701088 nChanged 16 SP:Iteration 36Q (10365.870000 sec): 3 clusters Score: Raw -258364.822048 + Penalty 3635.230493 = -254729.591555 nChanged 12 SP:Iteration 37Q (10366.090000 sec): 3 clusters Score: Raw -258394.864678 + Penalty 3635.230493 = -254759.634185 nChanged 12 SP:Iteration 38Q (10366.300000 sec): 3 clusters Score: Raw -258419.604802 + Penalty 3635.230493 = -254784.374309 nChanged 6 SP:Iteration 39Q (10366.490000 sec): 3 clusters Score: Raw -258425.779591 + Penalty 3635.230493 = -254790.549098 nChanged 4 SP:Iteration 40F (10366.700000 sec): 3 clusters Score: Raw -258440.159179 + Penalty 3635.230493 = -254804.928686 nChanged 2 SP:Iteration 41Q (10366.860000 sec): 3 clusters Score: Raw -258447.713060 + Penalty 3635.230493 = -254812.482567 nChanged 4 SP:Iteration 42Q (10367.030000 sec): 3 clusters Score: Raw -258451.615054 + Penalty 3635.230493 = -254816.384561 nChanged 2 SP:Iteration 43Q (10367.220000 sec): 3 clusters Score: Raw -258455.485918 + Penalty 3635.230493 = -254820.255424 nChanged 2 SP:Iteration 44Q (10367.410000 sec): 3 clusters Score: Raw -258458.055900 + Penalty 3635.230493 = -254822.825406 nChanged 0 SP:Iteration 45F (10367.590000 sec): 3 clusters Score: Raw -258458.055900 + Penalty 3635.230493 = -254822.825406 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 12 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10367.690000 sec): 2 clusters Score: Raw -65463.810528 + Penalty 1503.818732 = -63959.991796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10367.890000 sec): 3 clusters Score: Raw -65596.863284 + Penalty 3007.637464 = -62589.225820 nChanged 85 SP:Iteration 1F (10368.090000 sec): 3 clusters Score: Raw -65894.603862 + Penalty 3007.637464 = -62886.966398 nChanged 30 SP:Iteration 2F (10368.340000 sec): 3 clusters Score: Raw -66132.049054 + Penalty 3007.637464 = -63124.411591 nChanged 24 SP:Iteration 3F (10368.510000 sec): 3 clusters Score: Raw -66242.165609 + Penalty 3007.637464 = -63234.528145 nChanged 13 SP:Iteration 4Q (10368.700000 sec): 3 clusters Score: Raw -66284.657667 + Penalty 3007.637464 = -63277.020203 nChanged 11 SP:Iteration 5Q (10368.850000 sec): 3 clusters Score: Raw -66322.931783 + Penalty 3007.637464 = -63315.294319 nChanged 7 SP:Iteration 6Q (10369.040000 sec): 3 clusters Score: Raw -66445.296301 + Penalty 3007.637464 = -63437.658838 nChanged 6 SP:Iteration 7Q (10369.250000 sec): 3 clusters Score: Raw -66597.681232 + Penalty 3007.637464 = -63590.043768 nChanged 6 SP:Iteration 8Q (10369.490000 sec): 3 clusters Score: Raw -66625.695501 + Penalty 3007.637464 = -63618.058038 nChanged 4 SP:Iteration 9Q (10369.640000 sec): 3 clusters Score: Raw -66638.806777 + Penalty 3007.637464 = -63631.169313 nChanged 3 SP:Iteration 10Q (10369.810000 sec): 3 clusters Score: Raw -66657.214873 + Penalty 3007.637464 = -63649.577410 nChanged 2 SP:Iteration 11Q (10370.020000 sec): 3 clusters Score: Raw -66671.094573 + Penalty 3007.637464 = -63663.457109 nChanged 0 SP:Iteration 12F (10370.210000 sec): 3 clusters Score: Raw -66671.094573 + Penalty 3007.637464 = -63663.457109 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 13 (8496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10370.320000 sec): 2 clusters Score: Raw -1591176.858566 + Penalty 2243.742984 = -1588933.115582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10370.560000 sec): 3 clusters Score: Raw -1586669.833653 + Penalty 4487.485969 = -1582182.347684 nChanged 3467 SP:Iteration 1F (10370.750000 sec): 3 clusters Score: Raw -1588541.960245 + Penalty 4487.485969 = -1584054.474276 nChanged 631 SP:Iteration 2F (10370.980000 sec): 3 clusters Score: Raw -1588933.185233 + Penalty 4487.485969 = -1584445.699264 nChanged 511 SP:Iteration 3F (10371.200000 sec): 3 clusters Score: Raw -1589320.003942 + Penalty 4487.485969 = -1584832.517973 nChanged 531 SP:Iteration 4F (10371.460000 sec): 3 clusters Score: Raw -1589813.636378 + Penalty 4487.485969 = -1585326.150410 nChanged 613 SP:Iteration 5F (10371.670000 sec): 3 clusters Score: Raw -1590386.749118 + Penalty 4487.485969 = -1585899.263150 nChanged 567 SP:Iteration 6F (10371.870000 sec): 3 clusters Score: Raw -1590923.260535 + Penalty 4487.485969 = -1586435.774567 nChanged 533 SP:Iteration 7F (10372.090000 sec): 3 clusters Score: Raw -1591421.854565 + Penalty 4487.485969 = -1586934.368596 nChanged 468 SP:Iteration 8F (10372.280000 sec): 3 clusters Score: Raw -1591812.008080 + Penalty 4487.485969 = -1587324.522111 nChanged 343 SP:Iteration 9Q (10372.550000 sec): 3 clusters Score: Raw -1592054.013399 + Penalty 4487.485969 = -1587566.527430 nChanged 231 SP:Iteration 10Q (10372.760000 sec): 3 clusters Score: Raw -1592191.192290 + Penalty 4487.485969 = -1587703.706321 nChanged 181 SP:Iteration 11Q (10373.030000 sec): 3 clusters Score: Raw -1592290.713970 + Penalty 4487.485969 = -1587803.228001 nChanged 138 SP:Iteration 12Q (10373.270000 sec): 3 clusters Score: Raw -1592358.977375 + Penalty 4487.485969 = -1587871.491406 nChanged 99 SP:Iteration 13Q (10373.460000 sec): 3 clusters Score: Raw -1592402.451948 + Penalty 4487.485969 = -1587914.965979 nChanged 85 SP:Iteration 14Q (10373.730000 sec): 3 clusters Score: Raw -1592436.312970 + Penalty 4487.485969 = -1587948.827002 nChanged 75 SP:Iteration 15Q (10373.980000 sec): 3 clusters Score: Raw -1592462.503862 + Penalty 4487.485969 = -1587975.017893 nChanged 72 SP:Iteration 16Q (10374.180000 sec): 3 clusters Score: Raw -1592488.231514 + Penalty 4487.485969 = -1588000.745545 nChanged 54 SP:Iteration 17Q (10374.350000 sec): 3 clusters Score: Raw -1592505.793931 + Penalty 4487.485969 = -1588018.307962 nChanged 42 SP:Iteration 18Q (10374.580000 sec): 3 clusters Score: Raw -1592520.117773 + Penalty 4487.485969 = -1588032.631804 nChanged 38 SP:Iteration 19Q (10374.840000 sec): 3 clusters Score: Raw -1592531.031346 + Penalty 4487.485969 = -1588043.545378 nChanged 35 SP:Iteration 20F (10375.080000 sec): 3 clusters Score: Raw -1592539.754360 + Penalty 4487.485969 = -1588052.268391 nChanged 28 SP:Iteration 21Q (10375.280000 sec): 3 clusters Score: Raw -1592546.797884 + Penalty 4487.485969 = -1588059.311915 nChanged 30 SP:Iteration 22Q (10375.550000 sec): 3 clusters Score: Raw -1592553.281333 + Penalty 4487.485969 = -1588065.795364 nChanged 22 SP:Iteration 23Q (10375.770000 sec): 3 clusters Score: Raw -1592558.483445 + Penalty 4487.485969 = -1588070.997476 nChanged 22 SP:Iteration 24Q (10376.060000 sec): 3 clusters Score: Raw -1592563.127095 + Penalty 4487.485969 = -1588075.641126 nChanged 15 SP:Iteration 25Q (10376.300000 sec): 3 clusters Score: Raw -1592566.506863 + Penalty 4487.485969 = -1588079.020895 nChanged 15 SP:Iteration 26Q (10376.530000 sec): 3 clusters Score: Raw -1592569.223086 + Penalty 4487.485969 = -1588081.737117 nChanged 18 SP:Iteration 27Q (10376.780000 sec): 3 clusters Score: Raw -1592573.204274 + Penalty 4487.485969 = -1588085.718305 nChanged 14 SP:Iteration 28Q (10377.020000 sec): 3 clusters Score: Raw -1592576.093496 + Penalty 4487.485969 = -1588088.607527 nChanged 15 SP:Iteration 29Q (10377.250000 sec): 3 clusters Score: Raw -1592579.723932 + Penalty 4487.485969 = -1588092.237964 nChanged 18 SP:Iteration 30Q (10377.560000 sec): 3 clusters Score: Raw -1592583.666886 + Penalty 4487.485969 = -1588096.180918 nChanged 13 SP:Iteration 31Q (10377.770000 sec): 3 clusters Score: Raw -1592586.316737 + Penalty 4487.485969 = -1588098.830768 nChanged 13 SP:Iteration 32Q (10377.980000 sec): 3 clusters Score: Raw -1592588.922421 + Penalty 4487.485969 = -1588101.436453 nChanged 11 SP:Iteration 33Q (10378.210000 sec): 3 clusters Score: Raw -1592591.244365 + Penalty 4487.485969 = -1588103.758396 nChanged 13 SP:Iteration 34Q (10378.460000 sec): 3 clusters Score: Raw -1592594.384760 + Penalty 4487.485969 = -1588106.898792 nChanged 14 SP:Iteration 35Q (10378.730000 sec): 3 clusters Score: Raw -1592597.700767 + Penalty 4487.485969 = -1588110.214798 nChanged 14 SP:Iteration 36Q (10378.930000 sec): 3 clusters Score: Raw -1592600.266228 + Penalty 4487.485969 = -1588112.780259 nChanged 11 SP:Iteration 37Q (10379.180000 sec): 3 clusters Score: Raw -1592602.208507 + Penalty 4487.485969 = -1588114.722538 nChanged 9 SP:Iteration 38Q (10379.430000 sec): 3 clusters Score: Raw -1592604.435539 + Penalty 4487.485969 = -1588116.949571 nChanged 6 SP:Iteration 39Q (10379.720000 sec): 3 clusters Score: Raw -1592605.354500 + Penalty 4487.485969 = -1588117.868531 nChanged 6 SP:Iteration 40F (10379.950000 sec): 3 clusters Score: Raw -1592606.400958 + Penalty 4487.485969 = -1588118.914989 nChanged 7 SP:Iteration 41Q (10380.200000 sec): 3 clusters Score: Raw -1592607.887251 + Penalty 4487.485969 = -1588120.401282 nChanged 8 SP:Iteration 42Q (10380.480000 sec): 3 clusters Score: Raw -1592610.197983 + Penalty 4487.485969 = -1588122.712014 nChanged 11 SP:Iteration 43Q (10380.750000 sec): 3 clusters Score: Raw -1592613.436081 + Penalty 4487.485969 = -1588125.950112 nChanged 12 SP:Iteration 44Q (10381.010000 sec): 3 clusters Score: Raw -1592615.967268 + Penalty 4487.485969 = -1588128.481299 nChanged 9 SP:Iteration 45Q (10381.210000 sec): 3 clusters Score: Raw -1592617.951636 + Penalty 4487.485969 = -1588130.465668 nChanged 9 SP:Iteration 46Q (10381.460000 sec): 3 clusters Score: Raw -1592619.795982 + Penalty 4487.485969 = -1588132.310013 nChanged 10 SP:Iteration 47Q (10381.750000 sec): 3 clusters Score: Raw -1592621.314252 + Penalty 4487.485969 = -1588133.828284 nChanged 6 SP:Iteration 48Q (10382.000000 sec): 3 clusters Score: Raw -1592622.268553 + Penalty 4487.485969 = -1588134.782584 nChanged 2 SP:Iteration 49Q (10382.260000 sec): 3 clusters Score: Raw -1592622.510025 + Penalty 4487.485969 = -1588135.024057 nChanged 1 SP:Iteration 50Q (10382.510000 sec): 3 clusters Score: Raw -1592622.588591 + Penalty 4487.485969 = -1588135.102623 nChanged 0 SP:Iteration 51F (10382.780000 sec): 3 clusters Score: Raw -1592622.588591 + Penalty 4487.485969 = -1588135.102623 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 14 (178682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10383.670000 sec): 2 clusters Score: Raw -34371395.870310 + Penalty 2999.154016 = -34368396.716294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10384.720000 sec): 3 clusters Score: Raw -34254543.024304 + Penalty 5998.308032 = -34248544.716271 nChanged 85845 SP:Iteration 1F (10385.770000 sec): 3 clusters Score: Raw -34305622.879683 + Penalty 5998.308032 = -34299624.571650 nChanged 7025 SP:Iteration 2Q (10387.000000 sec): 3 clusters Score: Raw -34307871.401374 + Penalty 5998.308032 = -34301873.093342 nChanged 8341 SP:Iteration 3Q (10388.110000 sec): 3 clusters Score: Raw -34311067.028384 + Penalty 5998.308032 = -34305068.720351 nChanged 9607 SP:Iteration 4F (10389.170000 sec): 3 clusters Score: Raw -34315136.728584 + Penalty 5998.308032 = -34309138.420551 nChanged 10215 SP:Iteration 5F (10390.230000 sec): 3 clusters Score: Raw -34319712.288983 + Penalty 5998.308032 = -34313713.980950 nChanged 10085 SP:Iteration 6F (10391.280000 sec): 3 clusters Score: Raw -34324085.898751 + Penalty 5998.308032 = -34318087.590718 nChanged 9274 SP:Iteration 7F (10392.320000 sec): 3 clusters Score: Raw -34327956.393758 + Penalty 5998.308032 = -34321958.085725 nChanged 8353 SP:Iteration 8Q (10393.420000 sec): 3 clusters Score: Raw -34331492.104624 + Penalty 5998.308032 = -34325493.796591 nChanged 7973 SP:Iteration 9Q (10394.450000 sec): 3 clusters Score: Raw -34335321.052353 + Penalty 5998.308032 = -34329322.744320 nChanged 8121 SP:Iteration 10Q (10395.520000 sec): 3 clusters Score: Raw -34339870.931944 + Penalty 5998.308032 = -34333872.623911 nChanged 8688 SP:Iteration 11Q (10396.690000 sec): 3 clusters Score: Raw -34345615.355751 + Penalty 5998.308032 = -34339617.047719 nChanged 9105 SP:Iteration 12F (10397.780000 sec): 3 clusters Score: Raw -34352477.133234 + Penalty 5998.308032 = -34346478.825202 nChanged 8406 SP:Iteration 13Q (10398.810000 sec): 3 clusters Score: Raw -34359301.361700 + Penalty 5998.308032 = -34353303.053668 nChanged 6634 SP:Iteration 14Q (10399.820000 sec): 3 clusters Score: Raw -34364834.119751 + Penalty 5998.308032 = -34358835.811718 nChanged 4310 SP:Iteration 15Q (10400.810000 sec): 3 clusters Score: Raw -34368345.479788 + Penalty 5998.308032 = -34362347.171756 nChanged 2304 SP:Iteration 16Q (10401.860000 sec): 3 clusters Score: Raw -34370192.878938 + Penalty 5998.308032 = -34364194.570906 nChanged 1026 SP:Iteration 17Q (10402.920000 sec): 3 clusters Score: Raw -34370993.449802 + Penalty 5998.308032 = -34364995.141769 nChanged 448 SP:Iteration 18Q (10403.830000 sec): 3 clusters Score: Raw -34371329.013359 + Penalty 5998.308032 = -34365330.705327 nChanged 229 SP:Iteration 19Q (10404.760000 sec): 3 clusters Score: Raw -34371512.059179 + Penalty 5998.308032 = -34365513.751146 nChanged 136 SP:Iteration 20F (10405.850000 sec): 3 clusters Score: Raw -34371620.032078 + Penalty 5998.308032 = -34365621.724046 nChanged 78 SP:Iteration 21Q (10406.770000 sec): 3 clusters Score: Raw -34371677.494409 + Penalty 5998.308032 = -34365679.186377 nChanged 42 SP:Iteration 22Q (10407.700000 sec): 3 clusters Score: Raw -34371712.203126 + Penalty 5998.308032 = -34365713.895093 nChanged 43 SP:Iteration 23Q (10408.570000 sec): 3 clusters Score: Raw -34371744.318601 + Penalty 5998.308032 = -34365746.010568 nChanged 27 SP:Iteration 24Q (10409.580000 sec): 3 clusters Score: Raw -34371765.618599 + Penalty 5998.308032 = -34365767.310566 nChanged 30 SP:Iteration 25Q (10410.540000 sec): 3 clusters Score: Raw -34371793.252565 + Penalty 5998.308032 = -34365794.944532 nChanged 30 SP:Iteration 26Q (10411.470000 sec): 3 clusters Score: Raw -34371816.251226 + Penalty 5998.308032 = -34365817.943194 nChanged 16 SP:Iteration 27Q (10412.420000 sec): 3 clusters Score: Raw -34371830.698662 + Penalty 5998.308032 = -34365832.390629 nChanged 21 SP:Iteration 28Q (10413.380000 sec): 3 clusters Score: Raw -34371844.943758 + Penalty 5998.308032 = -34365846.635726 nChanged 9 SP:Iteration 29Q (10414.270000 sec): 3 clusters Score: Raw -34371850.008285 + Penalty 5998.308032 = -34365851.700253 nChanged 5 SP:Iteration 30Q (10415.100000 sec): 3 clusters Score: Raw -34371853.660862 + Penalty 5998.308032 = -34365855.352830 nChanged 6 SP:Iteration 31Q (10416.000000 sec): 3 clusters Score: Raw -34371859.376477 + Penalty 5998.308032 = -34365861.068445 nChanged 5 SP:Iteration 32Q (10416.900000 sec): 3 clusters Score: Raw -34371863.542470 + Penalty 5998.308032 = -34365865.234438 nChanged 4 SP:Iteration 33Q (10417.830000 sec): 3 clusters Score: Raw -34371866.327410 + Penalty 5998.308032 = -34365868.019377 nChanged 1 SP:Iteration 34Q (10418.780000 sec): 3 clusters Score: Raw -34371866.888571 + Penalty 5998.308032 = -34365868.580538 nChanged 1 SP:Iteration 35Q (10419.690000 sec): 3 clusters Score: Raw -34371867.440241 + Penalty 5998.308032 = -34365869.132209 nChanged 0 SP:Iteration 36F (10420.770000 sec): 3 clusters Score: Raw -34371867.440241 + Penalty 5998.308032 = -34365869.132209 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 15 (262940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10422.000000 sec): 2 clusters Score: Raw -46620265.447682 + Penalty 3094.960925 = -46617170.486758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10423.550000 sec): 3 clusters Score: Raw -46446643.513153 + Penalty 6189.921850 = -46440453.591304 nChanged 126855 SP:Iteration 1F (10425.150000 sec): 3 clusters Score: Raw -46521690.132171 + Penalty 6189.921850 = -46515500.210322 nChanged 7059 SP:Iteration 2Q (10426.650000 sec): 3 clusters Score: Raw -46523032.211565 + Penalty 6189.921850 = -46516842.289716 nChanged 7307 SP:Iteration 3Q (10428.180000 sec): 3 clusters Score: Raw -46524581.311098 + Penalty 6189.921850 = -46518391.389248 nChanged 7835 SP:Iteration 4Q (10429.690000 sec): 3 clusters Score: Raw -46526406.019891 + Penalty 6189.921850 = -46520216.098041 nChanged 8245 SP:Iteration 5Q (10431.180000 sec): 3 clusters Score: Raw -46528586.693566 + Penalty 6189.921850 = -46522396.771716 nChanged 8908 SP:Iteration 6Q (10432.630000 sec): 3 clusters Score: Raw -46531353.043128 + Penalty 6189.921850 = -46525163.121279 nChanged 10084 SP:Iteration 7Q (10434.090000 sec): 3 clusters Score: Raw -46534905.143087 + Penalty 6189.921850 = -46528715.221237 nChanged 10976 SP:Iteration 8Q (10435.670000 sec): 3 clusters Score: Raw -46539287.345401 + Penalty 6189.921850 = -46533097.423552 nChanged 12107 SP:Iteration 9Q (10437.200000 sec): 3 clusters Score: Raw -46545083.676558 + Penalty 6189.921850 = -46538893.754709 nChanged 13427 SP:Iteration 10F (10438.730000 sec): 3 clusters Score: Raw -46552809.925061 + Penalty 6189.921850 = -46546620.003211 nChanged 14453 SP:Iteration 11F (10440.210000 sec): 3 clusters Score: Raw -46562514.158425 + Penalty 6189.921850 = -46556324.236576 nChanged 14387 SP:Iteration 12F (10441.700000 sec): 3 clusters Score: Raw -46572825.921803 + Penalty 6189.921850 = -46566635.999953 nChanged 13071 SP:Iteration 13Q (10443.190000 sec): 3 clusters Score: Raw -46582134.657721 + Penalty 6189.921850 = -46575944.735872 nChanged 10992 SP:Iteration 14Q (10444.660000 sec): 3 clusters Score: Raw -46589522.450447 + Penalty 6189.921850 = -46583332.528597 nChanged 8906 SP:Iteration 15Q (10446.080000 sec): 3 clusters Score: Raw -46595352.827922 + Penalty 6189.921850 = -46589162.906073 nChanged 7346 SP:Iteration 16Q (10447.490000 sec): 3 clusters Score: Raw -46600053.683882 + Penalty 6189.921850 = -46593863.762032 nChanged 6084 SP:Iteration 17Q (10448.880000 sec): 3 clusters Score: Raw -46603967.091006 + Penalty 6189.921850 = -46597777.169156 nChanged 5098 SP:Iteration 18Q (10450.320000 sec): 3 clusters Score: Raw -46607212.642337 + Penalty 6189.921850 = -46601022.720488 nChanged 4338 SP:Iteration 19Q (10451.610000 sec): 3 clusters Score: Raw -46609937.626239 + Penalty 6189.921850 = -46603747.704390 nChanged 3705 SP:Iteration 20F (10453.010000 sec): 3 clusters Score: Raw -46612223.767134 + Penalty 6189.921850 = -46606033.845284 nChanged 3062 SP:Iteration 21Q (10454.300000 sec): 3 clusters Score: Raw -46614058.688166 + Penalty 6189.921850 = -46607868.766316 nChanged 2496 SP:Iteration 22Q (10455.680000 sec): 3 clusters Score: Raw -46615528.400384 + Penalty 6189.921850 = -46609338.478534 nChanged 2034 SP:Iteration 23Q (10456.940000 sec): 3 clusters Score: Raw -46616669.669303 + Penalty 6189.921850 = -46610479.747453 nChanged 1640 SP:Iteration 24Q (10458.300000 sec): 3 clusters Score: Raw -46617566.867888 + Penalty 6189.921850 = -46611376.946039 nChanged 1316 SP:Iteration 25Q (10459.610000 sec): 3 clusters Score: Raw -46618247.953773 + Penalty 6189.921850 = -46612058.031924 nChanged 1084 SP:Iteration 26Q (10461.050000 sec): 3 clusters Score: Raw -46618788.254770 + Penalty 6189.921850 = -46612598.332921 nChanged 849 SP:Iteration 27Q (10462.290000 sec): 3 clusters Score: Raw -46619203.016744 + Penalty 6189.921850 = -46613013.094895 nChanged 674 SP:Iteration 28Q (10463.700000 sec): 3 clusters Score: Raw -46619535.109976 + Penalty 6189.921850 = -46613345.188126 nChanged 522 SP:Iteration 29Q (10465.110000 sec): 3 clusters Score: Raw -46619777.421984 + Penalty 6189.921850 = -46613587.500135 nChanged 423 SP:Iteration 30Q (10466.430000 sec): 3 clusters Score: Raw -46619951.597815 + Penalty 6189.921850 = -46613761.675966 nChanged 346 SP:Iteration 31Q (10467.890000 sec): 3 clusters Score: Raw -46620105.230710 + Penalty 6189.921850 = -46613915.308861 nChanged 282 SP:Iteration 32Q (10469.270000 sec): 3 clusters Score: Raw -46620225.634096 + Penalty 6189.921850 = -46614035.712247 nChanged 206 SP:Iteration 33Q (10470.690000 sec): 3 clusters Score: Raw -46620308.322008 + Penalty 6189.921850 = -46614118.400158 nChanged 170 SP:Iteration 34Q (10472.240000 sec): 3 clusters Score: Raw -46620373.777323 + Penalty 6189.921850 = -46614183.855473 nChanged 149 SP:Iteration 35Q (10473.580000 sec): 3 clusters Score: Raw -46620434.581408 + Penalty 6189.921850 = -46614244.659559 nChanged 128 SP:Iteration 36Q (10474.990000 sec): 3 clusters Score: Raw -46620486.599878 + Penalty 6189.921850 = -46614296.678029 nChanged 84 SP:Iteration 37Q (10476.460000 sec): 3 clusters Score: Raw -46620524.124703 + Penalty 6189.921850 = -46614334.202854 nChanged 86 SP:Iteration 38Q (10478.120000 sec): 3 clusters Score: Raw -46620559.368615 + Penalty 6189.921850 = -46614369.446766 nChanged 72 SP:Iteration 39Q (10479.710000 sec): 3 clusters Score: Raw -46620588.996770 + Penalty 6189.921850 = -46614399.074920 nChanged 63 SP:Iteration 40F (10481.440000 sec): 3 clusters Score: Raw -46620613.432159 + Penalty 6189.921850 = -46614423.510309 nChanged 46 SP:Iteration 41Q (10482.990000 sec): 3 clusters Score: Raw -46620633.447006 + Penalty 6189.921850 = -46614443.525156 nChanged 42 SP:Iteration 42Q (10484.310000 sec): 3 clusters Score: Raw -46620646.776569 + Penalty 6189.921850 = -46614456.854719 nChanged 35 SP:Iteration 43Q (10485.920000 sec): 3 clusters Score: Raw -46620661.375567 + Penalty 6189.921850 = -46614471.453717 nChanged 28 SP:Iteration 44Q (10487.660000 sec): 3 clusters Score: Raw -46620672.288822 + Penalty 6189.921850 = -46614482.366973 nChanged 33 SP:Iteration 45Q (10489.430000 sec): 3 clusters Score: Raw -46620683.364878 + Penalty 6189.921850 = -46614493.443029 nChanged 19 SP:Iteration 46Q (10491.160000 sec): 3 clusters Score: Raw -46620691.147043 + Penalty 6189.921850 = -46614501.225193 nChanged 19 SP:Iteration 47Q (10492.740000 sec): 3 clusters Score: Raw -46620697.005464 + Penalty 6189.921850 = -46614507.083614 nChanged 12 SP:Iteration 48Q (10494.530000 sec): 3 clusters Score: Raw -46620701.505238 + Penalty 6189.921850 = -46614511.583388 nChanged 18 SP:Iteration 49Q (10496.070000 sec): 3 clusters Score: Raw -46620708.244887 + Penalty 6189.921850 = -46614518.323038 nChanged 15 SP:Iteration 50Q (10497.620000 sec): 3 clusters Score: Raw -46620714.189255 + Penalty 6189.921850 = -46614524.267405 nChanged 13 SP:Iteration 51Q (10499.090000 sec): 3 clusters Score: Raw -46620718.835481 + Penalty 6189.921850 = -46614528.913632 nChanged 17 SP:Iteration 52Q (10500.510000 sec): 3 clusters Score: Raw -46620726.080977 + Penalty 6189.921850 = -46614536.159127 nChanged 16 SP:Iteration 53Q (10501.880000 sec): 3 clusters Score: Raw -46620732.061953 + Penalty 6189.921850 = -46614542.140104 nChanged 13 SP:Iteration 54Q (10503.390000 sec): 3 clusters Score: Raw -46620736.751258 + Penalty 6189.921850 = -46614546.829408 nChanged 11 SP:Iteration 55Q (10504.830000 sec): 3 clusters Score: Raw -46620740.446287 + Penalty 6189.921850 = -46614550.524438 nChanged 8 SP:Iteration 56Q (10506.240000 sec): 3 clusters Score: Raw -46620742.656196 + Penalty 6189.921850 = -46614552.734347 nChanged 5 SP:Iteration 57Q (10507.800000 sec): 3 clusters Score: Raw -46620744.719062 + Penalty 6189.921850 = -46614554.797213 nChanged 7 SP:Iteration 58Q (10509.270000 sec): 3 clusters Score: Raw -46620747.050166 + Penalty 6189.921850 = -46614557.128316 nChanged 3 SP:Iteration 59Q (10510.800000 sec): 3 clusters Score: Raw -46620748.282987 + Penalty 6189.921850 = -46614558.361137 nChanged 8 SP:Iteration 60F (10512.370000 sec): 3 clusters Score: Raw -46620750.688276 + Penalty 6189.921850 = -46614560.766427 nChanged 8 SP:Iteration 61Q (10513.790000 sec): 3 clusters Score: Raw -46620753.643583 + Penalty 6189.921850 = -46614563.721733 nChanged 7 SP:Iteration 62Q (10515.250000 sec): 3 clusters Score: Raw -46620756.407942 + Penalty 6189.921850 = -46614566.486093 nChanged 7 SP:Iteration 63Q (10516.780000 sec): 3 clusters Score: Raw -46620758.845177 + Penalty 6189.921850 = -46614568.923328 nChanged 6 SP:Iteration 64Q (10518.130000 sec): 3 clusters Score: Raw -46620761.376584 + Penalty 6189.921850 = -46614571.454734 nChanged 8 SP:Iteration 65Q (10519.400000 sec): 3 clusters Score: Raw -46620765.239945 + Penalty 6189.921850 = -46614575.318096 nChanged 6 SP:Iteration 66Q (10520.520000 sec): 3 clusters Score: Raw -46620768.098918 + Penalty 6189.921850 = -46614578.177068 nChanged 6 SP:Iteration 67Q (10521.760000 sec): 3 clusters Score: Raw -46620770.566058 + Penalty 6189.921850 = -46614580.644208 nChanged 5 SP:Iteration 68Q (10523.000000 sec): 3 clusters Score: Raw -46620772.493601 + Penalty 6189.921850 = -46614582.571751 nChanged 2 SP:Iteration 69Q (10524.480000 sec): 3 clusters Score: Raw -46620773.117986 + Penalty 6189.921850 = -46614583.196137 nChanged 4 SP:Iteration 70Q (10526.070000 sec): 3 clusters Score: Raw -46620774.010752 + Penalty 6189.921850 = -46614584.088902 nChanged 3 SP:Iteration 71Q (10527.440000 sec): 3 clusters Score: Raw -46620775.205798 + Penalty 6189.921850 = -46614585.283948 nChanged 3 SP:Iteration 72Q (10528.680000 sec): 3 clusters Score: Raw -46620775.882136 + Penalty 6189.921850 = -46614585.960286 nChanged 3 SP:Iteration 73Q (10529.960000 sec): 3 clusters Score: Raw -46620776.816846 + Penalty 6189.921850 = -46614586.894997 nChanged 0 SP:Iteration 74F (10531.450000 sec): 3 clusters Score: Raw -46620776.816846 + Penalty 6189.921850 = -46614586.894997 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 16 (24731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10531.840000 sec): 2 clusters Score: Raw -4524002.197597 + Penalty 2508.721574 = -4521493.476023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10532.170000 sec): 3 clusters Score: Raw -4509486.647116 + Penalty 5017.443147 = -4504469.203969 nChanged 10935 SP:Iteration 1F (10532.520000 sec): 3 clusters Score: Raw -4515309.312387 + Penalty 5017.443147 = -4510291.869240 nChanged 1152 SP:Iteration 2Q (10532.860000 sec): 3 clusters Score: Raw -4515672.772172 + Penalty 5017.443147 = -4510655.329025 nChanged 986 SP:Iteration 3Q (10533.170000 sec): 3 clusters Score: Raw -4515956.963539 + Penalty 5017.443147 = -4510939.520392 nChanged 849 SP:Iteration 4Q (10533.480000 sec): 3 clusters Score: Raw -4516194.458361 + Penalty 5017.443147 = -4511177.015214 nChanged 812 SP:Iteration 5Q (10533.800000 sec): 3 clusters Score: Raw -4516419.928494 + Penalty 5017.443147 = -4511402.485347 nChanged 796 SP:Iteration 6Q (10534.090000 sec): 3 clusters Score: Raw -4516651.378736 + Penalty 5017.443147 = -4511633.935589 nChanged 789 SP:Iteration 7Q (10534.400000 sec): 3 clusters Score: Raw -4516916.779759 + Penalty 5017.443147 = -4511899.336612 nChanged 902 SP:Iteration 8Q (10534.710000 sec): 3 clusters Score: Raw -4517283.569704 + Penalty 5017.443147 = -4512266.126557 nChanged 1087 SP:Iteration 9Q (10535.000000 sec): 3 clusters Score: Raw -4517815.287299 + Penalty 5017.443147 = -4512797.844152 nChanged 1293 SP:Iteration 10F (10535.280000 sec): 3 clusters Score: Raw -4518579.021100 + Penalty 5017.443147 = -4513561.577953 nChanged 1490 SP:Iteration 11F (10535.580000 sec): 3 clusters Score: Raw -4519643.946129 + Penalty 5017.443147 = -4514626.502982 nChanged 1594 SP:Iteration 12F (10535.880000 sec): 3 clusters Score: Raw -4520962.990732 + Penalty 5017.443147 = -4515945.547585 nChanged 1430 SP:Iteration 13F (10536.120000 sec): 3 clusters Score: Raw -4522235.480736 + Penalty 5017.443147 = -4517218.037589 nChanged 998 SP:Iteration 14Q (10536.470000 sec): 3 clusters Score: Raw -4523132.585841 + Penalty 5017.443147 = -4518115.142694 nChanged 603 SP:Iteration 15Q (10536.740000 sec): 3 clusters Score: Raw -4523670.466098 + Penalty 5017.443147 = -4518653.022951 nChanged 288 SP:Iteration 16Q (10536.970000 sec): 3 clusters Score: Raw -4523935.392363 + Penalty 5017.443147 = -4518917.949216 nChanged 147 SP:Iteration 17Q (10537.270000 sec): 3 clusters Score: Raw -4524070.929281 + Penalty 5017.443147 = -4519053.486134 nChanged 79 SP:Iteration 18Q (10537.520000 sec): 3 clusters Score: Raw -4524149.403877 + Penalty 5017.443147 = -4519131.960730 nChanged 45 SP:Iteration 19Q (10537.780000 sec): 3 clusters Score: Raw -4524199.475384 + Penalty 5017.443147 = -4519182.032237 nChanged 28 SP:Iteration 20F (10538.090000 sec): 3 clusters Score: Raw -4524237.240729 + Penalty 5017.443147 = -4519219.797582 nChanged 22 SP:Iteration 21Q (10538.360000 sec): 3 clusters Score: Raw -4524262.120331 + Penalty 5017.443147 = -4519244.677184 nChanged 16 SP:Iteration 22Q (10538.680000 sec): 3 clusters Score: Raw -4524284.592293 + Penalty 5017.443147 = -4519267.149146 nChanged 16 SP:Iteration 23Q (10538.940000 sec): 3 clusters Score: Raw -4524304.022128 + Penalty 5017.443147 = -4519286.578981 nChanged 14 SP:Iteration 24Q (10539.230000 sec): 3 clusters Score: Raw -4524319.298346 + Penalty 5017.443147 = -4519301.855199 nChanged 11 SP:Iteration 25Q (10539.510000 sec): 3 clusters Score: Raw -4524333.730047 + Penalty 5017.443147 = -4519316.286900 nChanged 13 SP:Iteration 26Q (10539.830000 sec): 3 clusters Score: Raw -4524348.836575 + Penalty 5017.443147 = -4519331.393428 nChanged 8 SP:Iteration 27Q (10540.130000 sec): 3 clusters Score: Raw -4524354.606934 + Penalty 5017.443147 = -4519337.163787 nChanged 3 SP:Iteration 28Q (10540.430000 sec): 3 clusters Score: Raw -4524356.734403 + Penalty 5017.443147 = -4519339.291256 nChanged 2 SP:Iteration 29Q (10540.730000 sec): 3 clusters Score: Raw -4524358.091685 + Penalty 5017.443147 = -4519340.648538 nChanged 2 SP:Iteration 30Q (10540.980000 sec): 3 clusters Score: Raw -4524360.312474 + Penalty 5017.443147 = -4519342.869327 nChanged 3 SP:Iteration 31Q (10541.290000 sec): 3 clusters Score: Raw -4524362.578637 + Penalty 5017.443147 = -4519345.135490 nChanged 0 SP:Iteration 32F (10541.590000 sec): 3 clusters Score: Raw -4524362.578637 + Penalty 5017.443147 = -4519345.135490 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 17 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10541.730000 sec): 2 clusters Score: Raw -206303.474154 + Penalty 1747.784271 = -204555.689883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10541.870000 sec): 3 clusters Score: Raw -205988.199366 + Penalty 3495.568542 = -202492.630825 nChanged 310 SP:Iteration 1F (10542.040000 sec): 3 clusters Score: Raw -206349.499000 + Penalty 3495.568542 = -202853.930458 nChanged 91 SP:Iteration 2F (10542.220000 sec): 3 clusters Score: Raw -206478.318139 + Penalty 3495.568542 = -202982.749597 nChanged 53 SP:Iteration 3Q (10542.430000 sec): 3 clusters Score: Raw -206563.950012 + Penalty 3495.568542 = -203068.381470 nChanged 39 SP:Iteration 4Q (10542.570000 sec): 3 clusters Score: Raw -206641.467823 + Penalty 3495.568542 = -203145.899281 nChanged 35 SP:Iteration 5Q (10542.710000 sec): 3 clusters Score: Raw -206710.700661 + Penalty 3495.568542 = -203215.132119 nChanged 34 SP:Iteration 6Q (10542.860000 sec): 3 clusters Score: Raw -206779.173910 + Penalty 3495.568542 = -203283.605368 nChanged 45 SP:Iteration 7Q (10543.100000 sec): 3 clusters Score: Raw -206867.840631 + Penalty 3495.568542 = -203372.272089 nChanged 37 SP:Iteration 8Q (10543.250000 sec): 3 clusters Score: Raw -206949.192882 + Penalty 3495.568542 = -203453.624340 nChanged 29 SP:Iteration 9Q (10543.460000 sec): 3 clusters Score: Raw -207007.563423 + Penalty 3495.568542 = -203511.994881 nChanged 27 SP:Iteration 10Q (10543.650000 sec): 3 clusters Score: Raw -207052.748748 + Penalty 3495.568542 = -203557.180207 nChanged 18 SP:Iteration 11Q (10543.830000 sec): 3 clusters Score: Raw -207078.694990 + Penalty 3495.568542 = -203583.126448 nChanged 9 SP:Iteration 12Q (10544.050000 sec): 3 clusters Score: Raw -207090.265511 + Penalty 3495.568542 = -203594.696969 nChanged 5 SP:Iteration 13Q (10544.230000 sec): 3 clusters Score: Raw -207096.546187 + Penalty 3495.568542 = -203600.977645 nChanged 4 SP:Iteration 14Q (10544.390000 sec): 3 clusters Score: Raw -207102.801899 + Penalty 3495.568542 = -203607.233357 nChanged 1 SP:Iteration 15Q (10544.590000 sec): 3 clusters Score: Raw -207104.144383 + Penalty 3495.568542 = -203608.575842 nChanged 1 SP:Iteration 16Q (10544.810000 sec): 3 clusters Score: Raw -207104.829478 + Penalty 3495.568542 = -203609.260936 nChanged 1 SP:Iteration 17Q (10545.000000 sec): 3 clusters Score: Raw -207106.938070 + Penalty 3495.568542 = -203611.369528 nChanged 2 SP:Iteration 18Q (10545.170000 sec): 3 clusters Score: Raw -207109.528006 + Penalty 3495.568542 = -203613.959465 nChanged 2 SP:Iteration 19Q (10545.380000 sec): 3 clusters Score: Raw -207111.057076 + Penalty 3495.568542 = -203615.488534 nChanged 2 SP:Iteration 20F (10545.570000 sec): 3 clusters Score: Raw -207112.428056 + Penalty 3495.568542 = -203616.859514 nChanged 2 SP:Iteration 21Q (10545.720000 sec): 3 clusters Score: Raw -207114.973016 + Penalty 3495.568542 = -203619.404474 nChanged 2 SP:Iteration 22Q (10545.900000 sec): 3 clusters Score: Raw -207117.217055 + Penalty 3495.568542 = -203621.648513 nChanged 3 SP:Iteration 23Q (10546.100000 sec): 3 clusters Score: Raw -207122.725626 + Penalty 3495.568542 = -203627.157084 nChanged 2 SP:Iteration 24Q (10546.270000 sec): 3 clusters Score: Raw -207124.414854 + Penalty 3495.568542 = -203628.846312 nChanged 0 SP:Iteration 25F (10546.460000 sec): 3 clusters Score: Raw -207124.414854 + Penalty 3495.568542 = -203628.846312 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 18 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10546.550000 sec): 2 clusters Score: Raw -126871.141810 + Penalty 1649.589825 = -125221.551985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10546.720000 sec): 3 clusters Score: Raw -126761.702724 + Penalty 3299.179649 = -123462.523075 nChanged 179 SP:Iteration 1F (10546.930000 sec): 3 clusters Score: Raw -127073.043846 + Penalty 3299.179649 = -123773.864197 nChanged 74 SP:Iteration 2F (10547.110000 sec): 3 clusters Score: Raw -127337.673062 + Penalty 3299.179649 = -124038.493413 nChanged 71 SP:Iteration 3F (10547.290000 sec): 3 clusters Score: Raw -127692.548650 + Penalty 3299.179649 = -124393.369000 nChanged 50 SP:Iteration 4F (10547.460000 sec): 3 clusters Score: Raw -127941.117314 + Penalty 3299.179649 = -124641.937665 nChanged 39 SP:Iteration 5F (10547.630000 sec): 3 clusters Score: Raw -128097.592662 + Penalty 3299.179649 = -124798.413013 nChanged 32 SP:Iteration 6Q (10547.800000 sec): 3 clusters Score: Raw -128209.929227 + Penalty 3299.179649 = -124910.749578 nChanged 22 SP:Iteration 7Q (10547.970000 sec): 3 clusters Score: Raw -128285.762776 + Penalty 3299.179649 = -124986.583126 nChanged 15 SP:Iteration 8Q (10548.120000 sec): 3 clusters Score: Raw -128323.348655 + Penalty 3299.179649 = -125024.169006 nChanged 8 SP:Iteration 9Q (10548.290000 sec): 3 clusters Score: Raw -128340.032876 + Penalty 3299.179649 = -125040.853227 nChanged 6 SP:Iteration 10Q (10548.500000 sec): 3 clusters Score: Raw -128350.677386 + Penalty 3299.179649 = -125051.497737 nChanged 2 SP:Iteration 11Q (10548.700000 sec): 3 clusters Score: Raw -128353.700220 + Penalty 3299.179649 = -125054.520570 nChanged 2 SP:Iteration 12Q (10548.910000 sec): 3 clusters Score: Raw -128355.809895 + Penalty 3299.179649 = -125056.630245 nChanged 1 SP:Iteration 13Q (10549.110000 sec): 3 clusters Score: Raw -128357.817197 + Penalty 3299.179649 = -125058.637547 nChanged 1 SP:Iteration 14Q (10549.320000 sec): 3 clusters Score: Raw -128359.668611 + Penalty 3299.179649 = -125060.488961 nChanged 1 SP:Iteration 15Q (10549.490000 sec): 3 clusters Score: Raw -128361.946090 + Penalty 3299.179649 = -125062.766441 nChanged 1 SP:Iteration 16Q (10549.660000 sec): 3 clusters Score: Raw -128367.495216 + Penalty 3299.179649 = -125068.315567 nChanged 2 SP:Iteration 17Q (10549.870000 sec): 3 clusters Score: Raw -128372.407873 + Penalty 3299.179649 = -125073.228224 nChanged 1 SP:Iteration 18Q (10550.040000 sec): 3 clusters Score: Raw -128373.624065 + Penalty 3299.179649 = -125074.444415 nChanged 1 SP:Iteration 19Q (10550.220000 sec): 3 clusters Score: Raw -128376.279231 + Penalty 3299.179649 = -125077.099582 nChanged 0 SP:Iteration 20F (10550.400000 sec): 3 clusters Score: Raw -128376.279231 + Penalty 3299.179649 = -125077.099582 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 19 (1882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10550.460000 sec): 2 clusters Score: Raw -311745.304782 + Penalty 1869.942399 = -309875.362382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10550.680000 sec): 3 clusters Score: Raw -311100.330516 + Penalty 3739.884799 = -307360.445717 nChanged 582 SP:Iteration 1F (10550.860000 sec): 3 clusters Score: Raw -311543.130680 + Penalty 3739.884799 = -307803.245881 nChanged 146 SP:Iteration 2F (10551.020000 sec): 3 clusters Score: Raw -311700.427227 + Penalty 3739.884799 = -307960.542428 nChanged 94 SP:Iteration 3Q (10551.180000 sec): 3 clusters Score: Raw -311800.132104 + Penalty 3739.884799 = -308060.247305 nChanged 77 SP:Iteration 4Q (10551.400000 sec): 3 clusters Score: Raw -311883.830879 + Penalty 3739.884799 = -308143.946081 nChanged 62 SP:Iteration 5Q (10551.540000 sec): 3 clusters Score: Raw -311959.627807 + Penalty 3739.884799 = -308219.743008 nChanged 55 SP:Iteration 6Q (10551.730000 sec): 3 clusters Score: Raw -312041.358630 + Penalty 3739.884799 = -308301.473832 nChanged 82 SP:Iteration 7Q (10551.870000 sec): 3 clusters Score: Raw -312186.328187 + Penalty 3739.884799 = -308446.443388 nChanged 86 SP:Iteration 8Q (10552.060000 sec): 3 clusters Score: Raw -312331.460396 + Penalty 3739.884799 = -308591.575597 nChanged 83 SP:Iteration 9Q (10552.200000 sec): 3 clusters Score: Raw -312477.498992 + Penalty 3739.884799 = -308737.614193 nChanged 73 SP:Iteration 10Q (10552.390000 sec): 3 clusters Score: Raw -312585.257046 + Penalty 3739.884799 = -308845.372247 nChanged 55 SP:Iteration 11Q (10552.590000 sec): 3 clusters Score: Raw -312650.702897 + Penalty 3739.884799 = -308910.818098 nChanged 40 SP:Iteration 12Q (10552.770000 sec): 3 clusters Score: Raw -312687.444721 + Penalty 3739.884799 = -308947.559922 nChanged 24 SP:Iteration 13Q (10552.990000 sec): 3 clusters Score: Raw -312709.449126 + Penalty 3739.884799 = -308969.564327 nChanged 18 SP:Iteration 14Q (10553.170000 sec): 3 clusters Score: Raw -312727.790033 + Penalty 3739.884799 = -308987.905235 nChanged 16 SP:Iteration 15Q (10553.350000 sec): 3 clusters Score: Raw -312750.537595 + Penalty 3739.884799 = -309010.652796 nChanged 16 SP:Iteration 16Q (10553.560000 sec): 3 clusters Score: Raw -312771.305487 + Penalty 3739.884799 = -309031.420688 nChanged 15 SP:Iteration 17Q (10553.780000 sec): 3 clusters Score: Raw -312785.561815 + Penalty 3739.884799 = -309045.677016 nChanged 14 SP:Iteration 18Q (10553.990000 sec): 3 clusters Score: Raw -312801.779101 + Penalty 3739.884799 = -309061.894303 nChanged 14 SP:Iteration 19Q (10554.160000 sec): 3 clusters Score: Raw -312812.843139 + Penalty 3739.884799 = -309072.958340 nChanged 8 SP:Iteration 20F (10554.340000 sec): 3 clusters Score: Raw -312822.047800 + Penalty 3739.884799 = -309082.163002 nChanged 9 SP:Iteration 21Q (10554.550000 sec): 3 clusters Score: Raw -312832.740339 + Penalty 3739.884799 = -309092.855540 nChanged 14 SP:Iteration 22Q (10554.760000 sec): 3 clusters Score: Raw -312853.111831 + Penalty 3739.884799 = -309113.227032 nChanged 16 SP:Iteration 23Q (10554.950000 sec): 3 clusters Score: Raw -312877.365072 + Penalty 3739.884799 = -309137.480274 nChanged 15 SP:Iteration 24Q (10555.180000 sec): 3 clusters Score: Raw -312893.458782 + Penalty 3739.884799 = -309153.573983 nChanged 12 SP:Iteration 25Q (10555.340000 sec): 3 clusters Score: Raw -312905.422950 + Penalty 3739.884799 = -309165.538151 nChanged 9 SP:Iteration 26Q (10555.560000 sec): 3 clusters Score: Raw -312914.843796 + Penalty 3739.884799 = -309174.958997 nChanged 6 SP:Iteration 27Q (10555.780000 sec): 3 clusters Score: Raw -312919.218857 + Penalty 3739.884799 = -309179.334058 nChanged 6 SP:Iteration 28Q (10555.930000 sec): 3 clusters Score: Raw -312923.353936 + Penalty 3739.884799 = -309183.469138 nChanged 4 SP:Iteration 29Q (10556.110000 sec): 3 clusters Score: Raw -312926.761202 + Penalty 3739.884799 = -309186.876403 nChanged 7 SP:Iteration 30Q (10556.340000 sec): 3 clusters Score: Raw -312930.533422 + Penalty 3739.884799 = -309190.648623 nChanged 2 SP:Iteration 31Q (10556.550000 sec): 3 clusters Score: Raw -312932.350959 + Penalty 3739.884799 = -309192.466160 nChanged 2 SP:Iteration 32Q (10556.690000 sec): 3 clusters Score: Raw -312933.356816 + Penalty 3739.884799 = -309193.472017 nChanged 0 SP:Iteration 33F (10556.950000 sec): 3 clusters Score: Raw -312933.356816 + Penalty 3739.884799 = -309193.472017 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 20 (1600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10557.060000 sec): 2 clusters Score: Raw -290405.363294 + Penalty 1829.684209 = -288575.679085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10557.200000 sec): 3 clusters Score: Raw -289880.833780 + Penalty 3659.368418 = -286221.465362 nChanged 495 SP:Iteration 1F (10557.410000 sec): 3 clusters Score: Raw -290290.698975 + Penalty 3659.368418 = -286631.330557 nChanged 119 SP:Iteration 2F (10557.590000 sec): 3 clusters Score: Raw -290401.822301 + Penalty 3659.368418 = -286742.453882 nChanged 67 SP:Iteration 3Q (10557.790000 sec): 3 clusters Score: Raw -290471.041739 + Penalty 3659.368418 = -286811.673321 nChanged 48 SP:Iteration 4Q (10558.000000 sec): 3 clusters Score: Raw -290541.245000 + Penalty 3659.368418 = -286881.876581 nChanged 44 SP:Iteration 5Q (10558.200000 sec): 3 clusters Score: Raw -290612.949531 + Penalty 3659.368418 = -286953.581112 nChanged 50 SP:Iteration 6Q (10558.390000 sec): 3 clusters Score: Raw -290705.519545 + Penalty 3659.368418 = -287046.151126 nChanged 50 SP:Iteration 7Q (10558.610000 sec): 3 clusters Score: Raw -290784.868486 + Penalty 3659.368418 = -287125.500067 nChanged 53 SP:Iteration 8Q (10558.790000 sec): 3 clusters Score: Raw -290872.075597 + Penalty 3659.368418 = -287212.707179 nChanged 44 SP:Iteration 9Q (10558.980000 sec): 3 clusters Score: Raw -290947.721197 + Penalty 3659.368418 = -287288.352778 nChanged 58 SP:Iteration 10Q (10559.160000 sec): 3 clusters Score: Raw -291040.816469 + Penalty 3659.368418 = -287381.448051 nChanged 63 SP:Iteration 11Q (10559.370000 sec): 3 clusters Score: Raw -291146.351500 + Penalty 3659.368418 = -287486.983081 nChanged 63 SP:Iteration 12Q (10559.580000 sec): 3 clusters Score: Raw -291244.332631 + Penalty 3659.368418 = -287584.964213 nChanged 46 SP:Iteration 13Q (10559.740000 sec): 3 clusters Score: Raw -291298.967641 + Penalty 3659.368418 = -287639.599223 nChanged 31 SP:Iteration 14Q (10559.970000 sec): 3 clusters Score: Raw -291340.087142 + Penalty 3659.368418 = -287680.718723 nChanged 35 SP:Iteration 15Q (10560.170000 sec): 3 clusters Score: Raw -291389.442175 + Penalty 3659.368418 = -287730.073757 nChanged 22 SP:Iteration 16Q (10560.330000 sec): 3 clusters Score: Raw -291425.007111 + Penalty 3659.368418 = -287765.638692 nChanged 16 SP:Iteration 17Q (10560.540000 sec): 3 clusters Score: Raw -291440.318640 + Penalty 3659.368418 = -287780.950222 nChanged 11 SP:Iteration 18Q (10560.680000 sec): 3 clusters Score: Raw -291452.484537 + Penalty 3659.368418 = -287793.116118 nChanged 11 SP:Iteration 19Q (10560.900000 sec): 3 clusters Score: Raw -291464.959379 + Penalty 3659.368418 = -287805.590961 nChanged 5 SP:Iteration 20F (10561.070000 sec): 3 clusters Score: Raw -291469.537958 + Penalty 3659.368418 = -287810.169540 nChanged 3 SP:Iteration 21Q (10561.270000 sec): 3 clusters Score: Raw -291471.227795 + Penalty 3659.368418 = -287811.859376 nChanged 1 SP:Iteration 22Q (10561.430000 sec): 3 clusters Score: Raw -291471.843236 + Penalty 3659.368418 = -287812.474817 nChanged 0 SP:Iteration 23F (10561.620000 sec): 3 clusters Score: Raw -291471.843236 + Penalty 3659.368418 = -287812.474817 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 21 (864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10561.700000 sec): 2 clusters Score: Raw -136028.553107 + Penalty 1676.870047 = -134351.683061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10561.870000 sec): 3 clusters Score: Raw -135890.296534 + Penalty 3353.740093 = -132536.556440 nChanged 214 SP:Iteration 1F (10562.070000 sec): 3 clusters Score: Raw -136208.820324 + Penalty 3353.740093 = -132855.080231 nChanged 57 SP:Iteration 2F (10562.190000 sec): 3 clusters Score: Raw -136311.775045 + Penalty 3353.740093 = -132958.034952 nChanged 32 SP:Iteration 3Q (10562.360000 sec): 3 clusters Score: Raw -136373.705050 + Penalty 3353.740093 = -133019.964957 nChanged 18 SP:Iteration 4Q (10562.510000 sec): 3 clusters Score: Raw -136417.595250 + Penalty 3353.740093 = -133063.855157 nChanged 15 SP:Iteration 5Q (10562.710000 sec): 3 clusters Score: Raw -136458.496168 + Penalty 3353.740093 = -133104.756074 nChanged 17 SP:Iteration 6Q (10562.890000 sec): 3 clusters Score: Raw -136498.343121 + Penalty 3353.740093 = -133144.603028 nChanged 20 SP:Iteration 7Q (10563.070000 sec): 3 clusters Score: Raw -136557.573172 + Penalty 3353.740093 = -133203.833078 nChanged 28 SP:Iteration 8Q (10563.260000 sec): 3 clusters Score: Raw -136674.405557 + Penalty 3353.740093 = -133320.665463 nChanged 32 SP:Iteration 9Q (10563.400000 sec): 3 clusters Score: Raw -136779.617773 + Penalty 3353.740093 = -133425.877679 nChanged 30 SP:Iteration 10Q (10563.590000 sec): 3 clusters Score: Raw -136843.870825 + Penalty 3353.740093 = -133490.130732 nChanged 33 SP:Iteration 11Q (10563.830000 sec): 3 clusters Score: Raw -136929.034597 + Penalty 3353.740093 = -133575.294504 nChanged 20 SP:Iteration 12Q (10564.010000 sec): 3 clusters Score: Raw -136963.459142 + Penalty 3353.740093 = -133609.719048 nChanged 17 SP:Iteration 13Q (10564.190000 sec): 3 clusters Score: Raw -137015.593360 + Penalty 3353.740093 = -133661.853267 nChanged 17 SP:Iteration 14Q (10564.350000 sec): 3 clusters Score: Raw -137065.161780 + Penalty 3353.740093 = -133711.421686 nChanged 14 SP:Iteration 15Q (10564.510000 sec): 3 clusters Score: Raw -137097.412186 + Penalty 3353.740093 = -133743.672092 nChanged 9 SP:Iteration 16Q (10564.670000 sec): 3 clusters Score: Raw -137126.127646 + Penalty 3353.740093 = -133772.387552 nChanged 10 SP:Iteration 17Q (10564.850000 sec): 3 clusters Score: Raw -137151.859745 + Penalty 3353.740093 = -133798.119652 nChanged 8 SP:Iteration 18Q (10565.040000 sec): 3 clusters Score: Raw -137172.924279 + Penalty 3353.740093 = -133819.184185 nChanged 7 SP:Iteration 19Q (10565.230000 sec): 3 clusters Score: Raw -137191.529308 + Penalty 3353.740093 = -133837.789214 nChanged 6 SP:Iteration 20F (10565.440000 sec): 3 clusters Score: Raw -137202.652024 + Penalty 3353.740093 = -133848.911931 nChanged 5 SP:Iteration 21Q (10565.600000 sec): 3 clusters Score: Raw -137224.561359 + Penalty 3353.740093 = -133870.821266 nChanged 4 SP:Iteration 22Q (10565.810000 sec): 3 clusters Score: Raw -137235.471241 + Penalty 3353.740093 = -133881.731147 nChanged 1 SP:Iteration 23Q (10566.000000 sec): 3 clusters Score: Raw -137236.158205 + Penalty 3353.740093 = -133882.418111 nChanged 1 SP:Iteration 24Q (10566.220000 sec): 3 clusters Score: Raw -137236.684569 + Penalty 3353.740093 = -133882.944476 nChanged 0 SP:Iteration 25F (10566.470000 sec): 3 clusters Score: Raw -137236.684569 + Penalty 3353.740093 = -133882.944476 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 22 (7611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10566.570000 sec): 2 clusters Score: Raw -1329247.860228 + Penalty 2216.462762 = -1327031.397466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10566.790000 sec): 3 clusters Score: Raw -1325350.580300 + Penalty 4432.925525 = -1320917.654776 nChanged 3047 SP:Iteration 1F (10567.010000 sec): 3 clusters Score: Raw -1326945.280554 + Penalty 4432.925525 = -1322512.355029 nChanged 530 SP:Iteration 2F (10567.240000 sec): 3 clusters Score: Raw -1327213.910455 + Penalty 4432.925525 = -1322780.984931 nChanged 396 SP:Iteration 3F (10567.460000 sec): 3 clusters Score: Raw -1327389.729253 + Penalty 4432.925525 = -1322956.803729 nChanged 284 SP:Iteration 4Q (10567.680000 sec): 3 clusters Score: Raw -1327504.293903 + Penalty 4432.925525 = -1323071.368378 nChanged 251 SP:Iteration 5Q (10567.930000 sec): 3 clusters Score: Raw -1327618.834394 + Penalty 4432.925525 = -1323185.908869 nChanged 240 SP:Iteration 6Q (10568.150000 sec): 3 clusters Score: Raw -1327725.838128 + Penalty 4432.925525 = -1323292.912603 nChanged 233 SP:Iteration 7Q (10568.330000 sec): 3 clusters Score: Raw -1327833.053397 + Penalty 4432.925525 = -1323400.127872 nChanged 234 SP:Iteration 8Q (10568.550000 sec): 3 clusters Score: Raw -1327951.262951 + Penalty 4432.925525 = -1323518.337426 nChanged 228 SP:Iteration 9Q (10568.810000 sec): 3 clusters Score: Raw -1328056.214370 + Penalty 4432.925525 = -1323623.288845 nChanged 247 SP:Iteration 10Q (10569.020000 sec): 3 clusters Score: Raw -1328177.989357 + Penalty 4432.925525 = -1323745.063832 nChanged 241 SP:Iteration 11Q (10569.260000 sec): 3 clusters Score: Raw -1328303.557064 + Penalty 4432.925525 = -1323870.631539 nChanged 229 SP:Iteration 12Q (10569.460000 sec): 3 clusters Score: Raw -1328426.542893 + Penalty 4432.925525 = -1323993.617368 nChanged 211 SP:Iteration 13Q (10569.630000 sec): 3 clusters Score: Raw -1328547.462252 + Penalty 4432.925525 = -1324114.536727 nChanged 213 SP:Iteration 14Q (10569.880000 sec): 3 clusters Score: Raw -1328664.663931 + Penalty 4432.925525 = -1324231.738406 nChanged 191 SP:Iteration 15Q (10570.070000 sec): 3 clusters Score: Raw -1328775.198134 + Penalty 4432.925525 = -1324342.272609 nChanged 174 SP:Iteration 16Q (10570.270000 sec): 3 clusters Score: Raw -1328872.820573 + Penalty 4432.925525 = -1324439.895048 nChanged 165 SP:Iteration 17Q (10570.490000 sec): 3 clusters Score: Raw -1328979.325658 + Penalty 4432.925525 = -1324546.400134 nChanged 163 SP:Iteration 18Q (10570.690000 sec): 3 clusters Score: Raw -1329088.876000 + Penalty 4432.925525 = -1324655.950475 nChanged 145 SP:Iteration 19Q (10570.930000 sec): 3 clusters Score: Raw -1329191.344489 + Penalty 4432.925525 = -1324758.418965 nChanged 137 SP:Iteration 20F (10571.110000 sec): 3 clusters Score: Raw -1329284.738738 + Penalty 4432.925525 = -1324851.813213 nChanged 112 SP:Iteration 21Q (10571.340000 sec): 3 clusters Score: Raw -1329360.173095 + Penalty 4432.925525 = -1324927.247570 nChanged 93 SP:Iteration 22Q (10571.580000 sec): 3 clusters Score: Raw -1329417.223598 + Penalty 4432.925525 = -1324984.298073 nChanged 84 SP:Iteration 23Q (10571.800000 sec): 3 clusters Score: Raw -1329472.195095 + Penalty 4432.925525 = -1325039.269570 nChanged 68 SP:Iteration 24Q (10572.010000 sec): 3 clusters Score: Raw -1329511.746849 + Penalty 4432.925525 = -1325078.821324 nChanged 54 SP:Iteration 25Q (10572.170000 sec): 3 clusters Score: Raw -1329543.507493 + Penalty 4432.925525 = -1325110.581968 nChanged 48 SP:Iteration 26Q (10572.410000 sec): 3 clusters Score: Raw -1329577.959020 + Penalty 4432.925525 = -1325145.033495 nChanged 43 SP:Iteration 27Q (10572.620000 sec): 3 clusters Score: Raw -1329604.210121 + Penalty 4432.925525 = -1325171.284596 nChanged 28 SP:Iteration 28Q (10572.840000 sec): 3 clusters Score: Raw -1329622.229576 + Penalty 4432.925525 = -1325189.304051 nChanged 28 SP:Iteration 29Q (10573.080000 sec): 3 clusters Score: Raw -1329636.711920 + Penalty 4432.925525 = -1325203.786395 nChanged 18 SP:Iteration 30Q (10573.290000 sec): 3 clusters Score: Raw -1329647.511716 + Penalty 4432.925525 = -1325214.586191 nChanged 13 SP:Iteration 31Q (10573.450000 sec): 3 clusters Score: Raw -1329655.378292 + Penalty 4432.925525 = -1325222.452767 nChanged 15 SP:Iteration 32Q (10573.660000 sec): 3 clusters Score: Raw -1329666.202259 + Penalty 4432.925525 = -1325233.276734 nChanged 15 SP:Iteration 33Q (10573.870000 sec): 3 clusters Score: Raw -1329677.284797 + Penalty 4432.925525 = -1325244.359272 nChanged 15 SP:Iteration 34Q (10574.040000 sec): 3 clusters Score: Raw -1329686.574046 + Penalty 4432.925525 = -1325253.648522 nChanged 7 SP:Iteration 35Q (10574.270000 sec): 3 clusters Score: Raw -1329689.520266 + Penalty 4432.925525 = -1325256.594741 nChanged 3 SP:Iteration 36Q (10574.460000 sec): 3 clusters Score: Raw -1329691.830653 + Penalty 4432.925525 = -1325258.905128 nChanged 1 SP:Iteration 37Q (10574.700000 sec): 3 clusters Score: Raw -1329693.057525 + Penalty 4432.925525 = -1325260.132000 nChanged 3 SP:Iteration 38Q (10574.880000 sec): 3 clusters Score: Raw -1329695.592322 + Penalty 4432.925525 = -1325262.666797 nChanged 7 SP:Iteration 39Q (10575.100000 sec): 3 clusters Score: Raw -1329699.787456 + Penalty 4432.925525 = -1325266.861932 nChanged 7 SP:Iteration 40F (10575.310000 sec): 3 clusters Score: Raw -1329706.363669 + Penalty 4432.925525 = -1325273.438144 nChanged 10 SP:Iteration 41Q (10575.520000 sec): 3 clusters Score: Raw -1329713.594186 + Penalty 4432.925525 = -1325280.668661 nChanged 7 SP:Iteration 42Q (10575.750000 sec): 3 clusters Score: Raw -1329719.699968 + Penalty 4432.925525 = -1325286.774444 nChanged 2 SP:Iteration 43Q (10575.970000 sec): 3 clusters Score: Raw -1329720.738111 + Penalty 4432.925525 = -1325287.812587 nChanged 1 SP:Iteration 44Q (10576.200000 sec): 3 clusters Score: Raw -1329721.361104 + Penalty 4432.925525 = -1325288.435579 nChanged 2 SP:Iteration 45Q (10576.390000 sec): 3 clusters Score: Raw -1329722.289898 + Penalty 4432.925525 = -1325289.364373 nChanged 4 SP:Iteration 46Q (10576.590000 sec): 3 clusters Score: Raw -1329725.578209 + Penalty 4432.925525 = -1325292.652684 nChanged 2 SP:Iteration 47Q (10576.820000 sec): 3 clusters Score: Raw -1329726.480689 + Penalty 4432.925525 = -1325293.555165 nChanged 2 SP:Iteration 48Q (10577.060000 sec): 3 clusters Score: Raw -1329727.304744 + Penalty 4432.925525 = -1325294.379219 nChanged 0 SP:Iteration 49F (10577.280000 sec): 3 clusters Score: Raw -1329727.304744 + Penalty 4432.925525 = -1325294.379219 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 23 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10577.360000 sec): 2 clusters Score: Raw -45502.804747 + Penalty 1401.817317 = -44100.987431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10577.530000 sec): 3 clusters Score: Raw -45718.030840 + Penalty 2803.634633 = -42914.396207 nChanged 46 SP:Iteration 1F (10577.690000 sec): 3 clusters Score: Raw -45886.916544 + Penalty 2803.634633 = -43083.281910 nChanged 18 SP:Iteration 2F (10577.860000 sec): 3 clusters Score: Raw -45982.668359 + Penalty 2803.634633 = -43179.033726 nChanged 15 SP:Iteration 3F (10578.050000 sec): 3 clusters Score: Raw -46066.249726 + Penalty 2803.634633 = -43262.615093 nChanged 13 SP:Iteration 4Q (10578.240000 sec): 3 clusters Score: Raw -46158.022908 + Penalty 2803.634633 = -43354.388274 nChanged 12 SP:Iteration 5Q (10578.440000 sec): 3 clusters Score: Raw -46268.145162 + Penalty 2803.634633 = -43464.510529 nChanged 10 SP:Iteration 6Q (10578.620000 sec): 3 clusters Score: Raw -46309.053628 + Penalty 2803.634633 = -43505.418995 nChanged 3 SP:Iteration 7Q (10578.840000 sec): 3 clusters Score: Raw -46361.389467 + Penalty 2803.634633 = -43557.754834 nChanged 0 SP:Iteration 8F (10579.020000 sec): 3 clusters Score: Raw -46361.389467 + Penalty 2803.634633 = -43557.754834 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 24 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10579.130000 sec): 2 clusters Score: Raw -45458.415127 + Penalty 1448.479131 = -44009.935995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10579.300000 sec): 3 clusters Score: Raw -45683.492195 + Penalty 2896.958262 = -42786.533933 nChanged 64 SP:Iteration 1F (10579.480000 sec): 3 clusters Score: Raw -45841.847679 + Penalty 2896.958262 = -42944.889417 nChanged 21 SP:Iteration 2F (10579.640000 sec): 3 clusters Score: Raw -45904.621166 + Penalty 2896.958262 = -43007.662904 nChanged 17 SP:Iteration 3Q (10579.850000 sec): 3 clusters Score: Raw -45997.406857 + Penalty 2896.958262 = -43100.448595 nChanged 9 SP:Iteration 4Q (10580.040000 sec): 3 clusters Score: Raw -46045.197318 + Penalty 2896.958262 = -43148.239056 nChanged 6 SP:Iteration 5Q (10580.190000 sec): 3 clusters Score: Raw -46083.122014 + Penalty 2896.958262 = -43186.163752 nChanged 3 SP:Iteration 6Q (10580.460000 sec): 3 clusters Score: Raw -46112.607205 + Penalty 2896.958262 = -43215.648943 nChanged 4 SP:Iteration 7Q (10580.620000 sec): 3 clusters Score: Raw -46128.970794 + Penalty 2896.958262 = -43232.012532 nChanged 1 SP:Iteration 8Q (10580.880000 sec): 3 clusters Score: Raw -46133.363494 + Penalty 2896.958262 = -43236.405232 nChanged 3 SP:Iteration 9Q (10581.040000 sec): 3 clusters Score: Raw -46141.282294 + Penalty 2896.958262 = -43244.324032 nChanged 1 SP:Iteration 10Q (10581.240000 sec): 3 clusters Score: Raw -46143.332276 + Penalty 2896.958262 = -43246.374014 nChanged 0 SP:Iteration 11F (10581.390000 sec): 3 clusters Score: Raw -46143.332276 + Penalty 2896.958262 = -43246.374014 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 25 (28051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10581.610000 sec): 2 clusters Score: Raw -4816877.413191 + Penalty 2539.961331 = -4814337.451860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10581.990000 sec): 3 clusters Score: Raw -4799891.406137 + Penalty 5079.922662 = -4794811.483475 nChanged 12713 SP:Iteration 1F (10582.310000 sec): 3 clusters Score: Raw -4806740.437780 + Penalty 5079.922662 = -4801660.515118 nChanged 1475 SP:Iteration 2F (10582.650000 sec): 3 clusters Score: Raw -4807354.733349 + Penalty 5079.922662 = -4802274.810686 nChanged 1551 SP:Iteration 3F (10582.980000 sec): 3 clusters Score: Raw -4808103.564665 + Penalty 5079.922662 = -4803023.642003 nChanged 1695 SP:Iteration 4F (10583.290000 sec): 3 clusters Score: Raw -4809105.169763 + Penalty 5079.922662 = -4804025.247101 nChanged 1844 SP:Iteration 5F (10583.620000 sec): 3 clusters Score: Raw -4810270.695971 + Penalty 5079.922662 = -4805190.773309 nChanged 1780 SP:Iteration 6F (10583.960000 sec): 3 clusters Score: Raw -4811415.374135 + Penalty 5079.922662 = -4806335.451473 nChanged 1671 SP:Iteration 7F (10584.260000 sec): 3 clusters Score: Raw -4812534.210926 + Penalty 5079.922662 = -4807454.288264 nChanged 1483 SP:Iteration 8F (10584.620000 sec): 3 clusters Score: Raw -4813514.440071 + Penalty 5079.922662 = -4808434.517408 nChanged 1260 SP:Iteration 9Q (10584.940000 sec): 3 clusters Score: Raw -4814365.674052 + Penalty 5079.922662 = -4809285.751389 nChanged 1071 SP:Iteration 10Q (10585.280000 sec): 3 clusters Score: Raw -4815106.521956 + Penalty 5079.922662 = -4810026.599294 nChanged 902 SP:Iteration 11Q (10585.580000 sec): 3 clusters Score: Raw -4815738.155560 + Penalty 5079.922662 = -4810658.232898 nChanged 673 SP:Iteration 12Q (10585.880000 sec): 3 clusters Score: Raw -4816236.454087 + Penalty 5079.922662 = -4811156.531425 nChanged 492 SP:Iteration 13Q (10586.270000 sec): 3 clusters Score: Raw -4816587.625607 + Penalty 5079.922662 = -4811507.702945 nChanged 294 SP:Iteration 14Q (10586.600000 sec): 3 clusters Score: Raw -4816791.756750 + Penalty 5079.922662 = -4811711.834088 nChanged 174 SP:Iteration 15Q (10586.930000 sec): 3 clusters Score: Raw -4816923.175735 + Penalty 5079.922662 = -4811843.253073 nChanged 118 SP:Iteration 16Q (10587.300000 sec): 3 clusters Score: Raw -4817008.985690 + Penalty 5079.922662 = -4811929.063028 nChanged 75 SP:Iteration 17Q (10587.630000 sec): 3 clusters Score: Raw -4817066.747586 + Penalty 5079.922662 = -4811986.824924 nChanged 37 SP:Iteration 18Q (10587.970000 sec): 3 clusters Score: Raw -4817095.574982 + Penalty 5079.922662 = -4812015.652320 nChanged 28 SP:Iteration 19Q (10588.310000 sec): 3 clusters Score: Raw -4817116.991386 + Penalty 5079.922662 = -4812037.068724 nChanged 18 SP:Iteration 20F (10588.680000 sec): 3 clusters Score: Raw -4817129.568525 + Penalty 5079.922662 = -4812049.645863 nChanged 17 SP:Iteration 21Q (10588.980000 sec): 3 clusters Score: Raw -4817142.976615 + Penalty 5079.922662 = -4812063.053953 nChanged 20 SP:Iteration 22Q (10589.280000 sec): 3 clusters Score: Raw -4817153.995572 + Penalty 5079.922662 = -4812074.072910 nChanged 15 SP:Iteration 23Q (10589.580000 sec): 3 clusters Score: Raw -4817164.276216 + Penalty 5079.922662 = -4812084.353554 nChanged 11 SP:Iteration 24Q (10589.870000 sec): 3 clusters Score: Raw -4817174.172075 + Penalty 5079.922662 = -4812094.249413 nChanged 10 SP:Iteration 25Q (10590.170000 sec): 3 clusters Score: Raw -4817182.480427 + Penalty 5079.922662 = -4812102.557765 nChanged 11 SP:Iteration 26Q (10590.440000 sec): 3 clusters Score: Raw -4817190.040302 + Penalty 5079.922662 = -4812110.117640 nChanged 11 SP:Iteration 27Q (10590.740000 sec): 3 clusters Score: Raw -4817197.506946 + Penalty 5079.922662 = -4812117.584284 nChanged 11 SP:Iteration 28Q (10591.050000 sec): 3 clusters Score: Raw -4817207.641397 + Penalty 5079.922662 = -4812127.718735 nChanged 7 SP:Iteration 29Q (10591.360000 sec): 3 clusters Score: Raw -4817214.868516 + Penalty 5079.922662 = -4812134.945854 nChanged 6 SP:Iteration 30Q (10591.640000 sec): 3 clusters Score: Raw -4817221.119114 + Penalty 5079.922662 = -4812141.196452 nChanged 8 SP:Iteration 31Q (10591.940000 sec): 3 clusters Score: Raw -4817229.921124 + Penalty 5079.922662 = -4812149.998462 nChanged 2 SP:Iteration 32Q (10592.200000 sec): 3 clusters Score: Raw -4817231.207442 + Penalty 5079.922662 = -4812151.284780 nChanged 2 SP:Iteration 33Q (10592.530000 sec): 3 clusters Score: Raw -4817232.800618 + Penalty 5079.922662 = -4812152.877956 nChanged 3 SP:Iteration 34Q (10592.830000 sec): 3 clusters Score: Raw -4817234.769835 + Penalty 5079.922662 = -4812154.847172 nChanged 1 SP:Iteration 35Q (10593.120000 sec): 3 clusters Score: Raw -4817235.286602 + Penalty 5079.922662 = -4812155.363940 nChanged 0 SP:Iteration 36F (10593.410000 sec): 3 clusters Score: Raw -4817235.286602 + Penalty 5079.922662 = -4812155.363940 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 26 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10593.530000 sec): 2 clusters Score: Raw -49175.604061 + Penalty 1565.759915 = -47609.844146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10593.710000 sec): 3 clusters Score: Raw -49744.330867 + Penalty 3131.519831 = -46612.811036 nChanged 171 SP:Iteration 1F (10593.890000 sec): 3 clusters Score: Raw -51594.552016 + Penalty 3131.519831 = -48463.032185 nChanged 61 SP:Iteration 2F (10594.030000 sec): 3 clusters Score: Raw -53236.083651 + Penalty 3131.519831 = -50104.563820 nChanged 25 SP:Iteration 3Q (10594.210000 sec): 3 clusters Score: Raw -53925.979842 + Penalty 3131.519831 = -50794.460011 nChanged 6 SP:Iteration 4Q (10594.400000 sec): 3 clusters Score: Raw -54059.738197 + Penalty 3131.519831 = -50928.218366 nChanged 1 SP:Iteration 5Q (10594.570000 sec): 3 clusters Score: Raw -54066.752067 + Penalty 3131.519831 = -50935.232236 nChanged 1 SP:Iteration 6Q (10594.740000 sec): 3 clusters Score: Raw -54069.358223 + Penalty 3131.519831 = -50937.838392 nChanged 0 SP:Iteration 7F (10594.910000 sec): 3 clusters Score: Raw -54071.837425 + Penalty 3131.519831 = -50940.317594 nChanged 1 SP:Iteration 8Q (10595.110000 sec): 3 clusters Score: Raw -54132.955226 + Penalty 3131.519831 = -51001.435395 nChanged 2 SP:Iteration 9Q (10595.290000 sec): 3 clusters Score: Raw -54165.835301 + Penalty 3131.519831 = -51034.315470 nChanged 1 SP:Iteration 10Q (10595.450000 sec): 3 clusters Score: Raw -54180.183846 + Penalty 3131.519831 = -51048.664015 nChanged 2 SP:Iteration 11Q (10595.590000 sec): 3 clusters Score: Raw -54186.215107 + Penalty 3131.519831 = -51054.695276 nChanged 1 SP:Iteration 12Q (10595.800000 sec): 3 clusters Score: Raw -54188.647635 + Penalty 3131.519831 = -51057.127804 nChanged 0 SP:Iteration 13F (10595.980000 sec): 3 clusters Score: Raw -54190.309783 + Penalty 3131.519831 = -51058.789952 nChanged 1 SP:Iteration 14Q (10596.140000 sec): 3 clusters Score: Raw -54254.490972 + Penalty 3131.519831 = -51122.971141 nChanged 1 SP:Iteration 15Q (10596.340000 sec): 3 clusters Score: Raw -54261.855162 + Penalty 3131.519831 = -51130.335332 nChanged 1 SP:Iteration 16Q (10596.580000 sec): 3 clusters Score: Raw -54265.934415 + Penalty 3131.519831 = -51134.414584 nChanged 1 SP:Iteration 17Q (10596.750000 sec): 3 clusters Score: Raw -54273.528151 + Penalty 3131.519831 = -51142.008320 nChanged 2 SP:Iteration 18Q (10596.940000 sec): 3 clusters Score: Raw -54285.367364 + Penalty 3131.519831 = -51153.847533 nChanged 1 SP:Iteration 19Q (10597.130000 sec): 3 clusters Score: Raw -54292.036399 + Penalty 3131.519831 = -51160.516568 nChanged 1 SP:Iteration 20F (10597.380000 sec): 3 clusters Score: Raw -54331.651604 + Penalty 3131.519831 = -51200.131773 nChanged 1 SP:Iteration 21Q (10597.590000 sec): 3 clusters Score: Raw -54369.249950 + Penalty 3131.519831 = -51237.730119 nChanged 2 SP:Iteration 22Q (10597.800000 sec): 3 clusters Score: Raw -54399.628564 + Penalty 3131.519831 = -51268.108733 nChanged 0 SP:Iteration 23F (10598.010000 sec): 3 clusters Score: Raw -54399.628564 + Penalty 3131.519831 = -51268.108733 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 58. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 27 (209512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10599.090000 sec): 2 clusters Score: Raw -37077612.874801 + Penalty 3038.629001 = -37074574.245800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10600.340000 sec): 3 clusters Score: Raw -36940323.492872 + Penalty 6077.258003 = -36934246.234869 nChanged 100612 SP:Iteration 1F (10601.560000 sec): 3 clusters Score: Raw -36998858.682466 + Penalty 6077.258003 = -36992781.424463 nChanged 5013 SP:Iteration 2Q (10602.910000 sec): 3 clusters Score: Raw -36999711.615718 + Penalty 6077.258003 = -36993634.357715 nChanged 5216 SP:Iteration 3Q (10604.260000 sec): 3 clusters Score: Raw -37000679.154920 + Penalty 6077.258003 = -36994601.896917 nChanged 5554 SP:Iteration 4Q (10605.560000 sec): 3 clusters Score: Raw -37001889.342863 + Penalty 6077.258003 = -36995812.084860 nChanged 6334 SP:Iteration 5Q (10606.920000 sec): 3 clusters Score: Raw -37003593.254160 + Penalty 6077.258003 = -36997515.996157 nChanged 7761 SP:Iteration 6Q (10608.290000 sec): 3 clusters Score: Raw -37006403.731676 + Penalty 6077.258003 = -37000326.473674 nChanged 10289 SP:Iteration 7Q (10609.540000 sec): 3 clusters Score: Raw -37011484.848172 + Penalty 6077.258003 = -37005407.590169 nChanged 13417 SP:Iteration 8F (10610.750000 sec): 3 clusters Score: Raw -37020271.245734 + Penalty 6077.258003 = -37014193.987732 nChanged 16389 SP:Iteration 9F (10611.920000 sec): 3 clusters Score: Raw -37033506.973045 + Penalty 6077.258003 = -37027429.715042 nChanged 16912 SP:Iteration 10F (10613.060000 sec): 3 clusters Score: Raw -37049025.458650 + Penalty 6077.258003 = -37042948.200647 nChanged 14035 SP:Iteration 11F (10614.240000 sec): 3 clusters Score: Raw -37062537.804920 + Penalty 6077.258003 = -37056460.546917 nChanged 8932 SP:Iteration 12Q (10615.380000 sec): 3 clusters Score: Raw -37070934.751942 + Penalty 6077.258003 = -37064857.493939 nChanged 4643 SP:Iteration 13Q (10616.460000 sec): 3 clusters Score: Raw -37075103.841208 + Penalty 6077.258003 = -37069026.583206 nChanged 2010 SP:Iteration 14Q (10617.540000 sec): 3 clusters Score: Raw -37076844.038831 + Penalty 6077.258003 = -37070766.780828 nChanged 729 SP:Iteration 15Q (10618.630000 sec): 3 clusters Score: Raw -37077514.190689 + Penalty 6077.258003 = -37071436.932686 nChanged 228 SP:Iteration 16Q (10619.600000 sec): 3 clusters Score: Raw -37077757.519499 + Penalty 6077.258003 = -37071680.261496 nChanged 79 SP:Iteration 17Q (10620.630000 sec): 3 clusters Score: Raw -37077844.523949 + Penalty 6077.258003 = -37071767.265947 nChanged 49 SP:Iteration 18Q (10621.610000 sec): 3 clusters Score: Raw -37077893.604716 + Penalty 6077.258003 = -37071816.346714 nChanged 22 SP:Iteration 19Q (10622.640000 sec): 3 clusters Score: Raw -37077922.179471 + Penalty 6077.258003 = -37071844.921468 nChanged 16 SP:Iteration 20F (10623.820000 sec): 3 clusters Score: Raw -37077939.043652 + Penalty 6077.258003 = -37071861.785649 nChanged 13 SP:Iteration 21Q (10624.790000 sec): 3 clusters Score: Raw -37077959.240011 + Penalty 6077.258003 = -37071881.982008 nChanged 11 SP:Iteration 22Q (10625.790000 sec): 3 clusters Score: Raw -37077976.743099 + Penalty 6077.258003 = -37071899.485096 nChanged 13 SP:Iteration 23Q (10626.900000 sec): 3 clusters Score: Raw -37077990.635634 + Penalty 6077.258003 = -37071913.377632 nChanged 8 SP:Iteration 24Q (10627.950000 sec): 3 clusters Score: Raw -37078000.985408 + Penalty 6077.258003 = -37071923.727405 nChanged 6 SP:Iteration 25Q (10629.060000 sec): 3 clusters Score: Raw -37078008.905020 + Penalty 6077.258003 = -37071931.647017 nChanged 4 SP:Iteration 26Q (10630.140000 sec): 3 clusters Score: Raw -37078014.296806 + Penalty 6077.258003 = -37071937.038804 nChanged 2 SP:Iteration 27Q (10631.290000 sec): 3 clusters Score: Raw -37078015.397296 + Penalty 6077.258003 = -37071938.139293 nChanged 3 SP:Iteration 28Q (10632.320000 sec): 3 clusters Score: Raw -37078017.531651 + Penalty 6077.258003 = -37071940.273648 nChanged 1 SP:Iteration 29Q (10633.430000 sec): 3 clusters Score: Raw -37078019.282129 + Penalty 6077.258003 = -37071942.024126 nChanged 1 SP:Iteration 30Q (10634.540000 sec): 3 clusters Score: Raw -37078021.999814 + Penalty 6077.258003 = -37071944.741811 nChanged 2 SP:Iteration 31Q (10635.560000 sec): 3 clusters Score: Raw -37078023.742471 + Penalty 6077.258003 = -37071946.484468 nChanged 0 SP:Iteration 32F (10636.690000 sec): 3 clusters Score: Raw -37078023.742471 + Penalty 6077.258003 = -37071946.484468 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 28 (20410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10636.890000 sec): 2 clusters Score: Raw -3437777.273767 + Penalty 2461.097503 = -3435316.176263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10637.120000 sec): 3 clusters Score: Raw -3425819.469030 + Penalty 4922.195007 = -3420897.274023 nChanged 9013 SP:Iteration 1F (10637.390000 sec): 3 clusters Score: Raw -3430604.538760 + Penalty 4922.195007 = -3425682.343753 nChanged 1118 SP:Iteration 2F (10637.640000 sec): 3 clusters Score: Raw -3431034.523793 + Penalty 4922.195007 = -3426112.328786 nChanged 1033 SP:Iteration 3F (10637.970000 sec): 3 clusters Score: Raw -3431525.081314 + Penalty 4922.195007 = -3426602.886307 nChanged 1083 SP:Iteration 4F (10638.300000 sec): 3 clusters Score: Raw -3432170.875686 + Penalty 4922.195007 = -3427248.680679 nChanged 1155 SP:Iteration 5F (10638.650000 sec): 3 clusters Score: Raw -3432951.887040 + Penalty 4922.195007 = -3428029.692033 nChanged 1156 SP:Iteration 6F (10638.950000 sec): 3 clusters Score: Raw -3433751.383483 + Penalty 4922.195007 = -3428829.188477 nChanged 1064 SP:Iteration 7F (10639.240000 sec): 3 clusters Score: Raw -3434456.215882 + Penalty 4922.195007 = -3429534.020875 nChanged 976 SP:Iteration 8Q (10639.580000 sec): 3 clusters Score: Raw -3435035.105827 + Penalty 4922.195007 = -3430112.910821 nChanged 867 SP:Iteration 9Q (10639.890000 sec): 3 clusters Score: Raw -3435497.050348 + Penalty 4922.195007 = -3430574.855342 nChanged 751 SP:Iteration 10Q (10640.200000 sec): 3 clusters Score: Raw -3435908.052055 + Penalty 4922.195007 = -3430985.857048 nChanged 629 SP:Iteration 11Q (10640.490000 sec): 3 clusters Score: Raw -3436227.388008 + Penalty 4922.195007 = -3431305.193001 nChanged 541 SP:Iteration 12Q (10640.810000 sec): 3 clusters Score: Raw -3436503.084491 + Penalty 4922.195007 = -3431580.889484 nChanged 467 SP:Iteration 13Q (10641.050000 sec): 3 clusters Score: Raw -3436730.820729 + Penalty 4922.195007 = -3431808.625722 nChanged 394 SP:Iteration 14Q (10641.390000 sec): 3 clusters Score: Raw -3436929.501369 + Penalty 4922.195007 = -3432007.306362 nChanged 329 SP:Iteration 15Q (10641.660000 sec): 3 clusters Score: Raw -3437086.804628 + Penalty 4922.195007 = -3432164.609621 nChanged 277 SP:Iteration 16Q (10641.940000 sec): 3 clusters Score: Raw -3437218.351917 + Penalty 4922.195007 = -3432296.156910 nChanged 257 SP:Iteration 17Q (10642.210000 sec): 3 clusters Score: Raw -3437333.461100 + Penalty 4922.195007 = -3432411.266093 nChanged 192 SP:Iteration 18Q (10642.490000 sec): 3 clusters Score: Raw -3437420.082861 + Penalty 4922.195007 = -3432497.887854 nChanged 176 SP:Iteration 19Q (10642.810000 sec): 3 clusters Score: Raw -3437502.909525 + Penalty 4922.195007 = -3432580.714518 nChanged 169 SP:Iteration 20F (10643.100000 sec): 3 clusters Score: Raw -3437581.558984 + Penalty 4922.195007 = -3432659.363977 nChanged 139 SP:Iteration 21Q (10643.370000 sec): 3 clusters Score: Raw -3437648.143478 + Penalty 4922.195007 = -3432725.948471 nChanged 126 SP:Iteration 22Q (10643.630000 sec): 3 clusters Score: Raw -3437710.853729 + Penalty 4922.195007 = -3432788.658723 nChanged 109 SP:Iteration 23Q (10643.980000 sec): 3 clusters Score: Raw -3437766.618448 + Penalty 4922.195007 = -3432844.423441 nChanged 97 SP:Iteration 24Q (10644.270000 sec): 3 clusters Score: Raw -3437812.002861 + Penalty 4922.195007 = -3432889.807854 nChanged 75 SP:Iteration 25Q (10644.550000 sec): 3 clusters Score: Raw -3437846.282860 + Penalty 4922.195007 = -3432924.087853 nChanged 65 SP:Iteration 26Q (10644.850000 sec): 3 clusters Score: Raw -3437878.182188 + Penalty 4922.195007 = -3432955.987181 nChanged 69 SP:Iteration 27Q (10645.200000 sec): 3 clusters Score: Raw -3437910.420969 + Penalty 4922.195007 = -3432988.225962 nChanged 52 SP:Iteration 28Q (10645.470000 sec): 3 clusters Score: Raw -3437936.913719 + Penalty 4922.195007 = -3433014.718713 nChanged 52 SP:Iteration 29Q (10645.780000 sec): 3 clusters Score: Raw -3437962.953118 + Penalty 4922.195007 = -3433040.758112 nChanged 40 SP:Iteration 30Q (10646.040000 sec): 3 clusters Score: Raw -3437980.366207 + Penalty 4922.195007 = -3433058.171201 nChanged 30 SP:Iteration 31Q (10646.330000 sec): 3 clusters Score: Raw -3437994.658319 + Penalty 4922.195007 = -3433072.463312 nChanged 29 SP:Iteration 32Q (10646.610000 sec): 3 clusters Score: Raw -3438008.234414 + Penalty 4922.195007 = -3433086.039407 nChanged 23 SP:Iteration 33Q (10646.910000 sec): 3 clusters Score: Raw -3438020.928417 + Penalty 4922.195007 = -3433098.733410 nChanged 23 SP:Iteration 34Q (10647.170000 sec): 3 clusters Score: Raw -3438032.983372 + Penalty 4922.195007 = -3433110.788366 nChanged 22 SP:Iteration 35Q (10647.440000 sec): 3 clusters Score: Raw -3438041.869654 + Penalty 4922.195007 = -3433119.674647 nChanged 15 SP:Iteration 36Q (10647.740000 sec): 3 clusters Score: Raw -3438048.668070 + Penalty 4922.195007 = -3433126.473063 nChanged 12 SP:Iteration 37Q (10648.040000 sec): 3 clusters Score: Raw -3438052.634367 + Penalty 4922.195007 = -3433130.439360 nChanged 6 SP:Iteration 38Q (10648.300000 sec): 3 clusters Score: Raw -3438055.092066 + Penalty 4922.195007 = -3433132.897059 nChanged 4 SP:Iteration 39Q (10648.560000 sec): 3 clusters Score: Raw -3438057.203002 + Penalty 4922.195007 = -3433135.007995 nChanged 8 SP:Iteration 40F (10648.850000 sec): 3 clusters Score: Raw -3438060.836440 + Penalty 4922.195007 = -3433138.641433 nChanged 8 SP:Iteration 41Q (10649.160000 sec): 3 clusters Score: Raw -3438064.057150 + Penalty 4922.195007 = -3433141.862144 nChanged 6 SP:Iteration 42Q (10649.430000 sec): 3 clusters Score: Raw -3438066.851709 + Penalty 4922.195007 = -3433144.656702 nChanged 7 SP:Iteration 43Q (10649.720000 sec): 3 clusters Score: Raw -3438069.573378 + Penalty 4922.195007 = -3433147.378371 nChanged 1 SP:Iteration 44Q (10650.100000 sec): 3 clusters Score: Raw -3438069.808641 + Penalty 4922.195007 = -3433147.613635 nChanged 1 SP:Iteration 45Q (10650.410000 sec): 3 clusters Score: Raw -3438070.167660 + Penalty 4922.195007 = -3433147.972653 nChanged 1 SP:Iteration 46Q (10650.680000 sec): 3 clusters Score: Raw -3438070.716380 + Penalty 4922.195007 = -3433148.521373 nChanged 1 SP:Iteration 47Q (10651.030000 sec): 3 clusters Score: Raw -3438071.023320 + Penalty 4922.195007 = -3433148.828313 nChanged 3 SP:Iteration 48Q (10651.290000 sec): 3 clusters Score: Raw -3438072.036916 + Penalty 4922.195007 = -3433149.841909 nChanged 2 SP:Iteration 49Q (10651.630000 sec): 3 clusters Score: Raw -3438072.763299 + Penalty 4922.195007 = -3433150.568292 nChanged 1 SP:Iteration 50Q (10651.880000 sec): 3 clusters Score: Raw -3438073.223695 + Penalty 4922.195007 = -3433151.028688 nChanged 1 SP:Iteration 51Q (10652.130000 sec): 3 clusters Score: Raw -3438073.895837 + Penalty 4922.195007 = -3433151.700830 nChanged 1 SP:Iteration 52Q (10652.460000 sec): 3 clusters Score: Raw -3438074.467157 + Penalty 4922.195007 = -3433152.272150 nChanged 1 SP:Iteration 53Q (10652.770000 sec): 3 clusters Score: Raw -3438075.148403 + Penalty 4922.195007 = -3433152.953396 nChanged 5 SP:Iteration 54Q (10653.060000 sec): 3 clusters Score: Raw -3438077.644826 + Penalty 4922.195007 = -3433155.449819 nChanged 5 SP:Iteration 55Q (10653.340000 sec): 3 clusters Score: Raw -3438079.612015 + Penalty 4922.195007 = -3433157.417008 nChanged 7 SP:Iteration 56Q (10653.570000 sec): 3 clusters Score: Raw -3438082.889469 + Penalty 4922.195007 = -3433160.694462 nChanged 8 SP:Iteration 57Q (10653.820000 sec): 3 clusters Score: Raw -3438086.540812 + Penalty 4922.195007 = -3433164.345805 nChanged 8 SP:Iteration 58Q (10654.120000 sec): 3 clusters Score: Raw -3438089.397646 + Penalty 4922.195007 = -3433167.202639 nChanged 4 SP:Iteration 59Q (10654.370000 sec): 3 clusters Score: Raw -3438091.515066 + Penalty 4922.195007 = -3433169.320059 nChanged 2 SP:Iteration 60F (10654.640000 sec): 3 clusters Score: Raw -3438092.350883 + Penalty 4922.195007 = -3433170.155876 nChanged 3 SP:Iteration 61Q (10654.930000 sec): 3 clusters Score: Raw -3438093.832136 + Penalty 4922.195007 = -3433171.637129 nChanged 3 SP:Iteration 62Q (10655.250000 sec): 3 clusters Score: Raw -3438095.492677 + Penalty 4922.195007 = -3433173.297670 nChanged 5 SP:Iteration 63Q (10655.510000 sec): 3 clusters Score: Raw -3438097.883622 + Penalty 4922.195007 = -3433175.688615 nChanged 7 SP:Iteration 64Q (10655.810000 sec): 3 clusters Score: Raw -3438101.063335 + Penalty 4922.195007 = -3433178.868328 nChanged 1 SP:Iteration 65Q (10656.090000 sec): 3 clusters Score: Raw -3438101.879845 + Penalty 4922.195007 = -3433179.684838 nChanged 1 SP:Iteration 66Q (10656.370000 sec): 3 clusters Score: Raw -3438102.101767 + Penalty 4922.195007 = -3433179.906760 nChanged 1 SP:Iteration 67Q (10656.650000 sec): 3 clusters Score: Raw -3438102.740204 + Penalty 4922.195007 = -3433180.545197 nChanged 3 SP:Iteration 68Q (10656.880000 sec): 3 clusters Score: Raw -3438103.979261 + Penalty 4922.195007 = -3433181.784254 nChanged 1 SP:Iteration 69Q (10657.160000 sec): 3 clusters Score: Raw -3438104.378349 + Penalty 4922.195007 = -3433182.183342 nChanged 0 SP:Iteration 70F (10657.400000 sec): 3 clusters Score: Raw -3438104.378349 + Penalty 4922.195007 = -3433182.183342 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 29 (1391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10657.520000 sec): 2 clusters Score: Raw -233013.324021 + Penalty 1794.968992 = -231218.355029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10657.730000 sec): 3 clusters Score: Raw -232651.678617 + Penalty 3589.937983 = -229061.740634 nChanged 400 SP:Iteration 1F (10657.890000 sec): 3 clusters Score: Raw -233067.972262 + Penalty 3589.937983 = -229478.034279 nChanged 112 SP:Iteration 2F (10658.070000 sec): 3 clusters Score: Raw -233263.122520 + Penalty 3589.937983 = -229673.184537 nChanged 88 SP:Iteration 3F (10658.290000 sec): 3 clusters Score: Raw -233455.388172 + Penalty 3589.937983 = -229865.450188 nChanged 71 SP:Iteration 4F (10658.430000 sec): 3 clusters Score: Raw -233613.738125 + Penalty 3589.937983 = -230023.800142 nChanged 50 SP:Iteration 5Q (10658.650000 sec): 3 clusters Score: Raw -233739.048522 + Penalty 3589.937983 = -230149.110539 nChanged 53 SP:Iteration 6Q (10658.820000 sec): 3 clusters Score: Raw -233831.333334 + Penalty 3589.937983 = -230241.395351 nChanged 47 SP:Iteration 7Q (10659.000000 sec): 3 clusters Score: Raw -233916.930117 + Penalty 3589.937983 = -230326.992134 nChanged 38 SP:Iteration 8Q (10659.220000 sec): 3 clusters Score: Raw -233993.919030 + Penalty 3589.937983 = -230403.981047 nChanged 33 SP:Iteration 9Q (10659.360000 sec): 3 clusters Score: Raw -234065.850908 + Penalty 3589.937983 = -230475.912925 nChanged 36 SP:Iteration 10Q (10659.560000 sec): 3 clusters Score: Raw -234142.024995 + Penalty 3589.937983 = -230552.087012 nChanged 32 SP:Iteration 11Q (10659.760000 sec): 3 clusters Score: Raw -234222.964599 + Penalty 3589.937983 = -230633.026616 nChanged 34 SP:Iteration 12Q (10659.970000 sec): 3 clusters Score: Raw -234317.337538 + Penalty 3589.937983 = -230727.399555 nChanged 34 SP:Iteration 13Q (10660.150000 sec): 3 clusters Score: Raw -234401.541266 + Penalty 3589.937983 = -230811.603283 nChanged 29 SP:Iteration 14Q (10660.310000 sec): 3 clusters Score: Raw -234473.400449 + Penalty 3589.937983 = -230883.462466 nChanged 19 SP:Iteration 15Q (10660.490000 sec): 3 clusters Score: Raw -234511.522017 + Penalty 3589.937983 = -230921.584034 nChanged 16 SP:Iteration 16Q (10660.690000 sec): 3 clusters Score: Raw -234541.131590 + Penalty 3589.937983 = -230951.193607 nChanged 10 SP:Iteration 17Q (10660.860000 sec): 3 clusters Score: Raw -234556.773179 + Penalty 3589.937983 = -230966.835196 nChanged 5 SP:Iteration 18Q (10661.040000 sec): 3 clusters Score: Raw -234561.680600 + Penalty 3589.937983 = -230971.742617 nChanged 2 SP:Iteration 19Q (10661.220000 sec): 3 clusters Score: Raw -234563.769017 + Penalty 3589.937983 = -230973.831033 nChanged 6 SP:Iteration 20F (10661.420000 sec): 3 clusters Score: Raw -234572.915897 + Penalty 3589.937983 = -230982.977914 nChanged 4 SP:Iteration 21Q (10661.640000 sec): 3 clusters Score: Raw -234579.647530 + Penalty 3589.937983 = -230989.709547 nChanged 5 SP:Iteration 22Q (10661.810000 sec): 3 clusters Score: Raw -234584.195780 + Penalty 3589.937983 = -230994.257797 nChanged 4 SP:Iteration 23Q (10661.970000 sec): 3 clusters Score: Raw -234590.430377 + Penalty 3589.937983 = -231000.492394 nChanged 2 SP:Iteration 24Q (10662.190000 sec): 3 clusters Score: Raw -234593.356470 + Penalty 3589.937983 = -231003.418487 nChanged 4 SP:Iteration 25Q (10662.400000 sec): 3 clusters Score: Raw -234602.265988 + Penalty 3589.937983 = -231012.328005 nChanged 3 SP:Iteration 26Q (10662.580000 sec): 3 clusters Score: Raw -234607.101411 + Penalty 3589.937983 = -231017.163428 nChanged 5 SP:Iteration 27Q (10662.810000 sec): 3 clusters Score: Raw -234613.296195 + Penalty 3589.937983 = -231023.358211 nChanged 2 SP:Iteration 28Q (10662.960000 sec): 3 clusters Score: Raw -234614.886775 + Penalty 3589.937983 = -231024.948792 nChanged 1 SP:Iteration 29Q (10663.220000 sec): 3 clusters Score: Raw -234616.028489 + Penalty 3589.937983 = -231026.090506 nChanged 1 SP:Iteration 30Q (10663.430000 sec): 3 clusters Score: Raw -234617.256983 + Penalty 3589.937983 = -231027.319000 nChanged 1 SP:Iteration 31Q (10663.570000 sec): 3 clusters Score: Raw -234618.823786 + Penalty 3589.937983 = -231028.885803 nChanged 1 SP:Iteration 32Q (10663.820000 sec): 3 clusters Score: Raw -234620.567636 + Penalty 3589.937983 = -231030.629653 nChanged 0 SP:Iteration 33F (10663.950000 sec): 3 clusters Score: Raw -234620.567636 + Penalty 3589.937983 = -231030.629653 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 30 (2979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10664.060000 sec): 2 clusters Score: Raw -508251.748848 + Penalty 1983.837052 = -506267.911795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10664.310000 sec): 3 clusters Score: Raw -507089.894655 + Penalty 3967.674105 = -503122.220551 nChanged 1052 SP:Iteration 1F (10664.570000 sec): 3 clusters Score: Raw -507947.206365 + Penalty 3967.674105 = -503979.532260 nChanged 267 SP:Iteration 2F (10664.750000 sec): 3 clusters Score: Raw -508272.976002 + Penalty 3967.674105 = -504305.301898 nChanged 197 SP:Iteration 3F (10664.980000 sec): 3 clusters Score: Raw -508514.583957 + Penalty 3967.674105 = -504546.909853 nChanged 178 SP:Iteration 4F (10665.200000 sec): 3 clusters Score: Raw -508716.482611 + Penalty 3967.674105 = -504748.808506 nChanged 154 SP:Iteration 5F (10665.410000 sec): 3 clusters Score: Raw -508884.856164 + Penalty 3967.674105 = -504917.182059 nChanged 113 SP:Iteration 6Q (10665.560000 sec): 3 clusters Score: Raw -509000.347494 + Penalty 3967.674105 = -505032.673389 nChanged 88 SP:Iteration 7Q (10665.780000 sec): 3 clusters Score: Raw -509068.624833 + Penalty 3967.674105 = -505100.950728 nChanged 61 SP:Iteration 8Q (10665.980000 sec): 3 clusters Score: Raw -509109.276770 + Penalty 3967.674105 = -505141.602665 nChanged 44 SP:Iteration 9Q (10666.180000 sec): 3 clusters Score: Raw -509140.896548 + Penalty 3967.674105 = -505173.222443 nChanged 31 SP:Iteration 10Q (10666.340000 sec): 3 clusters Score: Raw -509158.860623 + Penalty 3967.674105 = -505191.186519 nChanged 27 SP:Iteration 11Q (10666.590000 sec): 3 clusters Score: Raw -509168.882258 + Penalty 3967.674105 = -505201.208154 nChanged 10 SP:Iteration 12Q (10666.770000 sec): 3 clusters Score: Raw -509172.074772 + Penalty 3967.674105 = -505204.400667 nChanged 6 SP:Iteration 13Q (10666.950000 sec): 3 clusters Score: Raw -509174.583948 + Penalty 3967.674105 = -505206.909843 nChanged 5 SP:Iteration 14Q (10667.130000 sec): 3 clusters Score: Raw -509177.018198 + Penalty 3967.674105 = -505209.344093 nChanged 6 SP:Iteration 15Q (10667.360000 sec): 3 clusters Score: Raw -509180.712496 + Penalty 3967.674105 = -505213.038391 nChanged 10 SP:Iteration 16Q (10667.560000 sec): 3 clusters Score: Raw -509186.958582 + Penalty 3967.674105 = -505219.284478 nChanged 12 SP:Iteration 17Q (10667.760000 sec): 3 clusters Score: Raw -509197.741112 + Penalty 3967.674105 = -505230.067007 nChanged 10 SP:Iteration 18Q (10667.980000 sec): 3 clusters Score: Raw -509204.856044 + Penalty 3967.674105 = -505237.181939 nChanged 5 SP:Iteration 19Q (10668.170000 sec): 3 clusters Score: Raw -509206.516660 + Penalty 3967.674105 = -505238.842556 nChanged 5 SP:Iteration 20F (10668.390000 sec): 3 clusters Score: Raw -509208.975918 + Penalty 3967.674105 = -505241.301814 nChanged 2 SP:Iteration 21Q (10668.560000 sec): 3 clusters Score: Raw -509210.426426 + Penalty 3967.674105 = -505242.752322 nChanged 2 SP:Iteration 22Q (10668.780000 sec): 3 clusters Score: Raw -509211.733266 + Penalty 3967.674105 = -505244.059161 nChanged 1 SP:Iteration 23Q (10668.970000 sec): 3 clusters Score: Raw -509212.487864 + Penalty 3967.674105 = -505244.813759 nChanged 1 SP:Iteration 24Q (10669.230000 sec): 3 clusters Score: Raw -509212.998315 + Penalty 3967.674105 = -505245.324210 nChanged 2 SP:Iteration 25Q (10669.430000 sec): 3 clusters Score: Raw -509214.351104 + Penalty 3967.674105 = -505246.677000 nChanged 2 SP:Iteration 26Q (10669.660000 sec): 3 clusters Score: Raw -509215.214067 + Penalty 3967.674105 = -505247.539963 nChanged 2 SP:Iteration 27Q (10669.850000 sec): 3 clusters Score: Raw -509215.652424 + Penalty 3967.674105 = -505247.978319 nChanged 0 SP:Iteration 28F (10670.030000 sec): 3 clusters Score: Raw -509215.652424 + Penalty 3967.674105 = -505247.978319 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 31 (33380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10670.310000 sec): 2 clusters Score: Raw -5823378.195556 + Penalty 2583.096625 = -5820795.098931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10670.710000 sec): 3 clusters Score: Raw -5803297.757444 + Penalty 5166.193250 = -5798131.564194 nChanged 15068 SP:Iteration 1F (10671.020000 sec): 3 clusters Score: Raw -5811312.819817 + Penalty 5166.193250 = -5806146.626567 nChanged 1570 SP:Iteration 2Q (10671.380000 sec): 3 clusters Score: Raw -5811830.415059 + Penalty 5166.193250 = -5806664.221809 nChanged 1437 SP:Iteration 3Q (10671.710000 sec): 3 clusters Score: Raw -5812292.014369 + Penalty 5166.193250 = -5807125.821120 nChanged 1320 SP:Iteration 4Q (10672.080000 sec): 3 clusters Score: Raw -5812762.481321 + Penalty 5166.193250 = -5807596.288072 nChanged 1395 SP:Iteration 5Q (10672.440000 sec): 3 clusters Score: Raw -5813344.878475 + Penalty 5166.193250 = -5808178.685226 nChanged 1516 SP:Iteration 6Q (10672.790000 sec): 3 clusters Score: Raw -5814063.862358 + Penalty 5166.193250 = -5808897.669109 nChanged 1762 SP:Iteration 7F (10673.130000 sec): 3 clusters Score: Raw -5815088.154390 + Penalty 5166.193250 = -5809921.961140 nChanged 2023 SP:Iteration 8F (10673.490000 sec): 3 clusters Score: Raw -5816429.042414 + Penalty 5166.193250 = -5811262.849164 nChanged 2113 SP:Iteration 9F (10673.830000 sec): 3 clusters Score: Raw -5817956.426311 + Penalty 5166.193250 = -5812790.233061 nChanged 1946 SP:Iteration 10F (10674.160000 sec): 3 clusters Score: Raw -5819323.705908 + Penalty 5166.193250 = -5814157.512659 nChanged 1546 SP:Iteration 11Q (10674.570000 sec): 3 clusters Score: Raw -5820241.139461 + Penalty 5166.193250 = -5815074.946211 nChanged 1102 SP:Iteration 12Q (10674.910000 sec): 3 clusters Score: Raw -5820778.879039 + Penalty 5166.193250 = -5815612.685789 nChanged 771 SP:Iteration 13Q (10675.250000 sec): 3 clusters Score: Raw -5821143.375411 + Penalty 5166.193250 = -5815977.182161 nChanged 641 SP:Iteration 14Q (10675.580000 sec): 3 clusters Score: Raw -5821490.544680 + Penalty 5166.193250 = -5816324.351430 nChanged 583 SP:Iteration 15Q (10675.950000 sec): 3 clusters Score: Raw -5821884.256119 + Penalty 5166.193250 = -5816718.062869 nChanged 546 SP:Iteration 16Q (10676.330000 sec): 3 clusters Score: Raw -5822414.346448 + Penalty 5166.193250 = -5817248.153199 nChanged 522 SP:Iteration 17Q (10676.690000 sec): 3 clusters Score: Raw -5822948.260217 + Penalty 5166.193250 = -5817782.066967 nChanged 475 SP:Iteration 18Q (10677.030000 sec): 3 clusters Score: Raw -5823314.157114 + Penalty 5166.193250 = -5818147.963864 nChanged 403 SP:Iteration 19Q (10677.430000 sec): 3 clusters Score: Raw -5823538.425705 + Penalty 5166.193250 = -5818372.232455 nChanged 325 SP:Iteration 20F (10677.840000 sec): 3 clusters Score: Raw -5823689.749547 + Penalty 5166.193250 = -5818523.556297 nChanged 262 SP:Iteration 21Q (10678.170000 sec): 3 clusters Score: Raw -5823790.990462 + Penalty 5166.193250 = -5818624.797212 nChanged 236 SP:Iteration 22Q (10678.520000 sec): 3 clusters Score: Raw -5823870.506832 + Penalty 5166.193250 = -5818704.313582 nChanged 169 SP:Iteration 23Q (10678.890000 sec): 3 clusters Score: Raw -5823914.477470 + Penalty 5166.193250 = -5818748.284220 nChanged 115 SP:Iteration 24Q (10679.180000 sec): 3 clusters Score: Raw -5823938.630348 + Penalty 5166.193250 = -5818772.437098 nChanged 106 SP:Iteration 25Q (10679.560000 sec): 3 clusters Score: Raw -5823960.789359 + Penalty 5166.193250 = -5818794.596109 nChanged 104 SP:Iteration 26Q (10679.890000 sec): 3 clusters Score: Raw -5823979.427385 + Penalty 5166.193250 = -5818813.234135 nChanged 83 SP:Iteration 27Q (10680.190000 sec): 3 clusters Score: Raw -5823992.132725 + Penalty 5166.193250 = -5818825.939475 nChanged 64 SP:Iteration 28Q (10680.520000 sec): 3 clusters Score: Raw -5824003.387171 + Penalty 5166.193250 = -5818837.193921 nChanged 68 SP:Iteration 29Q (10680.900000 sec): 3 clusters Score: Raw -5824014.006130 + Penalty 5166.193250 = -5818847.812880 nChanged 60 SP:Iteration 30Q (10681.270000 sec): 3 clusters Score: Raw -5824023.108246 + Penalty 5166.193250 = -5818856.914996 nChanged 50 SP:Iteration 31Q (10681.570000 sec): 3 clusters Score: Raw -5824030.556967 + Penalty 5166.193250 = -5818864.363717 nChanged 48 SP:Iteration 32Q (10681.910000 sec): 3 clusters Score: Raw -5824036.993327 + Penalty 5166.193250 = -5818870.800077 nChanged 46 SP:Iteration 33Q (10682.280000 sec): 3 clusters Score: Raw -5824042.427674 + Penalty 5166.193250 = -5818876.234424 nChanged 39 SP:Iteration 34Q (10682.570000 sec): 3 clusters Score: Raw -5824048.485867 + Penalty 5166.193250 = -5818882.292617 nChanged 48 SP:Iteration 35Q (10682.900000 sec): 3 clusters Score: Raw -5824055.742680 + Penalty 5166.193250 = -5818889.549430 nChanged 31 SP:Iteration 36Q (10683.230000 sec): 3 clusters Score: Raw -5824059.546775 + Penalty 5166.193250 = -5818893.353525 nChanged 27 SP:Iteration 37Q (10683.590000 sec): 3 clusters Score: Raw -5824062.826393 + Penalty 5166.193250 = -5818896.633144 nChanged 31 SP:Iteration 38Q (10683.880000 sec): 3 clusters Score: Raw -5824067.237778 + Penalty 5166.193250 = -5818901.044528 nChanged 47 SP:Iteration 39Q (10684.180000 sec): 3 clusters Score: Raw -5824073.460380 + Penalty 5166.193250 = -5818907.267130 nChanged 39 SP:Iteration 40F (10684.530000 sec): 3 clusters Score: Raw -5824078.848338 + Penalty 5166.193250 = -5818912.655088 nChanged 40 SP:Iteration 41Q (10684.850000 sec): 3 clusters Score: Raw -5824084.351708 + Penalty 5166.193250 = -5818918.158458 nChanged 32 SP:Iteration 42Q (10685.110000 sec): 3 clusters Score: Raw -5824089.060535 + Penalty 5166.193250 = -5818922.867285 nChanged 33 SP:Iteration 43Q (10685.420000 sec): 3 clusters Score: Raw -5824093.690431 + Penalty 5166.193250 = -5818927.497181 nChanged 30 SP:Iteration 44Q (10685.760000 sec): 3 clusters Score: Raw -5824098.044569 + Penalty 5166.193250 = -5818931.851319 nChanged 31 SP:Iteration 45Q (10686.030000 sec): 3 clusters Score: Raw -5824101.855916 + Penalty 5166.193250 = -5818935.662666 nChanged 27 SP:Iteration 46Q (10686.330000 sec): 3 clusters Score: Raw -5824105.482911 + Penalty 5166.193250 = -5818939.289661 nChanged 25 SP:Iteration 47Q (10686.660000 sec): 3 clusters Score: Raw -5824108.240739 + Penalty 5166.193250 = -5818942.047490 nChanged 23 SP:Iteration 48Q (10686.920000 sec): 3 clusters Score: Raw -5824111.742180 + Penalty 5166.193250 = -5818945.548930 nChanged 32 SP:Iteration 49Q (10687.250000 sec): 3 clusters Score: Raw -5824117.477916 + Penalty 5166.193250 = -5818951.284666 nChanged 34 SP:Iteration 50Q (10687.540000 sec): 3 clusters Score: Raw -5824122.563168 + Penalty 5166.193250 = -5818956.369918 nChanged 29 SP:Iteration 51Q (10687.900000 sec): 3 clusters Score: Raw -5824127.206340 + Penalty 5166.193250 = -5818961.013090 nChanged 23 SP:Iteration 52Q (10688.210000 sec): 3 clusters Score: Raw -5824130.192693 + Penalty 5166.193250 = -5818963.999444 nChanged 22 SP:Iteration 53Q (10688.530000 sec): 3 clusters Score: Raw -5824133.903453 + Penalty 5166.193250 = -5818967.710203 nChanged 23 SP:Iteration 54Q (10688.850000 sec): 3 clusters Score: Raw -5824138.039597 + Penalty 5166.193250 = -5818971.846347 nChanged 30 SP:Iteration 55Q (10689.170000 sec): 3 clusters Score: Raw -5824142.490187 + Penalty 5166.193250 = -5818976.296937 nChanged 28 SP:Iteration 56Q (10689.450000 sec): 3 clusters Score: Raw -5824146.735202 + Penalty 5166.193250 = -5818980.541953 nChanged 27 SP:Iteration 57Q (10689.760000 sec): 3 clusters Score: Raw -5824150.367183 + Penalty 5166.193250 = -5818984.173933 nChanged 20 SP:Iteration 58Q (10690.030000 sec): 3 clusters Score: Raw -5824152.913287 + Penalty 5166.193250 = -5818986.720037 nChanged 19 SP:Iteration 59Q (10690.370000 sec): 3 clusters Score: Raw -5824155.280551 + Penalty 5166.193250 = -5818989.087301 nChanged 19 SP:Iteration 60F (10690.710000 sec): 3 clusters Score: Raw -5824157.792205 + Penalty 5166.193250 = -5818991.598955 nChanged 15 SP:Iteration 61Q (10691.040000 sec): 3 clusters Score: Raw -5824160.163379 + Penalty 5166.193250 = -5818993.970129 nChanged 18 SP:Iteration 62Q (10691.350000 sec): 3 clusters Score: Raw -5824163.187583 + Penalty 5166.193250 = -5818996.994333 nChanged 15 SP:Iteration 63Q (10691.680000 sec): 3 clusters Score: Raw -5824166.166037 + Penalty 5166.193250 = -5818999.972787 nChanged 16 SP:Iteration 64Q (10692.030000 sec): 3 clusters Score: Raw -5824168.989702 + Penalty 5166.193250 = -5819002.796452 nChanged 16 SP:Iteration 65Q (10692.310000 sec): 3 clusters Score: Raw -5824171.305699 + Penalty 5166.193250 = -5819005.112449 nChanged 24 SP:Iteration 66Q (10692.600000 sec): 3 clusters Score: Raw -5824174.387104 + Penalty 5166.193250 = -5819008.193854 nChanged 16 SP:Iteration 67Q (10692.890000 sec): 3 clusters Score: Raw -5824176.723778 + Penalty 5166.193250 = -5819010.530529 nChanged 14 SP:Iteration 68Q (10693.220000 sec): 3 clusters Score: Raw -5824178.733958 + Penalty 5166.193250 = -5819012.540708 nChanged 13 SP:Iteration 69Q (10693.540000 sec): 3 clusters Score: Raw -5824180.562549 + Penalty 5166.193250 = -5819014.369300 nChanged 10 SP:Iteration 70Q (10693.850000 sec): 3 clusters Score: Raw -5824182.065670 + Penalty 5166.193250 = -5819015.872420 nChanged 12 SP:Iteration 71Q (10694.120000 sec): 3 clusters Score: Raw -5824183.451566 + Penalty 5166.193250 = -5819017.258316 nChanged 12 SP:Iteration 72Q (10694.410000 sec): 3 clusters Score: Raw -5824184.904022 + Penalty 5166.193250 = -5819018.710772 nChanged 8 SP:Iteration 73Q (10694.750000 sec): 3 clusters Score: Raw -5824185.813130 + Penalty 5166.193250 = -5819019.619880 nChanged 9 SP:Iteration 74Q (10695.000000 sec): 3 clusters Score: Raw -5824186.833534 + Penalty 5166.193250 = -5819020.640284 nChanged 7 SP:Iteration 75Q (10695.310000 sec): 3 clusters Score: Raw -5824187.698327 + Penalty 5166.193250 = -5819021.505077 nChanged 4 SP:Iteration 76Q (10695.620000 sec): 3 clusters Score: Raw -5824188.092147 + Penalty 5166.193250 = -5819021.898897 nChanged 6 SP:Iteration 77Q (10695.960000 sec): 3 clusters Score: Raw -5824188.600167 + Penalty 5166.193250 = -5819022.406917 nChanged 7 SP:Iteration 78Q (10696.260000 sec): 3 clusters Score: Raw -5824189.359782 + Penalty 5166.193250 = -5819023.166532 nChanged 7 SP:Iteration 79Q (10696.580000 sec): 3 clusters Score: Raw -5824190.153753 + Penalty 5166.193250 = -5819023.960503 nChanged 4 SP:Iteration 80F (10696.910000 sec): 3 clusters Score: Raw -5824190.533048 + Penalty 5166.193250 = -5819024.339798 nChanged 2 SP:Iteration 81Q (10697.210000 sec): 3 clusters Score: Raw -5824190.759098 + Penalty 5166.193250 = -5819024.565848 nChanged 2 SP:Iteration 82Q (10697.540000 sec): 3 clusters Score: Raw -5824190.902226 + Penalty 5166.193250 = -5819024.708976 nChanged 0 SP:Iteration 83F (10697.860000 sec): 3 clusters Score: Raw -5824190.902226 + Penalty 5166.193250 = -5819024.708976 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 32 (3360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10697.940000 sec): 2 clusters Score: Raw -602679.439261 + Penalty 2013.684671 = -600665.754591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10698.160000 sec): 3 clusters Score: Raw -601178.182438 + Penalty 4027.369341 = -597150.813096 nChanged 1230 SP:Iteration 1F (10698.380000 sec): 3 clusters Score: Raw -602010.682743 + Penalty 4027.369341 = -597983.313402 nChanged 289 SP:Iteration 2F (10698.560000 sec): 3 clusters Score: Raw -602267.286479 + Penalty 4027.369341 = -598239.917137 nChanged 209 SP:Iteration 3F (10698.710000 sec): 3 clusters Score: Raw -602430.100449 + Penalty 4027.369341 = -598402.731108 nChanged 163 SP:Iteration 4Q (10698.920000 sec): 3 clusters Score: Raw -602582.347842 + Penalty 4027.369341 = -598554.978501 nChanged 156 SP:Iteration 5Q (10699.100000 sec): 3 clusters Score: Raw -602714.154151 + Penalty 4027.369341 = -598686.784809 nChanged 129 SP:Iteration 6Q (10699.310000 sec): 3 clusters Score: Raw -602813.240806 + Penalty 4027.369341 = -598785.871464 nChanged 103 SP:Iteration 7Q (10699.530000 sec): 3 clusters Score: Raw -602900.904876 + Penalty 4027.369341 = -598873.535535 nChanged 99 SP:Iteration 8Q (10699.700000 sec): 3 clusters Score: Raw -602979.779112 + Penalty 4027.369341 = -598952.409770 nChanged 94 SP:Iteration 9Q (10699.900000 sec): 3 clusters Score: Raw -603066.365072 + Penalty 4027.369341 = -599038.995731 nChanged 92 SP:Iteration 10Q (10700.060000 sec): 3 clusters Score: Raw -603155.338735 + Penalty 4027.369341 = -599127.969393 nChanged 76 SP:Iteration 11Q (10700.260000 sec): 3 clusters Score: Raw -603212.962747 + Penalty 4027.369341 = -599185.593406 nChanged 57 SP:Iteration 12Q (10700.460000 sec): 3 clusters Score: Raw -603260.029993 + Penalty 4027.369341 = -599232.660652 nChanged 51 SP:Iteration 13Q (10700.660000 sec): 3 clusters Score: Raw -603302.907321 + Penalty 4027.369341 = -599275.537980 nChanged 48 SP:Iteration 14Q (10700.840000 sec): 3 clusters Score: Raw -603339.151976 + Penalty 4027.369341 = -599311.782635 nChanged 47 SP:Iteration 15Q (10701.040000 sec): 3 clusters Score: Raw -603369.726400 + Penalty 4027.369341 = -599342.357059 nChanged 36 SP:Iteration 16Q (10701.220000 sec): 3 clusters Score: Raw -603397.053384 + Penalty 4027.369341 = -599369.684043 nChanged 33 SP:Iteration 17Q (10701.400000 sec): 3 clusters Score: Raw -603430.187947 + Penalty 4027.369341 = -599402.818605 nChanged 24 SP:Iteration 18Q (10701.600000 sec): 3 clusters Score: Raw -603446.149786 + Penalty 4027.369341 = -599418.780444 nChanged 19 SP:Iteration 19Q (10701.770000 sec): 3 clusters Score: Raw -603457.302854 + Penalty 4027.369341 = -599429.933512 nChanged 6 SP:Iteration 20F (10702.000000 sec): 3 clusters Score: Raw -603460.627513 + Penalty 4027.369341 = -599433.258171 nChanged 5 SP:Iteration 21Q (10702.190000 sec): 3 clusters Score: Raw -603463.260574 + Penalty 4027.369341 = -599435.891232 nChanged 6 SP:Iteration 22Q (10702.380000 sec): 3 clusters Score: Raw -603466.905762 + Penalty 4027.369341 = -599439.536421 nChanged 6 SP:Iteration 23Q (10702.570000 sec): 3 clusters Score: Raw -603469.447171 + Penalty 4027.369341 = -599442.077829 nChanged 6 SP:Iteration 24Q (10702.760000 sec): 3 clusters Score: Raw -603472.333969 + Penalty 4027.369341 = -599444.964627 nChanged 7 SP:Iteration 25Q (10702.960000 sec): 3 clusters Score: Raw -603474.816588 + Penalty 4027.369341 = -599447.447247 nChanged 5 SP:Iteration 26Q (10703.160000 sec): 3 clusters Score: Raw -603476.913153 + Penalty 4027.369341 = -599449.543812 nChanged 2 SP:Iteration 27Q (10703.310000 sec): 3 clusters Score: Raw -603477.468158 + Penalty 4027.369341 = -599450.098816 nChanged 2 SP:Iteration 28Q (10703.520000 sec): 3 clusters Score: Raw -603478.036587 + Penalty 4027.369341 = -599450.667246 nChanged 1 SP:Iteration 29Q (10703.690000 sec): 3 clusters Score: Raw -603478.356468 + Penalty 4027.369341 = -599450.987126 nChanged 0 SP:Iteration 30F (10703.880000 sec): 3 clusters Score: Raw -603478.356468 + Penalty 4027.369341 = -599450.987126 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 33 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10704.000000 sec): 2 clusters Score: Raw -69498.648824 + Penalty 1473.814245 = -68024.834579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10704.160000 sec): 3 clusters Score: Raw -69582.041157 + Penalty 2947.628490 = -66634.412667 nChanged 38 SP:Iteration 1F (10704.340000 sec): 3 clusters Score: Raw -69695.291167 + Penalty 2947.628490 = -66747.662677 nChanged 13 SP:Iteration 2Q (10704.520000 sec): 3 clusters Score: Raw -69723.037104 + Penalty 2947.628490 = -66775.408614 nChanged 7 SP:Iteration 3Q (10704.720000 sec): 3 clusters Score: Raw -69759.414586 + Penalty 2947.628490 = -66811.786096 nChanged 9 SP:Iteration 4Q (10704.890000 sec): 3 clusters Score: Raw -69787.309824 + Penalty 2947.628490 = -66839.681334 nChanged 3 SP:Iteration 5Q (10705.090000 sec): 3 clusters Score: Raw -69794.150945 + Penalty 2947.628490 = -66846.522455 nChanged 0 SP:Iteration 6F (10705.220000 sec): 3 clusters Score: Raw -69794.150945 + Penalty 2947.628490 = -66846.522455 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 34 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10705.340000 sec): 2 clusters Score: Raw -94862.733334 + Penalty 1588.496658 = -93274.236677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10705.520000 sec): 3 clusters Score: Raw -94939.193509 + Penalty 3176.993315 = -91762.200194 nChanged 172 SP:Iteration 1F (10705.670000 sec): 3 clusters Score: Raw -95242.367405 + Penalty 3176.993315 = -92065.374090 nChanged 47 SP:Iteration 2F (10705.820000 sec): 3 clusters Score: Raw -95393.167035 + Penalty 3176.993315 = -92216.173719 nChanged 41 SP:Iteration 3F (10705.980000 sec): 3 clusters Score: Raw -95510.272693 + Penalty 3176.993315 = -92333.279378 nChanged 28 SP:Iteration 4Q (10706.190000 sec): 3 clusters Score: Raw -95624.930150 + Penalty 3176.993315 = -92447.936834 nChanged 22 SP:Iteration 5Q (10706.400000 sec): 3 clusters Score: Raw -95698.305185 + Penalty 3176.993315 = -92521.311870 nChanged 13 SP:Iteration 6Q (10706.570000 sec): 3 clusters Score: Raw -95777.466591 + Penalty 3176.993315 = -92600.473276 nChanged 14 SP:Iteration 7Q (10706.730000 sec): 3 clusters Score: Raw -95825.905027 + Penalty 3176.993315 = -92648.911712 nChanged 4 SP:Iteration 8Q (10706.910000 sec): 3 clusters Score: Raw -95844.293188 + Penalty 3176.993315 = -92667.299873 nChanged 1 SP:Iteration 9Q (10707.080000 sec): 3 clusters Score: Raw -95846.011814 + Penalty 3176.993315 = -92669.018499 nChanged 0 SP:Iteration 10F (10707.260000 sec): 3 clusters Score: Raw -95846.011814 + Penalty 3176.993315 = -92669.018499 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 35 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10707.340000 sec): 2 clusters Score: Raw -87660.273239 + Penalty 1554.735878 = -86105.537360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10707.500000 sec): 3 clusters Score: Raw -87673.478717 + Penalty 3109.471757 = -84564.006960 nChanged 102 SP:Iteration 1F (10707.690000 sec): 3 clusters Score: Raw -87878.570415 + Penalty 3109.471757 = -84769.098658 nChanged 33 SP:Iteration 2F (10707.850000 sec): 3 clusters Score: Raw -87968.963760 + Penalty 3109.471757 = -84859.492003 nChanged 23 SP:Iteration 3Q (10708.030000 sec): 3 clusters Score: Raw -88045.501008 + Penalty 3109.471757 = -84936.029251 nChanged 20 SP:Iteration 4Q (10708.180000 sec): 3 clusters Score: Raw -88089.377873 + Penalty 3109.471757 = -84979.906116 nChanged 13 SP:Iteration 5Q (10708.360000 sec): 3 clusters Score: Raw -88125.663158 + Penalty 3109.471757 = -85016.191402 nChanged 8 SP:Iteration 6Q (10708.530000 sec): 3 clusters Score: Raw -88152.843051 + Penalty 3109.471757 = -85043.371295 nChanged 7 SP:Iteration 7Q (10708.710000 sec): 3 clusters Score: Raw -88180.380414 + Penalty 3109.471757 = -85070.908657 nChanged 3 SP:Iteration 8Q (10708.880000 sec): 3 clusters Score: Raw -88227.097441 + Penalty 3109.471757 = -85117.625684 nChanged 10 SP:Iteration 9Q (10709.050000 sec): 3 clusters Score: Raw -88275.423275 + Penalty 3109.471757 = -85165.951518 nChanged 11 SP:Iteration 10Q (10709.200000 sec): 3 clusters Score: Raw -88300.434940 + Penalty 3109.471757 = -85190.963184 nChanged 6 SP:Iteration 11Q (10709.350000 sec): 3 clusters Score: Raw -88307.222520 + Penalty 3109.471757 = -85197.750764 nChanged 2 SP:Iteration 12Q (10709.520000 sec): 3 clusters Score: Raw -88325.013812 + Penalty 3109.471757 = -85215.542055 nChanged 4 SP:Iteration 13Q (10709.700000 sec): 3 clusters Score: Raw -88347.924490 + Penalty 3109.471757 = -85238.452733 nChanged 5 SP:Iteration 14Q (10709.930000 sec): 3 clusters Score: Raw -88363.738142 + Penalty 3109.471757 = -85254.266386 nChanged 4 SP:Iteration 15Q (10710.070000 sec): 3 clusters Score: Raw -88383.853007 + Penalty 3109.471757 = -85274.381251 nChanged 2 SP:Iteration 16Q (10710.260000 sec): 3 clusters Score: Raw -88401.776873 + Penalty 3109.471757 = -85292.305116 nChanged 4 SP:Iteration 17Q (10710.430000 sec): 3 clusters Score: Raw -88411.066955 + Penalty 3109.471757 = -85301.595199 nChanged 0 SP:Iteration 18F (10710.590000 sec): 3 clusters Score: Raw -88411.066955 + Penalty 3109.471757 = -85301.595199 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 36 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10710.700000 sec): 2 clusters Score: Raw -35493.993163 + Penalty 1345.387604 = -34148.605558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10710.850000 sec): 3 clusters Score: Raw -35705.136140 + Penalty 2690.775209 = -33014.360931 nChanged 14 SP:Iteration 1F (10710.990000 sec): 3 clusters Score: Raw -35758.657756 + Penalty 2690.775209 = -33067.882547 nChanged 1 SP:Iteration 2Q (10711.200000 sec): 3 clusters Score: Raw -35762.873997 + Penalty 2690.775209 = -33072.098788 nChanged 1 SP:Iteration 3Q (10711.380000 sec): 3 clusters Score: Raw -35765.251048 + Penalty 2690.775209 = -33074.475839 nChanged 1 SP:Iteration 4Q (10711.540000 sec): 3 clusters Score: Raw -35766.887181 + Penalty 2690.775209 = -33076.111972 nChanged 0 SP:Iteration 5F (10711.720000 sec): 3 clusters Score: Raw -35766.887181 + Penalty 2690.775209 = -33076.111972 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 37 (1448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10711.810000 sec): 2 clusters Score: Raw -244597.109476 + Penalty 1804.928766 = -242792.180710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10712.000000 sec): 3 clusters Score: Raw -244119.801813 + Penalty 3609.857532 = -240509.944280 nChanged 432 SP:Iteration 1F (10712.180000 sec): 3 clusters Score: Raw -244536.703818 + Penalty 3609.857532 = -240926.846286 nChanged 110 SP:Iteration 2F (10712.380000 sec): 3 clusters Score: Raw -244685.482848 + Penalty 3609.857532 = -241075.625315 nChanged 67 SP:Iteration 3Q (10712.550000 sec): 3 clusters Score: Raw -244768.094500 + Penalty 3609.857532 = -241158.236968 nChanged 46 SP:Iteration 4Q (10712.740000 sec): 3 clusters Score: Raw -244814.288421 + Penalty 3609.857532 = -241204.430888 nChanged 29 SP:Iteration 5Q (10712.940000 sec): 3 clusters Score: Raw -244853.799484 + Penalty 3609.857532 = -241243.941952 nChanged 35 SP:Iteration 6Q (10713.090000 sec): 3 clusters Score: Raw -244911.076550 + Penalty 3609.857532 = -241301.219018 nChanged 54 SP:Iteration 7Q (10713.270000 sec): 3 clusters Score: Raw -244990.278107 + Penalty 3609.857532 = -241380.420575 nChanged 43 SP:Iteration 8Q (10713.480000 sec): 3 clusters Score: Raw -245043.267736 + Penalty 3609.857532 = -241433.410203 nChanged 31 SP:Iteration 9Q (10713.650000 sec): 3 clusters Score: Raw -245084.839564 + Penalty 3609.857532 = -241474.982032 nChanged 28 SP:Iteration 10Q (10713.860000 sec): 3 clusters Score: Raw -245118.648668 + Penalty 3609.857532 = -241508.791136 nChanged 24 SP:Iteration 11Q (10714.040000 sec): 3 clusters Score: Raw -245141.086112 + Penalty 3609.857532 = -241531.228580 nChanged 15 SP:Iteration 12Q (10714.200000 sec): 3 clusters Score: Raw -245156.017030 + Penalty 3609.857532 = -241546.159498 nChanged 18 SP:Iteration 13Q (10714.380000 sec): 3 clusters Score: Raw -245172.740755 + Penalty 3609.857532 = -241562.883223 nChanged 14 SP:Iteration 14Q (10714.520000 sec): 3 clusters Score: Raw -245183.914186 + Penalty 3609.857532 = -241574.056654 nChanged 15 SP:Iteration 15Q (10714.720000 sec): 3 clusters Score: Raw -245196.063731 + Penalty 3609.857532 = -241586.206198 nChanged 7 SP:Iteration 16Q (10714.940000 sec): 3 clusters Score: Raw -245202.583175 + Penalty 3609.857532 = -241592.725643 nChanged 6 SP:Iteration 17Q (10715.110000 sec): 3 clusters Score: Raw -245206.993768 + Penalty 3609.857532 = -241597.136236 nChanged 2 SP:Iteration 18Q (10715.260000 sec): 3 clusters Score: Raw -245208.384369 + Penalty 3609.857532 = -241598.526836 nChanged 4 SP:Iteration 19Q (10715.460000 sec): 3 clusters Score: Raw -245211.697585 + Penalty 3609.857532 = -241601.840052 nChanged 4 SP:Iteration 20F (10715.670000 sec): 3 clusters Score: Raw -245215.829647 + Penalty 3609.857532 = -241605.972114 nChanged 2 SP:Iteration 21Q (10715.860000 sec): 3 clusters Score: Raw -245217.371265 + Penalty 3609.857532 = -241607.513733 nChanged 1 SP:Iteration 22Q (10715.990000 sec): 3 clusters Score: Raw -245218.003096 + Penalty 3609.857532 = -241608.145564 nChanged 0 SP:Iteration 23F (10716.140000 sec): 3 clusters Score: Raw -245218.003096 + Penalty 3609.857532 = -241608.145564 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 38 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10716.240000 sec): 2 clusters Score: Raw -35274.410545 + Penalty 1351.857536 = -33922.553008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10716.390000 sec): 3 clusters Score: Raw -35510.297845 + Penalty 2703.715073 = -32806.582772 nChanged 26 SP:Iteration 1F (10716.600000 sec): 3 clusters Score: Raw -35628.955571 + Penalty 2703.715073 = -32925.240498 nChanged 11 SP:Iteration 2Q (10716.780000 sec): 3 clusters Score: Raw -35676.017301 + Penalty 2703.715073 = -32972.302228 nChanged 9 SP:Iteration 3Q (10716.960000 sec): 3 clusters Score: Raw -35755.436891 + Penalty 2703.715073 = -33051.721818 nChanged 9 SP:Iteration 4Q (10717.120000 sec): 3 clusters Score: Raw -35892.855887 + Penalty 2703.715073 = -33189.140814 nChanged 2 SP:Iteration 5Q (10717.320000 sec): 3 clusters Score: Raw -35956.037806 + Penalty 2703.715073 = -33252.322733 nChanged 3 SP:Iteration 6Q (10717.510000 sec): 3 clusters Score: Raw -36001.688951 + Penalty 2703.715073 = -33297.973878 nChanged 2 SP:Iteration 7Q (10717.720000 sec): 3 clusters Score: Raw -36027.043959 + Penalty 2703.715073 = -33323.328886 nChanged 0 SP:Iteration 8F (10717.900000 sec): 3 clusters Score: Raw -36027.043959 + Penalty 2703.715073 = -33323.328886 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 39 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10717.980000 sec): 2 clusters Score: Raw -16293.194949 + Penalty 1307.703891 = -14985.491059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10718.190000 sec): 3 clusters Score: Raw -16647.010105 + Penalty 2615.407781 = -14031.602324 nChanged 36 SP:Iteration 1F (10718.350000 sec): 3 clusters Score: Raw -16864.057435 + Penalty 2615.407781 = -14248.649654 nChanged 11 SP:Iteration 2F (10718.510000 sec): 3 clusters Score: Raw -16940.345573 + Penalty 2615.407781 = -14324.937792 nChanged 8 SP:Iteration 3Q (10718.720000 sec): 3 clusters Score: Raw -16993.413832 + Penalty 2615.407781 = -14378.006051 nChanged 4 SP:Iteration 4Q (10718.870000 sec): 3 clusters Score: Raw -17050.296568 + Penalty 2615.407781 = -14434.888787 nChanged 1 SP:Iteration 5Q (10719.100000 sec): 3 clusters Score: Raw -17053.332106 + Penalty 2615.407781 = -14437.924325 nChanged 1 SP:Iteration 6Q (10719.270000 sec): 3 clusters Score: Raw -17058.410638 + Penalty 2615.407781 = -14443.002857 nChanged 0 SP:Iteration 7F (10719.420000 sec): 3 clusters Score: Raw -17058.410638 + Penalty 2615.407781 = -14443.002857 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 40 (3498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10719.520000 sec): 2 clusters Score: Raw -593598.350479 + Penalty 2023.666771 = -591574.683709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10719.740000 sec): 3 clusters Score: Raw -592077.885872 + Penalty 4047.333541 = -588030.552331 nChanged 1253 SP:Iteration 1F (10719.980000 sec): 3 clusters Score: Raw -592841.166799 + Penalty 4047.333541 = -588793.833258 nChanged 269 SP:Iteration 2F (10720.180000 sec): 3 clusters Score: Raw -593028.872411 + Penalty 4047.333541 = -588981.538870 nChanged 165 SP:Iteration 3Q (10720.350000 sec): 3 clusters Score: Raw -593132.198072 + Penalty 4047.333541 = -589084.864531 nChanged 119 SP:Iteration 4Q (10720.560000 sec): 3 clusters Score: Raw -593206.951981 + Penalty 4047.333541 = -589159.618439 nChanged 84 SP:Iteration 5Q (10720.730000 sec): 3 clusters Score: Raw -593259.223637 + Penalty 4047.333541 = -589211.890096 nChanged 80 SP:Iteration 6Q (10720.900000 sec): 3 clusters Score: Raw -593302.810966 + Penalty 4047.333541 = -589255.477424 nChanged 69 SP:Iteration 7Q (10721.080000 sec): 3 clusters Score: Raw -593337.536215 + Penalty 4047.333541 = -589290.202674 nChanged 46 SP:Iteration 8Q (10721.270000 sec): 3 clusters Score: Raw -593360.273538 + Penalty 4047.333541 = -589312.939997 nChanged 35 SP:Iteration 9Q (10721.460000 sec): 3 clusters Score: Raw -593378.814754 + Penalty 4047.333541 = -589331.481213 nChanged 37 SP:Iteration 10Q (10721.660000 sec): 3 clusters Score: Raw -593397.352219 + Penalty 4047.333541 = -589350.018678 nChanged 39 SP:Iteration 11Q (10721.860000 sec): 3 clusters Score: Raw -593413.523264 + Penalty 4047.333541 = -589366.189723 nChanged 32 SP:Iteration 12Q (10722.100000 sec): 3 clusters Score: Raw -593425.956153 + Penalty 4047.333541 = -589378.622612 nChanged 27 SP:Iteration 13Q (10722.250000 sec): 3 clusters Score: Raw -593435.861367 + Penalty 4047.333541 = -589388.527826 nChanged 17 SP:Iteration 14Q (10722.450000 sec): 3 clusters Score: Raw -593444.594042 + Penalty 4047.333541 = -589397.260501 nChanged 26 SP:Iteration 15Q (10722.660000 sec): 3 clusters Score: Raw -593455.420566 + Penalty 4047.333541 = -589408.087025 nChanged 25 SP:Iteration 16Q (10722.840000 sec): 3 clusters Score: Raw -593468.119446 + Penalty 4047.333541 = -589420.785905 nChanged 23 SP:Iteration 17Q (10723.100000 sec): 3 clusters Score: Raw -593478.509700 + Penalty 4047.333541 = -589431.176159 nChanged 35 SP:Iteration 18Q (10723.300000 sec): 3 clusters Score: Raw -593495.980885 + Penalty 4047.333541 = -589448.647343 nChanged 36 SP:Iteration 19Q (10723.480000 sec): 3 clusters Score: Raw -593510.143909 + Penalty 4047.333541 = -589462.810367 nChanged 18 SP:Iteration 20F (10723.660000 sec): 3 clusters Score: Raw -593518.226526 + Penalty 4047.333541 = -589470.892985 nChanged 18 SP:Iteration 21Q (10723.860000 sec): 3 clusters Score: Raw -593527.146325 + Penalty 4047.333541 = -589479.812784 nChanged 23 SP:Iteration 22Q (10724.040000 sec): 3 clusters Score: Raw -593536.680318 + Penalty 4047.333541 = -589489.346777 nChanged 22 SP:Iteration 23Q (10724.200000 sec): 3 clusters Score: Raw -593545.998349 + Penalty 4047.333541 = -589498.664807 nChanged 23 SP:Iteration 24Q (10724.420000 sec): 3 clusters Score: Raw -593556.451113 + Penalty 4047.333541 = -589509.117572 nChanged 25 SP:Iteration 25Q (10724.560000 sec): 3 clusters Score: Raw -593570.600136 + Penalty 4047.333541 = -589523.266595 nChanged 33 SP:Iteration 26Q (10724.760000 sec): 3 clusters Score: Raw -593588.832182 + Penalty 4047.333541 = -589541.498641 nChanged 32 SP:Iteration 27Q (10724.990000 sec): 3 clusters Score: Raw -593601.651386 + Penalty 4047.333541 = -589554.317844 nChanged 21 SP:Iteration 28Q (10725.180000 sec): 3 clusters Score: Raw -593610.053360 + Penalty 4047.333541 = -589562.719819 nChanged 17 SP:Iteration 29Q (10725.340000 sec): 3 clusters Score: Raw -593616.368931 + Penalty 4047.333541 = -589569.035390 nChanged 17 SP:Iteration 30Q (10725.530000 sec): 3 clusters Score: Raw -593622.175506 + Penalty 4047.333541 = -589574.841965 nChanged 12 SP:Iteration 31Q (10725.730000 sec): 3 clusters Score: Raw -593626.686522 + Penalty 4047.333541 = -589579.352981 nChanged 8 SP:Iteration 32Q (10725.890000 sec): 3 clusters Score: Raw -593628.621267 + Penalty 4047.333541 = -589581.287725 nChanged 6 SP:Iteration 33Q (10726.100000 sec): 3 clusters Score: Raw -593631.066691 + Penalty 4047.333541 = -589583.733150 nChanged 8 SP:Iteration 34Q (10726.270000 sec): 3 clusters Score: Raw -593634.869457 + Penalty 4047.333541 = -589587.535916 nChanged 13 SP:Iteration 35Q (10726.460000 sec): 3 clusters Score: Raw -593639.886427 + Penalty 4047.333541 = -589592.552886 nChanged 9 SP:Iteration 36Q (10726.670000 sec): 3 clusters Score: Raw -593643.876489 + Penalty 4047.333541 = -589596.542948 nChanged 12 SP:Iteration 37Q (10726.860000 sec): 3 clusters Score: Raw -593648.384868 + Penalty 4047.333541 = -589601.051327 nChanged 13 SP:Iteration 38Q (10727.040000 sec): 3 clusters Score: Raw -593653.575367 + Penalty 4047.333541 = -589606.241825 nChanged 7 SP:Iteration 39Q (10727.210000 sec): 3 clusters Score: Raw -593655.536335 + Penalty 4047.333541 = -589608.202793 nChanged 5 SP:Iteration 40F (10727.400000 sec): 3 clusters Score: Raw -593657.922290 + Penalty 4047.333541 = -589610.588749 nChanged 6 SP:Iteration 41Q (10727.620000 sec): 3 clusters Score: Raw -593659.717737 + Penalty 4047.333541 = -589612.384196 nChanged 7 SP:Iteration 42Q (10727.800000 sec): 3 clusters Score: Raw -593661.610203 + Penalty 4047.333541 = -589614.276662 nChanged 8 SP:Iteration 43Q (10727.980000 sec): 3 clusters Score: Raw -593663.814200 + Penalty 4047.333541 = -589616.480659 nChanged 7 SP:Iteration 44Q (10728.180000 sec): 3 clusters Score: Raw -593665.396196 + Penalty 4047.333541 = -589618.062655 nChanged 6 SP:Iteration 45Q (10728.350000 sec): 3 clusters Score: Raw -593667.346903 + Penalty 4047.333541 = -589620.013362 nChanged 7 SP:Iteration 46Q (10728.540000 sec): 3 clusters Score: Raw -593670.898118 + Penalty 4047.333541 = -589623.564577 nChanged 11 SP:Iteration 47Q (10728.730000 sec): 3 clusters Score: Raw -593676.120833 + Penalty 4047.333541 = -589628.787292 nChanged 11 SP:Iteration 48Q (10728.910000 sec): 3 clusters Score: Raw -593679.869605 + Penalty 4047.333541 = -589632.536064 nChanged 11 SP:Iteration 49Q (10729.130000 sec): 3 clusters Score: Raw -593682.956408 + Penalty 4047.333541 = -589635.622866 nChanged 5 SP:Iteration 50Q (10729.260000 sec): 3 clusters Score: Raw -593684.606917 + Penalty 4047.333541 = -589637.273376 nChanged 12 SP:Iteration 51Q (10729.460000 sec): 3 clusters Score: Raw -593690.362775 + Penalty 4047.333541 = -589643.029234 nChanged 13 SP:Iteration 52Q (10729.630000 sec): 3 clusters Score: Raw -593695.867336 + Penalty 4047.333541 = -589648.533795 nChanged 18 SP:Iteration 53Q (10729.800000 sec): 3 clusters Score: Raw -593705.527816 + Penalty 4047.333541 = -589658.194275 nChanged 11 SP:Iteration 54Q (10730.030000 sec): 3 clusters Score: Raw -593710.786511 + Penalty 4047.333541 = -589663.452970 nChanged 11 SP:Iteration 55Q (10730.170000 sec): 3 clusters Score: Raw -593715.753408 + Penalty 4047.333541 = -589668.419867 nChanged 10 SP:Iteration 56Q (10730.370000 sec): 3 clusters Score: Raw -593720.930325 + Penalty 4047.333541 = -589673.596784 nChanged 10 SP:Iteration 57Q (10730.530000 sec): 3 clusters Score: Raw -593727.189796 + Penalty 4047.333541 = -589679.856254 nChanged 11 SP:Iteration 58Q (10730.720000 sec): 3 clusters Score: Raw -593730.619858 + Penalty 4047.333541 = -589683.286317 nChanged 6 SP:Iteration 59Q (10730.920000 sec): 3 clusters Score: Raw -593732.897795 + Penalty 4047.333541 = -589685.564253 nChanged 8 SP:Iteration 60F (10731.110000 sec): 3 clusters Score: Raw -593736.743667 + Penalty 4047.333541 = -589689.410126 nChanged 7 SP:Iteration 61Q (10731.330000 sec): 3 clusters Score: Raw -593739.410125 + Penalty 4047.333541 = -589692.076584 nChanged 9 SP:Iteration 62Q (10731.490000 sec): 3 clusters Score: Raw -593742.412273 + Penalty 4047.333541 = -589695.078732 nChanged 14 SP:Iteration 63Q (10731.660000 sec): 3 clusters Score: Raw -593747.631379 + Penalty 4047.333541 = -589700.297838 nChanged 12 SP:Iteration 64Q (10731.840000 sec): 3 clusters Score: Raw -593752.526162 + Penalty 4047.333541 = -589705.192621 nChanged 15 SP:Iteration 65Q (10732.010000 sec): 3 clusters Score: Raw -593758.212234 + Penalty 4047.333541 = -589710.878693 nChanged 11 SP:Iteration 66Q (10732.220000 sec): 3 clusters Score: Raw -593762.276272 + Penalty 4047.333541 = -589714.942731 nChanged 11 SP:Iteration 67Q (10732.410000 sec): 3 clusters Score: Raw -593767.355675 + Penalty 4047.333541 = -589720.022134 nChanged 11 SP:Iteration 68Q (10732.560000 sec): 3 clusters Score: Raw -593772.875718 + Penalty 4047.333541 = -589725.542176 nChanged 13 SP:Iteration 69Q (10732.740000 sec): 3 clusters Score: Raw -593777.584338 + Penalty 4047.333541 = -589730.250797 nChanged 12 SP:Iteration 70Q (10732.920000 sec): 3 clusters Score: Raw -593784.541285 + Penalty 4047.333541 = -589737.207743 nChanged 15 SP:Iteration 71Q (10733.100000 sec): 3 clusters Score: Raw -593789.824254 + Penalty 4047.333541 = -589742.490713 nChanged 15 SP:Iteration 72Q (10733.310000 sec): 3 clusters Score: Raw -593795.510499 + Penalty 4047.333541 = -589748.176957 nChanged 8 SP:Iteration 73Q (10733.460000 sec): 3 clusters Score: Raw -593798.080338 + Penalty 4047.333541 = -589750.746797 nChanged 7 SP:Iteration 74Q (10733.670000 sec): 3 clusters Score: Raw -593800.313509 + Penalty 4047.333541 = -589752.979967 nChanged 3 SP:Iteration 75Q (10733.840000 sec): 3 clusters Score: Raw -593801.613710 + Penalty 4047.333541 = -589754.280169 nChanged 2 SP:Iteration 76Q (10734.020000 sec): 3 clusters Score: Raw -593802.041440 + Penalty 4047.333541 = -589754.707899 nChanged 1 SP:Iteration 77Q (10734.230000 sec): 3 clusters Score: Raw -593802.728385 + Penalty 4047.333541 = -589755.394844 nChanged 2 SP:Iteration 78Q (10734.410000 sec): 3 clusters Score: Raw -593803.388731 + Penalty 4047.333541 = -589756.055190 nChanged 1 SP:Iteration 79Q (10734.600000 sec): 3 clusters Score: Raw -593803.716885 + Penalty 4047.333541 = -589756.383344 nChanged 0 SP:Iteration 80F (10734.760000 sec): 3 clusters Score: Raw -593803.716885 + Penalty 4047.333541 = -589756.383344 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 41 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10734.850000 sec): 2 clusters Score: Raw -37383.976111 + Penalty 1368.328318 = -36015.647792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10735.020000 sec): 3 clusters Score: Raw -37619.065509 + Penalty 2736.656637 = -34882.408872 nChanged 39 SP:Iteration 1F (10735.170000 sec): 3 clusters Score: Raw -37848.848226 + Penalty 2736.656637 = -35112.191590 nChanged 17 SP:Iteration 2F (10735.340000 sec): 3 clusters Score: Raw -37947.530123 + Penalty 2736.656637 = -35210.873487 nChanged 10 SP:Iteration 3Q (10735.520000 sec): 3 clusters Score: Raw -38017.225100 + Penalty 2736.656637 = -35280.568463 nChanged 4 SP:Iteration 4Q (10735.710000 sec): 3 clusters Score: Raw -38068.455909 + Penalty 2736.656637 = -35331.799272 nChanged 5 SP:Iteration 5Q (10735.850000 sec): 3 clusters Score: Raw -38140.044835 + Penalty 2736.656637 = -35403.388199 nChanged 6 SP:Iteration 6Q (10736.030000 sec): 3 clusters Score: Raw -38258.068666 + Penalty 2736.656637 = -35521.412029 nChanged 4 SP:Iteration 7Q (10736.240000 sec): 3 clusters Score: Raw -38432.488418 + Penalty 2736.656637 = -35695.831782 nChanged 2 SP:Iteration 8Q (10736.390000 sec): 3 clusters Score: Raw -38510.794050 + Penalty 2736.656637 = -35774.137413 nChanged 1 SP:Iteration 9Q (10736.550000 sec): 3 clusters Score: Raw -38517.361721 + Penalty 2736.656637 = -35780.705084 nChanged 1 SP:Iteration 10Q (10736.740000 sec): 3 clusters Score: Raw -38524.623286 + Penalty 2736.656637 = -35787.966649 nChanged 1 SP:Iteration 11Q (10736.890000 sec): 3 clusters Score: Raw -38531.652548 + Penalty 2736.656637 = -35794.995912 nChanged 1 SP:Iteration 12Q (10737.080000 sec): 3 clusters Score: Raw -38536.052873 + Penalty 2736.656637 = -35799.396236 nChanged 0 SP:Iteration 13F (10737.290000 sec): 3 clusters Score: Raw -38538.462979 + Penalty 2736.656637 = -35801.806343 nChanged 2 SP:Iteration 14Q (10737.470000 sec): 3 clusters Score: Raw -38669.387158 + Penalty 2736.656637 = -35932.730522 nChanged 5 SP:Iteration 15Q (10737.620000 sec): 3 clusters Score: Raw -38787.671185 + Penalty 2736.656637 = -36051.014549 nChanged 1 SP:Iteration 16Q (10737.810000 sec): 3 clusters Score: Raw -38794.795962 + Penalty 2736.656637 = -36058.139326 nChanged 2 SP:Iteration 17Q (10737.990000 sec): 3 clusters Score: Raw -38814.801846 + Penalty 2736.656637 = -36078.145209 nChanged 1 SP:Iteration 18Q (10738.120000 sec): 3 clusters Score: Raw -38818.261526 + Penalty 2736.656637 = -36081.604889 nChanged 0 SP:Iteration 19F (10738.320000 sec): 3 clusters Score: Raw -38818.261526 + Penalty 2736.656637 = -36081.604889 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 59. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 42 (49266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10738.590000 sec): 2 clusters Score: Raw -9302090.218409 + Penalty 2679.637388 = -9299410.581021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10739.020000 sec): 3 clusters Score: Raw -9271512.995067 + Penalty 5359.274776 = -9266153.720292 nChanged 22788 SP:Iteration 1F (10739.420000 sec): 3 clusters Score: Raw -9284070.008988 + Penalty 5359.274776 = -9278710.734213 nChanged 1917 SP:Iteration 2Q (10739.850000 sec): 3 clusters Score: Raw -9284591.144335 + Penalty 5359.274776 = -9279231.869559 nChanged 1840 SP:Iteration 3Q (10740.280000 sec): 3 clusters Score: Raw -9285069.110126 + Penalty 5359.274776 = -9279709.835351 nChanged 1713 SP:Iteration 4Q (10740.710000 sec): 3 clusters Score: Raw -9285545.124407 + Penalty 5359.274776 = -9280185.849631 nChanged 1762 SP:Iteration 5Q (10741.120000 sec): 3 clusters Score: Raw -9286059.315197 + Penalty 5359.274776 = -9280700.040422 nChanged 1832 SP:Iteration 6Q (10741.540000 sec): 3 clusters Score: Raw -9286630.373678 + Penalty 5359.274776 = -9281271.098902 nChanged 1912 SP:Iteration 7Q (10741.970000 sec): 3 clusters Score: Raw -9287304.437274 + Penalty 5359.274776 = -9281945.162498 nChanged 2056 SP:Iteration 8Q (10742.410000 sec): 3 clusters Score: Raw -9288135.420428 + Penalty 5359.274776 = -9282776.145653 nChanged 2133 SP:Iteration 9Q (10742.840000 sec): 3 clusters Score: Raw -9289173.903186 + Penalty 5359.274776 = -9283814.628411 nChanged 2298 SP:Iteration 10Q (10743.240000 sec): 3 clusters Score: Raw -9290548.745687 + Penalty 5359.274776 = -9285189.470911 nChanged 2505 SP:Iteration 11F (10743.670000 sec): 3 clusters Score: Raw -9292299.073992 + Penalty 5359.274776 = -9286939.799216 nChanged 2413 SP:Iteration 12Q (10744.070000 sec): 3 clusters Score: Raw -9294234.695201 + Penalty 5359.274776 = -9288875.420426 nChanged 2133 SP:Iteration 13Q (10744.510000 sec): 3 clusters Score: Raw -9296151.530366 + Penalty 5359.274776 = -9290792.255590 nChanged 1773 SP:Iteration 14Q (10744.990000 sec): 3 clusters Score: Raw -9297618.109608 + Penalty 5359.274776 = -9292258.834832 nChanged 1284 SP:Iteration 15Q (10745.380000 sec): 3 clusters Score: Raw -9298563.762900 + Penalty 5359.274776 = -9293204.488124 nChanged 993 SP:Iteration 16Q (10745.790000 sec): 3 clusters Score: Raw -9299227.289763 + Penalty 5359.274776 = -9293868.014987 nChanged 781 SP:Iteration 17Q (10746.190000 sec): 3 clusters Score: Raw -9299731.089316 + Penalty 5359.274776 = -9294371.814540 nChanged 673 SP:Iteration 18Q (10746.560000 sec): 3 clusters Score: Raw -9300167.529236 + Penalty 5359.274776 = -9294808.254460 nChanged 546 SP:Iteration 19Q (10746.920000 sec): 3 clusters Score: Raw -9300538.493848 + Penalty 5359.274776 = -9295179.219073 nChanged 501 SP:Iteration 20F (10747.300000 sec): 3 clusters Score: Raw -9300889.523074 + Penalty 5359.274776 = -9295530.248299 nChanged 446 SP:Iteration 21Q (10747.720000 sec): 3 clusters Score: Raw -9301167.073185 + Penalty 5359.274776 = -9295807.798409 nChanged 336 SP:Iteration 22Q (10748.080000 sec): 3 clusters Score: Raw -9301369.869601 + Penalty 5359.274776 = -9296010.594825 nChanged 292 SP:Iteration 23Q (10748.480000 sec): 3 clusters Score: Raw -9301548.545989 + Penalty 5359.274776 = -9296189.271214 nChanged 240 SP:Iteration 24Q (10748.840000 sec): 3 clusters Score: Raw -9301692.630080 + Penalty 5359.274776 = -9296333.355305 nChanged 196 SP:Iteration 25Q (10749.210000 sec): 3 clusters Score: Raw -9301799.143135 + Penalty 5359.274776 = -9296439.868360 nChanged 186 SP:Iteration 26Q (10749.600000 sec): 3 clusters Score: Raw -9301896.260146 + Penalty 5359.274776 = -9296536.985370 nChanged 142 SP:Iteration 27Q (10749.960000 sec): 3 clusters Score: Raw -9301965.640910 + Penalty 5359.274776 = -9296606.366135 nChanged 114 SP:Iteration 28Q (10750.370000 sec): 3 clusters Score: Raw -9302026.064589 + Penalty 5359.274776 = -9296666.789814 nChanged 109 SP:Iteration 29Q (10750.770000 sec): 3 clusters Score: Raw -9302078.119271 + Penalty 5359.274776 = -9296718.844495 nChanged 82 SP:Iteration 30Q (10751.160000 sec): 3 clusters Score: Raw -9302124.941651 + Penalty 5359.274776 = -9296765.666875 nChanged 92 SP:Iteration 31Q (10751.540000 sec): 3 clusters Score: Raw -9302174.119782 + Penalty 5359.274776 = -9296814.845006 nChanged 88 SP:Iteration 32Q (10751.920000 sec): 3 clusters Score: Raw -9302215.557814 + Penalty 5359.274776 = -9296856.283038 nChanged 65 SP:Iteration 33Q (10752.290000 sec): 3 clusters Score: Raw -9302246.182844 + Penalty 5359.274776 = -9296886.908069 nChanged 50 SP:Iteration 34Q (10752.670000 sec): 3 clusters Score: Raw -9302267.506726 + Penalty 5359.274776 = -9296908.231950 nChanged 45 SP:Iteration 35Q (10753.030000 sec): 3 clusters Score: Raw -9302287.303642 + Penalty 5359.274776 = -9296928.028867 nChanged 43 SP:Iteration 36Q (10753.390000 sec): 3 clusters Score: Raw -9302304.897703 + Penalty 5359.274776 = -9296945.622927 nChanged 29 SP:Iteration 37Q (10753.740000 sec): 3 clusters Score: Raw -9302317.585829 + Penalty 5359.274776 = -9296958.311053 nChanged 23 SP:Iteration 38Q (10754.110000 sec): 3 clusters Score: Raw -9302325.968775 + Penalty 5359.274776 = -9296966.694000 nChanged 27 SP:Iteration 39Q (10754.460000 sec): 3 clusters Score: Raw -9302334.151573 + Penalty 5359.274776 = -9296974.876797 nChanged 13 SP:Iteration 40F (10754.900000 sec): 3 clusters Score: Raw -9302338.877734 + Penalty 5359.274776 = -9296979.602959 nChanged 8 SP:Iteration 41Q (10755.330000 sec): 3 clusters Score: Raw -9302341.211150 + Penalty 5359.274776 = -9296981.936374 nChanged 7 SP:Iteration 42Q (10755.710000 sec): 3 clusters Score: Raw -9302344.108266 + Penalty 5359.274776 = -9296984.833491 nChanged 11 SP:Iteration 43Q (10756.100000 sec): 3 clusters Score: Raw -9302348.410259 + Penalty 5359.274776 = -9296989.135483 nChanged 15 SP:Iteration 44Q (10756.530000 sec): 3 clusters Score: Raw -9302355.088332 + Penalty 5359.274776 = -9296995.813557 nChanged 17 SP:Iteration 45Q (10756.930000 sec): 3 clusters Score: Raw -9302360.887825 + Penalty 5359.274776 = -9297001.613049 nChanged 13 SP:Iteration 46Q (10757.340000 sec): 3 clusters Score: Raw -9302364.712333 + Penalty 5359.274776 = -9297005.437558 nChanged 14 SP:Iteration 47Q (10757.660000 sec): 3 clusters Score: Raw -9302369.000938 + Penalty 5359.274776 = -9297009.726163 nChanged 7 SP:Iteration 48Q (10758.070000 sec): 3 clusters Score: Raw -9302371.618764 + Penalty 5359.274776 = -9297012.343988 nChanged 12 SP:Iteration 49Q (10758.500000 sec): 3 clusters Score: Raw -9302374.688737 + Penalty 5359.274776 = -9297015.413962 nChanged 6 SP:Iteration 50Q (10758.840000 sec): 3 clusters Score: Raw -9302376.152176 + Penalty 5359.274776 = -9297016.877401 nChanged 5 SP:Iteration 51Q (10759.240000 sec): 3 clusters Score: Raw -9302377.920148 + Penalty 5359.274776 = -9297018.645372 nChanged 5 SP:Iteration 52Q (10759.670000 sec): 3 clusters Score: Raw -9302379.587020 + Penalty 5359.274776 = -9297020.312244 nChanged 5 SP:Iteration 53Q (10760.030000 sec): 3 clusters Score: Raw -9302381.657766 + Penalty 5359.274776 = -9297022.382991 nChanged 6 SP:Iteration 54Q (10760.380000 sec): 3 clusters Score: Raw -9302384.292366 + Penalty 5359.274776 = -9297025.017591 nChanged 8 SP:Iteration 55Q (10760.760000 sec): 3 clusters Score: Raw -9302387.413581 + Penalty 5359.274776 = -9297028.138806 nChanged 6 SP:Iteration 56Q (10761.130000 sec): 3 clusters Score: Raw -9302389.326861 + Penalty 5359.274776 = -9297030.052085 nChanged 5 SP:Iteration 57Q (10761.510000 sec): 3 clusters Score: Raw -9302391.284143 + Penalty 5359.274776 = -9297032.009367 nChanged 3 SP:Iteration 58Q (10761.930000 sec): 3 clusters Score: Raw -9302393.068268 + Penalty 5359.274776 = -9297033.793493 nChanged 5 SP:Iteration 59Q (10762.320000 sec): 3 clusters Score: Raw -9302394.868369 + Penalty 5359.274776 = -9297035.593594 nChanged 7 SP:Iteration 60F (10762.800000 sec): 3 clusters Score: Raw -9302397.195838 + Penalty 5359.274776 = -9297037.921062 nChanged 4 SP:Iteration 61Q (10763.130000 sec): 3 clusters Score: Raw -9302398.620095 + Penalty 5359.274776 = -9297039.345319 nChanged 8 SP:Iteration 62Q (10763.560000 sec): 3 clusters Score: Raw -9302402.136204 + Penalty 5359.274776 = -9297042.861429 nChanged 9 SP:Iteration 63Q (10763.950000 sec): 3 clusters Score: Raw -9302405.677908 + Penalty 5359.274776 = -9297046.403132 nChanged 6 SP:Iteration 64Q (10764.370000 sec): 3 clusters Score: Raw -9302407.970926 + Penalty 5359.274776 = -9297048.696150 nChanged 5 SP:Iteration 65Q (10764.750000 sec): 3 clusters Score: Raw -9302409.770663 + Penalty 5359.274776 = -9297050.495888 nChanged 1 SP:Iteration 66Q (10765.170000 sec): 3 clusters Score: Raw -9302410.132626 + Penalty 5359.274776 = -9297050.857850 nChanged 0 SP:Iteration 67F (10765.520000 sec): 3 clusters Score: Raw -9302410.132626 + Penalty 5359.274776 = -9297050.857850 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 43 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10765.640000 sec): 2 clusters Score: Raw -99653.962549 + Penalty 1591.349606 = -98062.612943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10765.820000 sec): 3 clusters Score: Raw -99621.884713 + Penalty 3182.699212 = -96439.185501 nChanged 105 SP:Iteration 1F (10765.980000 sec): 3 clusters Score: Raw -99860.410642 + Penalty 3182.699212 = -96677.711430 nChanged 34 SP:Iteration 2F (10766.200000 sec): 3 clusters Score: Raw -99931.682756 + Penalty 3182.699212 = -96748.983544 nChanged 18 SP:Iteration 3Q (10766.360000 sec): 3 clusters Score: Raw -99968.262712 + Penalty 3182.699212 = -96785.563500 nChanged 10 SP:Iteration 4Q (10766.550000 sec): 3 clusters Score: Raw -99991.631243 + Penalty 3182.699212 = -96808.932031 nChanged 9 SP:Iteration 5Q (10766.760000 sec): 3 clusters Score: Raw -100028.371165 + Penalty 3182.699212 = -96845.671952 nChanged 11 SP:Iteration 6Q (10766.900000 sec): 3 clusters Score: Raw -100072.462986 + Penalty 3182.699212 = -96889.763774 nChanged 16 SP:Iteration 7Q (10767.080000 sec): 3 clusters Score: Raw -100133.397448 + Penalty 3182.699212 = -96950.698236 nChanged 17 SP:Iteration 8Q (10767.220000 sec): 3 clusters Score: Raw -100202.265745 + Penalty 3182.699212 = -97019.566533 nChanged 13 SP:Iteration 9Q (10767.400000 sec): 3 clusters Score: Raw -100251.537642 + Penalty 3182.699212 = -97068.838429 nChanged 13 SP:Iteration 10Q (10767.600000 sec): 3 clusters Score: Raw -100286.807367 + Penalty 3182.699212 = -97104.108155 nChanged 16 SP:Iteration 11Q (10767.780000 sec): 3 clusters Score: Raw -100335.960891 + Penalty 3182.699212 = -97153.261679 nChanged 17 SP:Iteration 12Q (10767.930000 sec): 3 clusters Score: Raw -100386.106405 + Penalty 3182.699212 = -97203.407193 nChanged 12 SP:Iteration 13Q (10768.110000 sec): 3 clusters Score: Raw -100415.298057 + Penalty 3182.699212 = -97232.598845 nChanged 14 SP:Iteration 14Q (10768.230000 sec): 3 clusters Score: Raw -100451.733240 + Penalty 3182.699212 = -97269.034028 nChanged 8 SP:Iteration 15Q (10768.430000 sec): 3 clusters Score: Raw -100473.668587 + Penalty 3182.699212 = -97290.969375 nChanged 6 SP:Iteration 16Q (10768.570000 sec): 3 clusters Score: Raw -100488.341809 + Penalty 3182.699212 = -97305.642597 nChanged 6 SP:Iteration 17Q (10768.700000 sec): 3 clusters Score: Raw -100505.484307 + Penalty 3182.699212 = -97322.785095 nChanged 5 SP:Iteration 18Q (10768.870000 sec): 3 clusters Score: Raw -100516.123626 + Penalty 3182.699212 = -97333.424414 nChanged 1 SP:Iteration 19Q (10769.040000 sec): 3 clusters Score: Raw -100517.704555 + Penalty 3182.699212 = -97335.005343 nChanged 1 SP:Iteration 20F (10769.250000 sec): 3 clusters Score: Raw -100518.382473 + Penalty 3182.699212 = -97335.683261 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 44 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10769.400000 sec): 2 clusters Score: Raw -104960.532922 + Penalty 1616.382476 = -103344.150446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10769.590000 sec): 3 clusters Score: Raw -104946.429541 + Penalty 3232.764951 = -101713.664589 nChanged 156 SP:Iteration 1F (10769.720000 sec): 3 clusters Score: Raw -105297.165733 + Penalty 3232.764951 = -102064.400782 nChanged 56 SP:Iteration 2F (10769.900000 sec): 3 clusters Score: Raw -105460.471506 + Penalty 3232.764951 = -102227.706555 nChanged 33 SP:Iteration 3Q (10770.100000 sec): 3 clusters Score: Raw -105553.063312 + Penalty 3232.764951 = -102320.298361 nChanged 22 SP:Iteration 4Q (10770.270000 sec): 3 clusters Score: Raw -105607.275480 + Penalty 3232.764951 = -102374.510529 nChanged 19 SP:Iteration 5Q (10770.480000 sec): 3 clusters Score: Raw -105667.328485 + Penalty 3232.764951 = -102434.563533 nChanged 15 SP:Iteration 6Q (10770.680000 sec): 3 clusters Score: Raw -105756.655744 + Penalty 3232.764951 = -102523.890792 nChanged 16 SP:Iteration 7Q (10770.830000 sec): 3 clusters Score: Raw -105827.456106 + Penalty 3232.764951 = -102594.691155 nChanged 18 SP:Iteration 8Q (10771.050000 sec): 3 clusters Score: Raw -105880.120666 + Penalty 3232.764951 = -102647.355714 nChanged 14 SP:Iteration 9Q (10771.230000 sec): 3 clusters Score: Raw -105916.695944 + Penalty 3232.764951 = -102683.930993 nChanged 12 SP:Iteration 10Q (10771.380000 sec): 3 clusters Score: Raw -105942.860350 + Penalty 3232.764951 = -102710.095398 nChanged 11 SP:Iteration 11Q (10771.580000 sec): 3 clusters Score: Raw -105970.418293 + Penalty 3232.764951 = -102737.653342 nChanged 7 SP:Iteration 12Q (10771.760000 sec): 3 clusters Score: Raw -105988.212014 + Penalty 3232.764951 = -102755.447063 nChanged 6 SP:Iteration 13Q (10771.940000 sec): 3 clusters Score: Raw -106003.718543 + Penalty 3232.764951 = -102770.953592 nChanged 4 SP:Iteration 14Q (10772.080000 sec): 3 clusters Score: Raw -106010.821675 + Penalty 3232.764951 = -102778.056724 nChanged 2 SP:Iteration 15Q (10772.270000 sec): 3 clusters Score: Raw -106012.122769 + Penalty 3232.764951 = -102779.357818 nChanged 2 SP:Iteration 16Q (10772.480000 sec): 3 clusters Score: Raw -106020.078691 + Penalty 3232.764951 = -102787.313740 nChanged 1 SP:Iteration 17Q (10772.660000 sec): 3 clusters Score: Raw -106023.958023 + Penalty 3232.764951 = -102791.193071 nChanged 1 SP:Iteration 18Q (10772.860000 sec): 3 clusters Score: Raw -106024.740114 + Penalty 3232.764951 = -102791.975163 nChanged 0 SP:Iteration 19F (10773.030000 sec): 3 clusters Score: Raw -106025.266205 + Penalty 3232.764951 = -102792.501254 nChanged 1 SP:Iteration 20F (10773.190000 sec): 3 clusters Score: Raw -106027.101538 + Penalty 3232.764951 = -102794.336587 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 45 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10773.270000 sec): 2 clusters Score: Raw -42385.478750 + Penalty 1399.192954 = -40986.285796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10773.470000 sec): 3 clusters Score: Raw -42649.591702 + Penalty 2798.385907 = -39851.205795 nChanged 30 SP:Iteration 1F (10773.640000 sec): 3 clusters Score: Raw -42747.462487 + Penalty 2798.385907 = -39949.076580 nChanged 12 SP:Iteration 2Q (10773.860000 sec): 3 clusters Score: Raw -42795.729058 + Penalty 2798.385907 = -39997.343151 nChanged 5 SP:Iteration 3Q (10774.030000 sec): 3 clusters Score: Raw -42815.208166 + Penalty 2798.385907 = -40016.822259 nChanged 2 SP:Iteration 4Q (10774.220000 sec): 3 clusters Score: Raw -42819.488069 + Penalty 2798.385907 = -40021.102161 nChanged 4 SP:Iteration 5Q (10774.420000 sec): 3 clusters Score: Raw -42838.467023 + Penalty 2798.385907 = -40040.081116 nChanged 1 SP:Iteration 6Q (10774.600000 sec): 3 clusters Score: Raw -42841.014725 + Penalty 2798.385907 = -40042.628818 nChanged 1 SP:Iteration 7Q (10774.780000 sec): 3 clusters Score: Raw -42844.239538 + Penalty 2798.385907 = -40045.853631 nChanged 2 SP:Iteration 8Q (10775.020000 sec): 3 clusters Score: Raw -42848.097667 + Penalty 2798.385907 = -40049.711760 nChanged 2 SP:Iteration 9Q (10775.230000 sec): 3 clusters Score: Raw -42874.629314 + Penalty 2798.385907 = -40076.243407 nChanged 5 SP:Iteration 10Q (10775.390000 sec): 3 clusters Score: Raw -42890.342525 + Penalty 2798.385907 = -40091.956618 nChanged 0 SP:Iteration 11F (10775.560000 sec): 3 clusters Score: Raw -42890.342525 + Penalty 2798.385907 = -40091.956618 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 46 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10775.670000 sec): 2 clusters Score: Raw -18900.679888 + Penalty 1295.985175 = -17604.694713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10775.840000 sec): 3 clusters Score: Raw -19271.269594 + Penalty 2591.970350 = -16679.299244 nChanged 29 SP:Iteration 1F (10776.010000 sec): 3 clusters Score: Raw -19429.889774 + Penalty 2591.970350 = -16837.919424 nChanged 8 SP:Iteration 2Q (10776.200000 sec): 3 clusters Score: Raw -19486.846403 + Penalty 2591.970350 = -16894.876053 nChanged 3 SP:Iteration 3Q (10776.430000 sec): 3 clusters Score: Raw -19530.204030 + Penalty 2591.970350 = -16938.233680 nChanged 0 SP:Iteration 4F (10776.580000 sec): 3 clusters Score: Raw -19530.204030 + Penalty 2591.970350 = -16938.233680 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 47 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10776.690000 sec): 2 clusters Score: Raw -105217.599158 + Penalty 1590.944046 = -103626.655112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10776.880000 sec): 3 clusters Score: Raw -105152.015033 + Penalty 3181.888092 = -101970.126941 nChanged 130 SP:Iteration 1F (10777.050000 sec): 3 clusters Score: Raw -105347.992509 + Penalty 3181.888092 = -102166.104418 nChanged 40 SP:Iteration 2F (10777.260000 sec): 3 clusters Score: Raw -105453.007957 + Penalty 3181.888092 = -102271.119866 nChanged 23 SP:Iteration 3Q (10777.440000 sec): 3 clusters Score: Raw -105534.616651 + Penalty 3181.888092 = -102352.728559 nChanged 16 SP:Iteration 4Q (10777.660000 sec): 3 clusters Score: Raw -105605.761567 + Penalty 3181.888092 = -102423.873476 nChanged 14 SP:Iteration 5Q (10777.800000 sec): 3 clusters Score: Raw -105681.590318 + Penalty 3181.888092 = -102499.702226 nChanged 21 SP:Iteration 6Q (10778.010000 sec): 3 clusters Score: Raw -105738.282996 + Penalty 3181.888092 = -102556.394904 nChanged 14 SP:Iteration 7Q (10778.170000 sec): 3 clusters Score: Raw -105769.515832 + Penalty 3181.888092 = -102587.627740 nChanged 6 SP:Iteration 8Q (10778.400000 sec): 3 clusters Score: Raw -105785.118770 + Penalty 3181.888092 = -102603.230679 nChanged 9 SP:Iteration 9Q (10778.540000 sec): 3 clusters Score: Raw -105808.885181 + Penalty 3181.888092 = -102626.997089 nChanged 7 SP:Iteration 10Q (10778.750000 sec): 3 clusters Score: Raw -105824.000518 + Penalty 3181.888092 = -102642.112427 nChanged 4 SP:Iteration 11Q (10778.900000 sec): 3 clusters Score: Raw -105833.049158 + Penalty 3181.888092 = -102651.161067 nChanged 4 SP:Iteration 12Q (10779.060000 sec): 3 clusters Score: Raw -105841.990321 + Penalty 3181.888092 = -102660.102230 nChanged 5 SP:Iteration 13Q (10779.280000 sec): 3 clusters Score: Raw -105856.193799 + Penalty 3181.888092 = -102674.305707 nChanged 3 SP:Iteration 14Q (10779.430000 sec): 3 clusters Score: Raw -105864.282104 + Penalty 3181.888092 = -102682.394012 nChanged 2 SP:Iteration 15Q (10779.640000 sec): 3 clusters Score: Raw -105867.023843 + Penalty 3181.888092 = -102685.135752 nChanged 1 SP:Iteration 16Q (10779.810000 sec): 3 clusters Score: Raw -105868.143585 + Penalty 3181.888092 = -102686.255494 nChanged 0 SP:Iteration 17F (10780.050000 sec): 3 clusters Score: Raw -105868.143585 + Penalty 3181.888092 = -102686.255494 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 48 (3777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10780.140000 sec): 2 clusters Score: Raw -623130.870562 + Penalty 2042.697960 = -621088.172602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10780.380000 sec): 3 clusters Score: Raw -621415.108853 + Penalty 4085.395920 = -617329.712933 nChanged 1387 SP:Iteration 1F (10780.580000 sec): 3 clusters Score: Raw -622289.875582 + Penalty 4085.395920 = -618204.479662 nChanged 309 SP:Iteration 2F (10780.780000 sec): 3 clusters Score: Raw -622550.436077 + Penalty 4085.395920 = -618465.040156 nChanged 225 SP:Iteration 3F (10780.930000 sec): 3 clusters Score: Raw -622714.358076 + Penalty 4085.395920 = -618628.962156 nChanged 177 SP:Iteration 4Q (10781.120000 sec): 3 clusters Score: Raw -622846.152580 + Penalty 4085.395920 = -618760.756660 nChanged 136 SP:Iteration 5Q (10781.350000 sec): 3 clusters Score: Raw -622955.619114 + Penalty 4085.395920 = -618870.223194 nChanged 130 SP:Iteration 6Q (10781.520000 sec): 3 clusters Score: Raw -623058.636627 + Penalty 4085.395920 = -618973.240707 nChanged 123 SP:Iteration 7Q (10781.720000 sec): 3 clusters Score: Raw -623144.534432 + Penalty 4085.395920 = -619059.138512 nChanged 111 SP:Iteration 8Q (10781.940000 sec): 3 clusters Score: Raw -623214.318516 + Penalty 4085.395920 = -619128.922596 nChanged 87 SP:Iteration 9Q (10782.120000 sec): 3 clusters Score: Raw -623262.785765 + Penalty 4085.395920 = -619177.389844 nChanged 63 SP:Iteration 10Q (10782.300000 sec): 3 clusters Score: Raw -623298.698314 + Penalty 4085.395920 = -619213.302394 nChanged 60 SP:Iteration 11Q (10782.460000 sec): 3 clusters Score: Raw -623333.395029 + Penalty 4085.395920 = -619247.999109 nChanged 54 SP:Iteration 12Q (10782.650000 sec): 3 clusters Score: Raw -623363.602944 + Penalty 4085.395920 = -619278.207024 nChanged 49 SP:Iteration 13Q (10782.830000 sec): 3 clusters Score: Raw -623392.897881 + Penalty 4085.395920 = -619307.501961 nChanged 58 SP:Iteration 14Q (10783.020000 sec): 3 clusters Score: Raw -623425.193797 + Penalty 4085.395920 = -619339.797877 nChanged 52 SP:Iteration 15Q (10783.220000 sec): 3 clusters Score: Raw -623455.293026 + Penalty 4085.395920 = -619369.897106 nChanged 36 SP:Iteration 16Q (10783.390000 sec): 3 clusters Score: Raw -623477.951045 + Penalty 4085.395920 = -619392.555125 nChanged 39 SP:Iteration 17Q (10783.600000 sec): 3 clusters Score: Raw -623504.493754 + Penalty 4085.395920 = -619419.097834 nChanged 30 SP:Iteration 18Q (10783.780000 sec): 3 clusters Score: Raw -623520.228642 + Penalty 4085.395920 = -619434.832722 nChanged 20 SP:Iteration 19Q (10783.920000 sec): 3 clusters Score: Raw -623530.345005 + Penalty 4085.395920 = -619444.949085 nChanged 20 SP:Iteration 20F (10784.080000 sec): 3 clusters Score: Raw -623538.494295 + Penalty 4085.395920 = -619453.098375 nChanged 21 SP:Iteration 21Q (10784.240000 sec): 3 clusters Score: Raw -623549.931888 + Penalty 4085.395920 = -619464.535968 nChanged 25 SP:Iteration 22Q (10784.430000 sec): 3 clusters Score: Raw -623564.584683 + Penalty 4085.395920 = -619479.188763 nChanged 30 SP:Iteration 23Q (10784.650000 sec): 3 clusters Score: Raw -623581.598584 + Penalty 4085.395920 = -619496.202664 nChanged 25 SP:Iteration 24Q (10784.890000 sec): 3 clusters Score: Raw -623597.418004 + Penalty 4085.395920 = -619512.022084 nChanged 27 SP:Iteration 25Q (10785.140000 sec): 3 clusters Score: Raw -623613.303597 + Penalty 4085.395920 = -619527.907677 nChanged 19 SP:Iteration 26Q (10785.370000 sec): 3 clusters Score: Raw -623623.499827 + Penalty 4085.395920 = -619538.103907 nChanged 21 SP:Iteration 27Q (10785.550000 sec): 3 clusters Score: Raw -623635.315195 + Penalty 4085.395920 = -619549.919275 nChanged 21 SP:Iteration 28Q (10785.800000 sec): 3 clusters Score: Raw -623644.028783 + Penalty 4085.395920 = -619558.632863 nChanged 20 SP:Iteration 29Q (10785.970000 sec): 3 clusters Score: Raw -623651.799737 + Penalty 4085.395920 = -619566.403817 nChanged 12 SP:Iteration 30Q (10786.190000 sec): 3 clusters Score: Raw -623657.429550 + Penalty 4085.395920 = -619572.033630 nChanged 16 SP:Iteration 31Q (10786.360000 sec): 3 clusters Score: Raw -623667.329715 + Penalty 4085.395920 = -619581.933795 nChanged 24 SP:Iteration 32Q (10786.570000 sec): 3 clusters Score: Raw -623679.767958 + Penalty 4085.395920 = -619594.372038 nChanged 14 SP:Iteration 33Q (10786.770000 sec): 3 clusters Score: Raw -623685.746659 + Penalty 4085.395920 = -619600.350739 nChanged 14 SP:Iteration 34Q (10786.950000 sec): 3 clusters Score: Raw -623690.117483 + Penalty 4085.395920 = -619604.721563 nChanged 2 SP:Iteration 35Q (10787.120000 sec): 3 clusters Score: Raw -623690.521000 + Penalty 4085.395920 = -619605.125080 nChanged 2 SP:Iteration 36Q (10787.320000 sec): 3 clusters Score: Raw -623691.353283 + Penalty 4085.395920 = -619605.957363 nChanged 4 SP:Iteration 37Q (10787.480000 sec): 3 clusters Score: Raw -623692.797589 + Penalty 4085.395920 = -619607.401669 nChanged 3 SP:Iteration 38Q (10787.680000 sec): 3 clusters Score: Raw -623694.112986 + Penalty 4085.395920 = -619608.717066 nChanged 5 SP:Iteration 39Q (10787.880000 sec): 3 clusters Score: Raw -623695.939752 + Penalty 4085.395920 = -619610.543832 nChanged 4 SP:Iteration 40F (10788.060000 sec): 3 clusters Score: Raw -623696.980921 + Penalty 4085.395920 = -619611.585001 nChanged 5 SP:Iteration 41Q (10788.250000 sec): 3 clusters Score: Raw -623698.592114 + Penalty 4085.395920 = -619613.196194 nChanged 2 SP:Iteration 42Q (10788.450000 sec): 3 clusters Score: Raw -623699.401987 + Penalty 4085.395920 = -619614.006067 nChanged 5 SP:Iteration 43Q (10788.630000 sec): 3 clusters Score: Raw -623702.143377 + Penalty 4085.395920 = -619616.747457 nChanged 9 SP:Iteration 44Q (10788.830000 sec): 3 clusters Score: Raw -623706.902411 + Penalty 4085.395920 = -619621.506491 nChanged 10 SP:Iteration 45Q (10789.010000 sec): 3 clusters Score: Raw -623712.736501 + Penalty 4085.395920 = -619627.340581 nChanged 5 SP:Iteration 46Q (10789.210000 sec): 3 clusters Score: Raw -623714.948340 + Penalty 4085.395920 = -619629.552420 nChanged 7 SP:Iteration 47Q (10789.460000 sec): 3 clusters Score: Raw -623718.235788 + Penalty 4085.395920 = -619632.839868 nChanged 11 SP:Iteration 48Q (10789.720000 sec): 3 clusters Score: Raw -623723.685252 + Penalty 4085.395920 = -619638.289332 nChanged 11 SP:Iteration 49Q (10789.940000 sec): 3 clusters Score: Raw -623728.342982 + Penalty 4085.395920 = -619642.947062 nChanged 9 SP:Iteration 50Q (10790.170000 sec): 3 clusters Score: Raw -623731.141668 + Penalty 4085.395920 = -619645.745748 nChanged 7 SP:Iteration 51Q (10790.350000 sec): 3 clusters Score: Raw -623734.775685 + Penalty 4085.395920 = -619649.379765 nChanged 14 SP:Iteration 52Q (10790.580000 sec): 3 clusters Score: Raw -623741.094674 + Penalty 4085.395920 = -619655.698754 nChanged 10 SP:Iteration 53Q (10790.800000 sec): 3 clusters Score: Raw -623745.714887 + Penalty 4085.395920 = -619660.318967 nChanged 8 SP:Iteration 54Q (10790.980000 sec): 3 clusters Score: Raw -623751.067801 + Penalty 4085.395920 = -619665.671881 nChanged 9 SP:Iteration 55Q (10791.160000 sec): 3 clusters Score: Raw -623754.527410 + Penalty 4085.395920 = -619669.131490 nChanged 4 SP:Iteration 56Q (10791.390000 sec): 3 clusters Score: Raw -623758.134928 + Penalty 4085.395920 = -619672.739008 nChanged 8 SP:Iteration 57Q (10791.610000 sec): 3 clusters Score: Raw -623760.939439 + Penalty 4085.395920 = -619675.543519 nChanged 4 SP:Iteration 58Q (10791.820000 sec): 3 clusters Score: Raw -623762.623655 + Penalty 4085.395920 = -619677.227735 nChanged 6 SP:Iteration 59Q (10791.980000 sec): 3 clusters Score: Raw -623765.086416 + Penalty 4085.395920 = -619679.690496 nChanged 4 SP:Iteration 60F (10792.190000 sec): 3 clusters Score: Raw -623768.102864 + Penalty 4085.395920 = -619682.706944 nChanged 7 SP:Iteration 61Q (10792.380000 sec): 3 clusters Score: Raw -623772.041725 + Penalty 4085.395920 = -619686.645805 nChanged 5 SP:Iteration 62Q (10792.600000 sec): 3 clusters Score: Raw -623773.522930 + Penalty 4085.395920 = -619688.127010 nChanged 4 SP:Iteration 63Q (10792.760000 sec): 3 clusters Score: Raw -623774.820301 + Penalty 4085.395920 = -619689.424381 nChanged 2 SP:Iteration 64Q (10792.970000 sec): 3 clusters Score: Raw -623776.157940 + Penalty 4085.395920 = -619690.762020 nChanged 0 SP:Iteration 65F (10793.190000 sec): 3 clusters Score: Raw -623776.157940 + Penalty 4085.395920 = -619690.762020 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 49 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10793.260000 sec): 2 clusters Score: Raw -28999.789393 + Penalty 1396.540522 = -27603.248871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10793.470000 sec): 3 clusters Score: Raw -29374.984581 + Penalty 2793.081044 = -26581.903537 nChanged 63 SP:Iteration 1F (10793.680000 sec): 3 clusters Score: Raw -29697.324948 + Penalty 2793.081044 = -26904.243904 nChanged 24 SP:Iteration 2F (10793.950000 sec): 3 clusters Score: Raw -29895.482738 + Penalty 2793.081044 = -27102.401694 nChanged 13 SP:Iteration 3Q (10794.140000 sec): 3 clusters Score: Raw -30005.441515 + Penalty 2793.081044 = -27212.360471 nChanged 6 SP:Iteration 4Q (10794.360000 sec): 3 clusters Score: Raw -30056.770739 + Penalty 2793.081044 = -27263.689695 nChanged 1 SP:Iteration 5Q (10794.540000 sec): 3 clusters Score: Raw -30059.348043 + Penalty 2793.081044 = -27266.267000 nChanged 0 SP:Iteration 6F (10794.740000 sec): 3 clusters Score: Raw -30059.348043 + Penalty 2793.081044 = -27266.267000 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 50 (795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10794.860000 sec): 2 clusters Score: Raw -104304.061925 + Penalty 1656.228844 = -102647.833081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10795.050000 sec): 3 clusters Score: Raw -104338.839156 + Penalty 3312.457689 = -101026.381467 nChanged 213 SP:Iteration 1F (10795.250000 sec): 3 clusters Score: Raw -105062.104072 + Penalty 3312.457689 = -101749.646383 nChanged 113 SP:Iteration 2F (10795.400000 sec): 3 clusters Score: Raw -105533.395166 + Penalty 3312.457689 = -102220.937477 nChanged 56 SP:Iteration 3F (10795.580000 sec): 3 clusters Score: Raw -105735.580336 + Penalty 3312.457689 = -102423.122647 nChanged 29 SP:Iteration 4Q (10795.720000 sec): 3 clusters Score: Raw -105879.227076 + Penalty 3312.457689 = -102566.769388 nChanged 19 SP:Iteration 5Q (10795.950000 sec): 3 clusters Score: Raw -105993.207872 + Penalty 3312.457689 = -102680.750183 nChanged 15 SP:Iteration 6Q (10796.110000 sec): 3 clusters Score: Raw -106067.138220 + Penalty 3312.457689 = -102754.680531 nChanged 18 SP:Iteration 7Q (10796.310000 sec): 3 clusters Score: Raw -106204.281927 + Penalty 3312.457689 = -102891.824238 nChanged 17 SP:Iteration 8Q (10796.540000 sec): 3 clusters Score: Raw -106378.664196 + Penalty 3312.457689 = -103066.206507 nChanged 19 SP:Iteration 9Q (10796.700000 sec): 3 clusters Score: Raw -106574.185895 + Penalty 3312.457689 = -103261.728206 nChanged 22 SP:Iteration 10Q (10796.940000 sec): 3 clusters Score: Raw -106747.681320 + Penalty 3312.457689 = -103435.223631 nChanged 21 SP:Iteration 11Q (10797.140000 sec): 3 clusters Score: Raw -106928.600113 + Penalty 3312.457689 = -103616.142425 nChanged 15 SP:Iteration 12Q (10797.330000 sec): 3 clusters Score: Raw -107017.839282 + Penalty 3312.457689 = -103705.381594 nChanged 11 SP:Iteration 13Q (10797.500000 sec): 3 clusters Score: Raw -107054.003123 + Penalty 3312.457689 = -103741.545434 nChanged 11 SP:Iteration 14Q (10797.660000 sec): 3 clusters Score: Raw -107127.243623 + Penalty 3312.457689 = -103814.785934 nChanged 11 SP:Iteration 15Q (10797.820000 sec): 3 clusters Score: Raw -107181.769165 + Penalty 3312.457689 = -103869.311476 nChanged 10 SP:Iteration 16Q (10797.970000 sec): 3 clusters Score: Raw -107254.200405 + Penalty 3312.457689 = -103941.742716 nChanged 15 SP:Iteration 17Q (10798.120000 sec): 3 clusters Score: Raw -107327.257555 + Penalty 3312.457689 = -104014.799866 nChanged 12 SP:Iteration 18Q (10798.330000 sec): 3 clusters Score: Raw -107407.541276 + Penalty 3312.457689 = -104095.083588 nChanged 12 SP:Iteration 19Q (10798.560000 sec): 3 clusters Score: Raw -107488.606022 + Penalty 3312.457689 = -104176.148333 nChanged 12 SP:Iteration 20F (10798.720000 sec): 3 clusters Score: Raw -107735.743760 + Penalty 3312.457689 = -104423.286071 nChanged 26 SP:Iteration 21Q (10798.930000 sec): 3 clusters Score: Raw -109912.716191 + Penalty 3312.457689 = -106600.258502 nChanged 75 SP:Iteration 22F (10799.130000 sec): 3 clusters Score: Raw -110646.741895 + Penalty 3312.457689 = -107334.284206 nChanged 46 SP:Iteration 23F (10799.360000 sec): 3 clusters Score: Raw -111512.105562 + Penalty 3312.457689 = -108199.647873 nChanged 15 SP:Iteration 24Q (10799.540000 sec): 3 clusters Score: Raw -112161.895918 + Penalty 3312.457689 = -108849.438229 nChanged 2 SP:Iteration 25Q (10799.760000 sec): 3 clusters Score: Raw -112487.279267 + Penalty 3312.457689 = -109174.821579 nChanged 0 SP:Iteration 26F (10799.940000 sec): 3 clusters Score: Raw -112487.279267 + Penalty 3312.457689 = -109174.821579 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 60. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 51 (977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10800.040000 sec): 2 clusters Score: Raw -167641.797969 + Penalty 1707.352690 = -165934.445279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10800.230000 sec): 3 clusters Score: Raw -167450.457726 + Penalty 3414.705379 = -164035.752346 nChanged 248 SP:Iteration 1F (10800.360000 sec): 3 clusters Score: Raw -167745.150375 + Penalty 3414.705379 = -164330.444996 nChanged 55 SP:Iteration 2F (10800.580000 sec): 3 clusters Score: Raw -167818.581721 + Penalty 3414.705379 = -164403.876342 nChanged 21 SP:Iteration 3Q (10800.800000 sec): 3 clusters Score: Raw -167858.937969 + Penalty 3414.705379 = -164444.232589 nChanged 23 SP:Iteration 4Q (10800.980000 sec): 3 clusters Score: Raw -167898.235683 + Penalty 3414.705379 = -164483.530303 nChanged 22 SP:Iteration 5Q (10801.140000 sec): 3 clusters Score: Raw -167931.184332 + Penalty 3414.705379 = -164516.478953 nChanged 19 SP:Iteration 6Q (10801.340000 sec): 3 clusters Score: Raw -167955.253065 + Penalty 3414.705379 = -164540.547686 nChanged 11 SP:Iteration 7Q (10801.520000 sec): 3 clusters Score: Raw -167970.045262 + Penalty 3414.705379 = -164555.339883 nChanged 7 SP:Iteration 8Q (10801.730000 sec): 3 clusters Score: Raw -167978.882077 + Penalty 3414.705379 = -164564.176698 nChanged 8 SP:Iteration 9Q (10801.910000 sec): 3 clusters Score: Raw -167989.397687 + Penalty 3414.705379 = -164574.692308 nChanged 10 SP:Iteration 10Q (10802.090000 sec): 3 clusters Score: Raw -168009.575329 + Penalty 3414.705379 = -164594.869949 nChanged 16 SP:Iteration 11Q (10802.280000 sec): 3 clusters Score: Raw -168038.502777 + Penalty 3414.705379 = -164623.797398 nChanged 12 SP:Iteration 12Q (10802.480000 sec): 3 clusters Score: Raw -168061.822451 + Penalty 3414.705379 = -164647.117072 nChanged 14 SP:Iteration 13Q (10802.670000 sec): 3 clusters Score: Raw -168082.926647 + Penalty 3414.705379 = -164668.221267 nChanged 15 SP:Iteration 14Q (10802.850000 sec): 3 clusters Score: Raw -168109.657385 + Penalty 3414.705379 = -164694.952006 nChanged 14 SP:Iteration 15Q (10803.030000 sec): 3 clusters Score: Raw -168129.776136 + Penalty 3414.705379 = -164715.070757 nChanged 17 SP:Iteration 16Q (10803.240000 sec): 3 clusters Score: Raw -168157.403053 + Penalty 3414.705379 = -164742.697673 nChanged 12 SP:Iteration 17Q (10803.390000 sec): 3 clusters Score: Raw -168189.840205 + Penalty 3414.705379 = -164775.134826 nChanged 22 SP:Iteration 18Q (10803.590000 sec): 3 clusters Score: Raw -168245.875298 + Penalty 3414.705379 = -164831.169918 nChanged 17 SP:Iteration 19Q (10803.740000 sec): 3 clusters Score: Raw -168289.244563 + Penalty 3414.705379 = -164874.539183 nChanged 18 SP:Iteration 20F (10803.910000 sec): 3 clusters Score: Raw -168326.119122 + Penalty 3414.705379 = -164911.413743 nChanged 22 SP:Iteration 21Q (10804.160000 sec): 3 clusters Score: Raw -168375.034002 + Penalty 3414.705379 = -164960.328623 nChanged 14 SP:Iteration 22Q (10804.330000 sec): 3 clusters Score: Raw -168407.003236 + Penalty 3414.705379 = -164992.297857 nChanged 21 SP:Iteration 23Q (10804.460000 sec): 3 clusters Score: Raw -168459.198403 + Penalty 3414.705379 = -165044.493024 nChanged 19 SP:Iteration 24Q (10804.660000 sec): 3 clusters Score: Raw -168507.504316 + Penalty 3414.705379 = -165092.798936 nChanged 21 SP:Iteration 25Q (10804.850000 sec): 3 clusters Score: Raw -168549.578307 + Penalty 3414.705379 = -165134.872927 nChanged 12 SP:Iteration 26Q (10805.050000 sec): 3 clusters Score: Raw -168568.798374 + Penalty 3414.705379 = -165154.092995 nChanged 6 SP:Iteration 27Q (10805.270000 sec): 3 clusters Score: Raw -168579.276704 + Penalty 3414.705379 = -165164.571324 nChanged 3 SP:Iteration 28Q (10805.460000 sec): 3 clusters Score: Raw -168584.329269 + Penalty 3414.705379 = -165169.623889 nChanged 3 SP:Iteration 29Q (10805.650000 sec): 3 clusters Score: Raw -168593.708245 + Penalty 3414.705379 = -165179.002866 nChanged 6 SP:Iteration 30Q (10805.800000 sec): 3 clusters Score: Raw -168605.509059 + Penalty 3414.705379 = -165190.803680 nChanged 3 SP:Iteration 31Q (10806.000000 sec): 3 clusters Score: Raw -168610.661244 + Penalty 3414.705379 = -165195.955865 nChanged 1 SP:Iteration 32Q (10806.230000 sec): 3 clusters Score: Raw -168611.217319 + Penalty 3414.705379 = -165196.511940 nChanged 1 SP:Iteration 33Q (10806.440000 sec): 3 clusters Score: Raw -168612.178795 + Penalty 3414.705379 = -165197.473415 nChanged 1 SP:Iteration 34Q (10806.650000 sec): 3 clusters Score: Raw -168612.665338 + Penalty 3414.705379 = -165197.959958 nChanged 0 SP:Iteration 35F (10806.820000 sec): 3 clusters Score: Raw -168612.665338 + Penalty 3414.705379 = -165197.959958 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 52 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10806.900000 sec): 2 clusters Score: Raw -31317.630383 + Penalty 1337.619631 = -29980.010752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10807.100000 sec): 3 clusters Score: Raw -31609.108853 + Penalty 2675.239263 = -28933.869590 nChanged 34 SP:Iteration 1F (10807.320000 sec): 3 clusters Score: Raw -31776.059746 + Penalty 2675.239263 = -29100.820483 nChanged 8 SP:Iteration 2Q (10807.450000 sec): 3 clusters Score: Raw -31815.657839 + Penalty 2675.239263 = -29140.418576 nChanged 4 SP:Iteration 3Q (10807.690000 sec): 3 clusters Score: Raw -31839.189667 + Penalty 2675.239263 = -29163.950405 nChanged 3 SP:Iteration 4Q (10807.840000 sec): 3 clusters Score: Raw -31847.838527 + Penalty 2675.239263 = -29172.599264 nChanged 1 SP:Iteration 5Q (10808.040000 sec): 3 clusters Score: Raw -31864.653993 + Penalty 2675.239263 = -29189.414730 nChanged 2 SP:Iteration 6Q (10808.240000 sec): 3 clusters Score: Raw -31901.341716 + Penalty 2675.239263 = -29226.102453 nChanged 5 SP:Iteration 7Q (10808.460000 sec): 3 clusters Score: Raw -31960.287084 + Penalty 2675.239263 = -29285.047821 nChanged 4 SP:Iteration 8Q (10808.660000 sec): 3 clusters Score: Raw -31980.062623 + Penalty 2675.239263 = -29304.823360 nChanged 1 SP:Iteration 9Q (10808.850000 sec): 3 clusters Score: Raw -31984.798010 + Penalty 2675.239263 = -29309.558747 nChanged 0 SP:Iteration 10F (10809.040000 sec): 3 clusters Score: Raw -31984.798010 + Penalty 2675.239263 = -29309.558747 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 53 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10809.130000 sec): 2 clusters Score: Raw -54648.059896 + Penalty 1459.753800 = -53188.306096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10809.320000 sec): 3 clusters Score: Raw -54823.605199 + Penalty 2919.507600 = -51904.097599 nChanged 80 SP:Iteration 1F (10809.500000 sec): 3 clusters Score: Raw -55081.965409 + Penalty 2919.507600 = -52162.457810 nChanged 13 SP:Iteration 2Q (10809.640000 sec): 3 clusters Score: Raw -55117.205891 + Penalty 2919.507600 = -52197.698292 nChanged 7 SP:Iteration 3Q (10809.860000 sec): 3 clusters Score: Raw -55134.164347 + Penalty 2919.507600 = -52214.656748 nChanged 1 SP:Iteration 4Q (10810.020000 sec): 3 clusters Score: Raw -55138.622777 + Penalty 2919.507600 = -52219.115177 nChanged 3 SP:Iteration 5Q (10810.170000 sec): 3 clusters Score: Raw -55150.335523 + Penalty 2919.507600 = -52230.827923 nChanged 3 SP:Iteration 6Q (10810.370000 sec): 3 clusters Score: Raw -55155.662926 + Penalty 2919.507600 = -52236.155326 nChanged 1 SP:Iteration 7Q (10810.600000 sec): 3 clusters Score: Raw -55158.016171 + Penalty 2919.507600 = -52238.508571 nChanged 5 SP:Iteration 8Q (10810.740000 sec): 3 clusters Score: Raw -55166.655346 + Penalty 2919.507600 = -52247.147747 nChanged 2 SP:Iteration 9Q (10810.880000 sec): 3 clusters Score: Raw -55168.233282 + Penalty 2919.507600 = -52248.725683 nChanged 3 SP:Iteration 10Q (10811.100000 sec): 3 clusters Score: Raw -55172.789964 + Penalty 2919.507600 = -52253.282365 nChanged 1 SP:Iteration 11Q (10811.300000 sec): 3 clusters Score: Raw -55173.925755 + Penalty 2919.507600 = -52254.418156 nChanged 0 SP:Iteration 12F (10811.480000 sec): 3 clusters Score: Raw -55173.925755 + Penalty 2919.507600 = -52254.418156 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 54 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10811.580000 sec): 2 clusters Score: Raw -43777.832489 + Penalty 1447.757151 = -42330.075338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10811.770000 sec): 3 clusters Score: Raw -44023.802074 + Penalty 2895.514302 = -41128.287772 nChanged 68 SP:Iteration 1F (10811.960000 sec): 3 clusters Score: Raw -44186.887335 + Penalty 2895.514302 = -41291.373033 nChanged 27 SP:Iteration 2F (10812.180000 sec): 3 clusters Score: Raw -44284.910528 + Penalty 2895.514302 = -41389.396226 nChanged 27 SP:Iteration 3F (10812.370000 sec): 3 clusters Score: Raw -44498.326039 + Penalty 2895.514302 = -41602.811737 nChanged 22 SP:Iteration 4F (10812.560000 sec): 3 clusters Score: Raw -44650.095456 + Penalty 2895.514302 = -41754.581154 nChanged 8 SP:Iteration 5Q (10812.720000 sec): 3 clusters Score: Raw -44690.183677 + Penalty 2895.514302 = -41794.669376 nChanged 3 SP:Iteration 6Q (10812.910000 sec): 3 clusters Score: Raw -44723.892540 + Penalty 2895.514302 = -41828.378239 nChanged 3 SP:Iteration 7Q (10813.080000 sec): 3 clusters Score: Raw -44758.081822 + Penalty 2895.514302 = -41862.567520 nChanged 4 SP:Iteration 8Q (10813.270000 sec): 3 clusters Score: Raw -44810.425121 + Penalty 2895.514302 = -41914.910819 nChanged 2 SP:Iteration 9Q (10813.470000 sec): 3 clusters Score: Raw -44827.458831 + Penalty 2895.514302 = -41931.944529 nChanged 3 SP:Iteration 10Q (10813.670000 sec): 3 clusters Score: Raw -44837.332217 + Penalty 2895.514302 = -41941.817915 nChanged 0 SP:Iteration 11F (10813.860000 sec): 3 clusters Score: Raw -44837.332217 + Penalty 2895.514302 = -41941.817915 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 55 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10813.980000 sec): 2 clusters Score: Raw -21643.889321 + Penalty 1253.948960 = -20389.940362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10814.180000 sec): 3 clusters Score: Raw -21975.534322 + Penalty 2507.897919 = -19467.636403 nChanged 28 SP:Iteration 1F (10814.370000 sec): 3 clusters Score: Raw -22104.589379 + Penalty 2507.897919 = -19596.691460 nChanged 1 SP:Iteration 2Q (10814.550000 sec): 3 clusters Score: Raw -22108.578525 + Penalty 2507.897919 = -19600.680606 nChanged 1 SP:Iteration 3Q (10814.710000 sec): 3 clusters Score: Raw -22114.663485 + Penalty 2507.897919 = -19606.765566 nChanged 1 SP:Iteration 4Q (10814.950000 sec): 3 clusters Score: Raw -22117.669346 + Penalty 2507.897919 = -19609.771427 nChanged 0 SP:Iteration 5F (10815.080000 sec): 3 clusters Score: Raw -22117.669346 + Penalty 2507.897919 = -19609.771427 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 56 (804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10815.160000 sec): 2 clusters Score: Raw -106967.754883 + Penalty 1659.020619 = -105308.734264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10815.340000 sec): 3 clusters Score: Raw -107045.088024 + Penalty 3318.041238 = -103727.046787 nChanged 225 SP:Iteration 1F (10815.550000 sec): 3 clusters Score: Raw -108057.379313 + Penalty 3318.041238 = -104739.338075 nChanged 92 SP:Iteration 2F (10815.720000 sec): 3 clusters Score: Raw -108638.229531 + Penalty 3318.041238 = -105320.188293 nChanged 50 SP:Iteration 3F (10815.900000 sec): 3 clusters Score: Raw -108988.357792 + Penalty 3318.041238 = -105670.316555 nChanged 37 SP:Iteration 4Q (10816.100000 sec): 3 clusters Score: Raw -109170.205212 + Penalty 3318.041238 = -105852.163974 nChanged 25 SP:Iteration 5Q (10816.280000 sec): 3 clusters Score: Raw -109259.643473 + Penalty 3318.041238 = -105941.602236 nChanged 20 SP:Iteration 6Q (10816.470000 sec): 3 clusters Score: Raw -109361.675755 + Penalty 3318.041238 = -106043.634517 nChanged 19 SP:Iteration 7Q (10816.680000 sec): 3 clusters Score: Raw -109440.377794 + Penalty 3318.041238 = -106122.336557 nChanged 18 SP:Iteration 8Q (10816.850000 sec): 3 clusters Score: Raw -109505.656342 + Penalty 3318.041238 = -106187.615105 nChanged 13 SP:Iteration 9Q (10817.080000 sec): 3 clusters Score: Raw -109578.326356 + Penalty 3318.041238 = -106260.285119 nChanged 23 SP:Iteration 10Q (10817.230000 sec): 3 clusters Score: Raw -109708.415230 + Penalty 3318.041238 = -106390.373992 nChanged 16 SP:Iteration 11Q (10817.420000 sec): 3 clusters Score: Raw -109804.237269 + Penalty 3318.041238 = -106486.196031 nChanged 13 SP:Iteration 12Q (10817.600000 sec): 3 clusters Score: Raw -109902.886673 + Penalty 3318.041238 = -106584.845435 nChanged 9 SP:Iteration 13Q (10817.790000 sec): 3 clusters Score: Raw -109967.042471 + Penalty 3318.041238 = -106649.001233 nChanged 7 SP:Iteration 14Q (10817.960000 sec): 3 clusters Score: Raw -110016.798703 + Penalty 3318.041238 = -106698.757465 nChanged 5 SP:Iteration 15Q (10818.150000 sec): 3 clusters Score: Raw -110066.453038 + Penalty 3318.041238 = -106748.411800 nChanged 5 SP:Iteration 16Q (10818.330000 sec): 3 clusters Score: Raw -110087.709736 + Penalty 3318.041238 = -106769.668498 nChanged 3 SP:Iteration 17Q (10818.510000 sec): 3 clusters Score: Raw -110093.359012 + Penalty 3318.041238 = -106775.317775 nChanged 3 SP:Iteration 18Q (10818.720000 sec): 3 clusters Score: Raw -110102.631312 + Penalty 3318.041238 = -106784.590075 nChanged 3 SP:Iteration 19Q (10818.900000 sec): 3 clusters Score: Raw -110109.130223 + Penalty 3318.041238 = -106791.088986 nChanged 2 SP:Iteration 20F (10819.120000 sec): 3 clusters Score: Raw -110125.468898 + Penalty 3318.041238 = -106807.427661 nChanged 6 SP:Iteration 21Q (10819.290000 sec): 3 clusters Score: Raw -110174.169524 + Penalty 3318.041238 = -106856.128286 nChanged 10 SP:Iteration 22Q (10819.520000 sec): 3 clusters Score: Raw -110217.659823 + Penalty 3318.041238 = -106899.618586 nChanged 4 SP:Iteration 23Q (10819.770000 sec): 3 clusters Score: Raw -110235.696302 + Penalty 3318.041238 = -106917.655065 nChanged 5 SP:Iteration 24Q (10819.950000 sec): 3 clusters Score: Raw -110258.637004 + Penalty 3318.041238 = -106940.595767 nChanged 4 SP:Iteration 25Q (10820.180000 sec): 3 clusters Score: Raw -110281.835862 + Penalty 3318.041238 = -106963.794624 nChanged 4 SP:Iteration 26Q (10820.370000 sec): 3 clusters Score: Raw -110292.726213 + Penalty 3318.041238 = -106974.684976 nChanged 3 SP:Iteration 27Q (10820.580000 sec): 3 clusters Score: Raw -110299.093685 + Penalty 3318.041238 = -106981.052447 nChanged 3 SP:Iteration 28Q (10820.740000 sec): 3 clusters Score: Raw -110319.627553 + Penalty 3318.041238 = -107001.586316 nChanged 3 SP:Iteration 29Q (10820.970000 sec): 3 clusters Score: Raw -110360.827563 + Penalty 3318.041238 = -107042.786325 nChanged 3 SP:Iteration 30Q (10821.190000 sec): 3 clusters Score: Raw -110387.027429 + Penalty 3318.041238 = -107068.986191 nChanged 2 SP:Iteration 31Q (10821.380000 sec): 3 clusters Score: Raw -110394.814566 + Penalty 3318.041238 = -107076.773328 nChanged 4 SP:Iteration 32Q (10821.560000 sec): 3 clusters Score: Raw -110409.068687 + Penalty 3318.041238 = -107091.027449 nChanged 5 SP:Iteration 33Q (10821.780000 sec): 3 clusters Score: Raw -110439.530057 + Penalty 3318.041238 = -107121.488820 nChanged 3 SP:Iteration 34Q (10821.950000 sec): 3 clusters Score: Raw -110446.750436 + Penalty 3318.041238 = -107128.709199 nChanged 0 SP:Iteration 35F (10822.170000 sec): 3 clusters Score: Raw -110463.350818 + Penalty 3318.041238 = -107145.309581 nChanged 4 SP:Iteration 36Q (10822.360000 sec): 3 clusters Score: Raw -110491.684153 + Penalty 3318.041238 = -107173.642915 nChanged 7 SP:Iteration 37Q (10822.520000 sec): 3 clusters Score: Raw -110547.141613 + Penalty 3318.041238 = -107229.100375 nChanged 4 SP:Iteration 38Q (10822.750000 sec): 3 clusters Score: Raw -110555.727130 + Penalty 3318.041238 = -107237.685893 nChanged 1 SP:Iteration 39Q (10822.930000 sec): 3 clusters Score: Raw -110562.576903 + Penalty 3318.041238 = -107244.535666 nChanged 1 SP:Iteration 40F (10823.090000 sec): 3 clusters Score: Raw -110564.458122 + Penalty 3318.041238 = -107246.416884 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 61. Iteration 219Q (10867.230000 sec): 62 clusters Score: Raw -155115417.711833 + Penalty 206939.724581 = -154908477.987252 nChanged 238 Iteration 220F (10964.680000 sec): 62 clusters Score: Raw -155124042.962378 + Penalty 206939.724581 = -154917103.237797 nChanged 138 Iteration 221Q (11008.460000 sec): 62 clusters Score: Raw -155126988.911907 + Penalty 206939.724581 = -154920049.187326 nChanged 61 Iteration 222Q (11050.760000 sec): 62 clusters Score: Raw -155127604.890078 + Penalty 206939.724581 = -154920665.165497 nChanged 44 Iteration 223Q (11094.400000 sec): 62 clusters Score: Raw -155127749.201919 + Penalty 206939.724581 = -154920809.477338 nChanged 44 Iteration 224Q (11139.710000 sec): 62 clusters Score: Raw -155128986.842405 + Penalty 206939.724581 = -154922047.117824 nChanged 45 Iteration 225Q (11180.520000 sec): 62 clusters Score: Raw -155129068.848288 + Penalty 206939.724581 = -154922129.123707 nChanged 50 Iteration 226Q (11227.370000 sec): 62 clusters Score: Raw -155129128.778376 + Penalty 206939.724581 = -154922189.053794 nChanged 52 Iteration 227Q (11271.200000 sec): 62 clusters Score: Raw -155129174.088275 + Penalty 206939.724581 = -154922234.363694 nChanged 49 Iteration 228Q (11313.110000 sec): 62 clusters Score: Raw -155129274.557573 + Penalty 206939.724581 = -154922334.832992 nChanged 58 Iteration 229Q (11358.510000 sec): 62 clusters Score: Raw -155129362.329218 + Penalty 206939.724581 = -154922422.604637 nChanged 78 Iteration 230Q (11405.300000 sec): 62 clusters Score: Raw -155129396.361208 + Penalty 206939.724581 = -154922456.636626 nChanged 55 Iteration 231Q (11450.220000 sec): 62 clusters Score: Raw -155129400.623705 + Penalty 206939.724581 = -154922460.899124 nChanged 52 Iteration 232Q (11494.180000 sec): 62 clusters Score: Raw -155129402.472964 + Penalty 206939.724581 = -154922462.748383 nChanged 54 Iteration 233Q (11544.640000 sec): 62 clusters Score: Raw -155129403.944735 + Penalty 206939.724581 = -154922464.220154 nChanged 54 Iteration 234Q (11588.560000 sec): 62 clusters Score: Raw -155129405.643063 + Penalty 206939.724581 = -154922465.918481 nChanged 51 Iteration 235Q (11635.240000 sec): 62 clusters Score: Raw -155129407.172119 + Penalty 206939.724581 = -154922467.447538 nChanged 44 Iteration 236Q (11688.790000 sec): 62 clusters Score: Raw -155129408.054633 + Penalty 206939.724581 = -154922468.330052 nChanged 59 Iteration 237Q (11737.640000 sec): 62 clusters Score: Raw -155129409.158173 + Penalty 206939.724581 = -154922469.433592 nChanged 51 Iteration 238Q (11786.790000 sec): 62 clusters Score: Raw -155129410.175067 + Penalty 206939.724581 = -154922470.450486 nChanged 35 Iteration 239Q (11836.560000 sec): 62 clusters Score: Raw -155129411.047388 + Penalty 206939.724581 = -154922471.322807 nChanged 43 Iteration 240F (11937.090000 sec): 62 clusters Score: Raw -155134080.436117 + Penalty 206939.724581 = -154927140.711535 nChanged 214 Iteration 241Q (11980.270000 sec): 62 clusters Score: Raw -155146580.119322 + Penalty 206939.724581 = -154939640.394741 nChanged 75 Iteration 242Q (12034.920000 sec): 62 clusters Score: Raw -155146910.690977 + Penalty 206939.724581 = -154939970.966395 nChanged 31 Iteration 243Q (12083.660000 sec): 62 clusters Score: Raw -155147037.554058 + Penalty 206939.724581 = -154940097.829477 nChanged 25 Iteration 244Q (12128.160000 sec): 62 clusters Score: Raw -155147076.466234 + Penalty 206939.724581 = -154940136.741653 nChanged 30 Iteration 245Q (12174.930000 sec): 62 clusters Score: Raw -155147102.486290 + Penalty 206939.724581 = -154940162.761708 nChanged 34 Iteration 246Q (12223.130000 sec): 62 clusters Score: Raw -155147139.880939 + Penalty 206939.724581 = -154940200.156358 nChanged 38 Iteration 247Q (12269.370000 sec): 62 clusters Score: Raw -155147196.557988 + Penalty 206939.724581 = -154940256.833407 nChanged 47 Iteration 248Q (12313.560000 sec): 62 clusters Score: Raw -155147208.415991 + Penalty 206939.724581 = -154940268.691410 nChanged 42 Iteration 249Q (12358.270000 sec): 62 clusters Score: Raw -155147209.309762 + Penalty 206939.724581 = -154940269.585181 nChanged 45 Iteration 250Q (12400.560000 sec): 62 clusters Score: Raw -155147209.915982 + Penalty 206939.724581 = -154940270.191400 nChanged 35 Iteration 251Q (12444.880000 sec): 62 clusters Score: Raw -155147210.330318 + Penalty 206939.724581 = -154940270.605737 nChanged 45 Iteration 252Q (12488.880000 sec): 62 clusters Score: Raw -155147211.144441 + Penalty 206939.724581 = -154940271.419860 nChanged 37 Iteration 253Q (12535.440000 sec): 62 clusters Score: Raw -155147212.025553 + Penalty 206939.724581 = -154940272.300972 nChanged 43 Iteration 254Q (12585.280000 sec): 62 clusters Score: Raw -155147212.882967 + Penalty 206939.724581 = -154940273.158385 nChanged 40 Iteration 255Q (12630.200000 sec): 62 clusters Score: Raw -155147213.412170 + Penalty 206939.724581 = -154940273.687589 nChanged 38 Iteration 256Q (12676.930000 sec): 62 clusters Score: Raw -155147214.251444 + Penalty 206939.724581 = -154940274.526863 nChanged 33 Iteration 257Q (12724.270000 sec): 62 clusters Score: Raw -155147214.885255 + Penalty 206939.724581 = -154940275.160674 nChanged 35 Iteration 258Q (12770.390000 sec): 62 clusters Score: Raw -155147215.644969 + Penalty 206939.724581 = -154940275.920388 nChanged 32 Writing temp clu file Because OldScore, -154940275.160674, is greater than current (better) Score,-154940275.920388 Compute initial score before splitting: Score: Raw -155147215.644969 + Penalty 206939.724581 = -154940275.920388 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 1 (8171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12770.740000 sec): 2 clusters Score: Raw -1513076.364782 + Penalty 2234.069952 = -1510842.294830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12770.900000 sec): 3 clusters Score: Raw -1508787.236936 + Penalty 4468.139903 = -1504319.097032 nChanged 3286 SP:Iteration 1F (12771.140000 sec): 3 clusters Score: Raw -1510477.963897 + Penalty 4468.139903 = -1506009.823993 nChanged 552 SP:Iteration 2F (12771.320000 sec): 3 clusters Score: Raw -1510733.958971 + Penalty 4468.139903 = -1506265.819068 nChanged 390 SP:Iteration 3Q (12771.560000 sec): 3 clusters Score: Raw -1510923.095121 + Penalty 4468.139903 = -1506454.955217 nChanged 374 SP:Iteration 4Q (12771.770000 sec): 3 clusters Score: Raw -1511097.377760 + Penalty 4468.139903 = -1506629.237857 nChanged 335 SP:Iteration 5Q (12772.010000 sec): 3 clusters Score: Raw -1511268.616335 + Penalty 4468.139903 = -1506800.476432 nChanged 337 SP:Iteration 6Q (12772.280000 sec): 3 clusters Score: Raw -1511449.613631 + Penalty 4468.139903 = -1506981.473728 nChanged 342 SP:Iteration 7Q (12772.480000 sec): 3 clusters Score: Raw -1511652.843232 + Penalty 4468.139903 = -1507184.703329 nChanged 392 SP:Iteration 8Q (12772.730000 sec): 3 clusters Score: Raw -1511922.986439 + Penalty 4468.139903 = -1507454.846535 nChanged 418 SP:Iteration 9F (12772.980000 sec): 3 clusters Score: Raw -1512230.149066 + Penalty 4468.139903 = -1507762.009163 nChanged 426 SP:Iteration 10F (12773.230000 sec): 3 clusters Score: Raw -1512542.444392 + Penalty 4468.139903 = -1508074.304489 nChanged 373 SP:Iteration 11Q (12773.440000 sec): 3 clusters Score: Raw -1512805.264450 + Penalty 4468.139903 = -1508337.124547 nChanged 294 SP:Iteration 12Q (12773.670000 sec): 3 clusters Score: Raw -1512982.157332 + Penalty 4468.139903 = -1508514.017428 nChanged 187 SP:Iteration 13Q (12773.860000 sec): 3 clusters Score: Raw -1513081.990451 + Penalty 4468.139903 = -1508613.850547 nChanged 158 SP:Iteration 14Q (12774.070000 sec): 3 clusters Score: Raw -1513170.420721 + Penalty 4468.139903 = -1508702.280817 nChanged 126 SP:Iteration 15Q (12774.280000 sec): 3 clusters Score: Raw -1513232.776311 + Penalty 4468.139903 = -1508764.636408 nChanged 91 SP:Iteration 16Q (12774.540000 sec): 3 clusters Score: Raw -1513278.243180 + Penalty 4468.139903 = -1508810.103276 nChanged 63 SP:Iteration 17Q (12774.730000 sec): 3 clusters Score: Raw -1513306.798531 + Penalty 4468.139903 = -1508838.658627 nChanged 54 SP:Iteration 18Q (12774.960000 sec): 3 clusters Score: Raw -1513331.338460 + Penalty 4468.139903 = -1508863.198557 nChanged 41 SP:Iteration 19Q (12775.140000 sec): 3 clusters Score: Raw -1513354.412212 + Penalty 4468.139903 = -1508886.272309 nChanged 43 SP:Iteration 20F (12775.340000 sec): 3 clusters Score: Raw -1513377.928336 + Penalty 4468.139903 = -1508909.788432 nChanged 44 SP:Iteration 21Q (12775.610000 sec): 3 clusters Score: Raw -1513404.639684 + Penalty 4468.139903 = -1508936.499781 nChanged 39 SP:Iteration 22Q (12775.840000 sec): 3 clusters Score: Raw -1513426.553319 + Penalty 4468.139903 = -1508958.413415 nChanged 36 SP:Iteration 23Q (12776.130000 sec): 3 clusters Score: Raw -1513448.485750 + Penalty 4468.139903 = -1508980.345846 nChanged 36 SP:Iteration 24Q (12776.360000 sec): 3 clusters Score: Raw -1513470.107404 + Penalty 4468.139903 = -1509001.967500 nChanged 29 SP:Iteration 25Q (12776.560000 sec): 3 clusters Score: Raw -1513486.904323 + Penalty 4468.139903 = -1509018.764419 nChanged 22 SP:Iteration 26Q (12776.810000 sec): 3 clusters Score: Raw -1513499.354402 + Penalty 4468.139903 = -1509031.214499 nChanged 19 SP:Iteration 27Q (12777.080000 sec): 3 clusters Score: Raw -1513508.159914 + Penalty 4468.139903 = -1509040.020011 nChanged 11 SP:Iteration 28Q (12777.250000 sec): 3 clusters Score: Raw -1513513.911435 + Penalty 4468.139903 = -1509045.771531 nChanged 7 SP:Iteration 29Q (12777.480000 sec): 3 clusters Score: Raw -1513517.111361 + Penalty 4468.139903 = -1509048.971457 nChanged 4 SP:Iteration 30Q (12777.740000 sec): 3 clusters Score: Raw -1513518.614185 + Penalty 4468.139903 = -1509050.474282 nChanged 3 SP:Iteration 31Q (12777.960000 sec): 3 clusters Score: Raw -1513519.454975 + Penalty 4468.139903 = -1509051.315071 nChanged 3 SP:Iteration 32Q (12778.180000 sec): 3 clusters Score: Raw -1513520.623529 + Penalty 4468.139903 = -1509052.483626 nChanged 1 SP:Iteration 33Q (12778.450000 sec): 3 clusters Score: Raw -1513520.966194 + Penalty 4468.139903 = -1509052.826290 nChanged 2 SP:Iteration 34Q (12778.630000 sec): 3 clusters Score: Raw -1513521.911728 + Penalty 4468.139903 = -1509053.771825 nChanged 3 SP:Iteration 35Q (12778.860000 sec): 3 clusters Score: Raw -1513523.044742 + Penalty 4468.139903 = -1509054.904839 nChanged 5 SP:Iteration 36Q (12779.130000 sec): 3 clusters Score: Raw -1513525.450485 + Penalty 4468.139903 = -1509057.310582 nChanged 4 SP:Iteration 37Q (12779.320000 sec): 3 clusters Score: Raw -1513527.285381 + Penalty 4468.139903 = -1509059.145477 nChanged 4 SP:Iteration 38Q (12779.580000 sec): 3 clusters Score: Raw -1513529.004814 + Penalty 4468.139903 = -1509060.864910 nChanged 3 SP:Iteration 39Q (12779.820000 sec): 3 clusters Score: Raw -1513530.644294 + Penalty 4468.139903 = -1509062.504390 nChanged 4 SP:Iteration 40F (12780.040000 sec): 3 clusters Score: Raw -1513532.930377 + Penalty 4468.139903 = -1509064.790474 nChanged 6 SP:Iteration 41Q (12780.270000 sec): 3 clusters Score: Raw -1513535.585822 + Penalty 4468.139903 = -1509067.445918 nChanged 8 SP:Iteration 42Q (12780.530000 sec): 3 clusters Score: Raw -1513539.794565 + Penalty 4468.139903 = -1509071.654662 nChanged 6 SP:Iteration 43Q (12780.760000 sec): 3 clusters Score: Raw -1513543.960369 + Penalty 4468.139903 = -1509075.820465 nChanged 6 SP:Iteration 44Q (12780.930000 sec): 3 clusters Score: Raw -1513547.017990 + Penalty 4468.139903 = -1509078.878086 nChanged 3 SP:Iteration 45Q (12781.170000 sec): 3 clusters Score: Raw -1513549.080196 + Penalty 4468.139903 = -1509080.940292 nChanged 5 SP:Iteration 46Q (12781.440000 sec): 3 clusters Score: Raw -1513551.661718 + Penalty 4468.139903 = -1509083.521814 nChanged 7 SP:Iteration 47Q (12781.650000 sec): 3 clusters Score: Raw -1513555.250096 + Penalty 4468.139903 = -1509087.110192 nChanged 2 SP:Iteration 48Q (12781.910000 sec): 3 clusters Score: Raw -1513556.109205 + Penalty 4468.139903 = -1509087.969302 nChanged 4 SP:Iteration 49Q (12782.090000 sec): 3 clusters Score: Raw -1513558.153008 + Penalty 4468.139903 = -1509090.013105 nChanged 1 SP:Iteration 50Q (12782.310000 sec): 3 clusters Score: Raw -1513558.549239 + Penalty 4468.139903 = -1509090.409336 nChanged 0 SP:Iteration 51F (12782.550000 sec): 3 clusters Score: Raw -1513558.549239 + Penalty 4468.139903 = -1509090.409336 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 2 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12782.630000 sec): 2 clusters Score: Raw -121505.794398 + Penalty 1635.414538 = -119870.379860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12782.790000 sec): 3 clusters Score: Raw -121466.609644 + Penalty 3270.829076 = -118195.780568 nChanged 143 SP:Iteration 1F (12782.970000 sec): 3 clusters Score: Raw -121683.832953 + Penalty 3270.829076 = -118413.003877 nChanged 45 SP:Iteration 2F (12783.140000 sec): 3 clusters Score: Raw -121773.044328 + Penalty 3270.829076 = -118502.215252 nChanged 30 SP:Iteration 3Q (12783.310000 sec): 3 clusters Score: Raw -121850.250427 + Penalty 3270.829076 = -118579.421351 nChanged 22 SP:Iteration 4Q (12783.510000 sec): 3 clusters Score: Raw -121898.404551 + Penalty 3270.829076 = -118627.575475 nChanged 20 SP:Iteration 5Q (12783.700000 sec): 3 clusters Score: Raw -121936.797330 + Penalty 3270.829076 = -118665.968254 nChanged 12 SP:Iteration 6Q (12783.870000 sec): 3 clusters Score: Raw -121960.898307 + Penalty 3270.829076 = -118690.069230 nChanged 7 SP:Iteration 7Q (12784.030000 sec): 3 clusters Score: Raw -121981.906650 + Penalty 3270.829076 = -118711.077574 nChanged 7 SP:Iteration 8Q (12784.180000 sec): 3 clusters Score: Raw -121991.282691 + Penalty 3270.829076 = -118720.453615 nChanged 4 SP:Iteration 9Q (12784.360000 sec): 3 clusters Score: Raw -122000.053592 + Penalty 3270.829076 = -118729.224516 nChanged 2 SP:Iteration 10Q (12784.510000 sec): 3 clusters Score: Raw -122004.898618 + Penalty 3270.829076 = -118734.069542 nChanged 2 SP:Iteration 11Q (12784.640000 sec): 3 clusters Score: Raw -122007.401303 + Penalty 3270.829076 = -118736.572227 nChanged 1 SP:Iteration 12Q (12784.790000 sec): 3 clusters Score: Raw -122008.937396 + Penalty 3270.829076 = -118738.108320 nChanged 1 SP:Iteration 13Q (12784.950000 sec): 3 clusters Score: Raw -122012.496171 + Penalty 3270.829076 = -118741.667095 nChanged 2 SP:Iteration 14Q (12785.110000 sec): 3 clusters Score: Raw -122018.986637 + Penalty 3270.829076 = -118748.157561 nChanged 3 SP:Iteration 15Q (12785.270000 sec): 3 clusters Score: Raw -122023.115080 + Penalty 3270.829076 = -118752.286004 nChanged 0 SP:Iteration 16F (12785.400000 sec): 3 clusters Score: Raw -122023.115080 + Penalty 3270.829076 = -118752.286004 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 3 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12785.470000 sec): 2 clusters Score: Raw -132417.571405 + Penalty 1659.636768 = -130757.934637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12785.640000 sec): 3 clusters Score: Raw -132355.831654 + Penalty 3319.273536 = -129036.558118 nChanged 209 SP:Iteration 1F (12785.810000 sec): 3 clusters Score: Raw -132708.099753 + Penalty 3319.273536 = -129388.826217 nChanged 81 SP:Iteration 2F (12785.960000 sec): 3 clusters Score: Raw -132886.035630 + Penalty 3319.273536 = -129566.762093 nChanged 52 SP:Iteration 3F (12786.130000 sec): 3 clusters Score: Raw -133031.819798 + Penalty 3319.273536 = -129712.546262 nChanged 36 SP:Iteration 4Q (12786.290000 sec): 3 clusters Score: Raw -133141.531524 + Penalty 3319.273536 = -129822.257988 nChanged 21 SP:Iteration 5Q (12786.470000 sec): 3 clusters Score: Raw -133212.881319 + Penalty 3319.273536 = -129893.607783 nChanged 12 SP:Iteration 6Q (12786.620000 sec): 3 clusters Score: Raw -133245.289842 + Penalty 3319.273536 = -129926.016306 nChanged 6 SP:Iteration 7Q (12786.790000 sec): 3 clusters Score: Raw -133266.968530 + Penalty 3319.273536 = -129947.694994 nChanged 5 SP:Iteration 8Q (12786.950000 sec): 3 clusters Score: Raw -133278.215046 + Penalty 3319.273536 = -129958.941510 nChanged 2 SP:Iteration 9Q (12787.140000 sec): 3 clusters Score: Raw -133283.339942 + Penalty 3319.273536 = -129964.066405 nChanged 1 SP:Iteration 10Q (12787.290000 sec): 3 clusters Score: Raw -133284.780498 + Penalty 3319.273536 = -129965.506962 nChanged 0 SP:Iteration 11F (12787.450000 sec): 3 clusters Score: Raw -133284.780498 + Penalty 3319.273536 = -129965.506962 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 4 (704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12787.550000 sec): 2 clusters Score: Raw -123341.500330 + Penalty 1626.081032 = -121715.419297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12787.700000 sec): 3 clusters Score: Raw -123299.894820 + Penalty 3252.162065 = -120047.732756 nChanged 150 SP:Iteration 1F (12787.850000 sec): 3 clusters Score: Raw -123507.604707 + Penalty 3252.162065 = -120255.442643 nChanged 39 SP:Iteration 2F (12788.040000 sec): 3 clusters Score: Raw -123576.486068 + Penalty 3252.162065 = -120324.324004 nChanged 20 SP:Iteration 3Q (12788.240000 sec): 3 clusters Score: Raw -123606.856846 + Penalty 3252.162065 = -120354.694782 nChanged 10 SP:Iteration 4Q (12788.420000 sec): 3 clusters Score: Raw -123629.739481 + Penalty 3252.162065 = -120377.577416 nChanged 9 SP:Iteration 5Q (12788.580000 sec): 3 clusters Score: Raw -123645.728564 + Penalty 3252.162065 = -120393.566499 nChanged 6 SP:Iteration 6Q (12788.770000 sec): 3 clusters Score: Raw -123657.647387 + Penalty 3252.162065 = -120405.485322 nChanged 3 SP:Iteration 7Q (12788.960000 sec): 3 clusters Score: Raw -123661.550926 + Penalty 3252.162065 = -120409.388861 nChanged 1 SP:Iteration 8Q (12789.130000 sec): 3 clusters Score: Raw -123662.367678 + Penalty 3252.162065 = -120410.205613 nChanged 2 SP:Iteration 9Q (12789.350000 sec): 3 clusters Score: Raw -123665.529944 + Penalty 3252.162065 = -120413.367879 nChanged 1 SP:Iteration 10Q (12789.550000 sec): 3 clusters Score: Raw -123666.767651 + Penalty 3252.162065 = -120414.605586 nChanged 0 SP:Iteration 11F (12789.690000 sec): 3 clusters Score: Raw -123666.767651 + Penalty 3252.162065 = -120414.605586 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 5 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12789.820000 sec): 2 clusters Score: Raw -48309.007325 + Penalty 1416.185900 = -46892.821425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12789.960000 sec): 3 clusters Score: Raw -48452.539309 + Penalty 2832.371801 = -45620.167508 nChanged 43 SP:Iteration 1F (12790.120000 sec): 3 clusters Score: Raw -48557.493469 + Penalty 2832.371801 = -45725.121668 nChanged 9 SP:Iteration 2Q (12790.300000 sec): 3 clusters Score: Raw -48587.865331 + Penalty 2832.371801 = -45755.493531 nChanged 4 SP:Iteration 3Q (12790.440000 sec): 3 clusters Score: Raw -48596.959692 + Penalty 2832.371801 = -45764.587891 nChanged 2 SP:Iteration 4Q (12790.620000 sec): 3 clusters Score: Raw -48603.766759 + Penalty 2832.371801 = -45771.394959 nChanged 2 SP:Iteration 5Q (12790.820000 sec): 3 clusters Score: Raw -48608.651953 + Penalty 2832.371801 = -45776.280153 nChanged 0 SP:Iteration 6F (12791.010000 sec): 3 clusters Score: Raw -48608.651953 + Penalty 2832.371801 = -45776.280153 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 6 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12791.100000 sec): 2 clusters Score: Raw -97594.415059 + Penalty 1569.770785 = -96024.644274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12791.270000 sec): 3 clusters Score: Raw -97591.948796 + Penalty 3139.541569 = -94452.407227 nChanged 106 SP:Iteration 1F (12791.480000 sec): 3 clusters Score: Raw -97803.971044 + Penalty 3139.541569 = -94664.429475 nChanged 27 SP:Iteration 2Q (12791.680000 sec): 3 clusters Score: Raw -97872.379010 + Penalty 3139.541569 = -94732.837440 nChanged 12 SP:Iteration 3Q (12791.830000 sec): 3 clusters Score: Raw -97898.983701 + Penalty 3139.541569 = -94759.442132 nChanged 8 SP:Iteration 4Q (12791.990000 sec): 3 clusters Score: Raw -97918.025761 + Penalty 3139.541569 = -94778.484192 nChanged 10 SP:Iteration 5Q (12792.240000 sec): 3 clusters Score: Raw -97938.811467 + Penalty 3139.541569 = -94799.269898 nChanged 9 SP:Iteration 6Q (12792.460000 sec): 3 clusters Score: Raw -97951.690257 + Penalty 3139.541569 = -94812.148688 nChanged 6 SP:Iteration 7Q (12792.620000 sec): 3 clusters Score: Raw -97963.100789 + Penalty 3139.541569 = -94823.559220 nChanged 3 SP:Iteration 8Q (12792.870000 sec): 3 clusters Score: Raw -97973.740554 + Penalty 3139.541569 = -94834.198985 nChanged 3 SP:Iteration 9Q (12793.070000 sec): 3 clusters Score: Raw -97982.672785 + Penalty 3139.541569 = -94843.131215 nChanged 5 SP:Iteration 10Q (12793.270000 sec): 3 clusters Score: Raw -97994.463318 + Penalty 3139.541569 = -94854.921749 nChanged 5 SP:Iteration 11Q (12793.500000 sec): 3 clusters Score: Raw -98004.671140 + Penalty 3139.541569 = -94865.129571 nChanged 5 SP:Iteration 12Q (12793.700000 sec): 3 clusters Score: Raw -98021.101295 + Penalty 3139.541569 = -94881.559726 nChanged 3 SP:Iteration 13Q (12793.940000 sec): 3 clusters Score: Raw -98029.014399 + Penalty 3139.541569 = -94889.472830 nChanged 3 SP:Iteration 14Q (12794.110000 sec): 3 clusters Score: Raw -98034.698880 + Penalty 3139.541569 = -94895.157310 nChanged 2 SP:Iteration 15Q (12794.360000 sec): 3 clusters Score: Raw -98037.355457 + Penalty 3139.541569 = -94897.813888 nChanged 2 SP:Iteration 16Q (12794.530000 sec): 3 clusters Score: Raw -98039.435030 + Penalty 3139.541569 = -94899.893461 nChanged 0 SP:Iteration 17F (12794.770000 sec): 3 clusters Score: Raw -98039.435030 + Penalty 3139.541569 = -94899.893461 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 7 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12794.870000 sec): 2 clusters Score: Raw -90580.926794 + Penalty 1581.428283 = -88999.498511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12795.100000 sec): 3 clusters Score: Raw -90587.963102 + Penalty 3162.856566 = -87425.106536 nChanged 126 SP:Iteration 1F (12795.280000 sec): 3 clusters Score: Raw -90839.631166 + Penalty 3162.856566 = -87676.774600 nChanged 49 SP:Iteration 2F (12795.480000 sec): 3 clusters Score: Raw -90950.854219 + Penalty 3162.856566 = -87787.997653 nChanged 20 SP:Iteration 3Q (12795.690000 sec): 3 clusters Score: Raw -91006.198255 + Penalty 3162.856566 = -87843.341689 nChanged 15 SP:Iteration 4Q (12795.840000 sec): 3 clusters Score: Raw -91048.619873 + Penalty 3162.856566 = -87885.763307 nChanged 10 SP:Iteration 5Q (12796.020000 sec): 3 clusters Score: Raw -91069.338323 + Penalty 3162.856566 = -87906.481757 nChanged 8 SP:Iteration 6Q (12796.160000 sec): 3 clusters Score: Raw -91086.988164 + Penalty 3162.856566 = -87924.131598 nChanged 5 SP:Iteration 7Q (12796.360000 sec): 3 clusters Score: Raw -91098.507632 + Penalty 3162.856566 = -87935.651066 nChanged 6 SP:Iteration 8Q (12796.500000 sec): 3 clusters Score: Raw -91113.856635 + Penalty 3162.856566 = -87951.000069 nChanged 5 SP:Iteration 9Q (12796.690000 sec): 3 clusters Score: Raw -91130.068405 + Penalty 3162.856566 = -87967.211839 nChanged 2 SP:Iteration 10Q (12796.880000 sec): 3 clusters Score: Raw -91138.176801 + Penalty 3162.856566 = -87975.320235 nChanged 3 SP:Iteration 11Q (12797.030000 sec): 3 clusters Score: Raw -91143.188611 + Penalty 3162.856566 = -87980.332045 nChanged 2 SP:Iteration 12Q (12797.200000 sec): 3 clusters Score: Raw -91146.673199 + Penalty 3162.856566 = -87983.816633 nChanged 3 SP:Iteration 13Q (12797.390000 sec): 3 clusters Score: Raw -91155.859453 + Penalty 3162.856566 = -87993.002887 nChanged 2 SP:Iteration 14Q (12797.550000 sec): 3 clusters Score: Raw -91161.669698 + Penalty 3162.856566 = -87998.813132 nChanged 2 SP:Iteration 15Q (12797.700000 sec): 3 clusters Score: Raw -91166.853495 + Penalty 3162.856566 = -88003.996929 nChanged 1 SP:Iteration 16Q (12797.840000 sec): 3 clusters Score: Raw -91168.610047 + Penalty 3162.856566 = -88005.753480 nChanged 0 SP:Iteration 17F (12798.030000 sec): 3 clusters Score: Raw -91168.610047 + Penalty 3162.856566 = -88005.753480 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 8 (784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12798.120000 sec): 2 clusters Score: Raw -132752.540585 + Penalty 1652.773437 = -131099.767148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12798.270000 sec): 3 clusters Score: Raw -132623.819359 + Penalty 3305.546874 = -129318.272485 nChanged 174 SP:Iteration 1F (12798.410000 sec): 3 clusters Score: Raw -132850.033083 + Penalty 3305.546874 = -129544.486209 nChanged 45 SP:Iteration 2F (12798.570000 sec): 3 clusters Score: Raw -132932.214822 + Penalty 3305.546874 = -129626.667948 nChanged 20 SP:Iteration 3Q (12798.720000 sec): 3 clusters Score: Raw -132967.064397 + Penalty 3305.546874 = -129661.517523 nChanged 16 SP:Iteration 4Q (12798.920000 sec): 3 clusters Score: Raw -132991.233918 + Penalty 3305.546874 = -129685.687044 nChanged 13 SP:Iteration 5Q (12799.080000 sec): 3 clusters Score: Raw -133016.028850 + Penalty 3305.546874 = -129710.481976 nChanged 9 SP:Iteration 6Q (12799.280000 sec): 3 clusters Score: Raw -133028.109596 + Penalty 3305.546874 = -129722.562722 nChanged 8 SP:Iteration 7Q (12799.420000 sec): 3 clusters Score: Raw -133039.543031 + Penalty 3305.546874 = -129733.996157 nChanged 4 SP:Iteration 8Q (12799.660000 sec): 3 clusters Score: Raw -133045.082869 + Penalty 3305.546874 = -129739.535995 nChanged 4 SP:Iteration 9Q (12799.860000 sec): 3 clusters Score: Raw -133053.440953 + Penalty 3305.546874 = -129747.894079 nChanged 3 SP:Iteration 10Q (12800.060000 sec): 3 clusters Score: Raw -133061.737888 + Penalty 3305.546874 = -129756.191013 nChanged 5 SP:Iteration 11Q (12800.270000 sec): 3 clusters Score: Raw -133066.602733 + Penalty 3305.546874 = -129761.055859 nChanged 3 SP:Iteration 12Q (12800.460000 sec): 3 clusters Score: Raw -133071.944345 + Penalty 3305.546874 = -129766.397471 nChanged 1 SP:Iteration 13Q (12800.700000 sec): 3 clusters Score: Raw -133074.493728 + Penalty 3305.546874 = -129768.946854 nChanged 1 SP:Iteration 14Q (12800.960000 sec): 3 clusters Score: Raw -133076.072847 + Penalty 3305.546874 = -129770.525973 nChanged 2 SP:Iteration 15Q (12801.180000 sec): 3 clusters Score: Raw -133079.007474 + Penalty 3305.546874 = -129773.460600 nChanged 3 SP:Iteration 16Q (12801.390000 sec): 3 clusters Score: Raw -133083.664396 + Penalty 3305.546874 = -129778.117522 nChanged 2 SP:Iteration 17Q (12801.610000 sec): 3 clusters Score: Raw -133087.297224 + Penalty 3305.546874 = -129781.750350 nChanged 2 SP:Iteration 18Q (12801.770000 sec): 3 clusters Score: Raw -133090.397183 + Penalty 3305.546874 = -129784.850309 nChanged 2 SP:Iteration 19Q (12801.920000 sec): 3 clusters Score: Raw -133094.100762 + Penalty 3305.546874 = -129788.553887 nChanged 2 SP:Iteration 20F (12802.150000 sec): 3 clusters Score: Raw -133095.971161 + Penalty 3305.546874 = -129790.424287 nChanged 3 SP:Iteration 21Q (12802.320000 sec): 3 clusters Score: Raw -133100.995816 + Penalty 3305.546874 = -129795.448941 nChanged 2 SP:Iteration 22Q (12802.470000 sec): 3 clusters Score: Raw -133104.782020 + Penalty 3305.546874 = -129799.235146 nChanged 1 SP:Iteration 23Q (12802.690000 sec): 3 clusters Score: Raw -133105.753993 + Penalty 3305.546874 = -129800.207119 nChanged 0 SP:Iteration 24F (12802.850000 sec): 3 clusters Score: Raw -133105.753993 + Penalty 3305.546874 = -129800.207119 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 9 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12802.950000 sec): 2 clusters Score: Raw -21322.437211 + Penalty 1244.285400 = -20078.151812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12803.170000 sec): 3 clusters Score: Raw -21667.242900 + Penalty 2488.570799 = -19178.672101 nChanged 11 SP:Iteration 1F (12803.360000 sec): 3 clusters Score: Raw -21721.532031 + Penalty 2488.570799 = -19232.961232 nChanged 3 SP:Iteration 2Q (12803.530000 sec): 3 clusters Score: Raw -21735.964028 + Penalty 2488.570799 = -19247.393229 nChanged 1 SP:Iteration 3Q (12803.760000 sec): 3 clusters Score: Raw -21743.570802 + Penalty 2488.570799 = -19255.000003 nChanged 2 SP:Iteration 4Q (12803.930000 sec): 3 clusters Score: Raw -21754.847144 + Penalty 2488.570799 = -19266.276345 nChanged 0 SP:Iteration 5F (12804.090000 sec): 3 clusters Score: Raw -21754.847144 + Penalty 2488.570799 = -19266.276345 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 10 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12804.170000 sec): 2 clusters Score: Raw -33828.602851 + Penalty 1370.312329 = -32458.290522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12804.390000 sec): 3 clusters Score: Raw -34059.237270 + Penalty 2740.624658 = -31318.612612 nChanged 35 SP:Iteration 1F (12804.540000 sec): 3 clusters Score: Raw -34186.700055 + Penalty 2740.624658 = -31446.075397 nChanged 14 SP:Iteration 2F (12804.720000 sec): 3 clusters Score: Raw -34251.127969 + Penalty 2740.624658 = -31510.503312 nChanged 8 SP:Iteration 3Q (12804.890000 sec): 3 clusters Score: Raw -34324.075220 + Penalty 2740.624658 = -31583.450562 nChanged 8 SP:Iteration 4Q (12805.070000 sec): 3 clusters Score: Raw -34410.398934 + Penalty 2740.624658 = -31669.774277 nChanged 7 SP:Iteration 5Q (12805.270000 sec): 3 clusters Score: Raw -34447.233586 + Penalty 2740.624658 = -31706.608929 nChanged 1 SP:Iteration 6Q (12805.480000 sec): 3 clusters Score: Raw -34460.395875 + Penalty 2740.624658 = -31719.771217 nChanged 1 SP:Iteration 7Q (12805.650000 sec): 3 clusters Score: Raw -34462.478967 + Penalty 2740.624658 = -31721.854310 nChanged 2 SP:Iteration 8Q (12805.830000 sec): 3 clusters Score: Raw -34473.478801 + Penalty 2740.624658 = -31732.854143 nChanged 5 SP:Iteration 9Q (12806.060000 sec): 3 clusters Score: Raw -34516.130663 + Penalty 2740.624658 = -31775.506005 nChanged 4 SP:Iteration 10Q (12806.270000 sec): 3 clusters Score: Raw -34536.026598 + Penalty 2740.624658 = -31795.401940 nChanged 2 SP:Iteration 11Q (12806.410000 sec): 3 clusters Score: Raw -34550.617222 + Penalty 2740.624658 = -31809.992565 nChanged 4 SP:Iteration 12Q (12806.620000 sec): 3 clusters Score: Raw -34562.402415 + Penalty 2740.624658 = -31821.777757 nChanged 4 SP:Iteration 13Q (12806.810000 sec): 3 clusters Score: Raw -34583.395914 + Penalty 2740.624658 = -31842.771256 nChanged 5 SP:Iteration 14Q (12806.970000 sec): 3 clusters Score: Raw -34623.309218 + Penalty 2740.624658 = -31882.684560 nChanged 4 SP:Iteration 15Q (12807.130000 sec): 3 clusters Score: Raw -34681.867280 + Penalty 2740.624658 = -31941.242622 nChanged 8 SP:Iteration 16Q (12807.330000 sec): 3 clusters Score: Raw -34827.700129 + Penalty 2740.624658 = -32087.075472 nChanged 7 SP:Iteration 17Q (12807.490000 sec): 3 clusters Score: Raw -34968.610014 + Penalty 2740.624658 = -32227.985356 nChanged 2 SP:Iteration 18Q (12807.700000 sec): 3 clusters Score: Raw -35245.367102 + Penalty 2740.624658 = -32504.742444 nChanged 3 SP:Iteration 19Q (12807.860000 sec): 3 clusters Score: Raw -35313.736173 + Penalty 2740.624658 = -32573.111515 nChanged 1 SP:Iteration 20F (12808.060000 sec): 3 clusters Score: Raw -35330.924568 + Penalty 2740.624658 = -32590.299910 nChanged 4 SP:Iteration 21Q (12808.250000 sec): 3 clusters Score: Raw -35419.870805 + Penalty 2740.624658 = -32679.246147 nChanged 2 SP:Iteration 22Q (12808.480000 sec): 3 clusters Score: Raw -35479.049157 + Penalty 2740.624658 = -32738.424499 nChanged 4 SP:Iteration 23Q (12808.710000 sec): 3 clusters Score: Raw -35608.264815 + Penalty 2740.624658 = -32867.640158 nChanged 0 SP:Iteration 24F (12808.890000 sec): 3 clusters Score: Raw -35609.171150 + Penalty 2740.624658 = -32868.546492 nChanged 1 SP:Iteration 25Q (12809.050000 sec): 3 clusters Score: Raw -35616.891479 + Penalty 2740.624658 = -32876.266821 nChanged 0 SP:Iteration 26F (12809.220000 sec): 3 clusters Score: Raw -35616.891479 + Penalty 2740.624658 = -32876.266821 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 62. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 11 (1527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12809.360000 sec): 2 clusters Score: Raw -257193.470871 + Penalty 1818.102956 = -255375.367915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12809.550000 sec): 3 clusters Score: Raw -256733.943344 + Penalty 3636.205911 = -253097.737432 nChanged 448 SP:Iteration 1F (12809.760000 sec): 3 clusters Score: Raw -257252.858316 + Penalty 3636.205911 = -253616.652405 nChanged 139 SP:Iteration 2F (12809.920000 sec): 3 clusters Score: Raw -257523.919256 + Penalty 3636.205911 = -253887.713345 nChanged 107 SP:Iteration 3F (12810.120000 sec): 3 clusters Score: Raw -257744.349846 + Penalty 3636.205911 = -254108.143934 nChanged 97 SP:Iteration 4F (12810.330000 sec): 3 clusters Score: Raw -257977.817930 + Penalty 3636.205911 = -254341.612018 nChanged 99 SP:Iteration 5F (12810.490000 sec): 3 clusters Score: Raw -258273.250968 + Penalty 3636.205911 = -254637.045057 nChanged 81 SP:Iteration 6F (12810.700000 sec): 3 clusters Score: Raw -258502.776064 + Penalty 3636.205911 = -254866.570153 nChanged 66 SP:Iteration 7Q (12810.890000 sec): 3 clusters Score: Raw -258643.524711 + Penalty 3636.205911 = -255007.318799 nChanged 52 SP:Iteration 8Q (12811.050000 sec): 3 clusters Score: Raw -258743.391188 + Penalty 3636.205911 = -255107.185277 nChanged 39 SP:Iteration 9Q (12811.300000 sec): 3 clusters Score: Raw -258826.326398 + Penalty 3636.205911 = -255190.120487 nChanged 30 SP:Iteration 10Q (12811.460000 sec): 3 clusters Score: Raw -258884.892861 + Penalty 3636.205911 = -255248.686949 nChanged 20 SP:Iteration 11Q (12811.660000 sec): 3 clusters Score: Raw -258917.383051 + Penalty 3636.205911 = -255281.177140 nChanged 19 SP:Iteration 12Q (12811.830000 sec): 3 clusters Score: Raw -258939.113991 + Penalty 3636.205911 = -255302.908080 nChanged 7 SP:Iteration 13Q (12812.010000 sec): 3 clusters Score: Raw -258947.638628 + Penalty 3636.205911 = -255311.432717 nChanged 8 SP:Iteration 14Q (12812.210000 sec): 3 clusters Score: Raw -258955.341540 + Penalty 3636.205911 = -255319.135629 nChanged 4 SP:Iteration 15Q (12812.380000 sec): 3 clusters Score: Raw -258958.607748 + Penalty 3636.205911 = -255322.401836 nChanged 2 SP:Iteration 16Q (12812.560000 sec): 3 clusters Score: Raw -258963.068941 + Penalty 3636.205911 = -255326.863029 nChanged 1 SP:Iteration 17Q (12812.740000 sec): 3 clusters Score: Raw -258963.633825 + Penalty 3636.205911 = -255327.427914 nChanged 2 SP:Iteration 18Q (12812.970000 sec): 3 clusters Score: Raw -258964.822983 + Penalty 3636.205911 = -255328.617072 nChanged 1 SP:Iteration 19Q (12813.150000 sec): 3 clusters Score: Raw -258965.243574 + Penalty 3636.205911 = -255329.037663 nChanged 0 SP:Iteration 20F (12813.370000 sec): 3 clusters Score: Raw -258965.243574 + Penalty 3636.205911 = -255329.037663 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 12 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12813.480000 sec): 2 clusters Score: Raw -65463.810528 + Penalty 1503.818732 = -63959.991796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12813.660000 sec): 3 clusters Score: Raw -65596.527714 + Penalty 3007.637464 = -62588.890251 nChanged 79 SP:Iteration 1F (12813.880000 sec): 3 clusters Score: Raw -65847.037188 + Penalty 3007.637464 = -62839.399724 nChanged 27 SP:Iteration 2F (12814.110000 sec): 3 clusters Score: Raw -65979.225776 + Penalty 3007.637464 = -62971.588312 nChanged 16 SP:Iteration 3Q (12814.300000 sec): 3 clusters Score: Raw -66053.694939 + Penalty 3007.637464 = -63046.057475 nChanged 12 SP:Iteration 4Q (12814.440000 sec): 3 clusters Score: Raw -66078.375142 + Penalty 3007.637464 = -63070.737679 nChanged 5 SP:Iteration 5Q (12814.640000 sec): 3 clusters Score: Raw -66095.032059 + Penalty 3007.637464 = -63087.394595 nChanged 6 SP:Iteration 6Q (12814.860000 sec): 3 clusters Score: Raw -66121.397694 + Penalty 3007.637464 = -63113.760230 nChanged 3 SP:Iteration 7Q (12815.040000 sec): 3 clusters Score: Raw -66126.730344 + Penalty 3007.637464 = -63119.092881 nChanged 2 SP:Iteration 8Q (12815.260000 sec): 3 clusters Score: Raw -66134.230906 + Penalty 3007.637464 = -63126.593443 nChanged 2 SP:Iteration 9Q (12815.450000 sec): 3 clusters Score: Raw -66138.309045 + Penalty 3007.637464 = -63130.671582 nChanged 1 SP:Iteration 10Q (12815.600000 sec): 3 clusters Score: Raw -66140.104979 + Penalty 3007.637464 = -63132.467515 nChanged 0 SP:Iteration 11F (12815.750000 sec): 3 clusters Score: Raw -66140.104979 + Penalty 3007.637464 = -63132.467515 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 13 (8495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12815.900000 sec): 2 clusters Score: Raw -1590973.217896 + Penalty 2243.713792 = -1588729.504104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12816.120000 sec): 3 clusters Score: Raw -1586431.542431 + Penalty 4487.427585 = -1581944.114846 nChanged 3471 SP:Iteration 1F (12816.350000 sec): 3 clusters Score: Raw -1588242.764317 + Penalty 4487.427585 = -1583755.336733 nChanged 545 SP:Iteration 2F (12816.540000 sec): 3 clusters Score: Raw -1588517.284427 + Penalty 4487.427585 = -1584029.856842 nChanged 436 SP:Iteration 3F (12816.760000 sec): 3 clusters Score: Raw -1588728.632543 + Penalty 4487.427585 = -1584241.204958 nChanged 340 SP:Iteration 4Q (12817.030000 sec): 3 clusters Score: Raw -1588872.242868 + Penalty 4487.427585 = -1584384.815283 nChanged 291 SP:Iteration 5Q (12817.220000 sec): 3 clusters Score: Raw -1589012.643206 + Penalty 4487.427585 = -1584525.215622 nChanged 278 SP:Iteration 6Q (12817.440000 sec): 3 clusters Score: Raw -1589169.283793 + Penalty 4487.427585 = -1584681.856208 nChanged 307 SP:Iteration 7Q (12817.690000 sec): 3 clusters Score: Raw -1589372.979640 + Penalty 4487.427585 = -1584885.552055 nChanged 381 SP:Iteration 8Q (12817.920000 sec): 3 clusters Score: Raw -1589621.654550 + Penalty 4487.427585 = -1585134.226965 nChanged 416 SP:Iteration 9Q (12818.160000 sec): 3 clusters Score: Raw -1589901.364642 + Penalty 4487.427585 = -1585413.937057 nChanged 432 SP:Iteration 10F (12818.390000 sec): 3 clusters Score: Raw -1590194.912061 + Penalty 4487.427585 = -1585707.484476 nChanged 413 SP:Iteration 11Q (12818.640000 sec): 3 clusters Score: Raw -1590492.081528 + Penalty 4487.427585 = -1586004.653943 nChanged 380 SP:Iteration 12Q (12818.880000 sec): 3 clusters Score: Raw -1590792.549870 + Penalty 4487.427585 = -1586305.122285 nChanged 347 SP:Iteration 13Q (12819.080000 sec): 3 clusters Score: Raw -1591126.013788 + Penalty 4487.427585 = -1586638.586204 nChanged 348 SP:Iteration 14Q (12819.290000 sec): 3 clusters Score: Raw -1591477.255736 + Penalty 4487.427585 = -1586989.828151 nChanged 302 SP:Iteration 15Q (12819.540000 sec): 3 clusters Score: Raw -1591748.149209 + Penalty 4487.427585 = -1587260.721625 nChanged 249 SP:Iteration 16Q (12819.760000 sec): 3 clusters Score: Raw -1591934.558612 + Penalty 4487.427585 = -1587447.131027 nChanged 199 SP:Iteration 17Q (12819.970000 sec): 3 clusters Score: Raw -1592069.042198 + Penalty 4487.427585 = -1587581.614613 nChanged 150 SP:Iteration 18Q (12820.230000 sec): 3 clusters Score: Raw -1592142.212824 + Penalty 4487.427585 = -1587654.785239 nChanged 105 SP:Iteration 19Q (12820.430000 sec): 3 clusters Score: Raw -1592187.603564 + Penalty 4487.427585 = -1587700.175979 nChanged 73 SP:Iteration 20F (12820.660000 sec): 3 clusters Score: Raw -1592217.267186 + Penalty 4487.427585 = -1587729.839601 nChanged 68 SP:Iteration 21Q (12820.900000 sec): 3 clusters Score: Raw -1592246.930187 + Penalty 4487.427585 = -1587759.502602 nChanged 73 SP:Iteration 22Q (12821.090000 sec): 3 clusters Score: Raw -1592275.057606 + Penalty 4487.427585 = -1587787.630021 nChanged 63 SP:Iteration 23Q (12821.340000 sec): 3 clusters Score: Raw -1592294.870096 + Penalty 4487.427585 = -1587807.442511 nChanged 50 SP:Iteration 24Q (12821.560000 sec): 3 clusters Score: Raw -1592309.698307 + Penalty 4487.427585 = -1587822.270722 nChanged 36 SP:Iteration 25Q (12821.820000 sec): 3 clusters Score: Raw -1592320.507726 + Penalty 4487.427585 = -1587833.080141 nChanged 36 SP:Iteration 26Q (12822.010000 sec): 3 clusters Score: Raw -1592330.409535 + Penalty 4487.427585 = -1587842.981951 nChanged 34 SP:Iteration 27Q (12822.240000 sec): 3 clusters Score: Raw -1592339.721189 + Penalty 4487.427585 = -1587852.293604 nChanged 35 SP:Iteration 28Q (12822.470000 sec): 3 clusters Score: Raw -1592347.742103 + Penalty 4487.427585 = -1587860.314518 nChanged 30 SP:Iteration 29Q (12822.680000 sec): 3 clusters Score: Raw -1592354.145980 + Penalty 4487.427585 = -1587866.718395 nChanged 24 SP:Iteration 30Q (12822.900000 sec): 3 clusters Score: Raw -1592359.907942 + Penalty 4487.427585 = -1587872.480357 nChanged 20 SP:Iteration 31Q (12823.140000 sec): 3 clusters Score: Raw -1592363.774681 + Penalty 4487.427585 = -1587876.347097 nChanged 16 SP:Iteration 32Q (12823.330000 sec): 3 clusters Score: Raw -1592367.451601 + Penalty 4487.427585 = -1587880.024016 nChanged 14 SP:Iteration 33Q (12823.580000 sec): 3 clusters Score: Raw -1592369.982871 + Penalty 4487.427585 = -1587882.555286 nChanged 12 SP:Iteration 34Q (12823.800000 sec): 3 clusters Score: Raw -1592372.479378 + Penalty 4487.427585 = -1587885.051793 nChanged 11 SP:Iteration 35Q (12824.010000 sec): 3 clusters Score: Raw -1592374.974460 + Penalty 4487.427585 = -1587887.546875 nChanged 12 SP:Iteration 36Q (12824.250000 sec): 3 clusters Score: Raw -1592377.115331 + Penalty 4487.427585 = -1587889.687746 nChanged 12 SP:Iteration 37Q (12824.460000 sec): 3 clusters Score: Raw -1592380.096963 + Penalty 4487.427585 = -1587892.669378 nChanged 13 SP:Iteration 38Q (12824.700000 sec): 3 clusters Score: Raw -1592383.344154 + Penalty 4487.427585 = -1587895.916569 nChanged 14 SP:Iteration 39Q (12824.900000 sec): 3 clusters Score: Raw -1592386.738460 + Penalty 4487.427585 = -1587899.310875 nChanged 12 SP:Iteration 40F (12825.090000 sec): 3 clusters Score: Raw -1592388.592239 + Penalty 4487.427585 = -1587901.164655 nChanged 8 SP:Iteration 41Q (12825.300000 sec): 3 clusters Score: Raw -1592390.507686 + Penalty 4487.427585 = -1587903.080101 nChanged 13 SP:Iteration 42Q (12825.540000 sec): 3 clusters Score: Raw -1592393.111928 + Penalty 4487.427585 = -1587905.684343 nChanged 9 SP:Iteration 43Q (12825.700000 sec): 3 clusters Score: Raw -1592394.270284 + Penalty 4487.427585 = -1587906.842699 nChanged 8 SP:Iteration 44Q (12825.940000 sec): 3 clusters Score: Raw -1592396.095008 + Penalty 4487.427585 = -1587908.667423 nChanged 12 SP:Iteration 45Q (12826.160000 sec): 3 clusters Score: Raw -1592398.457144 + Penalty 4487.427585 = -1587911.029559 nChanged 8 SP:Iteration 46Q (12826.370000 sec): 3 clusters Score: Raw -1592400.137307 + Penalty 4487.427585 = -1587912.709722 nChanged 7 SP:Iteration 47Q (12826.620000 sec): 3 clusters Score: Raw -1592401.284179 + Penalty 4487.427585 = -1587913.856594 nChanged 3 SP:Iteration 48Q (12826.820000 sec): 3 clusters Score: Raw -1592401.650864 + Penalty 4487.427585 = -1587914.223280 nChanged 4 SP:Iteration 49Q (12827.040000 sec): 3 clusters Score: Raw -1592402.068937 + Penalty 4487.427585 = -1587914.641352 nChanged 2 SP:Iteration 50Q (12827.270000 sec): 3 clusters Score: Raw -1592402.433305 + Penalty 4487.427585 = -1587915.005721 nChanged 3 SP:Iteration 51Q (12827.460000 sec): 3 clusters Score: Raw -1592402.874950 + Penalty 4487.427585 = -1587915.447365 nChanged 3 SP:Iteration 52Q (12827.680000 sec): 3 clusters Score: Raw -1592403.458086 + Penalty 4487.427585 = -1587916.030501 nChanged 4 SP:Iteration 53Q (12827.880000 sec): 3 clusters Score: Raw -1592404.276282 + Penalty 4487.427585 = -1587916.848697 nChanged 1 SP:Iteration 54Q (12828.120000 sec): 3 clusters Score: Raw -1592404.412815 + Penalty 4487.427585 = -1587916.985230 nChanged 4 SP:Iteration 55Q (12828.330000 sec): 3 clusters Score: Raw -1592405.058664 + Penalty 4487.427585 = -1587917.631079 nChanged 6 SP:Iteration 56Q (12828.570000 sec): 3 clusters Score: Raw -1592406.341543 + Penalty 4487.427585 = -1587918.913958 nChanged 7 SP:Iteration 57Q (12828.810000 sec): 3 clusters Score: Raw -1592407.593619 + Penalty 4487.427585 = -1587920.166035 nChanged 7 SP:Iteration 58Q (12828.990000 sec): 3 clusters Score: Raw -1592408.889550 + Penalty 4487.427585 = -1587921.461965 nChanged 7 SP:Iteration 59Q (12829.240000 sec): 3 clusters Score: Raw -1592410.642000 + Penalty 4487.427585 = -1587923.214416 nChanged 8 SP:Iteration 60F (12829.420000 sec): 3 clusters Score: Raw -1592412.265504 + Penalty 4487.427585 = -1587924.837919 nChanged 8 SP:Iteration 61Q (12829.670000 sec): 3 clusters Score: Raw -1592413.979038 + Penalty 4487.427585 = -1587926.551453 nChanged 8 SP:Iteration 62Q (12829.850000 sec): 3 clusters Score: Raw -1592415.527997 + Penalty 4487.427585 = -1587928.100413 nChanged 5 SP:Iteration 63Q (12830.020000 sec): 3 clusters Score: Raw -1592416.367379 + Penalty 4487.427585 = -1587928.939794 nChanged 6 SP:Iteration 64Q (12830.270000 sec): 3 clusters Score: Raw -1592417.845357 + Penalty 4487.427585 = -1587930.417772 nChanged 4 SP:Iteration 65Q (12830.460000 sec): 3 clusters Score: Raw -1592418.718720 + Penalty 4487.427585 = -1587931.291135 nChanged 3 SP:Iteration 66Q (12830.690000 sec): 3 clusters Score: Raw -1592419.284811 + Penalty 4487.427585 = -1587931.857226 nChanged 1 SP:Iteration 67Q (12830.910000 sec): 3 clusters Score: Raw -1592419.477067 + Penalty 4487.427585 = -1587932.049483 nChanged 2 SP:Iteration 68Q (12831.080000 sec): 3 clusters Score: Raw -1592419.798250 + Penalty 4487.427585 = -1587932.370665 nChanged 2 SP:Iteration 69Q (12831.290000 sec): 3 clusters Score: Raw -1592420.028744 + Penalty 4487.427585 = -1587932.601159 nChanged 1 SP:Iteration 70Q (12831.520000 sec): 3 clusters Score: Raw -1592420.278190 + Penalty 4487.427585 = -1587932.850605 nChanged 0 SP:Iteration 71F (12831.740000 sec): 3 clusters Score: Raw -1592420.278190 + Penalty 4487.427585 = -1587932.850605 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 14 (178743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12832.640000 sec): 2 clusters Score: Raw -34383035.407922 + Penalty 2999.238666 = -34380036.169256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12833.680000 sec): 3 clusters Score: Raw -34266366.523048 + Penalty 5998.477332 = -34260368.045716 nChanged 85808 SP:Iteration 1F (12834.690000 sec): 3 clusters Score: Raw -34316448.742357 + Penalty 5998.477332 = -34310450.265025 nChanged 6356 SP:Iteration 2Q (12835.760000 sec): 3 clusters Score: Raw -34318237.988909 + Penalty 5998.477332 = -34312239.511577 nChanged 7628 SP:Iteration 3Q (12836.800000 sec): 3 clusters Score: Raw -34320926.756404 + Penalty 5998.477332 = -34314928.279072 nChanged 9004 SP:Iteration 4F (12837.860000 sec): 3 clusters Score: Raw -34324642.787103 + Penalty 5998.477332 = -34318644.309771 nChanged 10088 SP:Iteration 5F (12838.880000 sec): 3 clusters Score: Raw -34329355.231450 + Penalty 5998.477332 = -34323356.754118 nChanged 10725 SP:Iteration 6F (12839.990000 sec): 3 clusters Score: Raw -34334914.176070 + Penalty 5998.477332 = -34328915.698738 nChanged 10794 SP:Iteration 7F (12841.060000 sec): 3 clusters Score: Raw -34341037.698007 + Penalty 5998.477332 = -34335039.220674 nChanged 10623 SP:Iteration 8F (12842.190000 sec): 3 clusters Score: Raw -34347858.148621 + Penalty 5998.477332 = -34341859.671289 nChanged 10663 SP:Iteration 9F (12843.260000 sec): 3 clusters Score: Raw -34355839.604227 + Penalty 5998.477332 = -34349841.126895 nChanged 10280 SP:Iteration 10F (12844.350000 sec): 3 clusters Score: Raw -34364595.171040 + Penalty 5998.477332 = -34358596.693707 nChanged 8826 SP:Iteration 11Q (12845.450000 sec): 3 clusters Score: Raw -34372658.555351 + Penalty 5998.477332 = -34366660.078018 nChanged 6118 SP:Iteration 12Q (12846.480000 sec): 3 clusters Score: Raw -34378173.349956 + Penalty 5998.477332 = -34372174.872624 nChanged 3373 SP:Iteration 13Q (12847.390000 sec): 3 clusters Score: Raw -34381083.454219 + Penalty 5998.477332 = -34375084.976887 nChanged 1568 SP:Iteration 14Q (12848.270000 sec): 3 clusters Score: Raw -34382393.741030 + Penalty 5998.477332 = -34376395.263698 nChanged 596 SP:Iteration 15Q (12849.160000 sec): 3 clusters Score: Raw -34382911.974824 + Penalty 5998.477332 = -34376913.497492 nChanged 244 SP:Iteration 16Q (12850.040000 sec): 3 clusters Score: Raw -34383129.514629 + Penalty 5998.477332 = -34377131.037297 nChanged 134 SP:Iteration 17Q (12850.950000 sec): 3 clusters Score: Raw -34383251.242911 + Penalty 5998.477332 = -34377252.765579 nChanged 77 SP:Iteration 18Q (12851.890000 sec): 3 clusters Score: Raw -34383320.086661 + Penalty 5998.477332 = -34377321.609328 nChanged 46 SP:Iteration 19Q (12852.820000 sec): 3 clusters Score: Raw -34383358.062546 + Penalty 5998.477332 = -34377359.585213 nChanged 36 SP:Iteration 20F (12853.910000 sec): 3 clusters Score: Raw -34383395.597653 + Penalty 5998.477332 = -34377397.120321 nChanged 28 SP:Iteration 21Q (12854.830000 sec): 3 clusters Score: Raw -34383420.592581 + Penalty 5998.477332 = -34377422.115249 nChanged 16 SP:Iteration 22Q (12855.680000 sec): 3 clusters Score: Raw -34383434.753925 + Penalty 5998.477332 = -34377436.276593 nChanged 12 SP:Iteration 23Q (12856.620000 sec): 3 clusters Score: Raw -34383445.539896 + Penalty 5998.477332 = -34377447.062564 nChanged 8 SP:Iteration 24Q (12857.540000 sec): 3 clusters Score: Raw -34383449.568535 + Penalty 5998.477332 = -34377451.091202 nChanged 2 SP:Iteration 25Q (12858.390000 sec): 3 clusters Score: Raw -34383450.733371 + Penalty 5998.477332 = -34377452.256038 nChanged 1 SP:Iteration 26Q (12859.240000 sec): 3 clusters Score: Raw -34383451.422489 + Penalty 5998.477332 = -34377452.945157 nChanged 2 SP:Iteration 27Q (12860.160000 sec): 3 clusters Score: Raw -34383453.185972 + Penalty 5998.477332 = -34377454.708640 nChanged 1 SP:Iteration 28Q (12861.110000 sec): 3 clusters Score: Raw -34383453.461150 + Penalty 5998.477332 = -34377454.983817 nChanged 2 SP:Iteration 29Q (12862.000000 sec): 3 clusters Score: Raw -34383455.252987 + Penalty 5998.477332 = -34377456.775654 nChanged 3 SP:Iteration 30Q (12862.860000 sec): 3 clusters Score: Raw -34383456.266634 + Penalty 5998.477332 = -34377457.789301 nChanged 1 SP:Iteration 31Q (12863.770000 sec): 3 clusters Score: Raw -34383456.980444 + Penalty 5998.477332 = -34377458.503112 nChanged 2 SP:Iteration 32Q (12864.750000 sec): 3 clusters Score: Raw -34383458.434368 + Penalty 5998.477332 = -34377459.957035 nChanged 0 SP:Iteration 33F (12865.770000 sec): 3 clusters Score: Raw -34383458.434368 + Penalty 5998.477332 = -34377459.957035 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 15 (262673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12866.910000 sec): 2 clusters Score: Raw -46572974.942789 + Penalty 3094.708968 = -46569880.233821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12868.350000 sec): 3 clusters Score: Raw -46399803.737192 + Penalty 6189.417935 = -46393614.319257 nChanged 126830 SP:Iteration 1F (12869.710000 sec): 3 clusters Score: Raw -46474353.857691 + Penalty 6189.417935 = -46468164.439756 nChanged 6894 SP:Iteration 2Q (12871.110000 sec): 3 clusters Score: Raw -46475740.534264 + Penalty 6189.417935 = -46469551.116329 nChanged 7346 SP:Iteration 3Q (12872.660000 sec): 3 clusters Score: Raw -46477406.123215 + Penalty 6189.417935 = -46471216.705280 nChanged 7788 SP:Iteration 4Q (12874.140000 sec): 3 clusters Score: Raw -46479369.649359 + Penalty 6189.417935 = -46473180.231424 nChanged 8339 SP:Iteration 5Q (12875.610000 sec): 3 clusters Score: Raw -46481829.272548 + Penalty 6189.417935 = -46475639.854613 nChanged 9218 SP:Iteration 6Q (12877.060000 sec): 3 clusters Score: Raw -46485148.998206 + Penalty 6189.417935 = -46478959.580271 nChanged 10807 SP:Iteration 7Q (12878.570000 sec): 3 clusters Score: Raw -46490006.836380 + Penalty 6189.417935 = -46483817.418445 nChanged 13294 SP:Iteration 8F (12880.030000 sec): 3 clusters Score: Raw -46497410.934967 + Penalty 6189.417935 = -46491221.517032 nChanged 17113 SP:Iteration 9F (12881.410000 sec): 3 clusters Score: Raw -46508898.629227 + Penalty 6189.417935 = -46502709.211292 nChanged 20721 SP:Iteration 10F (12882.870000 sec): 3 clusters Score: Raw -46525166.452092 + Penalty 6189.417935 = -46518977.034157 nChanged 21525 SP:Iteration 11F (12884.270000 sec): 3 clusters Score: Raw -46544006.854839 + Penalty 6189.417935 = -46537817.436904 nChanged 17125 SP:Iteration 12F (12885.650000 sec): 3 clusters Score: Raw -46559361.168152 + Penalty 6189.417935 = -46553171.750217 nChanged 9813 SP:Iteration 13Q (12887.060000 sec): 3 clusters Score: Raw -46567865.162903 + Penalty 6189.417935 = -46561675.744968 nChanged 4126 SP:Iteration 14Q (12888.370000 sec): 3 clusters Score: Raw -46571266.222319 + Penalty 6189.417935 = -46565076.804384 nChanged 1478 SP:Iteration 15Q (12889.630000 sec): 3 clusters Score: Raw -46572486.740038 + Penalty 6189.417935 = -46566297.322103 nChanged 496 SP:Iteration 16Q (12890.850000 sec): 3 clusters Score: Raw -46572929.851036 + Penalty 6189.417935 = -46566740.433101 nChanged 206 SP:Iteration 17Q (12891.970000 sec): 3 clusters Score: Raw -46573130.644817 + Penalty 6189.417935 = -46566941.226882 nChanged 100 SP:Iteration 18Q (12893.140000 sec): 3 clusters Score: Raw -46573229.755337 + Penalty 6189.417935 = -46567040.337402 nChanged 47 SP:Iteration 19Q (12894.340000 sec): 3 clusters Score: Raw -46573272.457221 + Penalty 6189.417935 = -46567083.039286 nChanged 18 SP:Iteration 20F (12895.810000 sec): 3 clusters Score: Raw -46573294.010215 + Penalty 6189.417935 = -46567104.592280 nChanged 20 SP:Iteration 21Q (12897.110000 sec): 3 clusters Score: Raw -46573320.179787 + Penalty 6189.417935 = -46567130.761852 nChanged 13 SP:Iteration 22Q (12898.280000 sec): 3 clusters Score: Raw -46573337.151900 + Penalty 6189.417935 = -46567147.733965 nChanged 6 SP:Iteration 23Q (12899.560000 sec): 3 clusters Score: Raw -46573345.450103 + Penalty 6189.417935 = -46567156.032168 nChanged 5 SP:Iteration 24Q (12900.900000 sec): 3 clusters Score: Raw -46573349.876269 + Penalty 6189.417935 = -46567160.458334 nChanged 4 SP:Iteration 25Q (12902.100000 sec): 3 clusters Score: Raw -46573354.196538 + Penalty 6189.417935 = -46567164.778603 nChanged 5 SP:Iteration 26Q (12903.330000 sec): 3 clusters Score: Raw -46573359.805897 + Penalty 6189.417935 = -46567170.387962 nChanged 3 SP:Iteration 27Q (12904.500000 sec): 3 clusters Score: Raw -46573362.084434 + Penalty 6189.417935 = -46567172.666499 nChanged 3 SP:Iteration 28Q (12905.650000 sec): 3 clusters Score: Raw -46573364.606757 + Penalty 6189.417935 = -46567175.188822 nChanged 1 SP:Iteration 29Q (12906.880000 sec): 3 clusters Score: Raw -46573365.095266 + Penalty 6189.417935 = -46567175.677331 nChanged 0 SP:Iteration 30F (12908.300000 sec): 3 clusters Score: Raw -46573365.095266 + Penalty 6189.417935 = -46567175.677331 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 16 (24725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12908.550000 sec): 2 clusters Score: Raw -4522872.187476 + Penalty 2508.661399 = -4520363.526077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12908.850000 sec): 3 clusters Score: Raw -4508315.287781 + Penalty 5017.322798 = -4503297.964983 nChanged 11075 SP:Iteration 1F (12909.120000 sec): 3 clusters Score: Raw -4514281.781254 + Penalty 5017.322798 = -4509264.458456 nChanged 1184 SP:Iteration 2Q (12909.460000 sec): 3 clusters Score: Raw -4514674.526630 + Penalty 5017.322798 = -4509657.203832 nChanged 1079 SP:Iteration 3Q (12909.710000 sec): 3 clusters Score: Raw -4515032.112792 + Penalty 5017.322798 = -4510014.789994 nChanged 972 SP:Iteration 4Q (12910.020000 sec): 3 clusters Score: Raw -4515363.440158 + Penalty 5017.322798 = -4510346.117361 nChanged 945 SP:Iteration 5Q (12910.330000 sec): 3 clusters Score: Raw -4515697.354958 + Penalty 5017.322798 = -4510680.032161 nChanged 950 SP:Iteration 6Q (12910.640000 sec): 3 clusters Score: Raw -4516063.322955 + Penalty 5017.322798 = -4511046.000157 nChanged 1011 SP:Iteration 7Q (12910.950000 sec): 3 clusters Score: Raw -4516477.612287 + Penalty 5017.322798 = -4511460.289489 nChanged 1041 SP:Iteration 8Q (12911.230000 sec): 3 clusters Score: Raw -4516941.526016 + Penalty 5017.322798 = -4511924.203219 nChanged 1046 SP:Iteration 9Q (12911.570000 sec): 3 clusters Score: Raw -4517447.838172 + Penalty 5017.322798 = -4512430.515374 nChanged 1047 SP:Iteration 10Q (12911.860000 sec): 3 clusters Score: Raw -4517937.940893 + Penalty 5017.322798 = -4512920.618096 nChanged 999 SP:Iteration 11Q (12912.160000 sec): 3 clusters Score: Raw -4518430.505386 + Penalty 5017.322798 = -4513413.182588 nChanged 955 SP:Iteration 12Q (12912.480000 sec): 3 clusters Score: Raw -4518906.333705 + Penalty 5017.322798 = -4513889.010907 nChanged 953 SP:Iteration 13Q (12912.740000 sec): 3 clusters Score: Raw -4519397.920888 + Penalty 5017.322798 = -4514380.598090 nChanged 882 SP:Iteration 14Q (12913.050000 sec): 3 clusters Score: Raw -4519845.395270 + Penalty 5017.322798 = -4514828.072473 nChanged 858 SP:Iteration 15Q (12913.330000 sec): 3 clusters Score: Raw -4520292.951137 + Penalty 5017.322798 = -4515275.628339 nChanged 843 SP:Iteration 16Q (12913.610000 sec): 3 clusters Score: Raw -4520740.730269 + Penalty 5017.322798 = -4515723.407471 nChanged 832 SP:Iteration 17Q (12913.930000 sec): 3 clusters Score: Raw -4521220.406404 + Penalty 5017.322798 = -4516203.083607 nChanged 807 SP:Iteration 18Q (12914.260000 sec): 3 clusters Score: Raw -4521702.971372 + Penalty 5017.322798 = -4516685.648574 nChanged 633 SP:Iteration 19Q (12914.590000 sec): 3 clusters Score: Raw -4522059.188139 + Penalty 5017.322798 = -4517041.865342 nChanged 485 SP:Iteration 20F (12914.960000 sec): 3 clusters Score: Raw -4522339.909660 + Penalty 5017.322798 = -4517322.586862 nChanged 359 SP:Iteration 21Q (12915.260000 sec): 3 clusters Score: Raw -4522555.238382 + Penalty 5017.322798 = -4517537.915584 nChanged 267 SP:Iteration 22Q (12915.580000 sec): 3 clusters Score: Raw -4522714.725538 + Penalty 5017.322798 = -4517697.402740 nChanged 198 SP:Iteration 23Q (12915.860000 sec): 3 clusters Score: Raw -4522831.598720 + Penalty 5017.322798 = -4517814.275923 nChanged 133 SP:Iteration 24Q (12916.230000 sec): 3 clusters Score: Raw -4522919.770180 + Penalty 5017.322798 = -4517902.447382 nChanged 91 SP:Iteration 25Q (12916.490000 sec): 3 clusters Score: Raw -4522976.369990 + Penalty 5017.322798 = -4517959.047193 nChanged 59 SP:Iteration 26Q (12916.800000 sec): 3 clusters Score: Raw -4523020.267013 + Penalty 5017.322798 = -4518002.944215 nChanged 49 SP:Iteration 27Q (12917.120000 sec): 3 clusters Score: Raw -4523057.560960 + Penalty 5017.322798 = -4518040.238163 nChanged 35 SP:Iteration 28Q (12917.420000 sec): 3 clusters Score: Raw -4523086.503777 + Penalty 5017.322798 = -4518069.180979 nChanged 33 SP:Iteration 29Q (12917.760000 sec): 3 clusters Score: Raw -4523109.875490 + Penalty 5017.322798 = -4518092.552692 nChanged 32 SP:Iteration 30Q (12918.080000 sec): 3 clusters Score: Raw -4523134.520099 + Penalty 5017.322798 = -4518117.197301 nChanged 13 SP:Iteration 31Q (12918.380000 sec): 3 clusters Score: Raw -4523144.815565 + Penalty 5017.322798 = -4518127.492767 nChanged 21 SP:Iteration 32Q (12918.670000 sec): 3 clusters Score: Raw -4523162.057164 + Penalty 5017.322798 = -4518144.734367 nChanged 14 SP:Iteration 33Q (12919.010000 sec): 3 clusters Score: Raw -4523171.168039 + Penalty 5017.322798 = -4518153.845241 nChanged 4 SP:Iteration 34Q (12919.300000 sec): 3 clusters Score: Raw -4523174.751384 + Penalty 5017.322798 = -4518157.428586 nChanged 5 SP:Iteration 35Q (12919.610000 sec): 3 clusters Score: Raw -4523180.320534 + Penalty 5017.322798 = -4518162.997737 nChanged 8 SP:Iteration 36Q (12919.920000 sec): 3 clusters Score: Raw -4523186.594737 + Penalty 5017.322798 = -4518169.271939 nChanged 5 SP:Iteration 37Q (12920.250000 sec): 3 clusters Score: Raw -4523191.456247 + Penalty 5017.322798 = -4518174.133449 nChanged 5 SP:Iteration 38Q (12920.570000 sec): 3 clusters Score: Raw -4523195.872212 + Penalty 5017.322798 = -4518178.549414 nChanged 2 SP:Iteration 39Q (12920.880000 sec): 3 clusters Score: Raw -4523197.859030 + Penalty 5017.322798 = -4518180.536233 nChanged 3 SP:Iteration 40F (12921.190000 sec): 3 clusters Score: Raw -4523200.529119 + Penalty 5017.322798 = -4518183.206321 nChanged 3 SP:Iteration 41Q (12921.530000 sec): 3 clusters Score: Raw -4523202.288618 + Penalty 5017.322798 = -4518184.965821 nChanged 1 SP:Iteration 42Q (12921.820000 sec): 3 clusters Score: Raw -4523202.497277 + Penalty 5017.322798 = -4518185.174479 nChanged 0 SP:Iteration 43F (12922.200000 sec): 3 clusters Score: Raw -4523202.497277 + Penalty 5017.322798 = -4518185.174479 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 17 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12922.310000 sec): 2 clusters Score: Raw -206303.474154 + Penalty 1747.784271 = -204555.689883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12922.540000 sec): 3 clusters Score: Raw -206010.867780 + Penalty 3495.568542 = -202515.299238 nChanged 306 SP:Iteration 1F (12922.700000 sec): 3 clusters Score: Raw -206418.520915 + Penalty 3495.568542 = -202922.952373 nChanged 99 SP:Iteration 2F (12922.950000 sec): 3 clusters Score: Raw -206635.514511 + Penalty 3495.568542 = -203139.945969 nChanged 84 SP:Iteration 3F (12923.150000 sec): 3 clusters Score: Raw -206850.696239 + Penalty 3495.568542 = -203355.127697 nChanged 58 SP:Iteration 4F (12923.330000 sec): 3 clusters Score: Raw -207023.687114 + Penalty 3495.568542 = -203528.118572 nChanged 49 SP:Iteration 5Q (12923.520000 sec): 3 clusters Score: Raw -207176.431916 + Penalty 3495.568542 = -203680.863375 nChanged 39 SP:Iteration 6Q (12923.680000 sec): 3 clusters Score: Raw -207276.574490 + Penalty 3495.568542 = -203781.005948 nChanged 30 SP:Iteration 7Q (12923.840000 sec): 3 clusters Score: Raw -207343.957772 + Penalty 3495.568542 = -203848.389230 nChanged 18 SP:Iteration 8Q (12924.000000 sec): 3 clusters Score: Raw -207366.145177 + Penalty 3495.568542 = -203870.576635 nChanged 12 SP:Iteration 9Q (12924.180000 sec): 3 clusters Score: Raw -207380.863392 + Penalty 3495.568542 = -203885.294850 nChanged 1 SP:Iteration 10Q (12924.330000 sec): 3 clusters Score: Raw -207382.013963 + Penalty 3495.568542 = -203886.445421 nChanged 1 SP:Iteration 11Q (12924.520000 sec): 3 clusters Score: Raw -207385.128405 + Penalty 3495.568542 = -203889.559864 nChanged 2 SP:Iteration 12Q (12924.670000 sec): 3 clusters Score: Raw -207387.545184 + Penalty 3495.568542 = -203891.976642 nChanged 2 SP:Iteration 13Q (12924.850000 sec): 3 clusters Score: Raw -207389.865851 + Penalty 3495.568542 = -203894.297309 nChanged 2 SP:Iteration 14Q (12924.980000 sec): 3 clusters Score: Raw -207392.429299 + Penalty 3495.568542 = -203896.860757 nChanged 1 SP:Iteration 15Q (12925.140000 sec): 3 clusters Score: Raw -207393.371078 + Penalty 3495.568542 = -203897.802536 nChanged 0 SP:Iteration 16F (12925.320000 sec): 3 clusters Score: Raw -207393.371078 + Penalty 3495.568542 = -203897.802536 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 18 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12925.400000 sec): 2 clusters Score: Raw -126871.141810 + Penalty 1649.589825 = -125221.551985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12925.600000 sec): 3 clusters Score: Raw -126757.284060 + Penalty 3299.179649 = -123458.104411 nChanged 177 SP:Iteration 1F (12925.800000 sec): 3 clusters Score: Raw -127058.867171 + Penalty 3299.179649 = -123759.687522 nChanged 55 SP:Iteration 2F (12925.950000 sec): 3 clusters Score: Raw -127156.958534 + Penalty 3299.179649 = -123857.778885 nChanged 32 SP:Iteration 3Q (12926.130000 sec): 3 clusters Score: Raw -127222.755991 + Penalty 3299.179649 = -123923.576341 nChanged 13 SP:Iteration 4Q (12926.260000 sec): 3 clusters Score: Raw -127240.933812 + Penalty 3299.179649 = -123941.754163 nChanged 6 SP:Iteration 5Q (12926.460000 sec): 3 clusters Score: Raw -127264.930083 + Penalty 3299.179649 = -123965.750434 nChanged 8 SP:Iteration 6Q (12926.650000 sec): 3 clusters Score: Raw -127312.388384 + Penalty 3299.179649 = -124013.208735 nChanged 19 SP:Iteration 7Q (12926.860000 sec): 3 clusters Score: Raw -127377.818226 + Penalty 3299.179649 = -124078.638576 nChanged 24 SP:Iteration 8Q (12927.010000 sec): 3 clusters Score: Raw -127436.297032 + Penalty 3299.179649 = -124137.117383 nChanged 23 SP:Iteration 9Q (12927.260000 sec): 3 clusters Score: Raw -127496.003186 + Penalty 3299.179649 = -124196.823537 nChanged 24 SP:Iteration 10Q (12927.460000 sec): 3 clusters Score: Raw -127547.750759 + Penalty 3299.179649 = -124248.571110 nChanged 19 SP:Iteration 11Q (12927.620000 sec): 3 clusters Score: Raw -127580.570474 + Penalty 3299.179649 = -124281.390824 nChanged 12 SP:Iteration 12Q (12927.820000 sec): 3 clusters Score: Raw -127607.013674 + Penalty 3299.179649 = -124307.834025 nChanged 14 SP:Iteration 13Q (12928.000000 sec): 3 clusters Score: Raw -127645.057767 + Penalty 3299.179649 = -124345.878118 nChanged 6 SP:Iteration 14Q (12928.190000 sec): 3 clusters Score: Raw -127662.024272 + Penalty 3299.179649 = -124362.844622 nChanged 10 SP:Iteration 15Q (12928.400000 sec): 3 clusters Score: Raw -127694.020829 + Penalty 3299.179649 = -124394.841180 nChanged 10 SP:Iteration 16Q (12928.560000 sec): 3 clusters Score: Raw -127737.206225 + Penalty 3299.179649 = -124438.026575 nChanged 14 SP:Iteration 17Q (12928.710000 sec): 3 clusters Score: Raw -127808.462858 + Penalty 3299.179649 = -124509.283208 nChanged 22 SP:Iteration 18Q (12928.920000 sec): 3 clusters Score: Raw -127931.587086 + Penalty 3299.179649 = -124632.407436 nChanged 12 SP:Iteration 19Q (12929.080000 sec): 3 clusters Score: Raw -127959.601203 + Penalty 3299.179649 = -124660.421554 nChanged 6 SP:Iteration 20F (12929.230000 sec): 3 clusters Score: Raw -127968.573716 + Penalty 3299.179649 = -124669.394066 nChanged 3 SP:Iteration 21Q (12929.420000 sec): 3 clusters Score: Raw -127973.702897 + Penalty 3299.179649 = -124674.523248 nChanged 0 SP:Iteration 22F (12929.630000 sec): 3 clusters Score: Raw -127973.702897 + Penalty 3299.179649 = -124674.523248 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 19 (1880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12929.720000 sec): 2 clusters Score: Raw -311436.027607 + Penalty 1869.678710 = -309566.348897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12929.940000 sec): 3 clusters Score: Raw -310817.871069 + Penalty 3739.357420 = -307078.513649 nChanged 600 SP:Iteration 1F (12930.080000 sec): 3 clusters Score: Raw -311341.853231 + Penalty 3739.357420 = -307602.495811 nChanged 156 SP:Iteration 2F (12930.250000 sec): 3 clusters Score: Raw -311514.050003 + Penalty 3739.357420 = -307774.692583 nChanged 95 SP:Iteration 3F (12930.420000 sec): 3 clusters Score: Raw -311603.744085 + Penalty 3739.357420 = -307864.386666 nChanged 62 SP:Iteration 4Q (12930.630000 sec): 3 clusters Score: Raw -311668.880731 + Penalty 3739.357420 = -307929.523311 nChanged 51 SP:Iteration 5Q (12930.810000 sec): 3 clusters Score: Raw -311723.170249 + Penalty 3739.357420 = -307983.812829 nChanged 34 SP:Iteration 6Q (12931.000000 sec): 3 clusters Score: Raw -311751.568217 + Penalty 3739.357420 = -308012.210797 nChanged 26 SP:Iteration 7Q (12931.160000 sec): 3 clusters Score: Raw -311774.625258 + Penalty 3739.357420 = -308035.267839 nChanged 22 SP:Iteration 8Q (12931.330000 sec): 3 clusters Score: Raw -311792.953751 + Penalty 3739.357420 = -308053.596331 nChanged 18 SP:Iteration 9Q (12931.530000 sec): 3 clusters Score: Raw -311811.626990 + Penalty 3739.357420 = -308072.269571 nChanged 23 SP:Iteration 10Q (12931.700000 sec): 3 clusters Score: Raw -311835.335947 + Penalty 3739.357420 = -308095.978527 nChanged 24 SP:Iteration 11Q (12931.960000 sec): 3 clusters Score: Raw -311859.834133 + Penalty 3739.357420 = -308120.476714 nChanged 20 SP:Iteration 12Q (12932.140000 sec): 3 clusters Score: Raw -311878.592062 + Penalty 3739.357420 = -308139.234643 nChanged 25 SP:Iteration 13Q (12932.340000 sec): 3 clusters Score: Raw -311902.870943 + Penalty 3739.357420 = -308163.513523 nChanged 16 SP:Iteration 14Q (12932.540000 sec): 3 clusters Score: Raw -311915.523055 + Penalty 3739.357420 = -308176.165635 nChanged 15 SP:Iteration 15Q (12932.720000 sec): 3 clusters Score: Raw -311926.817121 + Penalty 3739.357420 = -308187.459701 nChanged 19 SP:Iteration 16Q (12932.990000 sec): 3 clusters Score: Raw -311939.638210 + Penalty 3739.357420 = -308200.280791 nChanged 20 SP:Iteration 17Q (12933.160000 sec): 3 clusters Score: Raw -311958.210174 + Penalty 3739.357420 = -308218.852755 nChanged 16 SP:Iteration 18Q (12933.330000 sec): 3 clusters Score: Raw -311977.334565 + Penalty 3739.357420 = -308237.977146 nChanged 23 SP:Iteration 19Q (12933.540000 sec): 3 clusters Score: Raw -312007.615520 + Penalty 3739.357420 = -308268.258101 nChanged 19 SP:Iteration 20F (12933.720000 sec): 3 clusters Score: Raw -312026.050998 + Penalty 3739.357420 = -308286.693578 nChanged 13 SP:Iteration 21Q (12933.920000 sec): 3 clusters Score: Raw -312041.124435 + Penalty 3739.357420 = -308301.767016 nChanged 15 SP:Iteration 22Q (12934.170000 sec): 3 clusters Score: Raw -312061.698926 + Penalty 3739.357420 = -308322.341506 nChanged 16 SP:Iteration 23Q (12934.310000 sec): 3 clusters Score: Raw -312084.240280 + Penalty 3739.357420 = -308344.882860 nChanged 21 SP:Iteration 24Q (12934.490000 sec): 3 clusters Score: Raw -312105.666053 + Penalty 3739.357420 = -308366.308633 nChanged 10 SP:Iteration 25Q (12934.660000 sec): 3 clusters Score: Raw -312126.407494 + Penalty 3739.357420 = -308387.050074 nChanged 16 SP:Iteration 26Q (12934.840000 sec): 3 clusters Score: Raw -312138.713837 + Penalty 3739.357420 = -308399.356417 nChanged 18 SP:Iteration 27Q (12935.080000 sec): 3 clusters Score: Raw -312152.285516 + Penalty 3739.357420 = -308412.928096 nChanged 12 SP:Iteration 28Q (12935.250000 sec): 3 clusters Score: Raw -312162.786594 + Penalty 3739.357420 = -308423.429175 nChanged 6 SP:Iteration 29Q (12935.460000 sec): 3 clusters Score: Raw -312167.245376 + Penalty 3739.357420 = -308427.887956 nChanged 6 SP:Iteration 30Q (12935.620000 sec): 3 clusters Score: Raw -312173.352658 + Penalty 3739.357420 = -308433.995239 nChanged 6 SP:Iteration 31Q (12935.820000 sec): 3 clusters Score: Raw -312178.971574 + Penalty 3739.357420 = -308439.614154 nChanged 9 SP:Iteration 32Q (12935.970000 sec): 3 clusters Score: Raw -312186.369573 + Penalty 3739.357420 = -308447.012153 nChanged 5 SP:Iteration 33Q (12936.140000 sec): 3 clusters Score: Raw -312194.358650 + Penalty 3739.357420 = -308455.001230 nChanged 10 SP:Iteration 34Q (12936.320000 sec): 3 clusters Score: Raw -312202.832369 + Penalty 3739.357420 = -308463.474950 nChanged 6 SP:Iteration 35Q (12936.530000 sec): 3 clusters Score: Raw -312206.560639 + Penalty 3739.357420 = -308467.203220 nChanged 3 SP:Iteration 36Q (12936.690000 sec): 3 clusters Score: Raw -312209.030528 + Penalty 3739.357420 = -308469.673108 nChanged 2 SP:Iteration 37Q (12936.880000 sec): 3 clusters Score: Raw -312209.974726 + Penalty 3739.357420 = -308470.617306 nChanged 4 SP:Iteration 38Q (12937.050000 sec): 3 clusters Score: Raw -312212.814175 + Penalty 3739.357420 = -308473.456755 nChanged 1 SP:Iteration 39Q (12937.240000 sec): 3 clusters Score: Raw -312213.882149 + Penalty 3739.357420 = -308474.524730 nChanged 0 SP:Iteration 40F (12937.430000 sec): 3 clusters Score: Raw -312213.882149 + Penalty 3739.357420 = -308474.524730 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 20 (1600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12937.520000 sec): 2 clusters Score: Raw -290405.363294 + Penalty 1829.684209 = -288575.679085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12937.700000 sec): 3 clusters Score: Raw -289900.069015 + Penalty 3659.368418 = -286240.700597 nChanged 479 SP:Iteration 1F (12937.940000 sec): 3 clusters Score: Raw -290339.958404 + Penalty 3659.368418 = -286680.589985 nChanged 126 SP:Iteration 2F (12938.080000 sec): 3 clusters Score: Raw -290473.575661 + Penalty 3659.368418 = -286814.207242 nChanged 70 SP:Iteration 3Q (12938.290000 sec): 3 clusters Score: Raw -290549.978965 + Penalty 3659.368418 = -286890.610547 nChanged 51 SP:Iteration 4Q (12938.500000 sec): 3 clusters Score: Raw -290606.778775 + Penalty 3659.368418 = -286947.410357 nChanged 34 SP:Iteration 5Q (12938.680000 sec): 3 clusters Score: Raw -290652.700675 + Penalty 3659.368418 = -286993.332256 nChanged 30 SP:Iteration 6Q (12938.850000 sec): 3 clusters Score: Raw -290685.984843 + Penalty 3659.368418 = -287026.616425 nChanged 27 SP:Iteration 7Q (12939.020000 sec): 3 clusters Score: Raw -290715.510882 + Penalty 3659.368418 = -287056.142464 nChanged 30 SP:Iteration 8Q (12939.220000 sec): 3 clusters Score: Raw -290744.605366 + Penalty 3659.368418 = -287085.236948 nChanged 32 SP:Iteration 9Q (12939.430000 sec): 3 clusters Score: Raw -290781.528541 + Penalty 3659.368418 = -287122.160123 nChanged 30 SP:Iteration 10Q (12939.630000 sec): 3 clusters Score: Raw -290816.136565 + Penalty 3659.368418 = -287156.768147 nChanged 25 SP:Iteration 11Q (12939.840000 sec): 3 clusters Score: Raw -290862.796343 + Penalty 3659.368418 = -287203.427925 nChanged 29 SP:Iteration 12Q (12940.030000 sec): 3 clusters Score: Raw -290911.423570 + Penalty 3659.368418 = -287252.055152 nChanged 21 SP:Iteration 13Q (12940.210000 sec): 3 clusters Score: Raw -290940.410300 + Penalty 3659.368418 = -287281.041882 nChanged 26 SP:Iteration 14Q (12940.380000 sec): 3 clusters Score: Raw -290974.591845 + Penalty 3659.368418 = -287315.223426 nChanged 17 SP:Iteration 15Q (12940.590000 sec): 3 clusters Score: Raw -290993.723444 + Penalty 3659.368418 = -287334.355026 nChanged 16 SP:Iteration 16Q (12940.750000 sec): 3 clusters Score: Raw -291009.477175 + Penalty 3659.368418 = -287350.108756 nChanged 14 SP:Iteration 17Q (12940.950000 sec): 3 clusters Score: Raw -291023.989799 + Penalty 3659.368418 = -287364.621381 nChanged 8 SP:Iteration 18Q (12941.180000 sec): 3 clusters Score: Raw -291037.328225 + Penalty 3659.368418 = -287377.959807 nChanged 7 SP:Iteration 19Q (12941.380000 sec): 3 clusters Score: Raw -291045.018236 + Penalty 3659.368418 = -287385.649818 nChanged 9 SP:Iteration 20F (12941.550000 sec): 3 clusters Score: Raw -291054.880350 + Penalty 3659.368418 = -287395.511932 nChanged 14 SP:Iteration 21Q (12941.770000 sec): 3 clusters Score: Raw -291070.754693 + Penalty 3659.368418 = -287411.386274 nChanged 12 SP:Iteration 22Q (12941.950000 sec): 3 clusters Score: Raw -291084.312434 + Penalty 3659.368418 = -287424.944016 nChanged 13 SP:Iteration 23Q (12942.110000 sec): 3 clusters Score: Raw -291094.962224 + Penalty 3659.368418 = -287435.593806 nChanged 10 SP:Iteration 24Q (12942.270000 sec): 3 clusters Score: Raw -291104.864452 + Penalty 3659.368418 = -287445.496033 nChanged 10 SP:Iteration 25Q (12942.500000 sec): 3 clusters Score: Raw -291114.118320 + Penalty 3659.368418 = -287454.749901 nChanged 8 SP:Iteration 26Q (12942.710000 sec): 3 clusters Score: Raw -291121.121773 + Penalty 3659.368418 = -287461.753355 nChanged 6 SP:Iteration 27Q (12942.890000 sec): 3 clusters Score: Raw -291126.913530 + Penalty 3659.368418 = -287467.545112 nChanged 3 SP:Iteration 28Q (12943.080000 sec): 3 clusters Score: Raw -291130.561957 + Penalty 3659.368418 = -287471.193539 nChanged 3 SP:Iteration 29Q (12943.320000 sec): 3 clusters Score: Raw -291133.421827 + Penalty 3659.368418 = -287474.053409 nChanged 5 SP:Iteration 30Q (12943.510000 sec): 3 clusters Score: Raw -291138.101687 + Penalty 3659.368418 = -287478.733268 nChanged 5 SP:Iteration 31Q (12943.710000 sec): 3 clusters Score: Raw -291142.079507 + Penalty 3659.368418 = -287482.711088 nChanged 0 SP:Iteration 32F (12943.900000 sec): 3 clusters Score: Raw -291142.079507 + Penalty 3659.368418 = -287482.711088 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 21 (864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12944.020000 sec): 2 clusters Score: Raw -136028.553107 + Penalty 1676.870047 = -134351.683061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12944.160000 sec): 3 clusters Score: Raw -135897.372964 + Penalty 3353.740093 = -132543.632870 nChanged 198 SP:Iteration 1F (12944.380000 sec): 3 clusters Score: Raw -136257.627777 + Penalty 3353.740093 = -132903.887684 nChanged 69 SP:Iteration 2F (12944.550000 sec): 3 clusters Score: Raw -136504.194312 + Penalty 3353.740093 = -133150.454218 nChanged 47 SP:Iteration 3F (12944.760000 sec): 3 clusters Score: Raw -136712.111450 + Penalty 3353.740093 = -133358.371357 nChanged 37 SP:Iteration 4Q (12944.920000 sec): 3 clusters Score: Raw -136835.706449 + Penalty 3353.740093 = -133481.966356 nChanged 29 SP:Iteration 5Q (12945.130000 sec): 3 clusters Score: Raw -136937.338390 + Penalty 3353.740093 = -133583.598296 nChanged 20 SP:Iteration 6Q (12945.340000 sec): 3 clusters Score: Raw -136991.813658 + Penalty 3353.740093 = -133638.073565 nChanged 17 SP:Iteration 7Q (12945.520000 sec): 3 clusters Score: Raw -137021.511293 + Penalty 3353.740093 = -133667.771200 nChanged 13 SP:Iteration 8Q (12945.730000 sec): 3 clusters Score: Raw -137043.294753 + Penalty 3353.740093 = -133689.554660 nChanged 10 SP:Iteration 9Q (12945.910000 sec): 3 clusters Score: Raw -137059.252196 + Penalty 3353.740093 = -133705.512103 nChanged 8 SP:Iteration 10Q (12946.100000 sec): 3 clusters Score: Raw -137070.578948 + Penalty 3353.740093 = -133716.838855 nChanged 11 SP:Iteration 11Q (12946.310000 sec): 3 clusters Score: Raw -137086.436251 + Penalty 3353.740093 = -133732.696158 nChanged 9 SP:Iteration 12Q (12946.570000 sec): 3 clusters Score: Raw -137100.992665 + Penalty 3353.740093 = -133747.252572 nChanged 7 SP:Iteration 13Q (12946.820000 sec): 3 clusters Score: Raw -137117.273952 + Penalty 3353.740093 = -133763.533859 nChanged 10 SP:Iteration 14Q (12947.000000 sec): 3 clusters Score: Raw -137135.025380 + Penalty 3353.740093 = -133781.285287 nChanged 9 SP:Iteration 15Q (12947.180000 sec): 3 clusters Score: Raw -137153.789589 + Penalty 3353.740093 = -133800.049495 nChanged 6 SP:Iteration 16Q (12947.380000 sec): 3 clusters Score: Raw -137170.087239 + Penalty 3353.740093 = -133816.347145 nChanged 9 SP:Iteration 17Q (12947.540000 sec): 3 clusters Score: Raw -137194.463189 + Penalty 3353.740093 = -133840.723096 nChanged 2 SP:Iteration 18Q (12947.760000 sec): 3 clusters Score: Raw -137197.950345 + Penalty 3353.740093 = -133844.210252 nChanged 3 SP:Iteration 19Q (12947.960000 sec): 3 clusters Score: Raw -137201.000421 + Penalty 3353.740093 = -133847.260328 nChanged 2 SP:Iteration 20F (12948.120000 sec): 3 clusters Score: Raw -137203.314856 + Penalty 3353.740093 = -133849.574763 nChanged 1 SP:Iteration 21Q (12948.260000 sec): 3 clusters Score: Raw -137204.208210 + Penalty 3353.740093 = -133850.468116 nChanged 0 SP:Iteration 22F (12948.480000 sec): 3 clusters Score: Raw -137204.208210 + Penalty 3353.740093 = -133850.468116 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 22 (7606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12948.600000 sec): 2 clusters Score: Raw -1328425.703426 + Penalty 2216.299787 = -1326209.403639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12948.800000 sec): 3 clusters Score: Raw -1324447.822781 + Penalty 4432.599573 = -1320015.223207 nChanged 3082 SP:Iteration 1F (12949.040000 sec): 3 clusters Score: Raw -1326096.018590 + Penalty 4432.599573 = -1321663.419016 nChanged 563 SP:Iteration 2F (12949.240000 sec): 3 clusters Score: Raw -1326427.741171 + Penalty 4432.599573 = -1321995.141597 nChanged 441 SP:Iteration 3F (12949.470000 sec): 3 clusters Score: Raw -1326716.344807 + Penalty 4432.599573 = -1322283.745234 nChanged 412 SP:Iteration 4F (12949.720000 sec): 3 clusters Score: Raw -1327009.034517 + Penalty 4432.599573 = -1322576.434944 nChanged 434 SP:Iteration 5F (12949.960000 sec): 3 clusters Score: Raw -1327335.046369 + Penalty 4432.599573 = -1322902.446796 nChanged 428 SP:Iteration 6F (12950.160000 sec): 3 clusters Score: Raw -1327712.064091 + Penalty 4432.599573 = -1323279.464517 nChanged 436 SP:Iteration 7F (12950.420000 sec): 3 clusters Score: Raw -1328098.216130 + Penalty 4432.599573 = -1323665.616557 nChanged 434 SP:Iteration 8F (12950.620000 sec): 3 clusters Score: Raw -1328455.774565 + Penalty 4432.599573 = -1324023.174992 nChanged 389 SP:Iteration 9F (12950.880000 sec): 3 clusters Score: Raw -1328702.841465 + Penalty 4432.599573 = -1324270.241891 nChanged 290 SP:Iteration 10Q (12951.030000 sec): 3 clusters Score: Raw -1328857.758667 + Penalty 4432.599573 = -1324425.159093 nChanged 199 SP:Iteration 11Q (12951.260000 sec): 3 clusters Score: Raw -1328961.967567 + Penalty 4432.599573 = -1324529.367994 nChanged 157 SP:Iteration 12Q (12951.540000 sec): 3 clusters Score: Raw -1329021.907328 + Penalty 4432.599573 = -1324589.307755 nChanged 109 SP:Iteration 13Q (12951.760000 sec): 3 clusters Score: Raw -1329056.039745 + Penalty 4432.599573 = -1324623.440172 nChanged 69 SP:Iteration 14Q (12951.980000 sec): 3 clusters Score: Raw -1329075.284806 + Penalty 4432.599573 = -1324642.685232 nChanged 37 SP:Iteration 15Q (12952.240000 sec): 3 clusters Score: Raw -1329085.304083 + Penalty 4432.599573 = -1324652.704510 nChanged 27 SP:Iteration 16Q (12952.460000 sec): 3 clusters Score: Raw -1329093.190954 + Penalty 4432.599573 = -1324660.591380 nChanged 29 SP:Iteration 17Q (12952.720000 sec): 3 clusters Score: Raw -1329101.813345 + Penalty 4432.599573 = -1324669.213771 nChanged 24 SP:Iteration 18Q (12952.880000 sec): 3 clusters Score: Raw -1329106.328492 + Penalty 4432.599573 = -1324673.728919 nChanged 12 SP:Iteration 19Q (12953.120000 sec): 3 clusters Score: Raw -1329108.822693 + Penalty 4432.599573 = -1324676.223120 nChanged 10 SP:Iteration 20F (12953.350000 sec): 3 clusters Score: Raw -1329111.448975 + Penalty 4432.599573 = -1324678.849401 nChanged 11 SP:Iteration 21Q (12953.580000 sec): 3 clusters Score: Raw -1329114.886718 + Penalty 4432.599573 = -1324682.287145 nChanged 7 SP:Iteration 22Q (12953.800000 sec): 3 clusters Score: Raw -1329116.132834 + Penalty 4432.599573 = -1324683.533261 nChanged 3 SP:Iteration 23Q (12954.000000 sec): 3 clusters Score: Raw -1329116.806107 + Penalty 4432.599573 = -1324684.206533 nChanged 4 SP:Iteration 24Q (12954.280000 sec): 3 clusters Score: Raw -1329117.686347 + Penalty 4432.599573 = -1324685.086773 nChanged 4 SP:Iteration 25Q (12954.470000 sec): 3 clusters Score: Raw -1329118.515963 + Penalty 4432.599573 = -1324685.916389 nChanged 5 SP:Iteration 26Q (12954.720000 sec): 3 clusters Score: Raw -1329119.415546 + Penalty 4432.599573 = -1324686.815972 nChanged 3 SP:Iteration 27Q (12954.980000 sec): 3 clusters Score: Raw -1329120.359281 + Penalty 4432.599573 = -1324687.759707 nChanged 5 SP:Iteration 28Q (12955.180000 sec): 3 clusters Score: Raw -1329121.087619 + Penalty 4432.599573 = -1324688.488045 nChanged 4 SP:Iteration 29Q (12955.430000 sec): 3 clusters Score: Raw -1329121.533291 + Penalty 4432.599573 = -1324688.933717 nChanged 2 SP:Iteration 30Q (12955.660000 sec): 3 clusters Score: Raw -1329121.711900 + Penalty 4432.599573 = -1324689.112327 nChanged 0 SP:Iteration 31F (12955.910000 sec): 3 clusters Score: Raw -1329121.711900 + Penalty 4432.599573 = -1324689.112327 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 23 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12956.000000 sec): 2 clusters Score: Raw -45502.804747 + Penalty 1401.817317 = -44100.987431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12956.180000 sec): 3 clusters Score: Raw -45723.041871 + Penalty 2803.634633 = -42919.407238 nChanged 39 SP:Iteration 1F (12956.340000 sec): 3 clusters Score: Raw -45813.834545 + Penalty 2803.634633 = -43010.199912 nChanged 8 SP:Iteration 2Q (12956.540000 sec): 3 clusters Score: Raw -45849.061126 + Penalty 2803.634633 = -43045.426493 nChanged 2 SP:Iteration 3Q (12956.720000 sec): 3 clusters Score: Raw -45866.170057 + Penalty 2803.634633 = -43062.535424 nChanged 1 SP:Iteration 4Q (12956.920000 sec): 3 clusters Score: Raw -45867.202292 + Penalty 2803.634633 = -43063.567659 nChanged 0 SP:Iteration 5F (12957.120000 sec): 3 clusters Score: Raw -45867.202292 + Penalty 2803.634633 = -43063.567659 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 24 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12957.190000 sec): 2 clusters Score: Raw -45458.415127 + Penalty 1448.479131 = -44009.935995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12957.390000 sec): 3 clusters Score: Raw -45708.313578 + Penalty 2896.958262 = -42811.355316 nChanged 65 SP:Iteration 1F (12957.570000 sec): 3 clusters Score: Raw -45912.508498 + Penalty 2896.958262 = -43015.550236 nChanged 16 SP:Iteration 2Q (12957.760000 sec): 3 clusters Score: Raw -45948.084041 + Penalty 2896.958262 = -43051.125779 nChanged 13 SP:Iteration 3Q (12957.940000 sec): 3 clusters Score: Raw -45999.853931 + Penalty 2896.958262 = -43102.895669 nChanged 6 SP:Iteration 4Q (12958.170000 sec): 3 clusters Score: Raw -46012.171841 + Penalty 2896.958262 = -43115.213579 nChanged 8 SP:Iteration 5Q (12958.350000 sec): 3 clusters Score: Raw -46043.470730 + Penalty 2896.958262 = -43146.512468 nChanged 13 SP:Iteration 6Q (12958.540000 sec): 3 clusters Score: Raw -46093.659523 + Penalty 2896.958262 = -43196.701261 nChanged 4 SP:Iteration 7Q (12958.720000 sec): 3 clusters Score: Raw -46152.884670 + Penalty 2896.958262 = -43255.926408 nChanged 8 SP:Iteration 8Q (12958.910000 sec): 3 clusters Score: Raw -46200.940402 + Penalty 2896.958262 = -43303.982140 nChanged 4 SP:Iteration 9Q (12959.060000 sec): 3 clusters Score: Raw -46230.826123 + Penalty 2896.958262 = -43333.867861 nChanged 3 SP:Iteration 10Q (12959.210000 sec): 3 clusters Score: Raw -46248.351589 + Penalty 2896.958262 = -43351.393327 nChanged 1 SP:Iteration 11Q (12959.430000 sec): 3 clusters Score: Raw -46252.191164 + Penalty 2896.958262 = -43355.232902 nChanged 0 SP:Iteration 12F (12959.570000 sec): 3 clusters Score: Raw -46252.348829 + Penalty 2896.958262 = -43355.390567 nChanged 1 SP:Iteration 13Q (12959.770000 sec): 3 clusters Score: Raw -46258.062229 + Penalty 2896.958262 = -43361.103967 nChanged 0 SP:Iteration 14F (12959.930000 sec): 3 clusters Score: Raw -46258.062229 + Penalty 2896.958262 = -43361.103967 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 25 (27526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12960.170000 sec): 2 clusters Score: Raw -4728070.471069 + Penalty 2535.275800 = -4725535.195269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12960.490000 sec): 3 clusters Score: Raw -4711627.788132 + Penalty 5070.551601 = -4706557.236532 nChanged 12288 SP:Iteration 1F (12960.810000 sec): 3 clusters Score: Raw -4718638.134293 + Penalty 5070.551601 = -4713567.582693 nChanged 1728 SP:Iteration 2F (12961.110000 sec): 3 clusters Score: Raw -4719464.918262 + Penalty 5070.551601 = -4714394.366661 nChanged 1702 SP:Iteration 3F (12961.480000 sec): 3 clusters Score: Raw -4720358.146405 + Penalty 5070.551601 = -4715287.594804 nChanged 1699 SP:Iteration 4F (12961.740000 sec): 3 clusters Score: Raw -4721308.377326 + Penalty 5070.551601 = -4716237.825725 nChanged 1608 SP:Iteration 5F (12962.110000 sec): 3 clusters Score: Raw -4722225.733591 + Penalty 5070.551601 = -4717155.181990 nChanged 1516 SP:Iteration 6F (12962.440000 sec): 3 clusters Score: Raw -4723074.717186 + Penalty 5070.551601 = -4718004.165585 nChanged 1334 SP:Iteration 7Q (12962.770000 sec): 3 clusters Score: Raw -4723834.820382 + Penalty 5070.551601 = -4718764.268782 nChanged 1225 SP:Iteration 8Q (12963.100000 sec): 3 clusters Score: Raw -4724533.854407 + Penalty 5070.551601 = -4719463.302806 nChanged 1135 SP:Iteration 9Q (12963.450000 sec): 3 clusters Score: Raw -4725217.810057 + Penalty 5070.551601 = -4720147.258456 nChanged 1045 SP:Iteration 10Q (12963.790000 sec): 3 clusters Score: Raw -4725878.070006 + Penalty 5070.551601 = -4720807.518405 nChanged 941 SP:Iteration 11Q (12964.140000 sec): 3 clusters Score: Raw -4726499.972028 + Penalty 5070.551601 = -4721429.420428 nChanged 788 SP:Iteration 12Q (12964.470000 sec): 3 clusters Score: Raw -4727034.853244 + Penalty 5070.551601 = -4721964.301643 nChanged 619 SP:Iteration 13Q (12964.780000 sec): 3 clusters Score: Raw -4727481.467285 + Penalty 5070.551601 = -4722410.915684 nChanged 453 SP:Iteration 14Q (12965.150000 sec): 3 clusters Score: Raw -4727819.079218 + Penalty 5070.551601 = -4722748.527618 nChanged 297 SP:Iteration 15Q (12965.490000 sec): 3 clusters Score: Raw -4728043.903474 + Penalty 5070.551601 = -4722973.351874 nChanged 201 SP:Iteration 16Q (12965.770000 sec): 3 clusters Score: Raw -4728207.678526 + Penalty 5070.551601 = -4723137.126925 nChanged 118 SP:Iteration 17Q (12966.070000 sec): 3 clusters Score: Raw -4728305.694014 + Penalty 5070.551601 = -4723235.142414 nChanged 77 SP:Iteration 18Q (12966.350000 sec): 3 clusters Score: Raw -4728369.111283 + Penalty 5070.551601 = -4723298.559682 nChanged 43 SP:Iteration 19Q (12966.660000 sec): 3 clusters Score: Raw -4728405.758358 + Penalty 5070.551601 = -4723335.206758 nChanged 25 SP:Iteration 20F (12967.020000 sec): 3 clusters Score: Raw -4728433.157259 + Penalty 5070.551601 = -4723362.605658 nChanged 21 SP:Iteration 21Q (12967.340000 sec): 3 clusters Score: Raw -4728446.884695 + Penalty 5070.551601 = -4723376.333095 nChanged 10 SP:Iteration 22Q (12967.660000 sec): 3 clusters Score: Raw -4728452.672045 + Penalty 5070.551601 = -4723382.120444 nChanged 7 SP:Iteration 23Q (12967.950000 sec): 3 clusters Score: Raw -4728457.935571 + Penalty 5070.551601 = -4723387.383970 nChanged 5 SP:Iteration 24Q (12968.230000 sec): 3 clusters Score: Raw -4728461.887778 + Penalty 5070.551601 = -4723391.336178 nChanged 2 SP:Iteration 25Q (12968.540000 sec): 3 clusters Score: Raw -4728464.130282 + Penalty 5070.551601 = -4723393.578682 nChanged 2 SP:Iteration 26Q (12968.840000 sec): 3 clusters Score: Raw -4728465.792672 + Penalty 5070.551601 = -4723395.241072 nChanged 2 SP:Iteration 27Q (12969.100000 sec): 3 clusters Score: Raw -4728469.270828 + Penalty 5070.551601 = -4723398.719227 nChanged 5 SP:Iteration 28Q (12969.350000 sec): 3 clusters Score: Raw -4728474.169770 + Penalty 5070.551601 = -4723403.618170 nChanged 5 SP:Iteration 29Q (12969.620000 sec): 3 clusters Score: Raw -4728477.247125 + Penalty 5070.551601 = -4723406.695524 nChanged 1 SP:Iteration 30Q (12969.890000 sec): 3 clusters Score: Raw -4728478.172038 + Penalty 5070.551601 = -4723407.620437 nChanged 1 SP:Iteration 31Q (12970.170000 sec): 3 clusters Score: Raw -4728478.800204 + Penalty 5070.551601 = -4723408.248604 nChanged 2 SP:Iteration 32Q (12970.490000 sec): 3 clusters Score: Raw -4728479.822909 + Penalty 5070.551601 = -4723409.271308 nChanged 1 SP:Iteration 33Q (12970.740000 sec): 3 clusters Score: Raw -4728480.477803 + Penalty 5070.551601 = -4723409.926203 nChanged 1 SP:Iteration 34Q (12971.050000 sec): 3 clusters Score: Raw -4728480.883407 + Penalty 5070.551601 = -4723410.331807 nChanged 2 SP:Iteration 35Q (12971.290000 sec): 3 clusters Score: Raw -4728481.892226 + Penalty 5070.551601 = -4723411.340626 nChanged 0 SP:Iteration 36F (12971.620000 sec): 3 clusters Score: Raw -4728481.892226 + Penalty 5070.551601 = -4723411.340626 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 26 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12971.710000 sec): 2 clusters Score: Raw -20039.290393 + Penalty 1334.214544 = -18705.075850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12971.850000 sec): 3 clusters Score: Raw -20464.326228 + Penalty 2668.429087 = -17795.897141 nChanged 36 SP:Iteration 1F (12972.040000 sec): 3 clusters Score: Raw -20689.268138 + Penalty 2668.429087 = -18020.839051 nChanged 8 SP:Iteration 2Q (12972.200000 sec): 3 clusters Score: Raw -20722.502704 + Penalty 2668.429087 = -18054.073616 nChanged 4 SP:Iteration 3Q (12972.390000 sec): 3 clusters Score: Raw -20794.535978 + Penalty 2668.429087 = -18126.106891 nChanged 2 SP:Iteration 4Q (12972.570000 sec): 3 clusters Score: Raw -20847.248417 + Penalty 2668.429087 = -18178.819329 nChanged 2 SP:Iteration 5Q (12972.740000 sec): 3 clusters Score: Raw -20863.017120 + Penalty 2668.429087 = -18194.588032 nChanged 0 SP:Iteration 6F (12972.950000 sec): 3 clusters Score: Raw -20863.017120 + Penalty 2668.429087 = -18194.588032 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 27 (209904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12973.920000 sec): 2 clusters Score: Raw -37142757.780002 + Penalty 3039.092579 = -37139718.687423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12975.140000 sec): 3 clusters Score: Raw -37005264.866728 + Penalty 6078.185159 = -36999186.681569 nChanged 100626 SP:Iteration 1F (12976.390000 sec): 3 clusters Score: Raw -37065618.739236 + Penalty 6078.185159 = -37059540.554077 nChanged 8215 SP:Iteration 2Q (12977.590000 sec): 3 clusters Score: Raw -37068422.258848 + Penalty 6078.185159 = -37062344.073689 nChanged 10948 SP:Iteration 3F (12978.740000 sec): 3 clusters Score: Raw -37073654.069482 + Penalty 6078.185159 = -37067575.884323 nChanged 15097 SP:Iteration 4F (12979.880000 sec): 3 clusters Score: Raw -37083639.271829 + Penalty 6078.185159 = -37077561.086671 nChanged 19075 SP:Iteration 5F (12981.070000 sec): 3 clusters Score: Raw -37099741.237071 + Penalty 6078.185159 = -37093663.051913 nChanged 19532 SP:Iteration 6F (12982.300000 sec): 3 clusters Score: Raw -37119101.119531 + Penalty 6078.185159 = -37113022.934372 nChanged 14400 SP:Iteration 7F (12983.550000 sec): 3 clusters Score: Raw -37134162.809709 + Penalty 6078.185159 = -37128084.624550 nChanged 6568 SP:Iteration 8Q (12984.850000 sec): 3 clusters Score: Raw -37140679.259012 + Penalty 6078.185159 = -37134601.073853 nChanged 1841 SP:Iteration 9Q (12986.010000 sec): 3 clusters Score: Raw -37142397.983199 + Penalty 6078.185159 = -37136319.798040 nChanged 415 SP:Iteration 10Q (12987.080000 sec): 3 clusters Score: Raw -37142832.794950 + Penalty 6078.185159 = -37136754.609791 nChanged 93 SP:Iteration 11Q (12988.140000 sec): 3 clusters Score: Raw -37142953.083468 + Penalty 6078.185159 = -37136874.898309 nChanged 47 SP:Iteration 12Q (12989.130000 sec): 3 clusters Score: Raw -37143024.755352 + Penalty 6078.185159 = -37136946.570193 nChanged 19 SP:Iteration 13Q (12990.070000 sec): 3 clusters Score: Raw -37143055.148688 + Penalty 6078.185159 = -37136976.963530 nChanged 8 SP:Iteration 14Q (12991.090000 sec): 3 clusters Score: Raw -37143070.721941 + Penalty 6078.185159 = -37136992.536783 nChanged 3 SP:Iteration 15Q (12992.140000 sec): 3 clusters Score: Raw -37143076.448776 + Penalty 6078.185159 = -37136998.263617 nChanged 4 SP:Iteration 16Q (12993.190000 sec): 3 clusters Score: Raw -37143081.938490 + Penalty 6078.185159 = -37137003.753331 nChanged 3 SP:Iteration 17Q (12994.240000 sec): 3 clusters Score: Raw -37143085.934429 + Penalty 6078.185159 = -37137007.749270 nChanged 0 SP:Iteration 18F (12995.450000 sec): 3 clusters Score: Raw -37143085.934429 + Penalty 6078.185159 = -37137007.749270 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 28 (20502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12995.720000 sec): 2 clusters Score: Raw -3452708.150817 + Penalty 2462.212875 = -3450245.937942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12996.040000 sec): 3 clusters Score: Raw -3440762.154173 + Penalty 4924.425750 = -3435837.728423 nChanged 8983 SP:Iteration 1F (12996.370000 sec): 3 clusters Score: Raw -3445644.870552 + Penalty 4924.425750 = -3440720.444802 nChanged 1090 SP:Iteration 2F (12996.680000 sec): 3 clusters Score: Raw -3446024.285481 + Penalty 4924.425750 = -3441099.859731 nChanged 901 SP:Iteration 3Q (12996.940000 sec): 3 clusters Score: Raw -3446336.055961 + Penalty 4924.425750 = -3441411.630211 nChanged 843 SP:Iteration 4Q (12997.260000 sec): 3 clusters Score: Raw -3446666.408143 + Penalty 4924.425750 = -3441741.982394 nChanged 860 SP:Iteration 5Q (12997.560000 sec): 3 clusters Score: Raw -3447115.666532 + Penalty 4924.425750 = -3442191.240782 nChanged 974 SP:Iteration 6Q (12997.830000 sec): 3 clusters Score: Raw -3447735.253708 + Penalty 4924.425750 = -3442810.827958 nChanged 1068 SP:Iteration 7F (12998.050000 sec): 3 clusters Score: Raw -3448529.382920 + Penalty 4924.425750 = -3443604.957170 nChanged 1095 SP:Iteration 8F (12998.270000 sec): 3 clusters Score: Raw -3449367.239529 + Penalty 4924.425750 = -3444442.813779 nChanged 1050 SP:Iteration 9F (12998.530000 sec): 3 clusters Score: Raw -3450103.262098 + Penalty 4924.425750 = -3445178.836348 nChanged 899 SP:Iteration 10Q (12998.840000 sec): 3 clusters Score: Raw -3450741.977286 + Penalty 4924.425750 = -3445817.551536 nChanged 777 SP:Iteration 11Q (12999.130000 sec): 3 clusters Score: Raw -3451274.753659 + Penalty 4924.425750 = -3446350.327909 nChanged 613 SP:Iteration 12Q (12999.380000 sec): 3 clusters Score: Raw -3451664.337161 + Penalty 4924.425750 = -3446739.911411 nChanged 502 SP:Iteration 13Q (12999.700000 sec): 3 clusters Score: Raw -3451990.476960 + Penalty 4924.425750 = -3447066.051210 nChanged 386 SP:Iteration 14Q (12999.950000 sec): 3 clusters Score: Raw -3452228.896222 + Penalty 4924.425750 = -3447304.470473 nChanged 313 SP:Iteration 15Q (13000.240000 sec): 3 clusters Score: Raw -3452421.924630 + Penalty 4924.425750 = -3447497.498880 nChanged 246 SP:Iteration 16Q (13000.490000 sec): 3 clusters Score: Raw -3452564.497256 + Penalty 4924.425750 = -3447640.071506 nChanged 183 SP:Iteration 17Q (13000.760000 sec): 3 clusters Score: Raw -3452670.466794 + Penalty 4924.425750 = -3447746.041045 nChanged 122 SP:Iteration 18Q (13001.030000 sec): 3 clusters Score: Raw -3452747.277806 + Penalty 4924.425750 = -3447822.852056 nChanged 108 SP:Iteration 19Q (13001.250000 sec): 3 clusters Score: Raw -3452817.937438 + Penalty 4924.425750 = -3447893.511688 nChanged 82 SP:Iteration 20F (13001.510000 sec): 3 clusters Score: Raw -3452871.978420 + Penalty 4924.425750 = -3447947.552670 nChanged 67 SP:Iteration 21Q (13001.770000 sec): 3 clusters Score: Raw -3452915.172827 + Penalty 4924.425750 = -3447990.747077 nChanged 55 SP:Iteration 22Q (13002.060000 sec): 3 clusters Score: Raw -3452955.266290 + Penalty 4924.425750 = -3448030.840540 nChanged 42 SP:Iteration 23Q (13002.330000 sec): 3 clusters Score: Raw -3452984.275586 + Penalty 4924.425750 = -3448059.849836 nChanged 36 SP:Iteration 24Q (13002.630000 sec): 3 clusters Score: Raw -3453005.206493 + Penalty 4924.425750 = -3448080.780743 nChanged 27 SP:Iteration 25Q (13002.920000 sec): 3 clusters Score: Raw -3453027.382052 + Penalty 4924.425750 = -3448102.956302 nChanged 18 SP:Iteration 26Q (13003.210000 sec): 3 clusters Score: Raw -3453039.375601 + Penalty 4924.425750 = -3448114.949851 nChanged 23 SP:Iteration 27Q (13003.540000 sec): 3 clusters Score: Raw -3453054.391603 + Penalty 4924.425750 = -3448129.965853 nChanged 19 SP:Iteration 28Q (13003.800000 sec): 3 clusters Score: Raw -3453072.978607 + Penalty 4924.425750 = -3448148.552857 nChanged 19 SP:Iteration 29Q (13004.070000 sec): 3 clusters Score: Raw -3453085.141355 + Penalty 4924.425750 = -3448160.715605 nChanged 16 SP:Iteration 30Q (13004.340000 sec): 3 clusters Score: Raw -3453093.839288 + Penalty 4924.425750 = -3448169.413539 nChanged 10 SP:Iteration 31Q (13004.590000 sec): 3 clusters Score: Raw -3453099.326717 + Penalty 4924.425750 = -3448174.900967 nChanged 8 SP:Iteration 32Q (13004.860000 sec): 3 clusters Score: Raw -3453106.161649 + Penalty 4924.425750 = -3448181.735899 nChanged 8 SP:Iteration 33Q (13005.200000 sec): 3 clusters Score: Raw -3453111.048041 + Penalty 4924.425750 = -3448186.622292 nChanged 4 SP:Iteration 34Q (13005.480000 sec): 3 clusters Score: Raw -3453114.079443 + Penalty 4924.425750 = -3448189.653693 nChanged 6 SP:Iteration 35Q (13005.760000 sec): 3 clusters Score: Raw -3453117.625398 + Penalty 4924.425750 = -3448193.199649 nChanged 4 SP:Iteration 36Q (13006.030000 sec): 3 clusters Score: Raw -3453120.918774 + Penalty 4924.425750 = -3448196.493024 nChanged 2 SP:Iteration 37Q (13006.310000 sec): 3 clusters Score: Raw -3453122.243983 + Penalty 4924.425750 = -3448197.818233 nChanged 1 SP:Iteration 38Q (13006.600000 sec): 3 clusters Score: Raw -3453122.634883 + Penalty 4924.425750 = -3448198.209133 nChanged 1 SP:Iteration 39Q (13006.840000 sec): 3 clusters Score: Raw -3453123.503134 + Penalty 4924.425750 = -3448199.077385 nChanged 0 SP:Iteration 40F (13007.190000 sec): 3 clusters Score: Raw -3453123.503134 + Penalty 4924.425750 = -3448199.077385 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 29 (1390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13007.270000 sec): 2 clusters Score: Raw -232840.681834 + Penalty 1794.790638 = -231045.891195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13007.490000 sec): 3 clusters Score: Raw -232407.786658 + Penalty 3589.581277 = -228818.205381 nChanged 410 SP:Iteration 1F (13007.670000 sec): 3 clusters Score: Raw -232777.416176 + Penalty 3589.581277 = -229187.834899 nChanged 98 SP:Iteration 2F (13007.870000 sec): 3 clusters Score: Raw -232888.768344 + Penalty 3589.581277 = -229299.187067 nChanged 46 SP:Iteration 3Q (13008.060000 sec): 3 clusters Score: Raw -232949.196758 + Penalty 3589.581277 = -229359.615481 nChanged 56 SP:Iteration 4Q (13008.240000 sec): 3 clusters Score: Raw -233029.035892 + Penalty 3589.581277 = -229439.454615 nChanged 54 SP:Iteration 5Q (13008.500000 sec): 3 clusters Score: Raw -233123.075233 + Penalty 3589.581277 = -229533.493956 nChanged 62 SP:Iteration 6Q (13008.700000 sec): 3 clusters Score: Raw -233250.812747 + Penalty 3589.581277 = -229661.231470 nChanged 72 SP:Iteration 7F (13008.920000 sec): 3 clusters Score: Raw -233453.394911 + Penalty 3589.581277 = -229863.813634 nChanged 92 SP:Iteration 8F (13009.100000 sec): 3 clusters Score: Raw -233662.290656 + Penalty 3589.581277 = -230072.709379 nChanged 65 SP:Iteration 9Q (13009.260000 sec): 3 clusters Score: Raw -233782.195027 + Penalty 3589.581277 = -230192.613750 nChanged 51 SP:Iteration 10Q (13009.360000 sec): 3 clusters Score: Raw -233910.099567 + Penalty 3589.581277 = -230320.518290 nChanged 45 SP:Iteration 11Q (13009.490000 sec): 3 clusters Score: Raw -234022.218292 + Penalty 3589.581277 = -230432.637015 nChanged 35 SP:Iteration 12Q (13009.620000 sec): 3 clusters Score: Raw -234104.240781 + Penalty 3589.581277 = -230514.659504 nChanged 28 SP:Iteration 13Q (13009.760000 sec): 3 clusters Score: Raw -234178.840549 + Penalty 3589.581277 = -230589.259272 nChanged 33 SP:Iteration 14Q (13009.890000 sec): 3 clusters Score: Raw -234250.385881 + Penalty 3589.581277 = -230660.804604 nChanged 31 SP:Iteration 15Q (13010.030000 sec): 3 clusters Score: Raw -234309.708109 + Penalty 3589.581277 = -230720.126832 nChanged 21 SP:Iteration 16Q (13010.160000 sec): 3 clusters Score: Raw -234340.579075 + Penalty 3589.581277 = -230750.997799 nChanged 7 SP:Iteration 17Q (13010.300000 sec): 3 clusters Score: Raw -234347.181861 + Penalty 3589.581277 = -230757.600584 nChanged 3 SP:Iteration 18Q (13010.440000 sec): 3 clusters Score: Raw -234350.316455 + Penalty 3589.581277 = -230760.735178 nChanged 2 SP:Iteration 19Q (13010.570000 sec): 3 clusters Score: Raw -234352.111437 + Penalty 3589.581277 = -230762.530160 nChanged 2 SP:Iteration 20F (13010.710000 sec): 3 clusters Score: Raw -234354.473346 + Penalty 3589.581277 = -230764.892069 nChanged 2 SP:Iteration 21Q (13010.840000 sec): 3 clusters Score: Raw -234356.811419 + Penalty 3589.581277 = -230767.230142 nChanged 4 SP:Iteration 22Q (13011.020000 sec): 3 clusters Score: Raw -234361.188708 + Penalty 3589.581277 = -230771.607431 nChanged 2 SP:Iteration 23Q (13011.150000 sec): 3 clusters Score: Raw -234362.979331 + Penalty 3589.581277 = -230773.398054 nChanged 0 SP:Iteration 24F (13011.240000 sec): 3 clusters Score: Raw -234362.979331 + Penalty 3589.581277 = -230773.398054 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 30 (2983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13011.370000 sec): 2 clusters Score: Raw -508952.594044 + Penalty 1984.169827 = -506968.424217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13011.510000 sec): 3 clusters Score: Raw -507762.385723 + Penalty 3968.339653 = -503794.046070 nChanged 1063 SP:Iteration 1F (13011.670000 sec): 3 clusters Score: Raw -508641.453463 + Penalty 3968.339653 = -504673.113810 nChanged 297 SP:Iteration 2F (13011.870000 sec): 3 clusters Score: Raw -509033.197806 + Penalty 3968.339653 = -505064.858153 nChanged 227 SP:Iteration 3F (13012.100000 sec): 3 clusters Score: Raw -509308.972407 + Penalty 3968.339653 = -505340.632753 nChanged 161 SP:Iteration 4F (13012.280000 sec): 3 clusters Score: Raw -509463.008467 + Penalty 3968.339653 = -505494.668814 nChanged 107 SP:Iteration 5Q (13012.470000 sec): 3 clusters Score: Raw -509568.300797 + Penalty 3968.339653 = -505599.961144 nChanged 109 SP:Iteration 6Q (13012.690000 sec): 3 clusters Score: Raw -509692.912655 + Penalty 3968.339653 = -505724.573002 nChanged 98 SP:Iteration 7Q (13012.850000 sec): 3 clusters Score: Raw -509782.996877 + Penalty 3968.339653 = -505814.657224 nChanged 84 SP:Iteration 8Q (13013.040000 sec): 3 clusters Score: Raw -509849.037547 + Penalty 3968.339653 = -505880.697894 nChanged 49 SP:Iteration 9Q (13013.220000 sec): 3 clusters Score: Raw -509886.402077 + Penalty 3968.339653 = -505918.062424 nChanged 36 SP:Iteration 10Q (13013.360000 sec): 3 clusters Score: Raw -509911.992377 + Penalty 3968.339653 = -505943.652724 nChanged 21 SP:Iteration 11Q (13013.550000 sec): 3 clusters Score: Raw -509925.957356 + Penalty 3968.339653 = -505957.617703 nChanged 18 SP:Iteration 12Q (13013.760000 sec): 3 clusters Score: Raw -509935.189540 + Penalty 3968.339653 = -505966.849887 nChanged 7 SP:Iteration 13Q (13013.960000 sec): 3 clusters Score: Raw -509939.003152 + Penalty 3968.339653 = -505970.663499 nChanged 7 SP:Iteration 14Q (13014.160000 sec): 3 clusters Score: Raw -509942.638939 + Penalty 3968.339653 = -505974.299286 nChanged 4 SP:Iteration 15Q (13014.340000 sec): 3 clusters Score: Raw -509945.579360 + Penalty 3968.339653 = -505977.239707 nChanged 4 SP:Iteration 16Q (13014.510000 sec): 3 clusters Score: Raw -509949.642207 + Penalty 3968.339653 = -505981.302554 nChanged 6 SP:Iteration 17Q (13014.740000 sec): 3 clusters Score: Raw -509953.190662 + Penalty 3968.339653 = -505984.851009 nChanged 6 SP:Iteration 18Q (13014.990000 sec): 3 clusters Score: Raw -509958.195012 + Penalty 3968.339653 = -505989.855359 nChanged 6 SP:Iteration 19Q (13015.200000 sec): 3 clusters Score: Raw -509962.668105 + Penalty 3968.339653 = -505994.328452 nChanged 7 SP:Iteration 20F (13015.360000 sec): 3 clusters Score: Raw -509970.242394 + Penalty 3968.339653 = -506001.902740 nChanged 4 SP:Iteration 21Q (13015.570000 sec): 3 clusters Score: Raw -509971.549032 + Penalty 3968.339653 = -506003.209379 nChanged 1 SP:Iteration 22Q (13015.770000 sec): 3 clusters Score: Raw -509972.491258 + Penalty 3968.339653 = -506004.151605 nChanged 1 SP:Iteration 23Q (13015.980000 sec): 3 clusters Score: Raw -509972.719345 + Penalty 3968.339653 = -506004.379692 nChanged 0 SP:Iteration 24F (13016.160000 sec): 3 clusters Score: Raw -509972.719345 + Penalty 3968.339653 = -506004.379692 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 31 (33340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13016.430000 sec): 2 clusters Score: Raw -5816661.691937 + Penalty 2582.799263 = -5814078.892675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13016.770000 sec): 3 clusters Score: Raw -5796541.696754 + Penalty 5165.598526 = -5791376.098228 nChanged 15156 SP:Iteration 1F (13017.200000 sec): 3 clusters Score: Raw -5804769.915001 + Penalty 5165.598526 = -5799604.316475 nChanged 1611 SP:Iteration 2Q (13017.550000 sec): 3 clusters Score: Raw -5805339.813991 + Penalty 5165.598526 = -5800174.215465 nChanged 1610 SP:Iteration 3Q (13017.910000 sec): 3 clusters Score: Raw -5805975.319082 + Penalty 5165.598526 = -5800809.720557 nChanged 1681 SP:Iteration 4F (13018.310000 sec): 3 clusters Score: Raw -5806695.502713 + Penalty 5165.598526 = -5801529.904188 nChanged 1819 SP:Iteration 5F (13018.650000 sec): 3 clusters Score: Raw -5807652.755320 + Penalty 5165.598526 = -5802487.156795 nChanged 2067 SP:Iteration 6F (13019.000000 sec): 3 clusters Score: Raw -5808936.608620 + Penalty 5165.598526 = -5803771.010094 nChanged 2192 SP:Iteration 7F (13019.300000 sec): 3 clusters Score: Raw -5810419.163212 + Penalty 5165.598526 = -5805253.564686 nChanged 2014 SP:Iteration 8F (13019.650000 sec): 3 clusters Score: Raw -5811839.779628 + Penalty 5165.598526 = -5806674.181103 nChanged 1642 SP:Iteration 9Q (13020.000000 sec): 3 clusters Score: Raw -5813024.007227 + Penalty 5165.598526 = -5807858.408702 nChanged 1259 SP:Iteration 10Q (13020.390000 sec): 3 clusters Score: Raw -5813929.346716 + Penalty 5165.598526 = -5808763.748190 nChanged 1007 SP:Iteration 11Q (13020.730000 sec): 3 clusters Score: Raw -5814637.895366 + Penalty 5165.598526 = -5809472.296840 nChanged 770 SP:Iteration 12Q (13021.100000 sec): 3 clusters Score: Raw -5815219.438212 + Penalty 5165.598526 = -5810053.839687 nChanged 621 SP:Iteration 13Q (13021.440000 sec): 3 clusters Score: Raw -5815767.455821 + Penalty 5165.598526 = -5810601.857296 nChanged 477 SP:Iteration 14Q (13021.780000 sec): 3 clusters Score: Raw -5816355.462382 + Penalty 5165.598526 = -5811189.863857 nChanged 366 SP:Iteration 15Q (13022.180000 sec): 3 clusters Score: Raw -5816777.727321 + Penalty 5165.598526 = -5811612.128795 nChanged 279 SP:Iteration 16Q (13022.480000 sec): 3 clusters Score: Raw -5817029.850006 + Penalty 5165.598526 = -5811864.251481 nChanged 242 SP:Iteration 17Q (13022.810000 sec): 3 clusters Score: Raw -5817194.794453 + Penalty 5165.598526 = -5812029.195927 nChanged 178 SP:Iteration 18Q (13023.120000 sec): 3 clusters Score: Raw -5817282.622787 + Penalty 5165.598526 = -5812117.024262 nChanged 143 SP:Iteration 19Q (13023.440000 sec): 3 clusters Score: Raw -5817342.949830 + Penalty 5165.598526 = -5812177.351304 nChanged 115 SP:Iteration 20F (13023.760000 sec): 3 clusters Score: Raw -5817385.831497 + Penalty 5165.598526 = -5812220.232972 nChanged 91 SP:Iteration 21Q (13024.100000 sec): 3 clusters Score: Raw -5817415.732108 + Penalty 5165.598526 = -5812250.133582 nChanged 78 SP:Iteration 22Q (13024.420000 sec): 3 clusters Score: Raw -5817435.605456 + Penalty 5165.598526 = -5812270.006930 nChanged 63 SP:Iteration 23Q (13024.760000 sec): 3 clusters Score: Raw -5817450.985601 + Penalty 5165.598526 = -5812285.387076 nChanged 50 SP:Iteration 24Q (13025.070000 sec): 3 clusters Score: Raw -5817462.423732 + Penalty 5165.598526 = -5812296.825206 nChanged 43 SP:Iteration 25Q (13025.390000 sec): 3 clusters Score: Raw -5817471.760858 + Penalty 5165.598526 = -5812306.162332 nChanged 34 SP:Iteration 26Q (13025.720000 sec): 3 clusters Score: Raw -5817477.705496 + Penalty 5165.598526 = -5812312.106970 nChanged 21 SP:Iteration 27Q (13026.100000 sec): 3 clusters Score: Raw -5817481.084541 + Penalty 5165.598526 = -5812315.486015 nChanged 20 SP:Iteration 28Q (13026.380000 sec): 3 clusters Score: Raw -5817484.292019 + Penalty 5165.598526 = -5812318.693494 nChanged 14 SP:Iteration 29Q (13026.680000 sec): 3 clusters Score: Raw -5817486.774945 + Penalty 5165.598526 = -5812321.176419 nChanged 13 SP:Iteration 30Q (13027.020000 sec): 3 clusters Score: Raw -5817489.572876 + Penalty 5165.598526 = -5812323.974351 nChanged 14 SP:Iteration 31Q (13027.330000 sec): 3 clusters Score: Raw -5817492.036757 + Penalty 5165.598526 = -5812326.438231 nChanged 19 SP:Iteration 32Q (13027.600000 sec): 3 clusters Score: Raw -5817494.807515 + Penalty 5165.598526 = -5812329.208989 nChanged 13 SP:Iteration 33Q (13027.930000 sec): 3 clusters Score: Raw -5817496.311083 + Penalty 5165.598526 = -5812330.712557 nChanged 8 SP:Iteration 34Q (13028.230000 sec): 3 clusters Score: Raw -5817497.309538 + Penalty 5165.598526 = -5812331.711012 nChanged 4 SP:Iteration 35Q (13028.590000 sec): 3 clusters Score: Raw -5817497.586020 + Penalty 5165.598526 = -5812331.987494 nChanged 3 SP:Iteration 36Q (13028.920000 sec): 3 clusters Score: Raw -5817497.952009 + Penalty 5165.598526 = -5812332.353483 nChanged 0 SP:Iteration 37F (13029.290000 sec): 3 clusters Score: Raw -5817497.952009 + Penalty 5165.598526 = -5812332.353483 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 32 (3361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13029.370000 sec): 2 clusters Score: Raw -602865.811925 + Penalty 2013.758469 = -600852.053456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13029.580000 sec): 3 clusters Score: Raw -601364.480198 + Penalty 4027.516939 = -597336.963260 nChanged 1207 SP:Iteration 1F (13029.780000 sec): 3 clusters Score: Raw -602107.946583 + Penalty 4027.516939 = -598080.429644 nChanged 251 SP:Iteration 2F (13029.950000 sec): 3 clusters Score: Raw -602297.236369 + Penalty 4027.516939 = -598269.719431 nChanged 209 SP:Iteration 3F (13030.140000 sec): 3 clusters Score: Raw -602477.416055 + Penalty 4027.516939 = -598449.899116 nChanged 169 SP:Iteration 4F (13030.280000 sec): 3 clusters Score: Raw -602614.197582 + Penalty 4027.516939 = -598586.680644 nChanged 129 SP:Iteration 5Q (13030.450000 sec): 3 clusters Score: Raw -602717.128779 + Penalty 4027.516939 = -598689.611840 nChanged 125 SP:Iteration 6Q (13030.600000 sec): 3 clusters Score: Raw -602828.440963 + Penalty 4027.516939 = -598800.924025 nChanged 120 SP:Iteration 7Q (13030.820000 sec): 3 clusters Score: Raw -602929.262393 + Penalty 4027.516939 = -598901.745454 nChanged 112 SP:Iteration 8Q (13031.010000 sec): 3 clusters Score: Raw -603020.218561 + Penalty 4027.516939 = -598992.701622 nChanged 104 SP:Iteration 9Q (13031.240000 sec): 3 clusters Score: Raw -603114.372870 + Penalty 4027.516939 = -599086.855931 nChanged 110 SP:Iteration 10Q (13031.460000 sec): 3 clusters Score: Raw -603203.621535 + Penalty 4027.516939 = -599176.104596 nChanged 95 SP:Iteration 11Q (13031.660000 sec): 3 clusters Score: Raw -603278.292791 + Penalty 4027.516939 = -599250.775852 nChanged 71 SP:Iteration 12Q (13031.870000 sec): 3 clusters Score: Raw -603328.101542 + Penalty 4027.516939 = -599300.584604 nChanged 58 SP:Iteration 13Q (13032.070000 sec): 3 clusters Score: Raw -603372.348711 + Penalty 4027.516939 = -599344.831772 nChanged 47 SP:Iteration 14Q (13032.270000 sec): 3 clusters Score: Raw -603413.802747 + Penalty 4027.516939 = -599386.285808 nChanged 54 SP:Iteration 15Q (13032.510000 sec): 3 clusters Score: Raw -603459.935019 + Penalty 4027.516939 = -599432.418080 nChanged 48 SP:Iteration 16Q (13032.690000 sec): 3 clusters Score: Raw -603502.572831 + Penalty 4027.516939 = -599475.055893 nChanged 45 SP:Iteration 17Q (13032.920000 sec): 3 clusters Score: Raw -603542.478479 + Penalty 4027.516939 = -599514.961540 nChanged 41 SP:Iteration 18Q (13033.100000 sec): 3 clusters Score: Raw -603588.014296 + Penalty 4027.516939 = -599560.497358 nChanged 34 SP:Iteration 19Q (13033.330000 sec): 3 clusters Score: Raw -603620.442087 + Penalty 4027.516939 = -599592.925148 nChanged 29 SP:Iteration 20F (13033.480000 sec): 3 clusters Score: Raw -603645.267334 + Penalty 4027.516939 = -599617.750395 nChanged 22 SP:Iteration 21Q (13033.660000 sec): 3 clusters Score: Raw -603662.110809 + Penalty 4027.516939 = -599634.593870 nChanged 12 SP:Iteration 22Q (13033.860000 sec): 3 clusters Score: Raw -603667.740517 + Penalty 4027.516939 = -599640.223579 nChanged 6 SP:Iteration 23Q (13034.030000 sec): 3 clusters Score: Raw -603669.318278 + Penalty 4027.516939 = -599641.801340 nChanged 1 SP:Iteration 24Q (13034.240000 sec): 3 clusters Score: Raw -603670.045118 + Penalty 4027.516939 = -599642.528179 nChanged 2 SP:Iteration 25Q (13034.430000 sec): 3 clusters Score: Raw -603670.920429 + Penalty 4027.516939 = -599643.403490 nChanged 1 SP:Iteration 26Q (13034.620000 sec): 3 clusters Score: Raw -603671.184141 + Penalty 4027.516939 = -599643.667203 nChanged 1 SP:Iteration 27Q (13034.800000 sec): 3 clusters Score: Raw -603671.835314 + Penalty 4027.516939 = -599644.318376 nChanged 1 SP:Iteration 28Q (13034.960000 sec): 3 clusters Score: Raw -603672.711847 + Penalty 4027.516939 = -599645.194908 nChanged 1 SP:Iteration 29Q (13035.180000 sec): 3 clusters Score: Raw -603673.464767 + Penalty 4027.516939 = -599645.947829 nChanged 5 SP:Iteration 30Q (13035.390000 sec): 3 clusters Score: Raw -603675.703278 + Penalty 4027.516939 = -599648.186339 nChanged 2 SP:Iteration 31Q (13035.580000 sec): 3 clusters Score: Raw -603677.261115 + Penalty 4027.516939 = -599649.744177 nChanged 0 SP:Iteration 32F (13035.770000 sec): 3 clusters Score: Raw -603677.261115 + Penalty 4027.516939 = -599649.744177 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 33 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13035.880000 sec): 2 clusters Score: Raw -69498.648824 + Penalty 1473.814245 = -68024.834579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13036.030000 sec): 3 clusters Score: Raw -69584.262598 + Penalty 2947.628490 = -66636.634108 nChanged 65 SP:Iteration 1F (13036.210000 sec): 3 clusters Score: Raw -69751.624168 + Penalty 2947.628490 = -66803.995678 nChanged 18 SP:Iteration 2Q (13036.400000 sec): 3 clusters Score: Raw -69821.124029 + Penalty 2947.628490 = -66873.495539 nChanged 6 SP:Iteration 3Q (13036.590000 sec): 3 clusters Score: Raw -69837.497307 + Penalty 2947.628490 = -66889.868817 nChanged 4 SP:Iteration 4Q (13036.780000 sec): 3 clusters Score: Raw -69844.800949 + Penalty 2947.628490 = -66897.172459 nChanged 0 SP:Iteration 5F (13036.970000 sec): 3 clusters Score: Raw -69844.800949 + Penalty 2947.628490 = -66897.172459 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 34 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13037.060000 sec): 2 clusters Score: Raw -94862.733334 + Penalty 1588.496658 = -93274.236677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13037.270000 sec): 3 clusters Score: Raw -94948.127178 + Penalty 3176.993315 = -91771.133863 nChanged 144 SP:Iteration 1F (13037.440000 sec): 3 clusters Score: Raw -95243.277363 + Penalty 3176.993315 = -92066.284048 nChanged 54 SP:Iteration 2F (13037.600000 sec): 3 clusters Score: Raw -95426.492770 + Penalty 3176.993315 = -92249.499455 nChanged 36 SP:Iteration 3F (13037.810000 sec): 3 clusters Score: Raw -95580.475211 + Penalty 3176.993315 = -92403.481895 nChanged 32 SP:Iteration 4F (13037.990000 sec): 3 clusters Score: Raw -95721.037842 + Penalty 3176.993315 = -92544.044527 nChanged 22 SP:Iteration 5Q (13038.140000 sec): 3 clusters Score: Raw -95827.985786 + Penalty 3176.993315 = -92650.992471 nChanged 12 SP:Iteration 6Q (13038.370000 sec): 3 clusters Score: Raw -95890.930983 + Penalty 3176.993315 = -92713.937668 nChanged 14 SP:Iteration 7Q (13038.580000 sec): 3 clusters Score: Raw -95956.988053 + Penalty 3176.993315 = -92779.994738 nChanged 12 SP:Iteration 8Q (13038.730000 sec): 3 clusters Score: Raw -96039.383419 + Penalty 3176.993315 = -92862.390104 nChanged 12 SP:Iteration 9Q (13038.940000 sec): 3 clusters Score: Raw -96102.835914 + Penalty 3176.993315 = -92925.842599 nChanged 11 SP:Iteration 10Q (13039.110000 sec): 3 clusters Score: Raw -96158.362652 + Penalty 3176.993315 = -92981.369337 nChanged 9 SP:Iteration 11Q (13039.250000 sec): 3 clusters Score: Raw -96209.216643 + Penalty 3176.993315 = -93032.223327 nChanged 10 SP:Iteration 12Q (13039.460000 sec): 3 clusters Score: Raw -96277.922508 + Penalty 3176.993315 = -93100.929193 nChanged 10 SP:Iteration 13Q (13039.610000 sec): 3 clusters Score: Raw -96335.980020 + Penalty 3176.993315 = -93158.986705 nChanged 7 SP:Iteration 14Q (13039.800000 sec): 3 clusters Score: Raw -96381.395544 + Penalty 3176.993315 = -93204.402228 nChanged 7 SP:Iteration 15Q (13040.020000 sec): 3 clusters Score: Raw -96408.272145 + Penalty 3176.993315 = -93231.278830 nChanged 8 SP:Iteration 16Q (13040.210000 sec): 3 clusters Score: Raw -96451.286702 + Penalty 3176.993315 = -93274.293386 nChanged 11 SP:Iteration 17Q (13040.390000 sec): 3 clusters Score: Raw -96492.476488 + Penalty 3176.993315 = -93315.483173 nChanged 6 SP:Iteration 18Q (13040.600000 sec): 3 clusters Score: Raw -96513.791717 + Penalty 3176.993315 = -93336.798401 nChanged 5 SP:Iteration 19Q (13040.800000 sec): 3 clusters Score: Raw -96547.787948 + Penalty 3176.993315 = -93370.794633 nChanged 3 SP:Iteration 20F (13040.960000 sec): 3 clusters Score: Raw -96565.365538 + Penalty 3176.993315 = -93388.372223 nChanged 6 SP:Iteration 21Q (13041.140000 sec): 3 clusters Score: Raw -96594.453924 + Penalty 3176.993315 = -93417.460609 nChanged 5 SP:Iteration 22Q (13041.330000 sec): 3 clusters Score: Raw -96618.913786 + Penalty 3176.993315 = -93441.920471 nChanged 5 SP:Iteration 23Q (13041.530000 sec): 3 clusters Score: Raw -96662.171723 + Penalty 3176.993315 = -93485.178407 nChanged 1 SP:Iteration 24Q (13041.720000 sec): 3 clusters Score: Raw -96666.627816 + Penalty 3176.993315 = -93489.634500 nChanged 2 SP:Iteration 25Q (13041.910000 sec): 3 clusters Score: Raw -96675.894650 + Penalty 3176.993315 = -93498.901335 nChanged 1 SP:Iteration 26Q (13042.090000 sec): 3 clusters Score: Raw -96678.528793 + Penalty 3176.993315 = -93501.535478 nChanged 0 SP:Iteration 27F (13042.290000 sec): 3 clusters Score: Raw -96678.528793 + Penalty 3176.993315 = -93501.535478 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 63. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 35 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13042.370000 sec): 2 clusters Score: Raw -87660.273239 + Penalty 1554.735878 = -86105.537360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13042.540000 sec): 3 clusters Score: Raw -87706.257484 + Penalty 3109.471757 = -84596.785727 nChanged 121 SP:Iteration 1F (13042.770000 sec): 3 clusters Score: Raw -88045.159903 + Penalty 3109.471757 = -84935.688147 nChanged 48 SP:Iteration 2F (13042.950000 sec): 3 clusters Score: Raw -88193.923547 + Penalty 3109.471757 = -85084.451790 nChanged 24 SP:Iteration 3Q (13043.170000 sec): 3 clusters Score: Raw -88281.381390 + Penalty 3109.471757 = -85171.909634 nChanged 20 SP:Iteration 4Q (13043.380000 sec): 3 clusters Score: Raw -88340.166719 + Penalty 3109.471757 = -85230.694962 nChanged 12 SP:Iteration 5Q (13043.540000 sec): 3 clusters Score: Raw -88365.714179 + Penalty 3109.471757 = -85256.242422 nChanged 4 SP:Iteration 6Q (13043.770000 sec): 3 clusters Score: Raw -88377.569703 + Penalty 3109.471757 = -85268.097946 nChanged 5 SP:Iteration 7Q (13043.930000 sec): 3 clusters Score: Raw -88395.097377 + Penalty 3109.471757 = -85285.625620 nChanged 1 SP:Iteration 8Q (13044.110000 sec): 3 clusters Score: Raw -88403.048168 + Penalty 3109.471757 = -85293.576411 nChanged 1 SP:Iteration 9Q (13044.320000 sec): 3 clusters Score: Raw -88405.015437 + Penalty 3109.471757 = -85295.543680 nChanged 1 SP:Iteration 10Q (13044.530000 sec): 3 clusters Score: Raw -88406.699591 + Penalty 3109.471757 = -85297.227835 nChanged 0 SP:Iteration 11F (13044.780000 sec): 3 clusters Score: Raw -88406.699591 + Penalty 3109.471757 = -85297.227835 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 36 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13044.840000 sec): 2 clusters Score: Raw -35493.993163 + Penalty 1345.387604 = -34148.605558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13045.020000 sec): 3 clusters Score: Raw -35710.226669 + Penalty 2690.775209 = -33019.451461 nChanged 11 SP:Iteration 1Q (13045.210000 sec): 3 clusters Score: Raw -35787.360675 + Penalty 2690.775209 = -33096.585466 nChanged 6 SP:Iteration 2Q (13045.410000 sec): 3 clusters Score: Raw -35818.962396 + Penalty 2690.775209 = -33128.187187 nChanged 0 SP:Iteration 3F (13045.560000 sec): 3 clusters Score: Raw -35818.962396 + Penalty 2690.775209 = -33128.187187 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 37 (1448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13045.660000 sec): 2 clusters Score: Raw -244597.109476 + Penalty 1804.928766 = -242792.180710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13045.860000 sec): 3 clusters Score: Raw -244151.666163 + Penalty 3609.857532 = -240541.808631 nChanged 444 SP:Iteration 1F (13046.050000 sec): 3 clusters Score: Raw -244541.587753 + Penalty 3609.857532 = -240931.730221 nChanged 102 SP:Iteration 2F (13046.240000 sec): 3 clusters Score: Raw -244673.337369 + Penalty 3609.857532 = -241063.479837 nChanged 66 SP:Iteration 3Q (13046.430000 sec): 3 clusters Score: Raw -244773.304841 + Penalty 3609.857532 = -241163.447309 nChanged 55 SP:Iteration 4Q (13046.660000 sec): 3 clusters Score: Raw -244856.785634 + Penalty 3609.857532 = -241246.928102 nChanged 55 SP:Iteration 5Q (13046.840000 sec): 3 clusters Score: Raw -244972.268724 + Penalty 3609.857532 = -241362.411192 nChanged 55 SP:Iteration 6Q (13047.050000 sec): 3 clusters Score: Raw -245080.675455 + Penalty 3609.857532 = -241470.817923 nChanged 55 SP:Iteration 7Q (13047.250000 sec): 3 clusters Score: Raw -245174.909326 + Penalty 3609.857532 = -241565.051794 nChanged 38 SP:Iteration 8Q (13047.410000 sec): 3 clusters Score: Raw -245236.694397 + Penalty 3609.857532 = -241626.836865 nChanged 37 SP:Iteration 9Q (13047.670000 sec): 3 clusters Score: Raw -245284.700830 + Penalty 3609.857532 = -241674.843298 nChanged 25 SP:Iteration 10Q (13047.810000 sec): 3 clusters Score: Raw -245317.570787 + Penalty 3609.857532 = -241707.713255 nChanged 22 SP:Iteration 11Q (13048.000000 sec): 3 clusters Score: Raw -245348.199247 + Penalty 3609.857532 = -241738.341715 nChanged 18 SP:Iteration 12Q (13048.210000 sec): 3 clusters Score: Raw -245367.326118 + Penalty 3609.857532 = -241757.468586 nChanged 15 SP:Iteration 13Q (13048.400000 sec): 3 clusters Score: Raw -245384.028331 + Penalty 3609.857532 = -241774.170799 nChanged 8 SP:Iteration 14Q (13048.570000 sec): 3 clusters Score: Raw -245392.974603 + Penalty 3609.857532 = -241783.117071 nChanged 5 SP:Iteration 15Q (13048.800000 sec): 3 clusters Score: Raw -245397.386551 + Penalty 3609.857532 = -241787.529019 nChanged 6 SP:Iteration 16Q (13048.960000 sec): 3 clusters Score: Raw -245406.685916 + Penalty 3609.857532 = -241796.828383 nChanged 11 SP:Iteration 17Q (13049.170000 sec): 3 clusters Score: Raw -245418.259689 + Penalty 3609.857532 = -241808.402157 nChanged 5 SP:Iteration 18Q (13049.380000 sec): 3 clusters Score: Raw -245423.328541 + Penalty 3609.857532 = -241813.471008 nChanged 5 SP:Iteration 19Q (13049.550000 sec): 3 clusters Score: Raw -245427.543978 + Penalty 3609.857532 = -241817.686446 nChanged 5 SP:Iteration 20F (13049.710000 sec): 3 clusters Score: Raw -245432.832773 + Penalty 3609.857532 = -241822.975241 nChanged 3 SP:Iteration 21Q (13049.920000 sec): 3 clusters Score: Raw -245436.457362 + Penalty 3609.857532 = -241826.599830 nChanged 5 SP:Iteration 22Q (13050.090000 sec): 3 clusters Score: Raw -245442.931704 + Penalty 3609.857532 = -241833.074172 nChanged 3 SP:Iteration 23Q (13050.290000 sec): 3 clusters Score: Raw -245446.569540 + Penalty 3609.857532 = -241836.712008 nChanged 3 SP:Iteration 24Q (13050.490000 sec): 3 clusters Score: Raw -245448.758479 + Penalty 3609.857532 = -241838.900946 nChanged 2 SP:Iteration 25Q (13050.680000 sec): 3 clusters Score: Raw -245450.271285 + Penalty 3609.857532 = -241840.413752 nChanged 2 SP:Iteration 26Q (13050.820000 sec): 3 clusters Score: Raw -245452.056750 + Penalty 3609.857532 = -241842.199217 nChanged 0 SP:Iteration 27F (13051.020000 sec): 3 clusters Score: Raw -245452.056750 + Penalty 3609.857532 = -241842.199217 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 38 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13051.090000 sec): 2 clusters Score: Raw -35064.646909 + Penalty 1349.719592 = -33714.927317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13051.330000 sec): 3 clusters Score: Raw -35304.318619 + Penalty 2699.439184 = -32604.879434 nChanged 25 SP:Iteration 1F (13051.500000 sec): 3 clusters Score: Raw -35421.169158 + Penalty 2699.439184 = -32721.729974 nChanged 11 SP:Iteration 2Q (13051.690000 sec): 3 clusters Score: Raw -35479.821756 + Penalty 2699.439184 = -32780.382572 nChanged 4 SP:Iteration 3Q (13051.830000 sec): 3 clusters Score: Raw -35500.018272 + Penalty 2699.439184 = -32800.579088 nChanged 1 SP:Iteration 4Q (13052.000000 sec): 3 clusters Score: Raw -35511.435633 + Penalty 2699.439184 = -32811.996448 nChanged 3 SP:Iteration 5Q (13052.220000 sec): 3 clusters Score: Raw -35539.155172 + Penalty 2699.439184 = -32839.715988 nChanged 3 SP:Iteration 6Q (13052.360000 sec): 3 clusters Score: Raw -35658.208333 + Penalty 2699.439184 = -32958.769149 nChanged 2 SP:Iteration 7Q (13052.550000 sec): 3 clusters Score: Raw -35672.385893 + Penalty 2699.439184 = -32972.946709 nChanged 1 SP:Iteration 8Q (13052.740000 sec): 3 clusters Score: Raw -35678.569513 + Penalty 2699.439184 = -32979.130328 nChanged 2 SP:Iteration 9Q (13052.900000 sec): 3 clusters Score: Raw -35697.831127 + Penalty 2699.439184 = -32998.391942 nChanged 3 SP:Iteration 10Q (13053.100000 sec): 3 clusters Score: Raw -35721.044743 + Penalty 2699.439184 = -33021.605558 nChanged 0 SP:Iteration 11F (13053.280000 sec): 3 clusters Score: Raw -35722.070057 + Penalty 2699.439184 = -33022.630872 nChanged 1 SP:Iteration 12Q (13053.470000 sec): 3 clusters Score: Raw -35734.350106 + Penalty 2699.439184 = -33034.910921 nChanged 0 SP:Iteration 13F (13053.670000 sec): 3 clusters Score: Raw -35734.350106 + Penalty 2699.439184 = -33034.910921 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 39 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13053.760000 sec): 2 clusters Score: Raw -16293.194949 + Penalty 1307.703891 = -14985.491059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13053.920000 sec): 3 clusters Score: Raw -16585.327159 + Penalty 2615.407781 = -13969.919378 nChanged 24 SP:Iteration 1F (13054.110000 sec): 3 clusters Score: Raw -16730.759371 + Penalty 2615.407781 = -14115.351590 nChanged 6 SP:Iteration 2Q (13054.250000 sec): 3 clusters Score: Raw -16756.789676 + Penalty 2615.407781 = -14141.381895 nChanged 3 SP:Iteration 3Q (13054.450000 sec): 3 clusters Score: Raw -16785.267520 + Penalty 2615.407781 = -14169.859739 nChanged 2 SP:Iteration 4Q (13054.620000 sec): 3 clusters Score: Raw -16801.085506 + Penalty 2615.407781 = -14185.677725 nChanged 2 SP:Iteration 5Q (13054.770000 sec): 3 clusters Score: Raw -16821.228631 + Penalty 2615.407781 = -14205.820850 nChanged 0 SP:Iteration 6F (13054.990000 sec): 3 clusters Score: Raw -16821.228631 + Penalty 2615.407781 = -14205.820850 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 40 (3514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13055.120000 sec): 2 clusters Score: Raw -596325.332267 + Penalty 2024.798547 = -594300.533720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13055.270000 sec): 3 clusters Score: Raw -594776.778519 + Penalty 4049.597093 = -590727.181426 nChanged 1279 SP:Iteration 1F (13055.500000 sec): 3 clusters Score: Raw -595632.138863 + Penalty 4049.597093 = -591582.541770 nChanged 287 SP:Iteration 2F (13055.680000 sec): 3 clusters Score: Raw -595853.675124 + Penalty 4049.597093 = -591804.078030 nChanged 200 SP:Iteration 3F (13055.890000 sec): 3 clusters Score: Raw -595983.674727 + Penalty 4049.597093 = -591934.077634 nChanged 141 SP:Iteration 4Q (13056.150000 sec): 3 clusters Score: Raw -596096.090425 + Penalty 4049.597093 = -592046.493331 nChanged 138 SP:Iteration 5Q (13056.390000 sec): 3 clusters Score: Raw -596192.700975 + Penalty 4049.597093 = -592143.103882 nChanged 104 SP:Iteration 6Q (13056.600000 sec): 3 clusters Score: Raw -596266.337226 + Penalty 4049.597093 = -592216.740133 nChanged 95 SP:Iteration 7Q (13056.810000 sec): 3 clusters Score: Raw -596343.315064 + Penalty 4049.597093 = -592293.717970 nChanged 84 SP:Iteration 8Q (13057.030000 sec): 3 clusters Score: Raw -596408.866994 + Penalty 4049.597093 = -592359.269901 nChanged 83 SP:Iteration 9Q (13057.210000 sec): 3 clusters Score: Raw -596469.027385 + Penalty 4049.597093 = -592419.430292 nChanged 75 SP:Iteration 10Q (13057.420000 sec): 3 clusters Score: Raw -596517.686182 + Penalty 4049.597093 = -592468.089088 nChanged 56 SP:Iteration 11Q (13057.610000 sec): 3 clusters Score: Raw -596547.117148 + Penalty 4049.597093 = -592497.520055 nChanged 43 SP:Iteration 12Q (13057.840000 sec): 3 clusters Score: Raw -596575.244719 + Penalty 4049.597093 = -592525.647626 nChanged 35 SP:Iteration 13Q (13058.010000 sec): 3 clusters Score: Raw -596592.930002 + Penalty 4049.597093 = -592543.332909 nChanged 34 SP:Iteration 14Q (13058.230000 sec): 3 clusters Score: Raw -596610.744359 + Penalty 4049.597093 = -592561.147265 nChanged 17 SP:Iteration 15Q (13058.470000 sec): 3 clusters Score: Raw -596620.449878 + Penalty 4049.597093 = -592570.852785 nChanged 27 SP:Iteration 16Q (13058.670000 sec): 3 clusters Score: Raw -596631.349090 + Penalty 4049.597093 = -592581.751997 nChanged 22 SP:Iteration 17Q (13058.870000 sec): 3 clusters Score: Raw -596643.253086 + Penalty 4049.597093 = -592593.655992 nChanged 20 SP:Iteration 18Q (13059.080000 sec): 3 clusters Score: Raw -596651.595495 + Penalty 4049.597093 = -592601.998401 nChanged 19 SP:Iteration 19Q (13059.290000 sec): 3 clusters Score: Raw -596661.316737 + Penalty 4049.597093 = -592611.719643 nChanged 17 SP:Iteration 20F (13059.500000 sec): 3 clusters Score: Raw -596670.152771 + Penalty 4049.597093 = -592620.555678 nChanged 14 SP:Iteration 21Q (13059.710000 sec): 3 clusters Score: Raw -596674.903310 + Penalty 4049.597093 = -592625.306216 nChanged 11 SP:Iteration 22Q (13059.900000 sec): 3 clusters Score: Raw -596678.362130 + Penalty 4049.597093 = -592628.765036 nChanged 10 SP:Iteration 23Q (13060.120000 sec): 3 clusters Score: Raw -596681.892998 + Penalty 4049.597093 = -592632.295904 nChanged 5 SP:Iteration 24Q (13060.300000 sec): 3 clusters Score: Raw -596683.624041 + Penalty 4049.597093 = -592634.026948 nChanged 4 SP:Iteration 25Q (13060.490000 sec): 3 clusters Score: Raw -596685.703969 + Penalty 4049.597093 = -592636.106876 nChanged 2 SP:Iteration 26Q (13060.670000 sec): 3 clusters Score: Raw -596686.362949 + Penalty 4049.597093 = -592636.765855 nChanged 0 SP:Iteration 27F (13060.870000 sec): 3 clusters Score: Raw -596686.362949 + Penalty 4049.597093 = -592636.765855 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 41 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13060.980000 sec): 2 clusters Score: Raw -23401.374431 + Penalty 1234.229968 = -22167.144463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13061.140000 sec): 3 clusters Score: Raw -23643.524780 + Penalty 2468.459936 = -21175.064844 nChanged 5 SP:Iteration 1Q (13061.310000 sec): 3 clusters Score: Raw -23683.783254 + Penalty 2468.459936 = -21215.323318 nChanged 1 SP:Iteration 2Q (13061.480000 sec): 3 clusters Score: Raw -23688.852572 + Penalty 2468.459936 = -21220.392635 nChanged 0 SP:Iteration 3F (13061.660000 sec): 3 clusters Score: Raw -23688.852572 + Penalty 2468.459936 = -21220.392635 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 42 (49411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13062.010000 sec): 2 clusters Score: Raw -9328333.782872 + Penalty 2680.366231 = -9325653.416641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13062.470000 sec): 3 clusters Score: Raw -9297494.711535 + Penalty 5360.732462 = -9292133.979074 nChanged 22904 SP:Iteration 1F (13062.870000 sec): 3 clusters Score: Raw -9310206.193261 + Penalty 5360.732462 = -9304845.460799 nChanged 1973 SP:Iteration 2Q (13063.330000 sec): 3 clusters Score: Raw -9310780.519666 + Penalty 5360.732462 = -9305419.787204 nChanged 2019 SP:Iteration 3Q (13063.770000 sec): 3 clusters Score: Raw -9311464.016269 + Penalty 5360.732462 = -9306103.283807 nChanged 2176 SP:Iteration 4Q (13064.190000 sec): 3 clusters Score: Raw -9312341.884925 + Penalty 5360.732462 = -9306981.152463 nChanged 2483 SP:Iteration 5F (13064.600000 sec): 3 clusters Score: Raw -9313539.051986 + Penalty 5360.732462 = -9308178.319524 nChanged 2837 SP:Iteration 6F (13065.090000 sec): 3 clusters Score: Raw -9315251.026473 + Penalty 5360.732462 = -9309890.294011 nChanged 3264 SP:Iteration 7F (13065.510000 sec): 3 clusters Score: Raw -9317663.160463 + Penalty 5360.732462 = -9312302.428001 nChanged 3441 SP:Iteration 8F (13065.930000 sec): 3 clusters Score: Raw -9320599.191314 + Penalty 5360.732462 = -9315238.458852 nChanged 3131 SP:Iteration 9F (13066.370000 sec): 3 clusters Score: Raw -9323454.735887 + Penalty 5360.732462 = -9318094.003426 nChanged 2380 SP:Iteration 10Q (13066.830000 sec): 3 clusters Score: Raw -9325622.707601 + Penalty 5360.732462 = -9320261.975139 nChanged 1519 SP:Iteration 11Q (13067.230000 sec): 3 clusters Score: Raw -9326959.394452 + Penalty 5360.732462 = -9321598.661990 nChanged 867 SP:Iteration 12Q (13067.620000 sec): 3 clusters Score: Raw -9327723.963763 + Penalty 5360.732462 = -9322363.231301 nChanged 489 SP:Iteration 13Q (13068.020000 sec): 3 clusters Score: Raw -9328152.260442 + Penalty 5360.732462 = -9322791.527980 nChanged 206 SP:Iteration 14Q (13068.370000 sec): 3 clusters Score: Raw -9328330.737120 + Penalty 5360.732462 = -9322970.004659 nChanged 117 SP:Iteration 15Q (13068.710000 sec): 3 clusters Score: Raw -9328446.865297 + Penalty 5360.732462 = -9323086.132835 nChanged 59 SP:Iteration 16Q (13069.150000 sec): 3 clusters Score: Raw -9328510.420493 + Penalty 5360.732462 = -9323149.688031 nChanged 43 SP:Iteration 17Q (13069.540000 sec): 3 clusters Score: Raw -9328561.128953 + Penalty 5360.732462 = -9323200.396491 nChanged 27 SP:Iteration 18Q (13069.910000 sec): 3 clusters Score: Raw -9328590.680480 + Penalty 5360.732462 = -9323229.948018 nChanged 15 SP:Iteration 19Q (13070.260000 sec): 3 clusters Score: Raw -9328608.625251 + Penalty 5360.732462 = -9323247.892789 nChanged 12 SP:Iteration 20F (13070.660000 sec): 3 clusters Score: Raw -9328620.955010 + Penalty 5360.732462 = -9323260.222548 nChanged 9 SP:Iteration 21Q (13071.050000 sec): 3 clusters Score: Raw -9328632.047105 + Penalty 5360.732462 = -9323271.314643 nChanged 6 SP:Iteration 22Q (13071.430000 sec): 3 clusters Score: Raw -9328636.562969 + Penalty 5360.732462 = -9323275.830507 nChanged 2 SP:Iteration 23Q (13071.850000 sec): 3 clusters Score: Raw -9328638.675974 + Penalty 5360.732462 = -9323277.943512 nChanged 1 SP:Iteration 24Q (13072.300000 sec): 3 clusters Score: Raw -9328639.924945 + Penalty 5360.732462 = -9323279.192483 nChanged 1 SP:Iteration 25Q (13072.690000 sec): 3 clusters Score: Raw -9328640.827093 + Penalty 5360.732462 = -9323280.094632 nChanged 1 SP:Iteration 26Q (13073.120000 sec): 3 clusters Score: Raw -9328641.536190 + Penalty 5360.732462 = -9323280.803728 nChanged 0 SP:Iteration 27F (13073.600000 sec): 3 clusters Score: Raw -9328641.536190 + Penalty 5360.732462 = -9323280.803728 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 43 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13073.680000 sec): 2 clusters Score: Raw -99653.962549 + Penalty 1591.349606 = -98062.612943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13073.900000 sec): 3 clusters Score: Raw -99649.109499 + Penalty 3182.699212 = -96466.410287 nChanged 116 SP:Iteration 1F (13074.050000 sec): 3 clusters Score: Raw -99908.231583 + Penalty 3182.699212 = -96725.532371 nChanged 31 SP:Iteration 2F (13074.210000 sec): 3 clusters Score: Raw -99970.993764 + Penalty 3182.699212 = -96788.294552 nChanged 17 SP:Iteration 3Q (13074.430000 sec): 3 clusters Score: Raw -99998.522658 + Penalty 3182.699212 = -96815.823446 nChanged 4 SP:Iteration 4Q (13074.570000 sec): 3 clusters Score: Raw -100008.205818 + Penalty 3182.699212 = -96825.506606 nChanged 3 SP:Iteration 5Q (13074.780000 sec): 3 clusters Score: Raw -100018.901089 + Penalty 3182.699212 = -96836.201877 nChanged 3 SP:Iteration 6Q (13074.920000 sec): 3 clusters Score: Raw -100029.654090 + Penalty 3182.699212 = -96846.954878 nChanged 2 SP:Iteration 7Q (13075.110000 sec): 3 clusters Score: Raw -100032.869172 + Penalty 3182.699212 = -96850.169960 nChanged 3 SP:Iteration 8Q (13075.310000 sec): 3 clusters Score: Raw -100036.036881 + Penalty 3182.699212 = -96853.337669 nChanged 2 SP:Iteration 9Q (13075.460000 sec): 3 clusters Score: Raw -100040.626060 + Penalty 3182.699212 = -96857.926848 nChanged 3 SP:Iteration 10Q (13075.650000 sec): 3 clusters Score: Raw -100047.371636 + Penalty 3182.699212 = -96864.672424 nChanged 3 SP:Iteration 11Q (13075.850000 sec): 3 clusters Score: Raw -100051.949760 + Penalty 3182.699212 = -96869.250548 nChanged 2 SP:Iteration 12Q (13076.040000 sec): 3 clusters Score: Raw -100054.349704 + Penalty 3182.699212 = -96871.650492 nChanged 1 SP:Iteration 13Q (13076.230000 sec): 3 clusters Score: Raw -100056.140302 + Penalty 3182.699212 = -96873.441090 nChanged 1 SP:Iteration 14Q (13076.330000 sec): 3 clusters Score: Raw -100058.092329 + Penalty 3182.699212 = -96875.393117 nChanged 0 SP:Iteration 15F (13076.520000 sec): 3 clusters Score: Raw -100058.092329 + Penalty 3182.699212 = -96875.393117 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 44 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13076.640000 sec): 2 clusters Score: Raw -104960.532922 + Penalty 1616.382476 = -103344.150446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13076.810000 sec): 3 clusters Score: Raw -104953.804028 + Penalty 3232.764951 = -101721.039076 nChanged 151 SP:Iteration 1F (13076.990000 sec): 3 clusters Score: Raw -105309.155334 + Penalty 3232.764951 = -102076.390383 nChanged 55 SP:Iteration 2F (13077.150000 sec): 3 clusters Score: Raw -105491.437962 + Penalty 3232.764951 = -102258.673010 nChanged 47 SP:Iteration 3F (13077.270000 sec): 3 clusters Score: Raw -105689.654875 + Penalty 3232.764951 = -102456.889924 nChanged 24 SP:Iteration 4Q (13077.450000 sec): 3 clusters Score: Raw -105780.860030 + Penalty 3232.764951 = -102548.095079 nChanged 15 SP:Iteration 5Q (13077.610000 sec): 3 clusters Score: Raw -105860.710619 + Penalty 3232.764951 = -102627.945667 nChanged 16 SP:Iteration 6Q (13077.780000 sec): 3 clusters Score: Raw -105916.158332 + Penalty 3232.764951 = -102683.393380 nChanged 13 SP:Iteration 7Q (13077.910000 sec): 3 clusters Score: Raw -105951.389932 + Penalty 3232.764951 = -102718.624981 nChanged 10 SP:Iteration 8Q (13078.070000 sec): 3 clusters Score: Raw -105976.561251 + Penalty 3232.764951 = -102743.796300 nChanged 8 SP:Iteration 9Q (13078.270000 sec): 3 clusters Score: Raw -105995.909732 + Penalty 3232.764951 = -102763.144781 nChanged 5 SP:Iteration 10Q (13078.480000 sec): 3 clusters Score: Raw -106024.035560 + Penalty 3232.764951 = -102791.270609 nChanged 9 SP:Iteration 11Q (13078.620000 sec): 3 clusters Score: Raw -106063.523441 + Penalty 3232.764951 = -102830.758490 nChanged 10 SP:Iteration 12Q (13078.790000 sec): 3 clusters Score: Raw -106100.638975 + Penalty 3232.764951 = -102867.874024 nChanged 7 SP:Iteration 13Q (13078.960000 sec): 3 clusters Score: Raw -106118.251572 + Penalty 3232.764951 = -102885.486620 nChanged 6 SP:Iteration 14Q (13079.150000 sec): 3 clusters Score: Raw -106133.810304 + Penalty 3232.764951 = -102901.045353 nChanged 4 SP:Iteration 15Q (13079.310000 sec): 3 clusters Score: Raw -106141.846740 + Penalty 3232.764951 = -102909.081789 nChanged 4 SP:Iteration 16Q (13079.480000 sec): 3 clusters Score: Raw -106161.170253 + Penalty 3232.764951 = -102928.405302 nChanged 2 SP:Iteration 17Q (13079.630000 sec): 3 clusters Score: Raw -106165.473754 + Penalty 3232.764951 = -102932.708803 nChanged 1 SP:Iteration 18Q (13079.780000 sec): 3 clusters Score: Raw -106166.774967 + Penalty 3232.764951 = -102934.010016 nChanged 1 SP:Iteration 19Q (13079.930000 sec): 3 clusters Score: Raw -106168.835661 + Penalty 3232.764951 = -102936.070710 nChanged 0 SP:Iteration 20F (13080.070000 sec): 3 clusters Score: Raw -106168.835661 + Penalty 3232.764951 = -102936.070710 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 45 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13080.150000 sec): 2 clusters Score: Raw -42385.478750 + Penalty 1399.192954 = -40986.285796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13080.300000 sec): 3 clusters Score: Raw -42750.765078 + Penalty 2798.385907 = -39952.379170 nChanged 59 SP:Iteration 1F (13080.450000 sec): 3 clusters Score: Raw -43021.637596 + Penalty 2798.385907 = -40223.251689 nChanged 17 SP:Iteration 2F (13080.590000 sec): 3 clusters Score: Raw -43122.986919 + Penalty 2798.385907 = -40324.601012 nChanged 6 SP:Iteration 3Q (13080.740000 sec): 3 clusters Score: Raw -43219.793277 + Penalty 2798.385907 = -40421.407369 nChanged 4 SP:Iteration 4Q (13080.930000 sec): 3 clusters Score: Raw -43254.126551 + Penalty 2798.385907 = -40455.740644 nChanged 2 SP:Iteration 5Q (13081.070000 sec): 3 clusters Score: Raw -43272.421014 + Penalty 2798.385907 = -40474.035107 nChanged 2 SP:Iteration 6Q (13081.250000 sec): 3 clusters Score: Raw -43279.241103 + Penalty 2798.385907 = -40480.855195 nChanged 1 SP:Iteration 7Q (13081.420000 sec): 3 clusters Score: Raw -43282.395064 + Penalty 2798.385907 = -40484.009157 nChanged 1 SP:Iteration 8Q (13081.580000 sec): 3 clusters Score: Raw -43286.010520 + Penalty 2798.385907 = -40487.624613 nChanged 0 SP:Iteration 9F (13081.740000 sec): 3 clusters Score: Raw -43286.010520 + Penalty 2798.385907 = -40487.624613 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 46 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13081.850000 sec): 2 clusters Score: Raw -18814.609386 + Penalty 1294.648245 = -17519.961141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13082.040000 sec): 3 clusters Score: Raw -19119.369791 + Penalty 2589.296489 = -16530.073302 nChanged 29 SP:Iteration 1F (13082.270000 sec): 3 clusters Score: Raw -19286.414983 + Penalty 2589.296489 = -16697.118493 nChanged 9 SP:Iteration 2Q (13082.460000 sec): 3 clusters Score: Raw -19343.506363 + Penalty 2589.296489 = -16754.209874 nChanged 3 SP:Iteration 3Q (13082.640000 sec): 3 clusters Score: Raw -19392.648192 + Penalty 2589.296489 = -16803.351702 nChanged 3 SP:Iteration 4Q (13082.840000 sec): 3 clusters Score: Raw -19414.124002 + Penalty 2589.296489 = -16824.827513 nChanged 1 SP:Iteration 5Q (13083.010000 sec): 3 clusters Score: Raw -19420.753881 + Penalty 2589.296489 = -16831.457392 nChanged 1 SP:Iteration 6Q (13083.210000 sec): 3 clusters Score: Raw -19453.230602 + Penalty 2589.296489 = -16863.934112 nChanged 1 SP:Iteration 7Q (13083.410000 sec): 3 clusters Score: Raw -19455.527607 + Penalty 2589.296489 = -16866.231118 nChanged 1 SP:Iteration 8Q (13083.600000 sec): 3 clusters Score: Raw -19459.429266 + Penalty 2589.296489 = -16870.132777 nChanged 1 SP:Iteration 9Q (13083.770000 sec): 3 clusters Score: Raw -19463.234867 + Penalty 2589.296489 = -16873.938378 nChanged 0 SP:Iteration 10F (13083.920000 sec): 3 clusters Score: Raw -19463.234867 + Penalty 2589.296489 = -16873.938378 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 47 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13084.020000 sec): 2 clusters Score: Raw -105217.599158 + Penalty 1590.944046 = -103626.655112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13084.210000 sec): 3 clusters Score: Raw -105183.536173 + Penalty 3181.888092 = -102001.648082 nChanged 108 SP:Iteration 1F (13084.420000 sec): 3 clusters Score: Raw -105382.595000 + Penalty 3181.888092 = -102200.706908 nChanged 39 SP:Iteration 2F (13084.600000 sec): 3 clusters Score: Raw -105489.199836 + Penalty 3181.888092 = -102307.311744 nChanged 22 SP:Iteration 3Q (13084.810000 sec): 3 clusters Score: Raw -105574.160360 + Penalty 3181.888092 = -102392.272268 nChanged 17 SP:Iteration 4Q (13084.990000 sec): 3 clusters Score: Raw -105621.093424 + Penalty 3181.888092 = -102439.205332 nChanged 14 SP:Iteration 5Q (13085.180000 sec): 3 clusters Score: Raw -105653.613042 + Penalty 3181.888092 = -102471.724951 nChanged 12 SP:Iteration 6Q (13085.340000 sec): 3 clusters Score: Raw -105692.151396 + Penalty 3181.888092 = -102510.263304 nChanged 13 SP:Iteration 7Q (13085.560000 sec): 3 clusters Score: Raw -105727.146839 + Penalty 3181.888092 = -102545.258747 nChanged 22 SP:Iteration 8Q (13085.720000 sec): 3 clusters Score: Raw -105783.614379 + Penalty 3181.888092 = -102601.726288 nChanged 18 SP:Iteration 9Q (13085.890000 sec): 3 clusters Score: Raw -105830.476788 + Penalty 3181.888092 = -102648.588696 nChanged 18 SP:Iteration 10Q (13086.100000 sec): 3 clusters Score: Raw -105879.129514 + Penalty 3181.888092 = -102697.241422 nChanged 13 SP:Iteration 11Q (13086.300000 sec): 3 clusters Score: Raw -105924.940994 + Penalty 3181.888092 = -102743.052902 nChanged 10 SP:Iteration 12Q (13086.440000 sec): 3 clusters Score: Raw -105944.986905 + Penalty 3181.888092 = -102763.098814 nChanged 9 SP:Iteration 13Q (13086.620000 sec): 3 clusters Score: Raw -105967.193930 + Penalty 3181.888092 = -102785.305839 nChanged 11 SP:Iteration 14Q (13086.850000 sec): 3 clusters Score: Raw -105994.938210 + Penalty 3181.888092 = -102813.050118 nChanged 7 SP:Iteration 15Q (13087.030000 sec): 3 clusters Score: Raw -106016.057033 + Penalty 3181.888092 = -102834.168941 nChanged 4 SP:Iteration 16Q (13087.220000 sec): 3 clusters Score: Raw -106029.912931 + Penalty 3181.888092 = -102848.024840 nChanged 4 SP:Iteration 17Q (13087.400000 sec): 3 clusters Score: Raw -106044.732833 + Penalty 3181.888092 = -102862.844741 nChanged 5 SP:Iteration 18Q (13087.630000 sec): 3 clusters Score: Raw -106056.272328 + Penalty 3181.888092 = -102874.384236 nChanged 3 SP:Iteration 19Q (13087.780000 sec): 3 clusters Score: Raw -106066.164299 + Penalty 3181.888092 = -102884.276207 nChanged 3 SP:Iteration 20F (13087.960000 sec): 3 clusters Score: Raw -106071.796292 + Penalty 3181.888092 = -102889.908200 nChanged 4 SP:Iteration 21Q (13088.120000 sec): 3 clusters Score: Raw -106079.196204 + Penalty 3181.888092 = -102897.308112 nChanged 4 SP:Iteration 22Q (13088.290000 sec): 3 clusters Score: Raw -106091.979647 + Penalty 3181.888092 = -102910.091555 nChanged 4 SP:Iteration 23Q (13088.480000 sec): 3 clusters Score: Raw -106111.425245 + Penalty 3181.888092 = -102929.537153 nChanged 6 SP:Iteration 24Q (13088.720000 sec): 3 clusters Score: Raw -106122.638364 + Penalty 3181.888092 = -102940.750272 nChanged 1 SP:Iteration 25Q (13088.870000 sec): 3 clusters Score: Raw -106124.079863 + Penalty 3181.888092 = -102942.191771 nChanged 0 SP:Iteration 26F (13089.070000 sec): 3 clusters Score: Raw -106124.079863 + Penalty 3181.888092 = -102942.191771 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 48 (3847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13089.180000 sec): 2 clusters Score: Raw -634857.709440 + Penalty 2047.252128 = -632810.457313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13089.360000 sec): 3 clusters Score: Raw -633058.894596 + Penalty 4094.504256 = -628964.390340 nChanged 1447 SP:Iteration 1F (13089.580000 sec): 3 clusters Score: Raw -633913.443405 + Penalty 4094.504256 = -629818.939149 nChanged 319 SP:Iteration 2F (13089.800000 sec): 3 clusters Score: Raw -634151.255899 + Penalty 4094.504256 = -630056.751644 nChanged 206 SP:Iteration 3F (13090.000000 sec): 3 clusters Score: Raw -634286.995431 + Penalty 4094.504256 = -630192.491176 nChanged 176 SP:Iteration 4Q (13090.220000 sec): 3 clusters Score: Raw -634390.349501 + Penalty 4094.504256 = -630295.845245 nChanged 125 SP:Iteration 5Q (13090.420000 sec): 3 clusters Score: Raw -634467.461758 + Penalty 4094.504256 = -630372.957503 nChanged 105 SP:Iteration 6Q (13090.620000 sec): 3 clusters Score: Raw -634524.642306 + Penalty 4094.504256 = -630430.138050 nChanged 80 SP:Iteration 7Q (13090.820000 sec): 3 clusters Score: Raw -634559.911885 + Penalty 4094.504256 = -630465.407630 nChanged 54 SP:Iteration 8Q (13091.040000 sec): 3 clusters Score: Raw -634589.597059 + Penalty 4094.504256 = -630495.092803 nChanged 56 SP:Iteration 9Q (13091.240000 sec): 3 clusters Score: Raw -634628.382815 + Penalty 4094.504256 = -630533.878559 nChanged 55 SP:Iteration 10Q (13091.430000 sec): 3 clusters Score: Raw -634654.412004 + Penalty 4094.504256 = -630559.907748 nChanged 57 SP:Iteration 11Q (13091.660000 sec): 3 clusters Score: Raw -634683.892193 + Penalty 4094.504256 = -630589.387937 nChanged 46 SP:Iteration 12Q (13091.830000 sec): 3 clusters Score: Raw -634710.919924 + Penalty 4094.504256 = -630616.415668 nChanged 45 SP:Iteration 13Q (13092.010000 sec): 3 clusters Score: Raw -634734.183965 + Penalty 4094.504256 = -630639.679710 nChanged 46 SP:Iteration 14Q (13092.210000 sec): 3 clusters Score: Raw -634757.749946 + Penalty 4094.504256 = -630663.245690 nChanged 48 SP:Iteration 15Q (13092.400000 sec): 3 clusters Score: Raw -634788.998675 + Penalty 4094.504256 = -630694.494419 nChanged 64 SP:Iteration 16Q (13092.620000 sec): 3 clusters Score: Raw -634827.551907 + Penalty 4094.504256 = -630733.047652 nChanged 62 SP:Iteration 17Q (13092.810000 sec): 3 clusters Score: Raw -634860.099153 + Penalty 4094.504256 = -630765.594898 nChanged 52 SP:Iteration 18Q (13093.000000 sec): 3 clusters Score: Raw -634892.197921 + Penalty 4094.504256 = -630797.693665 nChanged 59 SP:Iteration 19Q (13093.210000 sec): 3 clusters Score: Raw -634927.111257 + Penalty 4094.504256 = -630832.607001 nChanged 62 SP:Iteration 20F (13093.380000 sec): 3 clusters Score: Raw -634968.048363 + Penalty 4094.504256 = -630873.544107 nChanged 81 SP:Iteration 21Q (13093.580000 sec): 3 clusters Score: Raw -635023.817976 + Penalty 4094.504256 = -630929.313720 nChanged 84 SP:Iteration 22Q (13093.780000 sec): 3 clusters Score: Raw -635078.058860 + Penalty 4094.504256 = -630983.554604 nChanged 77 SP:Iteration 23Q (13093.980000 sec): 3 clusters Score: Raw -635130.809022 + Penalty 4094.504256 = -631036.304766 nChanged 77 SP:Iteration 24Q (13094.220000 sec): 3 clusters Score: Raw -635181.168392 + Penalty 4094.504256 = -631086.664137 nChanged 59 SP:Iteration 25Q (13094.380000 sec): 3 clusters Score: Raw -635224.387523 + Penalty 4094.504256 = -631129.883267 nChanged 61 SP:Iteration 26Q (13094.590000 sec): 3 clusters Score: Raw -635265.568228 + Penalty 4094.504256 = -631171.063972 nChanged 52 SP:Iteration 27Q (13094.780000 sec): 3 clusters Score: Raw -635294.574318 + Penalty 4094.504256 = -631200.070062 nChanged 42 SP:Iteration 28Q (13094.990000 sec): 3 clusters Score: Raw -635328.047492 + Penalty 4094.504256 = -631233.543236 nChanged 36 SP:Iteration 29Q (13095.190000 sec): 3 clusters Score: Raw -635352.374387 + Penalty 4094.504256 = -631257.870131 nChanged 33 SP:Iteration 30Q (13095.410000 sec): 3 clusters Score: Raw -635372.183483 + Penalty 4094.504256 = -631277.679228 nChanged 24 SP:Iteration 31Q (13095.600000 sec): 3 clusters Score: Raw -635385.321381 + Penalty 4094.504256 = -631290.817125 nChanged 18 SP:Iteration 32Q (13095.770000 sec): 3 clusters Score: Raw -635393.780199 + Penalty 4094.504256 = -631299.275943 nChanged 13 SP:Iteration 33Q (13095.980000 sec): 3 clusters Score: Raw -635400.005212 + Penalty 4094.504256 = -631305.500956 nChanged 14 SP:Iteration 34Q (13096.200000 sec): 3 clusters Score: Raw -635409.026243 + Penalty 4094.504256 = -631314.521987 nChanged 16 SP:Iteration 35Q (13096.380000 sec): 3 clusters Score: Raw -635417.774090 + Penalty 4094.504256 = -631323.269834 nChanged 14 SP:Iteration 36Q (13096.550000 sec): 3 clusters Score: Raw -635425.528971 + Penalty 4094.504256 = -631331.024715 nChanged 11 SP:Iteration 37Q (13096.730000 sec): 3 clusters Score: Raw -635432.885387 + Penalty 4094.504256 = -631338.381132 nChanged 10 SP:Iteration 38Q (13096.920000 sec): 3 clusters Score: Raw -635437.731728 + Penalty 4094.504256 = -631343.227472 nChanged 8 SP:Iteration 39Q (13097.100000 sec): 3 clusters Score: Raw -635443.579438 + Penalty 4094.504256 = -631349.075183 nChanged 11 SP:Iteration 40F (13097.300000 sec): 3 clusters Score: Raw -635451.551061 + Penalty 4094.504256 = -631357.046805 nChanged 8 SP:Iteration 41Q (13097.490000 sec): 3 clusters Score: Raw -635459.745702 + Penalty 4094.504256 = -631365.241446 nChanged 11 SP:Iteration 42Q (13097.660000 sec): 3 clusters Score: Raw -635466.363894 + Penalty 4094.504256 = -631371.859638 nChanged 11 SP:Iteration 43Q (13097.870000 sec): 3 clusters Score: Raw -635473.345749 + Penalty 4094.504256 = -631378.841493 nChanged 14 SP:Iteration 44Q (13098.060000 sec): 3 clusters Score: Raw -635484.248079 + Penalty 4094.504256 = -631389.743823 nChanged 12 SP:Iteration 45Q (13098.230000 sec): 3 clusters Score: Raw -635506.594202 + Penalty 4094.504256 = -631412.089946 nChanged 15 SP:Iteration 46Q (13098.440000 sec): 3 clusters Score: Raw -635525.051662 + Penalty 4094.504256 = -631430.547406 nChanged 7 SP:Iteration 47Q (13098.670000 sec): 3 clusters Score: Raw -635533.585281 + Penalty 4094.504256 = -631439.081025 nChanged 12 SP:Iteration 48Q (13098.860000 sec): 3 clusters Score: Raw -635541.260849 + Penalty 4094.504256 = -631446.756593 nChanged 1 SP:Iteration 49Q (13099.020000 sec): 3 clusters Score: Raw -635541.748555 + Penalty 4094.504256 = -631447.244299 nChanged 2 SP:Iteration 50Q (13099.190000 sec): 3 clusters Score: Raw -635543.394363 + Penalty 4094.504256 = -631448.890107 nChanged 4 SP:Iteration 51Q (13099.350000 sec): 3 clusters Score: Raw -635545.134993 + Penalty 4094.504256 = -631450.630738 nChanged 3 SP:Iteration 52Q (13099.550000 sec): 3 clusters Score: Raw -635546.185276 + Penalty 4094.504256 = -631451.681020 nChanged 2 SP:Iteration 53Q (13099.780000 sec): 3 clusters Score: Raw -635547.008028 + Penalty 4094.504256 = -631452.503773 nChanged 0 SP:Iteration 54F (13099.980000 sec): 3 clusters Score: Raw -635547.008028 + Penalty 4094.504256 = -631452.503773 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 49 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13100.080000 sec): 2 clusters Score: Raw -28999.789393 + Penalty 1396.540522 = -27603.248871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13100.270000 sec): 3 clusters Score: Raw -29374.463630 + Penalty 2793.081044 = -26581.382586 nChanged 57 SP:Iteration 1F (13100.460000 sec): 3 clusters Score: Raw -29673.387632 + Penalty 2793.081044 = -26880.306588 nChanged 19 SP:Iteration 2F (13100.660000 sec): 3 clusters Score: Raw -29774.651450 + Penalty 2793.081044 = -26981.570407 nChanged 12 SP:Iteration 3Q (13100.870000 sec): 3 clusters Score: Raw -29862.790193 + Penalty 2793.081044 = -27069.709149 nChanged 1 SP:Iteration 4Q (13101.050000 sec): 3 clusters Score: Raw -29875.049979 + Penalty 2793.081044 = -27081.968936 nChanged 1 SP:Iteration 5Q (13101.220000 sec): 3 clusters Score: Raw -29881.412533 + Penalty 2793.081044 = -27088.331489 nChanged 2 SP:Iteration 6Q (13101.420000 sec): 3 clusters Score: Raw -29898.257290 + Penalty 2793.081044 = -27105.176246 nChanged 1 SP:Iteration 7Q (13101.570000 sec): 3 clusters Score: Raw -29908.512355 + Penalty 2793.081044 = -27115.431311 nChanged 2 SP:Iteration 8Q (13101.770000 sec): 3 clusters Score: Raw -29928.885126 + Penalty 2793.081044 = -27135.804082 nChanged 0 SP:Iteration 9F (13101.940000 sec): 3 clusters Score: Raw -29928.885126 + Penalty 2793.081044 = -27135.804082 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 50 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13102.050000 sec): 2 clusters Score: Raw -28438.253568 + Penalty 1295.985175 = -27142.268393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13102.230000 sec): 3 clusters Score: Raw -28800.296349 + Penalty 2591.970350 = -26208.325999 nChanged 9 SP:Iteration 1Q (13102.370000 sec): 3 clusters Score: Raw -28840.251058 + Penalty 2591.970350 = -26248.280708 nChanged 2 SP:Iteration 2Q (13102.550000 sec): 3 clusters Score: Raw -28856.687236 + Penalty 2591.970350 = -26264.716886 nChanged 1 SP:Iteration 3Q (13102.760000 sec): 3 clusters Score: Raw -28863.758981 + Penalty 2591.970350 = -26271.788630 nChanged 0 SP:Iteration 4F (13102.930000 sec): 3 clusters Score: Raw -28863.758981 + Penalty 2591.970350 = -26271.788630 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 51 (977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13102.990000 sec): 2 clusters Score: Raw -167641.797969 + Penalty 1707.352690 = -165934.445279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13103.160000 sec): 3 clusters Score: Raw -167395.495405 + Penalty 3414.705379 = -163980.790025 nChanged 246 SP:Iteration 1F (13103.350000 sec): 3 clusters Score: Raw -167707.101788 + Penalty 3414.705379 = -164292.396408 nChanged 61 SP:Iteration 2F (13103.530000 sec): 3 clusters Score: Raw -167791.758843 + Penalty 3414.705379 = -164377.053464 nChanged 26 SP:Iteration 3Q (13103.710000 sec): 3 clusters Score: Raw -167827.236673 + Penalty 3414.705379 = -164412.531293 nChanged 19 SP:Iteration 4Q (13103.910000 sec): 3 clusters Score: Raw -167857.891236 + Penalty 3414.705379 = -164443.185856 nChanged 16 SP:Iteration 5Q (13104.070000 sec): 3 clusters Score: Raw -167881.617883 + Penalty 3414.705379 = -164466.912504 nChanged 14 SP:Iteration 6Q (13104.250000 sec): 3 clusters Score: Raw -167903.665059 + Penalty 3414.705379 = -164488.959680 nChanged 12 SP:Iteration 7Q (13104.450000 sec): 3 clusters Score: Raw -167925.393693 + Penalty 3414.705379 = -164510.688314 nChanged 8 SP:Iteration 8Q (13104.700000 sec): 3 clusters Score: Raw -167944.425694 + Penalty 3414.705379 = -164529.720315 nChanged 14 SP:Iteration 9Q (13104.920000 sec): 3 clusters Score: Raw -167991.755972 + Penalty 3414.705379 = -164577.050593 nChanged 16 SP:Iteration 10Q (13105.110000 sec): 3 clusters Score: Raw -168026.140583 + Penalty 3414.705379 = -164611.435203 nChanged 14 SP:Iteration 11Q (13105.290000 sec): 3 clusters Score: Raw -168056.382496 + Penalty 3414.705379 = -164641.677117 nChanged 14 SP:Iteration 12Q (13105.470000 sec): 3 clusters Score: Raw -168099.525265 + Penalty 3414.705379 = -164684.819885 nChanged 18 SP:Iteration 13Q (13105.650000 sec): 3 clusters Score: Raw -168163.093634 + Penalty 3414.705379 = -164748.388254 nChanged 29 SP:Iteration 14Q (13105.850000 sec): 3 clusters Score: Raw -168236.731584 + Penalty 3414.705379 = -164822.026205 nChanged 33 SP:Iteration 15Q (13106.130000 sec): 3 clusters Score: Raw -168358.825592 + Penalty 3414.705379 = -164944.120213 nChanged 33 SP:Iteration 16Q (13106.310000 sec): 3 clusters Score: Raw -168458.531992 + Penalty 3414.705379 = -165043.826613 nChanged 33 SP:Iteration 17Q (13106.500000 sec): 3 clusters Score: Raw -168578.132233 + Penalty 3414.705379 = -165163.426853 nChanged 35 SP:Iteration 18Q (13106.710000 sec): 3 clusters Score: Raw -168665.935889 + Penalty 3414.705379 = -165251.230510 nChanged 23 SP:Iteration 19Q (13106.870000 sec): 3 clusters Score: Raw -168712.583208 + Penalty 3414.705379 = -165297.877828 nChanged 14 SP:Iteration 20F (13107.080000 sec): 3 clusters Score: Raw -168738.920745 + Penalty 3414.705379 = -165324.215366 nChanged 5 SP:Iteration 21Q (13107.250000 sec): 3 clusters Score: Raw -168753.215303 + Penalty 3414.705379 = -165338.509924 nChanged 7 SP:Iteration 22Q (13107.440000 sec): 3 clusters Score: Raw -168765.626588 + Penalty 3414.705379 = -165350.921208 nChanged 0 SP:Iteration 23F (13107.650000 sec): 3 clusters Score: Raw -168765.626588 + Penalty 3414.705379 = -165350.921208 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 52 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13107.760000 sec): 2 clusters Score: Raw -31317.630383 + Penalty 1337.619631 = -29980.010752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13107.980000 sec): 3 clusters Score: Raw -31601.046652 + Penalty 2675.239263 = -28925.807389 nChanged 24 SP:Iteration 1F (13108.220000 sec): 3 clusters Score: Raw -31708.078475 + Penalty 2675.239263 = -29032.839212 nChanged 14 SP:Iteration 2F (13108.380000 sec): 3 clusters Score: Raw -31796.801582 + Penalty 2675.239263 = -29121.562319 nChanged 3 SP:Iteration 3Q (13108.590000 sec): 3 clusters Score: Raw -31808.794233 + Penalty 2675.239263 = -29133.554970 nChanged 1 SP:Iteration 4Q (13108.790000 sec): 3 clusters Score: Raw -31817.016461 + Penalty 2675.239263 = -29141.777198 nChanged 1 SP:Iteration 5Q (13108.960000 sec): 3 clusters Score: Raw -31826.865152 + Penalty 2675.239263 = -29151.625889 nChanged 0 SP:Iteration 6F (13109.170000 sec): 3 clusters Score: Raw -31826.865152 + Penalty 2675.239263 = -29151.625889 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 53 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13109.260000 sec): 2 clusters Score: Raw -55410.369286 + Penalty 1463.174544 = -53947.194743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13109.450000 sec): 3 clusters Score: Raw -55607.470918 + Penalty 2926.349087 = -52681.121831 nChanged 74 SP:Iteration 1F (13109.650000 sec): 3 clusters Score: Raw -55793.699243 + Penalty 2926.349087 = -52867.350156 nChanged 18 SP:Iteration 2Q (13109.850000 sec): 3 clusters Score: Raw -55840.729160 + Penalty 2926.349087 = -52914.380072 nChanged 3 SP:Iteration 3Q (13110.120000 sec): 3 clusters Score: Raw -55848.043544 + Penalty 2926.349087 = -52921.694457 nChanged 3 SP:Iteration 4Q (13110.280000 sec): 3 clusters Score: Raw -55861.940374 + Penalty 2926.349087 = -52935.591286 nChanged 3 SP:Iteration 5Q (13110.480000 sec): 3 clusters Score: Raw -55866.164477 + Penalty 2926.349087 = -52939.815389 nChanged 0 SP:Iteration 6F (13110.640000 sec): 3 clusters Score: Raw -55866.164477 + Penalty 2926.349087 = -52939.815389 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 54 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13110.730000 sec): 2 clusters Score: Raw -43777.832489 + Penalty 1447.757151 = -42330.075338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13110.940000 sec): 3 clusters Score: Raw -44019.743704 + Penalty 2895.514302 = -41124.229403 nChanged 64 SP:Iteration 1F (13111.120000 sec): 3 clusters Score: Raw -44164.263810 + Penalty 2895.514302 = -41268.749508 nChanged 13 SP:Iteration 2Q (13111.350000 sec): 3 clusters Score: Raw -44188.925179 + Penalty 2895.514302 = -41293.410877 nChanged 5 SP:Iteration 3Q (13111.520000 sec): 3 clusters Score: Raw -44194.780058 + Penalty 2895.514302 = -41299.265756 nChanged 9 SP:Iteration 4Q (13111.710000 sec): 3 clusters Score: Raw -44217.455549 + Penalty 2895.514302 = -41321.941247 nChanged 12 SP:Iteration 5Q (13111.900000 sec): 3 clusters Score: Raw -44266.550862 + Penalty 2895.514302 = -41371.036560 nChanged 16 SP:Iteration 6Q (13112.130000 sec): 3 clusters Score: Raw -44314.944242 + Penalty 2895.514302 = -41419.429940 nChanged 16 SP:Iteration 7Q (13112.280000 sec): 3 clusters Score: Raw -44385.348260 + Penalty 2895.514302 = -41489.833958 nChanged 10 SP:Iteration 8Q (13112.460000 sec): 3 clusters Score: Raw -44411.390436 + Penalty 2895.514302 = -41515.876135 nChanged 6 SP:Iteration 9Q (13112.690000 sec): 3 clusters Score: Raw -44457.013198 + Penalty 2895.514302 = -41561.498896 nChanged 3 SP:Iteration 10Q (13112.870000 sec): 3 clusters Score: Raw -44465.517539 + Penalty 2895.514302 = -41570.003237 nChanged 2 SP:Iteration 11Q (13113.080000 sec): 3 clusters Score: Raw -44473.951693 + Penalty 2895.514302 = -41578.437391 nChanged 1 SP:Iteration 12Q (13113.260000 sec): 3 clusters Score: Raw -44475.998453 + Penalty 2895.514302 = -41580.484151 nChanged 0 SP:Iteration 13F (13113.400000 sec): 3 clusters Score: Raw -44480.053097 + Penalty 2895.514302 = -41584.538795 nChanged 2 SP:Iteration 14Q (13113.650000 sec): 3 clusters Score: Raw -44497.177548 + Penalty 2895.514302 = -41601.663246 nChanged 0 SP:Iteration 15F (13113.820000 sec): 3 clusters Score: Raw -44497.177548 + Penalty 2895.514302 = -41601.663246 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 55 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13113.910000 sec): 2 clusters Score: Raw -21643.889321 + Penalty 1253.948960 = -20389.940362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13114.090000 sec): 3 clusters Score: Raw -21964.215999 + Penalty 2507.897919 = -19456.318080 nChanged 13 SP:Iteration 1F (13114.290000 sec): 3 clusters Score: Raw -22027.420695 + Penalty 2507.897919 = -19519.522776 nChanged 5 SP:Iteration 2Q (13114.480000 sec): 3 clusters Score: Raw -22047.336236 + Penalty 2507.897919 = -19539.438317 nChanged 2 SP:Iteration 3Q (13114.660000 sec): 3 clusters Score: Raw -22073.931737 + Penalty 2507.897919 = -19566.033817 nChanged 0 SP:Iteration 4F (13114.840000 sec): 3 clusters Score: Raw -22073.931737 + Penalty 2507.897919 = -19566.033817 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 56 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13114.970000 sec): 2 clusters Score: Raw -40209.414703 + Penalty 1400.945611 = -38808.469092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13115.150000 sec): 3 clusters Score: Raw -40456.752196 + Penalty 2801.891222 = -37654.860974 nChanged 41 SP:Iteration 1F (13115.340000 sec): 3 clusters Score: Raw -40632.639230 + Penalty 2801.891222 = -37830.748007 nChanged 15 SP:Iteration 2F (13115.560000 sec): 3 clusters Score: Raw -40707.271716 + Penalty 2801.891222 = -37905.380494 nChanged 8 SP:Iteration 3Q (13115.770000 sec): 3 clusters Score: Raw -40743.999324 + Penalty 2801.891222 = -37942.108102 nChanged 9 SP:Iteration 4Q (13115.980000 sec): 3 clusters Score: Raw -40796.399111 + Penalty 2801.891222 = -37994.507889 nChanged 6 SP:Iteration 5Q (13116.140000 sec): 3 clusters Score: Raw -40819.854852 + Penalty 2801.891222 = -38017.963629 nChanged 3 SP:Iteration 6Q (13116.340000 sec): 3 clusters Score: Raw -40857.293444 + Penalty 2801.891222 = -38055.402222 nChanged 3 SP:Iteration 7Q (13116.530000 sec): 3 clusters Score: Raw -40883.281535 + Penalty 2801.891222 = -38081.390313 nChanged 5 SP:Iteration 8Q (13116.730000 sec): 3 clusters Score: Raw -40926.933678 + Penalty 2801.891222 = -38125.042456 nChanged 3 SP:Iteration 9Q (13116.940000 sec): 3 clusters Score: Raw -40945.067632 + Penalty 2801.891222 = -38143.176410 nChanged 5 SP:Iteration 10Q (13117.130000 sec): 3 clusters Score: Raw -41003.656919 + Penalty 2801.891222 = -38201.765697 nChanged 7 SP:Iteration 11Q (13117.320000 sec): 3 clusters Score: Raw -41084.621108 + Penalty 2801.891222 = -38282.729885 nChanged 2 SP:Iteration 12Q (13117.510000 sec): 3 clusters Score: Raw -41113.155022 + Penalty 2801.891222 = -38311.263800 nChanged 1 SP:Iteration 13Q (13117.710000 sec): 3 clusters Score: Raw -41124.696370 + Penalty 2801.891222 = -38322.805148 nChanged 2 SP:Iteration 14Q (13117.860000 sec): 3 clusters Score: Raw -41147.690621 + Penalty 2801.891222 = -38345.799399 nChanged 4 SP:Iteration 15Q (13118.080000 sec): 3 clusters Score: Raw -41225.545225 + Penalty 2801.891222 = -38423.654003 nChanged 2 SP:Iteration 16Q (13118.320000 sec): 3 clusters Score: Raw -41244.626617 + Penalty 2801.891222 = -38442.735395 nChanged 0 SP:Iteration 17F (13118.520000 sec): 3 clusters Score: Raw -41244.626617 + Penalty 2801.891222 = -38442.735395 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 57 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13118.600000 sec): 2 clusters Score: Raw -33209.956320 + Penalty 1395.650036 = -31814.306284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13118.780000 sec): 3 clusters Score: Raw -33590.808957 + Penalty 2791.300072 = -30799.508885 nChanged 52 SP:Iteration 1F (13119.010000 sec): 3 clusters Score: Raw -33880.762316 + Penalty 2791.300072 = -31089.462244 nChanged 21 SP:Iteration 2F (13119.180000 sec): 3 clusters Score: Raw -34045.328896 + Penalty 2791.300072 = -31254.028823 nChanged 13 SP:Iteration 3Q (13119.340000 sec): 3 clusters Score: Raw -34197.616338 + Penalty 2791.300072 = -31406.316266 nChanged 9 SP:Iteration 4Q (13119.530000 sec): 3 clusters Score: Raw -34303.176520 + Penalty 2791.300072 = -31511.876448 nChanged 7 SP:Iteration 5Q (13119.720000 sec): 3 clusters Score: Raw -34378.111053 + Penalty 2791.300072 = -31586.810981 nChanged 7 SP:Iteration 6Q (13119.870000 sec): 3 clusters Score: Raw -34474.925808 + Penalty 2791.300072 = -31683.625735 nChanged 3 SP:Iteration 7Q (13120.060000 sec): 3 clusters Score: Raw -34508.654959 + Penalty 2791.300072 = -31717.354886 nChanged 2 SP:Iteration 8Q (13120.220000 sec): 3 clusters Score: Raw -34531.680982 + Penalty 2791.300072 = -31740.380909 nChanged 3 SP:Iteration 9Q (13120.420000 sec): 3 clusters Score: Raw -34547.353967 + Penalty 2791.300072 = -31756.053895 nChanged 0 SP:Iteration 10F (13120.640000 sec): 3 clusters Score: Raw -34547.353967 + Penalty 2791.300072 = -31756.053895 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 58 (784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13120.740000 sec): 2 clusters Score: Raw -77320.661643 + Penalty 1652.773437 = -75667.888206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13120.930000 sec): 3 clusters Score: Raw -77563.650896 + Penalty 3305.546874 = -74258.104022 nChanged 240 SP:Iteration 1F (13121.090000 sec): 3 clusters Score: Raw -78749.418662 + Penalty 3305.546874 = -75443.871788 nChanged 78 SP:Iteration 2F (13121.260000 sec): 3 clusters Score: Raw -79231.207861 + Penalty 3305.546874 = -75925.660987 nChanged 30 SP:Iteration 3Q (13121.450000 sec): 3 clusters Score: Raw -79367.812957 + Penalty 3305.546874 = -76062.266083 nChanged 14 SP:Iteration 4Q (13121.620000 sec): 3 clusters Score: Raw -79443.317143 + Penalty 3305.546874 = -76137.770269 nChanged 8 SP:Iteration 5Q (13121.770000 sec): 3 clusters Score: Raw -79484.468789 + Penalty 3305.546874 = -76178.921915 nChanged 4 SP:Iteration 6Q (13121.960000 sec): 3 clusters Score: Raw -79498.854799 + Penalty 3305.546874 = -76193.307925 nChanged 0 SP:Iteration 7F (13122.090000 sec): 3 clusters Score: Raw -79498.854799 + Penalty 3305.546874 = -76193.307925 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 64. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 59 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13122.230000 sec): 2 clusters Score: Raw -15585.096027 + Penalty 1151.808943 = -14433.287084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13122.400000 sec): 3 clusters Score: Raw -15908.086771 + Penalty 2303.617886 = -13604.468885 nChanged 2 SP:Iteration 1Q (13122.650000 sec): 3 clusters Score: Raw -15938.835991 + Penalty 2303.617886 = -13635.218106 nChanged 1 SP:Iteration 2Q (13122.800000 sec): 3 clusters Score: Raw -15953.157024 + Penalty 2303.617886 = -13649.539138 nChanged 0 SP:Iteration 3F (13123.020000 sec): 3 clusters Score: Raw -15953.157024 + Penalty 2303.617886 = -13649.539138 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 60 (623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13123.110000 sec): 2 clusters Score: Raw -86273.781930 + Penalty 1595.767537 = -84678.014393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13123.320000 sec): 3 clusters Score: Raw -86329.071614 + Penalty 3191.535073 = -83137.536540 nChanged 146 SP:Iteration 1F (13123.530000 sec): 3 clusters Score: Raw -86836.045251 + Penalty 3191.535073 = -83644.510178 nChanged 72 SP:Iteration 2F (13123.750000 sec): 3 clusters Score: Raw -87180.430822 + Penalty 3191.535073 = -83988.895748 nChanged 52 SP:Iteration 3F (13124.060000 sec): 3 clusters Score: Raw -87391.431717 + Penalty 3191.535073 = -84199.896644 nChanged 22 SP:Iteration 4Q (13124.250000 sec): 3 clusters Score: Raw -87509.303721 + Penalty 3191.535073 = -84317.768648 nChanged 9 SP:Iteration 5Q (13124.410000 sec): 3 clusters Score: Raw -87588.208867 + Penalty 3191.535073 = -84396.673793 nChanged 15 SP:Iteration 6Q (13124.600000 sec): 3 clusters Score: Raw -87659.294516 + Penalty 3191.535073 = -84467.759443 nChanged 6 SP:Iteration 7Q (13124.860000 sec): 3 clusters Score: Raw -87679.315758 + Penalty 3191.535073 = -84487.780685 nChanged 4 SP:Iteration 8Q (13125.010000 sec): 3 clusters Score: Raw -87702.328011 + Penalty 3191.535073 = -84510.792937 nChanged 7 SP:Iteration 9Q (13125.280000 sec): 3 clusters Score: Raw -87728.280459 + Penalty 3191.535073 = -84536.745386 nChanged 2 SP:Iteration 10Q (13125.430000 sec): 3 clusters Score: Raw -87747.495701 + Penalty 3191.535073 = -84555.960628 nChanged 2 SP:Iteration 11Q (13125.660000 sec): 3 clusters Score: Raw -87767.396940 + Penalty 3191.535073 = -84575.861867 nChanged 4 SP:Iteration 12Q (13125.850000 sec): 3 clusters Score: Raw -87801.259706 + Penalty 3191.535073 = -84609.724633 nChanged 5 SP:Iteration 13Q (13126.050000 sec): 3 clusters Score: Raw -87829.103071 + Penalty 3191.535073 = -84637.567998 nChanged 6 SP:Iteration 14Q (13126.250000 sec): 3 clusters Score: Raw -87865.701743 + Penalty 3191.535073 = -84674.166670 nChanged 3 SP:Iteration 15Q (13126.430000 sec): 3 clusters Score: Raw -87879.676108 + Penalty 3191.535073 = -84688.141035 nChanged 3 SP:Iteration 16Q (13126.670000 sec): 3 clusters Score: Raw -87895.901744 + Penalty 3191.535073 = -84704.366671 nChanged 3 SP:Iteration 17Q (13126.860000 sec): 3 clusters Score: Raw -87905.783414 + Penalty 3191.535073 = -84714.248341 nChanged 2 SP:Iteration 18Q (13127.020000 sec): 3 clusters Score: Raw -87910.622696 + Penalty 3191.535073 = -84719.087622 nChanged 1 SP:Iteration 19Q (13127.250000 sec): 3 clusters Score: Raw -87912.306508 + Penalty 3191.535073 = -84720.771435 nChanged 1 SP:Iteration 20F (13127.460000 sec): 3 clusters Score: Raw -87917.723448 + Penalty 3191.535073 = -84726.188374 nChanged 1 SP:Iteration 21Q (13127.610000 sec): 3 clusters Score: Raw -87934.329187 + Penalty 3191.535073 = -84742.794114 nChanged 1 SP:Iteration 22Q (13127.860000 sec): 3 clusters Score: Raw -87964.979033 + Penalty 3191.535073 = -84773.443960 nChanged 1 SP:Iteration 23Q (13128.030000 sec): 3 clusters Score: Raw -88017.340302 + Penalty 3191.535073 = -84825.805229 nChanged 0 SP:Iteration 24F (13128.250000 sec): 3 clusters Score: Raw -88017.340302 + Penalty 3191.535073 = -84825.805229 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 65. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 61 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13128.350000 sec): 2 clusters Score: Raw -71734.578378 + Penalty 1550.472163 = -70184.106215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13128.570000 sec): 3 clusters Score: Raw -71816.026159 + Penalty 3100.944326 = -68715.081833 nChanged 118 SP:Iteration 1F (13128.720000 sec): 3 clusters Score: Raw -72169.307049 + Penalty 3100.944326 = -69068.362723 nChanged 33 SP:Iteration 2F (13128.930000 sec): 3 clusters Score: Raw -72297.368805 + Penalty 3100.944326 = -69196.424479 nChanged 13 SP:Iteration 3Q (13129.080000 sec): 3 clusters Score: Raw -72336.832954 + Penalty 3100.944326 = -69235.888628 nChanged 9 SP:Iteration 4Q (13129.300000 sec): 3 clusters Score: Raw -72383.434015 + Penalty 3100.944326 = -69282.489689 nChanged 11 SP:Iteration 5Q (13129.480000 sec): 3 clusters Score: Raw -72404.517387 + Penalty 3100.944326 = -69303.573061 nChanged 6 SP:Iteration 6Q (13129.700000 sec): 3 clusters Score: Raw -72420.266066 + Penalty 3100.944326 = -69319.321740 nChanged 8 SP:Iteration 7Q (13129.920000 sec): 3 clusters Score: Raw -72456.857450 + Penalty 3100.944326 = -69355.913124 nChanged 8 SP:Iteration 8Q (13130.080000 sec): 3 clusters Score: Raw -72506.446035 + Penalty 3100.944326 = -69405.501709 nChanged 9 SP:Iteration 9Q (13130.240000 sec): 3 clusters Score: Raw -72546.419250 + Penalty 3100.944326 = -69445.474924 nChanged 8 SP:Iteration 10Q (13130.410000 sec): 3 clusters Score: Raw -72598.111026 + Penalty 3100.944326 = -69497.166700 nChanged 13 SP:Iteration 11Q (13130.640000 sec): 3 clusters Score: Raw -72666.991821 + Penalty 3100.944326 = -69566.047495 nChanged 13 SP:Iteration 12Q (13130.790000 sec): 3 clusters Score: Raw -72725.243760 + Penalty 3100.944326 = -69624.299434 nChanged 15 SP:Iteration 13Q (13130.920000 sec): 3 clusters Score: Raw -72807.826293 + Penalty 3100.944326 = -69706.881967 nChanged 7 SP:Iteration 14Q (13131.120000 sec): 3 clusters Score: Raw -72865.856346 + Penalty 3100.944326 = -69764.912020 nChanged 7 SP:Iteration 15Q (13131.300000 sec): 3 clusters Score: Raw -72961.509851 + Penalty 3100.944326 = -69860.565525 nChanged 8 SP:Iteration 16Q (13131.490000 sec): 3 clusters Score: Raw -73037.538793 + Penalty 3100.944326 = -69936.594467 nChanged 2 SP:Iteration 17Q (13131.650000 sec): 3 clusters Score: Raw -73047.640355 + Penalty 3100.944326 = -69946.696029 nChanged 2 SP:Iteration 18Q (13131.900000 sec): 3 clusters Score: Raw -73050.860610 + Penalty 3100.944326 = -69949.916284 nChanged 0 SP:Iteration 19F (13132.090000 sec): 3 clusters Score: Raw -73050.860610 + Penalty 3100.944326 = -69949.916284 nChanged 0 Deleting Class 63 (274 points): Lose 2723.220314 but Gain 3392.454501 Iteration 259Q (13177.900000 sec): 65 clusters Score: Raw -155173241.579942 + Penalty 217117.088085 = -154956124.491857 nChanged 641 Iteration 260F (13280.400000 sec): 65 clusters Score: Raw -155202840.850346 + Penalty 217117.088085 = -154985723.762261 nChanged 540 Iteration 261Q (13325.470000 sec): 65 clusters Score: Raw -155229148.912792 + Penalty 217117.088085 = -155012031.824707 nChanged 119 Iteration 262Q (13372.310000 sec): 65 clusters Score: Raw -155229868.884858 + Penalty 217117.088085 = -155012751.796773 nChanged 83 Iteration 263Q (13414.500000 sec): 65 clusters Score: Raw -155230506.258129 + Penalty 217117.088085 = -155013389.170044 nChanged 54 Iteration 264Q (13462.480000 sec): 65 clusters Score: Raw -155231073.757983 + Penalty 217117.088085 = -155013956.669898 nChanged 51 Iteration 265Q (13508.770000 sec): 65 clusters Score: Raw -155231395.312968 + Penalty 217117.088085 = -155014278.224883 nChanged 37 Iteration 266Q (13555.400000 sec): 65 clusters Score: Raw -155231547.791209 + Penalty 217117.088085 = -155014430.703124 nChanged 29 Iteration 267Q (13604.770000 sec): 65 clusters Score: Raw -155231769.321425 + Penalty 217117.088085 = -155014652.233340 nChanged 38 Iteration 268Q (13651.000000 sec): 65 clusters Score: Raw -155231930.842357 + Penalty 217117.088085 = -155014813.754272 nChanged 30 Iteration 269Q (13697.570000 sec): 65 clusters Score: Raw -155232192.568377 + Penalty 217117.088085 = -155015075.480292 nChanged 30 Iteration 270Q (13747.350000 sec): 65 clusters Score: Raw -155232273.623801 + Penalty 217117.088085 = -155015156.535716 nChanged 15 Iteration 271Q (13791.100000 sec): 65 clusters Score: Raw -155232296.973385 + Penalty 217117.088085 = -155015179.885300 nChanged 10 Iteration 272Q (13840.820000 sec): 65 clusters Score: Raw -155232318.689548 + Penalty 217117.088085 = -155015201.601463 nChanged 7 Iteration 273Q (13888.680000 sec): 65 clusters Score: Raw -155232322.120738 + Penalty 217117.088085 = -155015205.032653 nChanged 7 Iteration 274Q (13933.920000 sec): 65 clusters Score: Raw -155232323.556770 + Penalty 217117.088085 = -155015206.468685 nChanged 5 Iteration 275Q (13979.710000 sec): 65 clusters Score: Raw -155232323.628822 + Penalty 217117.088085 = -155015206.540737 nChanged 5 Iteration 276Q (14024.500000 sec): 65 clusters Score: Raw -155232323.718298 + Penalty 217117.088085 = -155015206.630213 nChanged 8 Iteration 277Q (14074.420000 sec): 65 clusters Score: Raw -155232323.839220 + Penalty 217117.088085 = -155015206.751135 nChanged 3 Iteration 278Q (14123.120000 sec): 65 clusters Score: Raw -155232323.965491 + Penalty 217117.088085 = -155015206.877406 nChanged 2 Iteration 279Q (14167.030000 sec): 65 clusters Score: Raw -155232324.033389 + Penalty 217117.088085 = -155015206.945304 nChanged 1 Iteration 280F (14270.920000 sec): 65 clusters Score: Raw -155261035.974047 + Penalty 217117.088085 = -155043918.885962 nChanged 374 Iteration 281Q (14320.860000 sec): 65 clusters Score: Raw -155267628.774141 + Penalty 217117.088085 = -155050511.686056 nChanged 33 Iteration 282Q (14367.470000 sec): 65 clusters Score: Raw -155268047.450930 + Penalty 217117.088085 = -155050930.362845 nChanged 26 Iteration 283Q (14408.930000 sec): 65 clusters Score: Raw -155268367.939938 + Penalty 217117.088085 = -155051250.851853 nChanged 20 Iteration 284Q (14456.170000 sec): 65 clusters Score: Raw -155268787.780059 + Penalty 217117.088085 = -155051670.691974 nChanged 10 Iteration 285Q (14503.440000 sec): 65 clusters Score: Raw -155268897.243108 + Penalty 217117.088085 = -155051780.155023 nChanged 8 Iteration 286Q (14553.610000 sec): 65 clusters Score: Raw -155269033.266512 + Penalty 217117.088085 = -155051916.178427 nChanged 10 Iteration 287Q (14603.590000 sec): 65 clusters Score: Raw -155269068.715696 + Penalty 217117.088085 = -155051951.627611 nChanged 8 Iteration 288Q (14654.450000 sec): 65 clusters Score: Raw -155269139.302507 + Penalty 217117.088085 = -155052022.214422 nChanged 10 Iteration 289Q (14702.130000 sec): 65 clusters Score: Raw -155269206.446695 + Penalty 217117.088085 = -155052089.358610 nChanged 7 Iteration 290Q (14749.780000 sec): 65 clusters Score: Raw -155269275.537363 + Penalty 217117.088085 = -155052158.449277 nChanged 6 Iteration 291Q (14796.910000 sec): 65 clusters Score: Raw -155269447.746338 + Penalty 217117.088085 = -155052330.658253 nChanged 10 Iteration 292Q (14841.770000 sec): 65 clusters Score: Raw -155269537.192600 + Penalty 217117.088085 = -155052420.104514 nChanged 2 Iteration 293Q (14889.480000 sec): 65 clusters Score: Raw -155269582.419397 + Penalty 217117.088085 = -155052465.331312 nChanged 1 Iteration 294Q (14935.830000 sec): 65 clusters Score: Raw -155269586.793596 + Penalty 217117.088085 = -155052469.705511 nChanged 0 Iteration 295F (15039.240000 sec): 65 clusters Score: Raw -155269980.688844 + Penalty 217117.088085 = -155052863.600759 nChanged 11 Iteration 296Q (15088.250000 sec): 65 clusters Score: Raw -155270098.184757 + Penalty 217117.088085 = -155052981.096672 nChanged 5 Iteration 297Q (15136.430000 sec): 65 clusters Score: Raw -155270206.847386 + Penalty 217117.088085 = -155053089.759301 nChanged 3 Iteration 298Q (15183.590000 sec): 65 clusters Score: Raw -155270265.338016 + Penalty 217117.088085 = -155053148.249931 nChanged 4 Writing temp clu file Because OldScore, -155053089.759301, is greater than current (better) Score,-155053148.249931 Compute initial score before splitting: Score: Raw -155270265.338016 + Penalty 217117.088085 = -155053148.249931 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 1 (8186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15183.920000 sec): 2 clusters Score: Raw -1515853.679843 + Penalty 2234.524803 = -1513619.155040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15184.130000 sec): 3 clusters Score: Raw -1511582.030149 + Penalty 4469.049606 = -1507112.980543 nChanged 3364 SP:Iteration 1F (15184.370000 sec): 3 clusters Score: Raw -1513371.052140 + Penalty 4469.049606 = -1508902.002534 nChanged 537 SP:Iteration 2F (15184.590000 sec): 3 clusters Score: Raw -1513665.299196 + Penalty 4469.049606 = -1509196.249590 nChanged 450 SP:Iteration 3F (15184.830000 sec): 3 clusters Score: Raw -1513903.377529 + Penalty 4469.049606 = -1509434.327923 nChanged 382 SP:Iteration 4Q (15185.110000 sec): 3 clusters Score: Raw -1514109.245863 + Penalty 4469.049606 = -1509640.196257 nChanged 337 SP:Iteration 5Q (15185.300000 sec): 3 clusters Score: Raw -1514322.787907 + Penalty 4469.049606 = -1509853.738301 nChanged 361 SP:Iteration 6Q (15185.570000 sec): 3 clusters Score: Raw -1514567.098095 + Penalty 4469.049606 = -1510098.048489 nChanged 411 SP:Iteration 7F (15185.810000 sec): 3 clusters Score: Raw -1514843.009157 + Penalty 4469.049606 = -1510373.959551 nChanged 401 SP:Iteration 8Q (15186.040000 sec): 3 clusters Score: Raw -1515084.709089 + Penalty 4469.049606 = -1510615.659483 nChanged 330 SP:Iteration 9Q (15186.250000 sec): 3 clusters Score: Raw -1515266.337929 + Penalty 4469.049606 = -1510797.288323 nChanged 300 SP:Iteration 10Q (15186.460000 sec): 3 clusters Score: Raw -1515411.453625 + Penalty 4469.049606 = -1510942.404019 nChanged 218 SP:Iteration 11Q (15186.730000 sec): 3 clusters Score: Raw -1515509.490445 + Penalty 4469.049606 = -1511040.440839 nChanged 192 SP:Iteration 12Q (15186.950000 sec): 3 clusters Score: Raw -1515586.920888 + Penalty 4469.049606 = -1511117.871283 nChanged 157 SP:Iteration 13Q (15187.190000 sec): 3 clusters Score: Raw -1515646.557193 + Penalty 4469.049606 = -1511177.507587 nChanged 113 SP:Iteration 14Q (15187.370000 sec): 3 clusters Score: Raw -1515683.197890 + Penalty 4469.049606 = -1511214.148284 nChanged 76 SP:Iteration 15Q (15187.590000 sec): 3 clusters Score: Raw -1515705.293394 + Penalty 4469.049606 = -1511236.243788 nChanged 55 SP:Iteration 16Q (15187.820000 sec): 3 clusters Score: Raw -1515719.796490 + Penalty 4469.049606 = -1511250.746884 nChanged 43 SP:Iteration 17Q (15188.020000 sec): 3 clusters Score: Raw -1515731.829907 + Penalty 4469.049606 = -1511262.780301 nChanged 45 SP:Iteration 18Q (15188.250000 sec): 3 clusters Score: Raw -1515743.880726 + Penalty 4469.049606 = -1511274.831121 nChanged 35 SP:Iteration 19Q (15188.480000 sec): 3 clusters Score: Raw -1515751.239477 + Penalty 4469.049606 = -1511282.189871 nChanged 27 SP:Iteration 20F (15188.750000 sec): 3 clusters Score: Raw -1515758.017446 + Penalty 4469.049606 = -1511288.967840 nChanged 19 SP:Iteration 21Q (15188.950000 sec): 3 clusters Score: Raw -1515761.204423 + Penalty 4469.049606 = -1511292.154817 nChanged 8 SP:Iteration 22Q (15189.180000 sec): 3 clusters Score: Raw -1515762.737615 + Penalty 4469.049606 = -1511293.688009 nChanged 10 SP:Iteration 23Q (15189.460000 sec): 3 clusters Score: Raw -1515764.637191 + Penalty 4469.049606 = -1511295.587585 nChanged 7 SP:Iteration 24Q (15189.710000 sec): 3 clusters Score: Raw -1515765.809699 + Penalty 4469.049606 = -1511296.760093 nChanged 7 SP:Iteration 25Q (15189.950000 sec): 3 clusters Score: Raw -1515767.094393 + Penalty 4469.049606 = -1511298.044787 nChanged 6 SP:Iteration 26Q (15190.150000 sec): 3 clusters Score: Raw -1515768.041443 + Penalty 4469.049606 = -1511298.991837 nChanged 8 SP:Iteration 27Q (15190.410000 sec): 3 clusters Score: Raw -1515769.585218 + Penalty 4469.049606 = -1511300.535612 nChanged 2 SP:Iteration 28Q (15190.610000 sec): 3 clusters Score: Raw -1515769.904732 + Penalty 4469.049606 = -1511300.855126 nChanged 3 SP:Iteration 29Q (15190.820000 sec): 3 clusters Score: Raw -1515770.528818 + Penalty 4469.049606 = -1511301.479212 nChanged 5 SP:Iteration 30Q (15191.070000 sec): 3 clusters Score: Raw -1515772.148038 + Penalty 4469.049606 = -1511303.098432 nChanged 11 SP:Iteration 31Q (15191.280000 sec): 3 clusters Score: Raw -1515774.164796 + Penalty 4469.049606 = -1511305.115191 nChanged 7 SP:Iteration 32Q (15191.470000 sec): 3 clusters Score: Raw -1515775.451893 + Penalty 4469.049606 = -1511306.402287 nChanged 5 SP:Iteration 33Q (15191.700000 sec): 3 clusters Score: Raw -1515776.576709 + Penalty 4469.049606 = -1511307.527103 nChanged 15 SP:Iteration 34Q (15191.920000 sec): 3 clusters Score: Raw -1515779.325139 + Penalty 4469.049606 = -1511310.275533 nChanged 4 SP:Iteration 35Q (15192.120000 sec): 3 clusters Score: Raw -1515780.033621 + Penalty 4469.049606 = -1511310.984015 nChanged 4 SP:Iteration 36Q (15192.370000 sec): 3 clusters Score: Raw -1515780.896498 + Penalty 4469.049606 = -1511311.846892 nChanged 4 SP:Iteration 37Q (15192.540000 sec): 3 clusters Score: Raw -1515781.494883 + Penalty 4469.049606 = -1511312.445277 nChanged 5 SP:Iteration 38Q (15192.760000 sec): 3 clusters Score: Raw -1515782.395498 + Penalty 4469.049606 = -1511313.345892 nChanged 5 SP:Iteration 39Q (15192.940000 sec): 3 clusters Score: Raw -1515783.127997 + Penalty 4469.049606 = -1511314.078391 nChanged 2 SP:Iteration 40F (15193.180000 sec): 3 clusters Score: Raw -1515783.342701 + Penalty 4469.049606 = -1511314.293096 nChanged 2 SP:Iteration 41Q (15193.370000 sec): 3 clusters Score: Raw -1515783.579052 + Penalty 4469.049606 = -1511314.529447 nChanged 0 SP:Iteration 42F (15193.560000 sec): 3 clusters Score: Raw -1515783.579052 + Penalty 4469.049606 = -1511314.529447 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 2 (732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15193.670000 sec): 2 clusters Score: Raw -121676.909120 + Penalty 1635.753567 = -120041.155553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15193.860000 sec): 3 clusters Score: Raw -121579.907968 + Penalty 3271.507135 = -118308.400833 nChanged 164 SP:Iteration 1F (15194.000000 sec): 3 clusters Score: Raw -121818.697192 + Penalty 3271.507135 = -118547.190057 nChanged 43 SP:Iteration 2F (15194.190000 sec): 3 clusters Score: Raw -121891.124919 + Penalty 3271.507135 = -118619.617784 nChanged 26 SP:Iteration 3Q (15194.330000 sec): 3 clusters Score: Raw -121926.788863 + Penalty 3271.507135 = -118655.281728 nChanged 10 SP:Iteration 4Q (15194.470000 sec): 3 clusters Score: Raw -121950.233570 + Penalty 3271.507135 = -118678.726435 nChanged 10 SP:Iteration 5Q (15194.660000 sec): 3 clusters Score: Raw -121977.141876 + Penalty 3271.507135 = -118705.634741 nChanged 13 SP:Iteration 6Q (15194.860000 sec): 3 clusters Score: Raw -122006.515349 + Penalty 3271.507135 = -118735.008214 nChanged 13 SP:Iteration 7Q (15195.000000 sec): 3 clusters Score: Raw -122034.886673 + Penalty 3271.507135 = -118763.379538 nChanged 8 SP:Iteration 8Q (15195.120000 sec): 3 clusters Score: Raw -122047.962181 + Penalty 3271.507135 = -118776.455046 nChanged 4 SP:Iteration 9Q (15195.290000 sec): 3 clusters Score: Raw -122055.356427 + Penalty 3271.507135 = -118783.849292 nChanged 3 SP:Iteration 10Q (15195.510000 sec): 3 clusters Score: Raw -122058.693660 + Penalty 3271.507135 = -118787.186525 nChanged 2 SP:Iteration 11Q (15195.670000 sec): 3 clusters Score: Raw -122061.851239 + Penalty 3271.507135 = -118790.344104 nChanged 3 SP:Iteration 12Q (15195.850000 sec): 3 clusters Score: Raw -122069.739936 + Penalty 3271.507135 = -118798.232801 nChanged 2 SP:Iteration 13Q (15196.010000 sec): 3 clusters Score: Raw -122075.483119 + Penalty 3271.507135 = -118803.975984 nChanged 1 SP:Iteration 14Q (15196.150000 sec): 3 clusters Score: Raw -122076.831534 + Penalty 3271.507135 = -118805.324399 nChanged 1 SP:Iteration 15Q (15196.330000 sec): 3 clusters Score: Raw -122078.059199 + Penalty 3271.507135 = -118806.552064 nChanged 0 SP:Iteration 16F (15196.530000 sec): 3 clusters Score: Raw -122078.059199 + Penalty 3271.507135 = -118806.552064 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 3 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15196.590000 sec): 2 clusters Score: Raw -132417.571405 + Penalty 1659.636768 = -130757.934637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15196.770000 sec): 3 clusters Score: Raw -132348.939698 + Penalty 3319.273536 = -129029.666162 nChanged 186 SP:Iteration 1F (15196.950000 sec): 3 clusters Score: Raw -132607.115823 + Penalty 3319.273536 = -129287.842287 nChanged 59 SP:Iteration 2F (15197.140000 sec): 3 clusters Score: Raw -132727.548733 + Penalty 3319.273536 = -129408.275197 nChanged 37 SP:Iteration 3Q (15197.330000 sec): 3 clusters Score: Raw -132799.426198 + Penalty 3319.273536 = -129480.152662 nChanged 29 SP:Iteration 4Q (15197.470000 sec): 3 clusters Score: Raw -132870.447431 + Penalty 3319.273536 = -129551.173895 nChanged 21 SP:Iteration 5Q (15197.660000 sec): 3 clusters Score: Raw -132910.586507 + Penalty 3319.273536 = -129591.312971 nChanged 17 SP:Iteration 6Q (15197.840000 sec): 3 clusters Score: Raw -132939.316218 + Penalty 3319.273536 = -129620.042682 nChanged 11 SP:Iteration 7Q (15198.030000 sec): 3 clusters Score: Raw -132956.087413 + Penalty 3319.273536 = -129636.813877 nChanged 8 SP:Iteration 8Q (15198.170000 sec): 3 clusters Score: Raw -132972.895423 + Penalty 3319.273536 = -129653.621887 nChanged 6 SP:Iteration 9Q (15198.320000 sec): 3 clusters Score: Raw -132985.175188 + Penalty 3319.273536 = -129665.901651 nChanged 3 SP:Iteration 10Q (15198.450000 sec): 3 clusters Score: Raw -132992.687170 + Penalty 3319.273536 = -129673.413634 nChanged 1 SP:Iteration 11Q (15198.580000 sec): 3 clusters Score: Raw -132994.388536 + Penalty 3319.273536 = -129675.115000 nChanged 2 SP:Iteration 12Q (15198.770000 sec): 3 clusters Score: Raw -132998.262376 + Penalty 3319.273536 = -129678.988840 nChanged 2 SP:Iteration 13Q (15198.920000 sec): 3 clusters Score: Raw -132999.798597 + Penalty 3319.273536 = -129680.525061 nChanged 2 SP:Iteration 14Q (15199.120000 sec): 3 clusters Score: Raw -133002.768420 + Penalty 3319.273536 = -129683.494884 nChanged 0 SP:Iteration 15F (15199.250000 sec): 3 clusters Score: Raw -133010.802182 + Penalty 3319.273536 = -129691.528646 nChanged 2 SP:Iteration 16Q (15199.420000 sec): 3 clusters Score: Raw -133043.270649 + Penalty 3319.273536 = -129723.997113 nChanged 8 SP:Iteration 17Q (15199.540000 sec): 3 clusters Score: Raw -133056.992910 + Penalty 3319.273536 = -129737.719374 nChanged 8 SP:Iteration 18Q (15199.650000 sec): 3 clusters Score: Raw -133072.235575 + Penalty 3319.273536 = -129752.962039 nChanged 4 SP:Iteration 19Q (15199.750000 sec): 3 clusters Score: Raw -133082.746768 + Penalty 3319.273536 = -129763.473232 nChanged 8 SP:Iteration 20F (15199.850000 sec): 3 clusters Score: Raw -133099.537941 + Penalty 3319.273536 = -129780.264404 nChanged 8 SP:Iteration 21Q (15199.970000 sec): 3 clusters Score: Raw -133112.036630 + Penalty 3319.273536 = -129792.763094 nChanged 11 SP:Iteration 22Q (15200.170000 sec): 3 clusters Score: Raw -133126.404498 + Penalty 3319.273536 = -129807.130962 nChanged 4 SP:Iteration 23Q (15200.330000 sec): 3 clusters Score: Raw -133133.010193 + Penalty 3319.273536 = -129813.736657 nChanged 1 SP:Iteration 24Q (15200.500000 sec): 3 clusters Score: Raw -133134.888064 + Penalty 3319.273536 = -129815.614528 nChanged 1 SP:Iteration 25Q (15200.680000 sec): 3 clusters Score: Raw -133136.340693 + Penalty 3319.273536 = -129817.067157 nChanged 1 SP:Iteration 26Q (15200.840000 sec): 3 clusters Score: Raw -133136.926798 + Penalty 3319.273536 = -129817.653261 nChanged 1 SP:Iteration 27Q (15201.080000 sec): 3 clusters Score: Raw -133139.028328 + Penalty 3319.273536 = -129819.754792 nChanged 2 SP:Iteration 28Q (15201.280000 sec): 3 clusters Score: Raw -133142.731851 + Penalty 3319.273536 = -129823.458315 nChanged 1 SP:Iteration 29Q (15201.460000 sec): 3 clusters Score: Raw -133154.267984 + Penalty 3319.273536 = -129834.994448 nChanged 5 SP:Iteration 30Q (15201.690000 sec): 3 clusters Score: Raw -133168.094457 + Penalty 3319.273536 = -129848.820921 nChanged 1 SP:Iteration 31Q (15201.950000 sec): 3 clusters Score: Raw -133169.308653 + Penalty 3319.273536 = -129850.035117 nChanged 0 SP:Iteration 32F (15202.140000 sec): 3 clusters Score: Raw -133169.308653 + Penalty 3319.273536 = -129850.035117 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 4 (702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15202.230000 sec): 2 clusters Score: Raw -123030.504566 + Penalty 1625.375484 = -121405.129082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15202.410000 sec): 3 clusters Score: Raw -123021.855231 + Penalty 3250.750968 = -119771.104262 nChanged 150 SP:Iteration 1F (15202.590000 sec): 3 clusters Score: Raw -123284.700643 + Penalty 3250.750968 = -120033.949675 nChanged 50 SP:Iteration 2F (15202.790000 sec): 3 clusters Score: Raw -123379.654220 + Penalty 3250.750968 = -120128.903251 nChanged 27 SP:Iteration 3Q (15202.970000 sec): 3 clusters Score: Raw -123435.618903 + Penalty 3250.750968 = -120184.867935 nChanged 18 SP:Iteration 4Q (15203.120000 sec): 3 clusters Score: Raw -123515.162395 + Penalty 3250.750968 = -120264.411427 nChanged 23 SP:Iteration 5Q (15203.340000 sec): 3 clusters Score: Raw -123558.584104 + Penalty 3250.750968 = -120307.833135 nChanged 13 SP:Iteration 6Q (15203.540000 sec): 3 clusters Score: Raw -123585.485303 + Penalty 3250.750968 = -120334.734334 nChanged 9 SP:Iteration 7Q (15203.680000 sec): 3 clusters Score: Raw -123612.449752 + Penalty 3250.750968 = -120361.698783 nChanged 10 SP:Iteration 8Q (15203.850000 sec): 3 clusters Score: Raw -123642.225718 + Penalty 3250.750968 = -120391.474750 nChanged 5 SP:Iteration 9Q (15204.030000 sec): 3 clusters Score: Raw -123650.142194 + Penalty 3250.750968 = -120399.391226 nChanged 3 SP:Iteration 10Q (15204.240000 sec): 3 clusters Score: Raw -123654.627004 + Penalty 3250.750968 = -120403.876036 nChanged 3 SP:Iteration 11Q (15204.410000 sec): 3 clusters Score: Raw -123669.840238 + Penalty 3250.750968 = -120419.089269 nChanged 1 SP:Iteration 12Q (15204.580000 sec): 3 clusters Score: Raw -123671.284407 + Penalty 3250.750968 = -120420.533438 nChanged 0 SP:Iteration 13F (15204.760000 sec): 3 clusters Score: Raw -123671.284407 + Penalty 3250.750968 = -120420.533438 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 5 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15204.840000 sec): 2 clusters Score: Raw -48470.928028 + Penalty 1417.005736 = -47053.922293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15204.990000 sec): 3 clusters Score: Raw -48629.876929 + Penalty 2834.011472 = -45795.865457 nChanged 41 SP:Iteration 1F (15205.170000 sec): 3 clusters Score: Raw -48757.415319 + Penalty 2834.011472 = -45923.403847 nChanged 13 SP:Iteration 2Q (15205.340000 sec): 3 clusters Score: Raw -48816.163903 + Penalty 2834.011472 = -45982.152431 nChanged 7 SP:Iteration 3Q (15205.480000 sec): 3 clusters Score: Raw -48847.089327 + Penalty 2834.011472 = -46013.077855 nChanged 6 SP:Iteration 4Q (15205.620000 sec): 3 clusters Score: Raw -48873.711897 + Penalty 2834.011472 = -46039.700425 nChanged 2 SP:Iteration 5Q (15205.890000 sec): 3 clusters Score: Raw -48877.399034 + Penalty 2834.011472 = -46043.387562 nChanged 1 SP:Iteration 6Q (15206.090000 sec): 3 clusters Score: Raw -48881.194237 + Penalty 2834.011472 = -46047.182766 nChanged 0 SP:Iteration 7F (15206.260000 sec): 3 clusters Score: Raw -48881.194237 + Penalty 2834.011472 = -46047.182766 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 6 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15206.340000 sec): 2 clusters Score: Raw -97917.907951 + Penalty 1570.653348 = -96347.254603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15206.530000 sec): 3 clusters Score: Raw -97964.165538 + Penalty 3141.306696 = -94822.858842 nChanged 117 SP:Iteration 1F (15206.710000 sec): 3 clusters Score: Raw -98225.092494 + Penalty 3141.306696 = -95083.785798 nChanged 40 SP:Iteration 2F (15206.920000 sec): 3 clusters Score: Raw -98350.840737 + Penalty 3141.306696 = -95209.534042 nChanged 21 SP:Iteration 3Q (15207.100000 sec): 3 clusters Score: Raw -98400.442000 + Penalty 3141.306696 = -95259.135304 nChanged 13 SP:Iteration 4Q (15207.300000 sec): 3 clusters Score: Raw -98437.678550 + Penalty 3141.306696 = -95296.371854 nChanged 9 SP:Iteration 5Q (15207.440000 sec): 3 clusters Score: Raw -98461.628809 + Penalty 3141.306696 = -95320.322113 nChanged 7 SP:Iteration 6Q (15207.630000 sec): 3 clusters Score: Raw -98495.539217 + Penalty 3141.306696 = -95354.232521 nChanged 7 SP:Iteration 7Q (15207.870000 sec): 3 clusters Score: Raw -98519.561970 + Penalty 3141.306696 = -95378.255275 nChanged 6 SP:Iteration 8Q (15208.020000 sec): 3 clusters Score: Raw -98533.148609 + Penalty 3141.306696 = -95391.841913 nChanged 4 SP:Iteration 9Q (15208.240000 sec): 3 clusters Score: Raw -98545.800642 + Penalty 3141.306696 = -95404.493946 nChanged 0 SP:Iteration 10F (15208.450000 sec): 3 clusters Score: Raw -98545.800642 + Penalty 3141.306696 = -95404.493946 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 7 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15208.580000 sec): 2 clusters Score: Raw -90580.926794 + Penalty 1581.428283 = -88999.498511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15208.740000 sec): 3 clusters Score: Raw -90593.391593 + Penalty 3162.856566 = -87430.535027 nChanged 120 SP:Iteration 1F (15208.870000 sec): 3 clusters Score: Raw -90954.929139 + Penalty 3162.856566 = -87792.072573 nChanged 51 SP:Iteration 2F (15209.020000 sec): 3 clusters Score: Raw -91134.093710 + Penalty 3162.856566 = -87971.237144 nChanged 36 SP:Iteration 3F (15209.190000 sec): 3 clusters Score: Raw -91229.777707 + Penalty 3162.856566 = -88066.921141 nChanged 22 SP:Iteration 4Q (15209.360000 sec): 3 clusters Score: Raw -91282.492853 + Penalty 3162.856566 = -88119.636287 nChanged 12 SP:Iteration 5Q (15209.550000 sec): 3 clusters Score: Raw -91323.866452 + Penalty 3162.856566 = -88161.009886 nChanged 4 SP:Iteration 6Q (15209.720000 sec): 3 clusters Score: Raw -91332.505778 + Penalty 3162.856566 = -88169.649211 nChanged 2 SP:Iteration 7Q (15209.890000 sec): 3 clusters Score: Raw -91340.387907 + Penalty 3162.856566 = -88177.531341 nChanged 2 SP:Iteration 8Q (15210.060000 sec): 3 clusters Score: Raw -91347.590059 + Penalty 3162.856566 = -88184.733493 nChanged 1 SP:Iteration 9Q (15210.230000 sec): 3 clusters Score: Raw -91350.980682 + Penalty 3162.856566 = -88188.124116 nChanged 1 SP:Iteration 10Q (15210.400000 sec): 3 clusters Score: Raw -91357.651343 + Penalty 3162.856566 = -88194.794777 nChanged 4 SP:Iteration 11Q (15210.580000 sec): 3 clusters Score: Raw -91372.420049 + Penalty 3162.856566 = -88209.563483 nChanged 2 SP:Iteration 12Q (15210.760000 sec): 3 clusters Score: Raw -91385.823513 + Penalty 3162.856566 = -88222.966946 nChanged 2 SP:Iteration 13Q (15210.960000 sec): 3 clusters Score: Raw -91397.571069 + Penalty 3162.856566 = -88234.714503 nChanged 3 SP:Iteration 14Q (15211.110000 sec): 3 clusters Score: Raw -91405.041112 + Penalty 3162.856566 = -88242.184545 nChanged 1 SP:Iteration 15Q (15211.300000 sec): 3 clusters Score: Raw -91408.164572 + Penalty 3162.856566 = -88245.308006 nChanged 2 SP:Iteration 16Q (15211.490000 sec): 3 clusters Score: Raw -91414.381414 + Penalty 3162.856566 = -88251.524848 nChanged 1 SP:Iteration 17Q (15211.680000 sec): 3 clusters Score: Raw -91416.935495 + Penalty 3162.856566 = -88254.078929 nChanged 2 SP:Iteration 18Q (15211.880000 sec): 3 clusters Score: Raw -91420.652788 + Penalty 3162.856566 = -88257.796222 nChanged 3 SP:Iteration 19Q (15212.030000 sec): 3 clusters Score: Raw -91425.529642 + Penalty 3162.856566 = -88262.673075 nChanged 0 SP:Iteration 20F (15212.250000 sec): 3 clusters Score: Raw -91425.529642 + Penalty 3162.856566 = -88262.673075 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 8 (784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15212.330000 sec): 2 clusters Score: Raw -132752.540585 + Penalty 1652.773437 = -131099.767148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15212.570000 sec): 3 clusters Score: Raw -132624.451842 + Penalty 3305.546874 = -129318.904968 nChanged 193 SP:Iteration 1F (15212.820000 sec): 3 clusters Score: Raw -132881.168968 + Penalty 3305.546874 = -129575.622094 nChanged 50 SP:Iteration 2F (15212.970000 sec): 3 clusters Score: Raw -132956.844908 + Penalty 3305.546874 = -129651.298034 nChanged 27 SP:Iteration 3Q (15213.210000 sec): 3 clusters Score: Raw -133006.555431 + Penalty 3305.546874 = -129701.008557 nChanged 16 SP:Iteration 4Q (15213.410000 sec): 3 clusters Score: Raw -133038.842449 + Penalty 3305.546874 = -129733.295575 nChanged 6 SP:Iteration 5Q (15213.600000 sec): 3 clusters Score: Raw -133046.911140 + Penalty 3305.546874 = -129741.364266 nChanged 7 SP:Iteration 6Q (15213.810000 sec): 3 clusters Score: Raw -133056.476295 + Penalty 3305.546874 = -129750.929421 nChanged 4 SP:Iteration 7Q (15213.960000 sec): 3 clusters Score: Raw -133060.698967 + Penalty 3305.546874 = -129755.152092 nChanged 3 SP:Iteration 8Q (15214.130000 sec): 3 clusters Score: Raw -133063.054603 + Penalty 3305.546874 = -129757.507729 nChanged 3 SP:Iteration 9Q (15214.310000 sec): 3 clusters Score: Raw -133067.031054 + Penalty 3305.546874 = -129761.484180 nChanged 4 SP:Iteration 10Q (15214.530000 sec): 3 clusters Score: Raw -133072.188036 + Penalty 3305.546874 = -129766.641162 nChanged 2 SP:Iteration 11Q (15214.690000 sec): 3 clusters Score: Raw -133074.586912 + Penalty 3305.546874 = -129769.040037 nChanged 1 SP:Iteration 12Q (15214.890000 sec): 3 clusters Score: Raw -133075.028615 + Penalty 3305.546874 = -129769.481741 nChanged 2 SP:Iteration 13Q (15215.080000 sec): 3 clusters Score: Raw -133076.382038 + Penalty 3305.546874 = -129770.835164 nChanged 2 SP:Iteration 14Q (15215.290000 sec): 3 clusters Score: Raw -133077.702729 + Penalty 3305.546874 = -129772.155855 nChanged 1 SP:Iteration 15Q (15215.450000 sec): 3 clusters Score: Raw -133078.596191 + Penalty 3305.546874 = -129773.049317 nChanged 0 SP:Iteration 16F (15215.670000 sec): 3 clusters Score: Raw -133078.596191 + Penalty 3305.546874 = -129773.049317 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 9 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15215.730000 sec): 2 clusters Score: Raw -21322.437211 + Penalty 1244.285400 = -20078.151812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15215.950000 sec): 3 clusters Score: Raw -21648.511678 + Penalty 2488.570799 = -19159.940879 nChanged 10 SP:Iteration 1F (15216.190000 sec): 3 clusters Score: Raw -21702.849840 + Penalty 2488.570799 = -19214.279040 nChanged 3 SP:Iteration 2Q (15216.380000 sec): 3 clusters Score: Raw -21721.333664 + Penalty 2488.570799 = -19232.762865 nChanged 0 SP:Iteration 3F (15216.540000 sec): 3 clusters Score: Raw -21721.333664 + Penalty 2488.570799 = -19232.762865 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 10 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15216.640000 sec): 2 clusters Score: Raw -15326.368935 + Penalty 1167.963490 = -14158.405445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15216.860000 sec): 3 clusters Score: Raw -15719.437877 + Penalty 2335.926980 = -13383.510897 nChanged 3 SP:Iteration 1Q (15217.050000 sec): 3 clusters Score: Raw -15743.254245 + Penalty 2335.926980 = -13407.327265 nChanged 0 SP:Iteration 2F (15217.250000 sec): 3 clusters Score: Raw -15743.254245 + Penalty 2335.926980 = -13407.327265 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 11 (1528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15217.380000 sec): 2 clusters Score: Raw -257360.623811 + Penalty 1818.265312 = -255542.358498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15217.580000 sec): 3 clusters Score: Raw -256898.953810 + Penalty 3636.530625 = -253262.423185 nChanged 445 SP:Iteration 1F (15217.780000 sec): 3 clusters Score: Raw -257341.067940 + Penalty 3636.530625 = -253704.537315 nChanged 142 SP:Iteration 2F (15217.950000 sec): 3 clusters Score: Raw -257540.206026 + Penalty 3636.530625 = -253903.675401 nChanged 87 SP:Iteration 3F (15218.170000 sec): 3 clusters Score: Raw -257678.851703 + Penalty 3636.530625 = -254042.321078 nChanged 65 SP:Iteration 4Q (15218.350000 sec): 3 clusters Score: Raw -257779.299493 + Penalty 3636.530625 = -254142.768868 nChanged 58 SP:Iteration 5Q (15218.520000 sec): 3 clusters Score: Raw -257876.969729 + Penalty 3636.530625 = -254240.439104 nChanged 57 SP:Iteration 6Q (15218.740000 sec): 3 clusters Score: Raw -257977.086112 + Penalty 3636.530625 = -254340.555487 nChanged 59 SP:Iteration 7Q (15218.930000 sec): 3 clusters Score: Raw -258109.813125 + Penalty 3636.530625 = -254473.282500 nChanged 77 SP:Iteration 8F (15219.080000 sec): 3 clusters Score: Raw -258335.303214 + Penalty 3636.530625 = -254698.772589 nChanged 72 SP:Iteration 9Q (15219.290000 sec): 3 clusters Score: Raw -258538.272124 + Penalty 3636.530625 = -254901.741499 nChanged 68 SP:Iteration 10Q (15219.470000 sec): 3 clusters Score: Raw -258693.488185 + Penalty 3636.530625 = -255056.957560 nChanged 51 SP:Iteration 11Q (15219.640000 sec): 3 clusters Score: Raw -258792.632535 + Penalty 3636.530625 = -255156.101910 nChanged 42 SP:Iteration 12Q (15219.830000 sec): 3 clusters Score: Raw -258894.802710 + Penalty 3636.530625 = -255258.272085 nChanged 34 SP:Iteration 13Q (15220.030000 sec): 3 clusters Score: Raw -258953.094326 + Penalty 3636.530625 = -255316.563701 nChanged 25 SP:Iteration 14Q (15220.240000 sec): 3 clusters Score: Raw -258995.077307 + Penalty 3636.530625 = -255358.546682 nChanged 20 SP:Iteration 15Q (15220.450000 sec): 3 clusters Score: Raw -259022.365356 + Penalty 3636.530625 = -255385.834731 nChanged 15 SP:Iteration 16Q (15220.670000 sec): 3 clusters Score: Raw -259043.797890 + Penalty 3636.530625 = -255407.267265 nChanged 6 SP:Iteration 17Q (15220.870000 sec): 3 clusters Score: Raw -259048.309343 + Penalty 3636.530625 = -255411.778718 nChanged 0 SP:Iteration 18F (15221.030000 sec): 3 clusters Score: Raw -259055.591104 + Penalty 3636.530625 = -255419.060479 nChanged 3 SP:Iteration 19Q (15221.240000 sec): 3 clusters Score: Raw -259076.082340 + Penalty 3636.530625 = -255439.551715 nChanged 7 SP:Iteration 20F (15221.400000 sec): 3 clusters Score: Raw -259090.218497 + Penalty 3636.530625 = -255453.687872 nChanged 5 SP:Iteration 21Q (15221.580000 sec): 3 clusters Score: Raw -259102.077381 + Penalty 3636.530625 = -255465.546756 nChanged 8 SP:Iteration 22Q (15221.790000 sec): 3 clusters Score: Raw -259111.090218 + Penalty 3636.530625 = -255474.559593 nChanged 4 SP:Iteration 23Q (15221.990000 sec): 3 clusters Score: Raw -259114.886045 + Penalty 3636.530625 = -255478.355420 nChanged 3 SP:Iteration 24Q (15222.170000 sec): 3 clusters Score: Raw -259118.449640 + Penalty 3636.530625 = -255481.919015 nChanged 3 SP:Iteration 25Q (15222.340000 sec): 3 clusters Score: Raw -259122.485521 + Penalty 3636.530625 = -255485.954896 nChanged 3 SP:Iteration 26Q (15222.500000 sec): 3 clusters Score: Raw -259127.954014 + Penalty 3636.530625 = -255491.423389 nChanged 2 SP:Iteration 27Q (15222.710000 sec): 3 clusters Score: Raw -259129.575763 + Penalty 3636.530625 = -255493.045138 nChanged 1 SP:Iteration 28Q (15222.870000 sec): 3 clusters Score: Raw -259130.669018 + Penalty 3636.530625 = -255494.138393 nChanged 0 SP:Iteration 29F (15223.030000 sec): 3 clusters Score: Raw -259130.669018 + Penalty 3636.530625 = -255494.138393 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 12 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15223.130000 sec): 2 clusters Score: Raw -65463.810528 + Penalty 1503.818732 = -63959.991796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15223.360000 sec): 3 clusters Score: Raw -65547.107395 + Penalty 3007.637464 = -62539.469931 nChanged 95 SP:Iteration 1F (15223.530000 sec): 3 clusters Score: Raw -65808.882539 + Penalty 3007.637464 = -62801.245076 nChanged 37 SP:Iteration 2F (15223.750000 sec): 3 clusters Score: Raw -65938.726636 + Penalty 3007.637464 = -62931.089172 nChanged 11 SP:Iteration 3Q (15223.910000 sec): 3 clusters Score: Raw -66004.980854 + Penalty 3007.637464 = -62997.343391 nChanged 10 SP:Iteration 4Q (15224.100000 sec): 3 clusters Score: Raw -66029.181037 + Penalty 3007.637464 = -63021.543574 nChanged 4 SP:Iteration 5Q (15224.290000 sec): 3 clusters Score: Raw -66037.462349 + Penalty 3007.637464 = -63029.824886 nChanged 6 SP:Iteration 6Q (15224.460000 sec): 3 clusters Score: Raw -66055.041939 + Penalty 3007.637464 = -63047.404476 nChanged 6 SP:Iteration 7Q (15224.630000 sec): 3 clusters Score: Raw -66066.574970 + Penalty 3007.637464 = -63058.937507 nChanged 3 SP:Iteration 8Q (15224.860000 sec): 3 clusters Score: Raw -66074.752337 + Penalty 3007.637464 = -63067.114873 nChanged 2 SP:Iteration 9Q (15225.020000 sec): 3 clusters Score: Raw -66077.085786 + Penalty 3007.637464 = -63069.448322 nChanged 1 SP:Iteration 10Q (15225.200000 sec): 3 clusters Score: Raw -66078.012982 + Penalty 3007.637464 = -63070.375518 nChanged 1 SP:Iteration 11Q (15225.420000 sec): 3 clusters Score: Raw -66086.646873 + Penalty 3007.637464 = -63079.009410 nChanged 1 SP:Iteration 12Q (15225.550000 sec): 3 clusters Score: Raw -66087.964163 + Penalty 3007.637464 = -63080.326700 nChanged 1 SP:Iteration 13Q (15225.750000 sec): 3 clusters Score: Raw -66089.607079 + Penalty 3007.637464 = -63081.969615 nChanged 0 SP:Iteration 14F (15225.930000 sec): 3 clusters Score: Raw -66089.607079 + Penalty 3007.637464 = -63081.969615 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 13 (8494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15226.030000 sec): 2 clusters Score: Raw -1590794.679119 + Penalty 2243.684597 = -1588550.994522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15226.260000 sec): 3 clusters Score: Raw -1586311.527520 + Penalty 4487.369194 = -1581824.158325 nChanged 3472 SP:Iteration 1F (15226.500000 sec): 3 clusters Score: Raw -1588242.158822 + Penalty 4487.369194 = -1583754.789628 nChanged 571 SP:Iteration 2F (15226.760000 sec): 3 clusters Score: Raw -1588536.827561 + Penalty 4487.369194 = -1584049.458367 nChanged 433 SP:Iteration 3F (15226.970000 sec): 3 clusters Score: Raw -1588796.360242 + Penalty 4487.369194 = -1584308.991047 nChanged 399 SP:Iteration 4Q (15227.190000 sec): 3 clusters Score: Raw -1589078.416850 + Penalty 4487.369194 = -1584591.047656 nChanged 409 SP:Iteration 5Q (15227.430000 sec): 3 clusters Score: Raw -1589377.563998 + Penalty 4487.369194 = -1584890.194804 nChanged 445 SP:Iteration 6F (15227.640000 sec): 3 clusters Score: Raw -1589738.896252 + Penalty 4487.369194 = -1585251.527058 nChanged 496 SP:Iteration 7F (15227.850000 sec): 3 clusters Score: Raw -1590167.556553 + Penalty 4487.369194 = -1585680.187358 nChanged 539 SP:Iteration 8F (15228.070000 sec): 3 clusters Score: Raw -1590647.128545 + Penalty 4487.369194 = -1586159.759351 nChanged 483 SP:Iteration 9F (15228.290000 sec): 3 clusters Score: Raw -1591019.001149 + Penalty 4487.369194 = -1586531.631954 nChanged 379 SP:Iteration 10Q (15228.500000 sec): 3 clusters Score: Raw -1591292.129889 + Penalty 4487.369194 = -1586804.760694 nChanged 287 SP:Iteration 11Q (15228.730000 sec): 3 clusters Score: Raw -1591495.582634 + Penalty 4487.369194 = -1587008.213440 nChanged 232 SP:Iteration 12Q (15228.970000 sec): 3 clusters Score: Raw -1591644.371197 + Penalty 4487.369194 = -1587157.002003 nChanged 168 SP:Iteration 13Q (15229.160000 sec): 3 clusters Score: Raw -1591728.259701 + Penalty 4487.369194 = -1587240.890507 nChanged 116 SP:Iteration 14Q (15229.370000 sec): 3 clusters Score: Raw -1591795.555520 + Penalty 4487.369194 = -1587308.186325 nChanged 107 SP:Iteration 15Q (15229.600000 sec): 3 clusters Score: Raw -1591850.149049 + Penalty 4487.369194 = -1587362.779855 nChanged 90 SP:Iteration 16Q (15229.870000 sec): 3 clusters Score: Raw -1591899.784564 + Penalty 4487.369194 = -1587412.415370 nChanged 79 SP:Iteration 17Q (15230.070000 sec): 3 clusters Score: Raw -1591934.530846 + Penalty 4487.369194 = -1587447.161651 nChanged 64 SP:Iteration 18Q (15230.330000 sec): 3 clusters Score: Raw -1591961.161431 + Penalty 4487.369194 = -1587473.792237 nChanged 64 SP:Iteration 19Q (15230.570000 sec): 3 clusters Score: Raw -1591986.838481 + Penalty 4487.369194 = -1587499.469287 nChanged 53 SP:Iteration 20F (15230.830000 sec): 3 clusters Score: Raw -1592005.817286 + Penalty 4487.369194 = -1587518.448092 nChanged 48 SP:Iteration 21Q (15231.040000 sec): 3 clusters Score: Raw -1592022.486617 + Penalty 4487.369194 = -1587535.117423 nChanged 54 SP:Iteration 22Q (15231.260000 sec): 3 clusters Score: Raw -1592043.700497 + Penalty 4487.369194 = -1587556.331303 nChanged 63 SP:Iteration 23Q (15231.460000 sec): 3 clusters Score: Raw -1592062.189563 + Penalty 4487.369194 = -1587574.820369 nChanged 51 SP:Iteration 24Q (15231.710000 sec): 3 clusters Score: Raw -1592078.525165 + Penalty 4487.369194 = -1587591.155971 nChanged 52 SP:Iteration 25Q (15231.940000 sec): 3 clusters Score: Raw -1592094.967667 + Penalty 4487.369194 = -1587607.598473 nChanged 56 SP:Iteration 26Q (15232.150000 sec): 3 clusters Score: Raw -1592113.628227 + Penalty 4487.369194 = -1587626.259033 nChanged 42 SP:Iteration 27Q (15232.390000 sec): 3 clusters Score: Raw -1592125.326007 + Penalty 4487.369194 = -1587637.956813 nChanged 38 SP:Iteration 28Q (15232.570000 sec): 3 clusters Score: Raw -1592136.076456 + Penalty 4487.369194 = -1587648.707262 nChanged 31 SP:Iteration 29Q (15232.770000 sec): 3 clusters Score: Raw -1592144.045757 + Penalty 4487.369194 = -1587656.676563 nChanged 32 SP:Iteration 30Q (15233.010000 sec): 3 clusters Score: Raw -1592153.456424 + Penalty 4487.369194 = -1587666.087230 nChanged 31 SP:Iteration 31Q (15233.200000 sec): 3 clusters Score: Raw -1592160.566550 + Penalty 4487.369194 = -1587673.197355 nChanged 27 SP:Iteration 32Q (15233.420000 sec): 3 clusters Score: Raw -1592167.028127 + Penalty 4487.369194 = -1587679.658932 nChanged 25 SP:Iteration 33Q (15233.640000 sec): 3 clusters Score: Raw -1592172.741578 + Penalty 4487.369194 = -1587685.372384 nChanged 24 SP:Iteration 34Q (15233.830000 sec): 3 clusters Score: Raw -1592177.818016 + Penalty 4487.369194 = -1587690.448821 nChanged 19 SP:Iteration 35Q (15234.070000 sec): 3 clusters Score: Raw -1592181.821563 + Penalty 4487.369194 = -1587694.452368 nChanged 19 SP:Iteration 36Q (15234.290000 sec): 3 clusters Score: Raw -1592186.358669 + Penalty 4487.369194 = -1587698.989475 nChanged 18 SP:Iteration 37Q (15234.520000 sec): 3 clusters Score: Raw -1592189.988963 + Penalty 4487.369194 = -1587702.619769 nChanged 16 SP:Iteration 38Q (15234.760000 sec): 3 clusters Score: Raw -1592193.892441 + Penalty 4487.369194 = -1587706.523247 nChanged 16 SP:Iteration 39Q (15234.960000 sec): 3 clusters Score: Raw -1592196.937358 + Penalty 4487.369194 = -1587709.568163 nChanged 8 SP:Iteration 40F (15235.180000 sec): 3 clusters Score: Raw -1592198.544093 + Penalty 4487.369194 = -1587711.174899 nChanged 9 SP:Iteration 41Q (15235.360000 sec): 3 clusters Score: Raw -1592200.356148 + Penalty 4487.369194 = -1587712.986954 nChanged 5 SP:Iteration 42Q (15235.600000 sec): 3 clusters Score: Raw -1592201.616939 + Penalty 4487.369194 = -1587714.247745 nChanged 7 SP:Iteration 43Q (15235.810000 sec): 3 clusters Score: Raw -1592203.548005 + Penalty 4487.369194 = -1587716.178811 nChanged 10 SP:Iteration 44Q (15236.030000 sec): 3 clusters Score: Raw -1592205.270633 + Penalty 4487.369194 = -1587717.901438 nChanged 8 SP:Iteration 45Q (15236.200000 sec): 3 clusters Score: Raw -1592206.783639 + Penalty 4487.369194 = -1587719.414445 nChanged 10 SP:Iteration 46Q (15236.420000 sec): 3 clusters Score: Raw -1592208.935540 + Penalty 4487.369194 = -1587721.566346 nChanged 12 SP:Iteration 47Q (15236.650000 sec): 3 clusters Score: Raw -1592211.348691 + Penalty 4487.369194 = -1587723.979497 nChanged 8 SP:Iteration 48Q (15236.870000 sec): 3 clusters Score: Raw -1592212.610786 + Penalty 4487.369194 = -1587725.241592 nChanged 4 SP:Iteration 49Q (15237.100000 sec): 3 clusters Score: Raw -1592213.538243 + Penalty 4487.369194 = -1587726.169049 nChanged 9 SP:Iteration 50Q (15237.320000 sec): 3 clusters Score: Raw -1592214.845480 + Penalty 4487.369194 = -1587727.476286 nChanged 10 SP:Iteration 51Q (15237.520000 sec): 3 clusters Score: Raw -1592217.241669 + Penalty 4487.369194 = -1587729.872475 nChanged 9 SP:Iteration 52Q (15237.730000 sec): 3 clusters Score: Raw -1592219.190022 + Penalty 4487.369194 = -1587731.820828 nChanged 6 SP:Iteration 53Q (15237.940000 sec): 3 clusters Score: Raw -1592220.067757 + Penalty 4487.369194 = -1587732.698563 nChanged 5 SP:Iteration 54Q (15238.110000 sec): 3 clusters Score: Raw -1592221.072782 + Penalty 4487.369194 = -1587733.703588 nChanged 2 SP:Iteration 55Q (15238.330000 sec): 3 clusters Score: Raw -1592221.398516 + Penalty 4487.369194 = -1587734.029322 nChanged 0 SP:Iteration 56F (15238.570000 sec): 3 clusters Score: Raw -1592221.398516 + Penalty 4487.369194 = -1587734.029322 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 14 (178761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15239.520000 sec): 2 clusters Score: Raw -34386490.316287 + Penalty 2999.263639 = -34383491.052648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15240.590000 sec): 3 clusters Score: Raw -34269651.279186 + Penalty 5998.527279 = -34263652.751907 nChanged 85799 SP:Iteration 1F (15241.680000 sec): 3 clusters Score: Raw -34319881.588125 + Penalty 5998.527279 = -34313883.060846 nChanged 5588 SP:Iteration 2Q (15242.770000 sec): 3 clusters Score: Raw -34321414.013795 + Penalty 5998.527279 = -34315415.486516 nChanged 6701 SP:Iteration 3Q (15243.840000 sec): 3 clusters Score: Raw -34323848.093080 + Penalty 5998.527279 = -34317849.565802 nChanged 8677 SP:Iteration 4Q (15244.970000 sec): 3 clusters Score: Raw -34328046.458558 + Penalty 5998.527279 = -34322047.931279 nChanged 11397 SP:Iteration 5F (15246.080000 sec): 3 clusters Score: Raw -34335299.213148 + Penalty 5998.527279 = -34329300.685870 nChanged 14479 SP:Iteration 6F (15247.220000 sec): 3 clusters Score: Raw -34346823.401205 + Penalty 5998.527279 = -34340824.873927 nChanged 16041 SP:Iteration 7F (15248.330000 sec): 3 clusters Score: Raw -34361513.086117 + Penalty 5998.527279 = -34355514.558838 nChanged 13429 SP:Iteration 8F (15249.370000 sec): 3 clusters Score: Raw -34374459.196491 + Penalty 5998.527279 = -34368460.669212 nChanged 8138 SP:Iteration 9Q (15250.400000 sec): 3 clusters Score: Raw -34382297.442024 + Penalty 5998.527279 = -34376298.914745 nChanged 3261 SP:Iteration 10Q (15251.350000 sec): 3 clusters Score: Raw -34385351.359934 + Penalty 5998.527279 = -34379352.832656 nChanged 971 SP:Iteration 11Q (15252.290000 sec): 3 clusters Score: Raw -34386319.716642 + Penalty 5998.527279 = -34380321.189364 nChanged 232 SP:Iteration 12Q (15253.210000 sec): 3 clusters Score: Raw -34386608.467105 + Penalty 5998.527279 = -34380609.939827 nChanged 69 SP:Iteration 13Q (15254.110000 sec): 3 clusters Score: Raw -34386711.983515 + Penalty 5998.527279 = -34380713.456237 nChanged 41 SP:Iteration 14Q (15255.030000 sec): 3 clusters Score: Raw -34386773.941771 + Penalty 5998.527279 = -34380775.414493 nChanged 22 SP:Iteration 15Q (15255.940000 sec): 3 clusters Score: Raw -34386803.023705 + Penalty 5998.527279 = -34380804.496426 nChanged 12 SP:Iteration 16Q (15256.820000 sec): 3 clusters Score: Raw -34386817.347783 + Penalty 5998.527279 = -34380818.820505 nChanged 8 SP:Iteration 17Q (15257.750000 sec): 3 clusters Score: Raw -34386824.150539 + Penalty 5998.527279 = -34380825.623260 nChanged 6 SP:Iteration 18Q (15258.650000 sec): 3 clusters Score: Raw -34386833.768069 + Penalty 5998.527279 = -34380835.240790 nChanged 5 SP:Iteration 19Q (15259.550000 sec): 3 clusters Score: Raw -34386841.990695 + Penalty 5998.527279 = -34380843.463417 nChanged 5 SP:Iteration 20F (15260.680000 sec): 3 clusters Score: Raw -34386846.692972 + Penalty 5998.527279 = -34380848.165694 nChanged 1 SP:Iteration 21Q (15261.590000 sec): 3 clusters Score: Raw -34386848.570164 + Penalty 5998.527279 = -34380850.042886 nChanged 2 SP:Iteration 22Q (15262.460000 sec): 3 clusters Score: Raw -34386850.371679 + Penalty 5998.527279 = -34380851.844401 nChanged 0 SP:Iteration 23F (15263.560000 sec): 3 clusters Score: Raw -34386850.371679 + Penalty 5998.527279 = -34380851.844401 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 15 (262600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15264.730000 sec): 2 clusters Score: Raw -46560071.474326 + Penalty 3094.640036 = -46556976.834290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15266.290000 sec): 3 clusters Score: Raw -46387203.031322 + Penalty 6189.280071 = -46381013.751250 nChanged 126804 SP:Iteration 1F (15267.810000 sec): 3 clusters Score: Raw -46461799.217077 + Penalty 6189.280071 = -46455609.937005 nChanged 6873 SP:Iteration 2Q (15269.410000 sec): 3 clusters Score: Raw -46463272.170506 + Penalty 6189.280071 = -46457082.890435 nChanged 7773 SP:Iteration 3Q (15270.940000 sec): 3 clusters Score: Raw -46465385.485219 + Penalty 6189.280071 = -46459196.205148 nChanged 9336 SP:Iteration 4Q (15272.430000 sec): 3 clusters Score: Raw -46468602.090435 + Penalty 6189.280071 = -46462412.810364 nChanged 11811 SP:Iteration 5Q (15273.970000 sec): 3 clusters Score: Raw -46473978.194381 + Penalty 6189.280071 = -46467788.914310 nChanged 14851 SP:Iteration 6F (15275.450000 sec): 3 clusters Score: Raw -46482400.544668 + Penalty 6189.280071 = -46476211.264596 nChanged 17763 SP:Iteration 7F (15276.950000 sec): 3 clusters Score: Raw -46493996.658786 + Penalty 6189.280071 = -46487807.378715 nChanged 18982 SP:Iteration 8F (15278.530000 sec): 3 clusters Score: Raw -46507427.519405 + Penalty 6189.280071 = -46501238.239334 nChanged 18159 SP:Iteration 9F (15280.110000 sec): 3 clusters Score: Raw -46520855.781434 + Penalty 6189.280071 = -46514666.501363 nChanged 15896 SP:Iteration 10F (15281.660000 sec): 3 clusters Score: Raw -46532764.522138 + Penalty 6189.280071 = -46526575.242066 nChanged 12834 SP:Iteration 11Q (15283.170000 sec): 3 clusters Score: Raw -46542400.147930 + Penalty 6189.280071 = -46536210.867859 nChanged 9484 SP:Iteration 12Q (15284.590000 sec): 3 clusters Score: Raw -46549342.925452 + Penalty 6189.280071 = -46543153.645381 nChanged 6518 SP:Iteration 13Q (15285.980000 sec): 3 clusters Score: Raw -46553999.060653 + Penalty 6189.280071 = -46547809.780582 nChanged 4217 SP:Iteration 14Q (15287.330000 sec): 3 clusters Score: Raw -46556832.949353 + Penalty 6189.280071 = -46550643.669281 nChanged 2510 SP:Iteration 15Q (15288.640000 sec): 3 clusters Score: Raw -46558429.047521 + Penalty 6189.280071 = -46552239.767449 nChanged 1462 SP:Iteration 16Q (15289.840000 sec): 3 clusters Score: Raw -46559289.193687 + Penalty 6189.280071 = -46553099.913615 nChanged 840 SP:Iteration 17Q (15291.110000 sec): 3 clusters Score: Raw -46559754.044833 + Penalty 6189.280071 = -46553564.764761 nChanged 503 SP:Iteration 18Q (15292.200000 sec): 3 clusters Score: Raw -46560014.408116 + Penalty 6189.280071 = -46553825.128045 nChanged 333 SP:Iteration 19Q (15293.310000 sec): 3 clusters Score: Raw -46560184.759385 + Penalty 6189.280071 = -46553995.479313 nChanged 241 SP:Iteration 20F (15294.710000 sec): 3 clusters Score: Raw -46560295.552941 + Penalty 6189.280071 = -46554106.272870 nChanged 144 SP:Iteration 21Q (15295.970000 sec): 3 clusters Score: Raw -46560362.230160 + Penalty 6189.280071 = -46554172.950089 nChanged 111 SP:Iteration 22Q (15297.370000 sec): 3 clusters Score: Raw -46560412.213051 + Penalty 6189.280071 = -46554222.932980 nChanged 91 SP:Iteration 23Q (15298.940000 sec): 3 clusters Score: Raw -46560454.733755 + Penalty 6189.280071 = -46554265.453684 nChanged 95 SP:Iteration 24Q (15300.710000 sec): 3 clusters Score: Raw -46560494.168987 + Penalty 6189.280071 = -46554304.888916 nChanged 57 SP:Iteration 25Q (15302.540000 sec): 3 clusters Score: Raw -46560518.192386 + Penalty 6189.280071 = -46554328.912315 nChanged 53 SP:Iteration 26Q (15304.250000 sec): 3 clusters Score: Raw -46560541.075196 + Penalty 6189.280071 = -46554351.795125 nChanged 44 SP:Iteration 27Q (15305.840000 sec): 3 clusters Score: Raw -46560556.264543 + Penalty 6189.280071 = -46554366.984471 nChanged 27 SP:Iteration 28Q (15307.360000 sec): 3 clusters Score: Raw -46560564.335534 + Penalty 6189.280071 = -46554375.055463 nChanged 14 SP:Iteration 29Q (15308.750000 sec): 3 clusters Score: Raw -46560569.048913 + Penalty 6189.280071 = -46554379.768842 nChanged 9 SP:Iteration 30Q (15310.100000 sec): 3 clusters Score: Raw -46560571.902814 + Penalty 6189.280071 = -46554382.622743 nChanged 11 SP:Iteration 31Q (15311.380000 sec): 3 clusters Score: Raw -46560576.752440 + Penalty 6189.280071 = -46554387.472369 nChanged 15 SP:Iteration 32Q (15312.710000 sec): 3 clusters Score: Raw -46560580.841124 + Penalty 6189.280071 = -46554391.561052 nChanged 9 SP:Iteration 33Q (15314.050000 sec): 3 clusters Score: Raw -46560583.456440 + Penalty 6189.280071 = -46554394.176368 nChanged 7 SP:Iteration 34Q (15315.530000 sec): 3 clusters Score: Raw -46560585.929851 + Penalty 6189.280071 = -46554396.649779 nChanged 11 SP:Iteration 35Q (15317.060000 sec): 3 clusters Score: Raw -46560588.798238 + Penalty 6189.280071 = -46554399.518167 nChanged 11 SP:Iteration 36Q (15318.560000 sec): 3 clusters Score: Raw -46560591.929191 + Penalty 6189.280071 = -46554402.649119 nChanged 6 SP:Iteration 37Q (15320.040000 sec): 3 clusters Score: Raw -46560594.087724 + Penalty 6189.280071 = -46554404.807652 nChanged 2 SP:Iteration 38Q (15321.490000 sec): 3 clusters Score: Raw -46560594.610602 + Penalty 6189.280071 = -46554405.330531 nChanged 4 SP:Iteration 39Q (15323.020000 sec): 3 clusters Score: Raw -46560596.320625 + Penalty 6189.280071 = -46554407.040554 nChanged 6 SP:Iteration 40F (15324.630000 sec): 3 clusters Score: Raw -46560598.456372 + Penalty 6189.280071 = -46554409.176300 nChanged 8 SP:Iteration 41Q (15326.030000 sec): 3 clusters Score: Raw -46560601.408676 + Penalty 6189.280071 = -46554412.128604 nChanged 10 SP:Iteration 42Q (15327.370000 sec): 3 clusters Score: Raw -46560605.509980 + Penalty 6189.280071 = -46554416.229908 nChanged 11 SP:Iteration 43Q (15328.680000 sec): 3 clusters Score: Raw -46560609.544344 + Penalty 6189.280071 = -46554420.264273 nChanged 7 SP:Iteration 44Q (15330.110000 sec): 3 clusters Score: Raw -46560612.174881 + Penalty 6189.280071 = -46554422.894809 nChanged 3 SP:Iteration 45Q (15331.420000 sec): 3 clusters Score: Raw -46560613.200120 + Penalty 6189.280071 = -46554423.920049 nChanged 6 SP:Iteration 46Q (15332.780000 sec): 3 clusters Score: Raw -46560614.376343 + Penalty 6189.280071 = -46554425.096271 nChanged 3 SP:Iteration 47Q (15334.170000 sec): 3 clusters Score: Raw -46560615.787949 + Penalty 6189.280071 = -46554426.507878 nChanged 5 SP:Iteration 48Q (15335.530000 sec): 3 clusters Score: Raw -46560617.666270 + Penalty 6189.280071 = -46554428.386198 nChanged 6 SP:Iteration 49Q (15336.960000 sec): 3 clusters Score: Raw -46560620.013021 + Penalty 6189.280071 = -46554430.732949 nChanged 4 SP:Iteration 50Q (15338.430000 sec): 3 clusters Score: Raw -46560621.182860 + Penalty 6189.280071 = -46554431.902789 nChanged 6 SP:Iteration 51Q (15339.970000 sec): 3 clusters Score: Raw -46560622.501587 + Penalty 6189.280071 = -46554433.221515 nChanged 3 SP:Iteration 52Q (15341.420000 sec): 3 clusters Score: Raw -46560623.431238 + Penalty 6189.280071 = -46554434.151167 nChanged 1 SP:Iteration 53Q (15342.890000 sec): 3 clusters Score: Raw -46560623.731163 + Penalty 6189.280071 = -46554434.451092 nChanged 2 SP:Iteration 54Q (15344.440000 sec): 3 clusters Score: Raw -46560624.231328 + Penalty 6189.280071 = -46554434.951257 nChanged 2 SP:Iteration 55Q (15345.800000 sec): 3 clusters Score: Raw -46560625.042375 + Penalty 6189.280071 = -46554435.762303 nChanged 3 SP:Iteration 56Q (15347.160000 sec): 3 clusters Score: Raw -46560625.480041 + Penalty 6189.280071 = -46554436.199969 nChanged 1 SP:Iteration 57Q (15348.640000 sec): 3 clusters Score: Raw -46560625.765962 + Penalty 6189.280071 = -46554436.485891 nChanged 1 SP:Iteration 58Q (15350.090000 sec): 3 clusters Score: Raw -46560626.038789 + Penalty 6189.280071 = -46554436.758718 nChanged 2 SP:Iteration 59Q (15351.540000 sec): 3 clusters Score: Raw -46560626.380439 + Penalty 6189.280071 = -46554437.100368 nChanged 2 SP:Iteration 60F (15353.100000 sec): 3 clusters Score: Raw -46560626.931839 + Penalty 6189.280071 = -46554437.651768 nChanged 3 SP:Iteration 61Q (15354.480000 sec): 3 clusters Score: Raw -46560627.818733 + Penalty 6189.280071 = -46554438.538662 nChanged 3 SP:Iteration 62Q (15356.010000 sec): 3 clusters Score: Raw -46560629.009960 + Penalty 6189.280071 = -46554439.729888 nChanged 2 SP:Iteration 63Q (15357.570000 sec): 3 clusters Score: Raw -46560629.736504 + Penalty 6189.280071 = -46554440.456433 nChanged 1 SP:Iteration 64Q (15359.200000 sec): 3 clusters Score: Raw -46560630.102759 + Penalty 6189.280071 = -46554440.822688 nChanged 0 SP:Iteration 65F (15361.120000 sec): 3 clusters Score: Raw -46560630.102759 + Penalty 6189.280071 = -46554440.822688 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 16 (24717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15361.480000 sec): 2 clusters Score: Raw -4521336.815818 + Penalty 2508.581143 = -4518828.234675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15361.760000 sec): 3 clusters Score: Raw -4506650.796596 + Penalty 5017.162286 = -4501633.634310 nChanged 11052 SP:Iteration 1F (15362.110000 sec): 3 clusters Score: Raw -4512629.689015 + Penalty 5017.162286 = -4507612.526729 nChanged 1217 SP:Iteration 2Q (15362.510000 sec): 3 clusters Score: Raw -4513018.557607 + Penalty 5017.162286 = -4508001.395321 nChanged 1059 SP:Iteration 3Q (15362.810000 sec): 3 clusters Score: Raw -4513331.697941 + Penalty 5017.162286 = -4508314.535655 nChanged 946 SP:Iteration 4Q (15363.240000 sec): 3 clusters Score: Raw -4513611.397410 + Penalty 5017.162286 = -4508594.235124 nChanged 860 SP:Iteration 5Q (15363.540000 sec): 3 clusters Score: Raw -4513899.897282 + Penalty 5017.162286 = -4508882.734995 nChanged 941 SP:Iteration 6Q (15363.890000 sec): 3 clusters Score: Raw -4514280.391840 + Penalty 5017.162286 = -4509263.229553 nChanged 1119 SP:Iteration 7Q (15364.270000 sec): 3 clusters Score: Raw -4514826.340262 + Penalty 5017.162286 = -4509809.177975 nChanged 1323 SP:Iteration 8F (15364.630000 sec): 3 clusters Score: Raw -4515604.556103 + Penalty 5017.162286 = -4510587.393817 nChanged 1567 SP:Iteration 9F (15365.010000 sec): 3 clusters Score: Raw -4516736.534005 + Penalty 5017.162286 = -4511719.371719 nChanged 1665 SP:Iteration 10F (15365.330000 sec): 3 clusters Score: Raw -4518144.253779 + Penalty 5017.162286 = -4513127.091492 nChanged 1515 SP:Iteration 11F (15365.650000 sec): 3 clusters Score: Raw -4519548.734430 + Penalty 5017.162286 = -4514531.572144 nChanged 1038 SP:Iteration 12Q (15365.960000 sec): 3 clusters Score: Raw -4520524.821621 + Penalty 5017.162286 = -4515507.659335 nChanged 581 SP:Iteration 13Q (15366.290000 sec): 3 clusters Score: Raw -4521057.499990 + Penalty 5017.162286 = -4516040.337703 nChanged 263 SP:Iteration 14Q (15366.670000 sec): 3 clusters Score: Raw -4521298.973882 + Penalty 5017.162286 = -4516281.811596 nChanged 130 SP:Iteration 15Q (15366.940000 sec): 3 clusters Score: Raw -4521416.393963 + Penalty 5017.162286 = -4516399.231677 nChanged 80 SP:Iteration 16Q (15367.210000 sec): 3 clusters Score: Raw -4521506.904326 + Penalty 5017.162286 = -4516489.742039 nChanged 40 SP:Iteration 17Q (15367.530000 sec): 3 clusters Score: Raw -4521549.276528 + Penalty 5017.162286 = -4516532.114241 nChanged 23 SP:Iteration 18Q (15367.810000 sec): 3 clusters Score: Raw -4521574.315932 + Penalty 5017.162286 = -4516557.153646 nChanged 11 SP:Iteration 19Q (15368.150000 sec): 3 clusters Score: Raw -4521588.041337 + Penalty 5017.162286 = -4516570.879051 nChanged 5 SP:Iteration 20F (15368.510000 sec): 3 clusters Score: Raw -4521593.958176 + Penalty 5017.162286 = -4516576.795889 nChanged 5 SP:Iteration 21Q (15368.810000 sec): 3 clusters Score: Raw -4521599.619726 + Penalty 5017.162286 = -4516582.457440 nChanged 5 SP:Iteration 22Q (15369.130000 sec): 3 clusters Score: Raw -4521605.184282 + Penalty 5017.162286 = -4516588.021996 nChanged 2 SP:Iteration 23Q (15369.360000 sec): 3 clusters Score: Raw -4521607.672571 + Penalty 5017.162286 = -4516590.510285 nChanged 3 SP:Iteration 24Q (15369.650000 sec): 3 clusters Score: Raw -4521610.769057 + Penalty 5017.162286 = -4516593.606771 nChanged 1 SP:Iteration 25Q (15369.930000 sec): 3 clusters Score: Raw -4521612.824116 + Penalty 5017.162286 = -4516595.661830 nChanged 2 SP:Iteration 26Q (15370.240000 sec): 3 clusters Score: Raw -4521614.948431 + Penalty 5017.162286 = -4516597.786145 nChanged 1 SP:Iteration 27Q (15370.560000 sec): 3 clusters Score: Raw -4521616.024317 + Penalty 5017.162286 = -4516598.862031 nChanged 0 SP:Iteration 28F (15370.850000 sec): 3 clusters Score: Raw -4521616.024317 + Penalty 5017.162286 = -4516598.862031 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 17 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15370.970000 sec): 2 clusters Score: Raw -206303.474154 + Penalty 1747.784271 = -204555.689883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15371.190000 sec): 3 clusters Score: Raw -205989.324365 + Penalty 3495.568542 = -202493.755823 nChanged 306 SP:Iteration 1F (15371.360000 sec): 3 clusters Score: Raw -206309.770202 + Penalty 3495.568542 = -202814.201660 nChanged 83 SP:Iteration 2F (15371.510000 sec): 3 clusters Score: Raw -206419.272549 + Penalty 3495.568542 = -202923.704007 nChanged 45 SP:Iteration 3Q (15371.670000 sec): 3 clusters Score: Raw -206481.845041 + Penalty 3495.568542 = -202986.276500 nChanged 31 SP:Iteration 4Q (15371.810000 sec): 3 clusters Score: Raw -206539.248978 + Penalty 3495.568542 = -203043.680437 nChanged 34 SP:Iteration 5Q (15372.000000 sec): 3 clusters Score: Raw -206606.422293 + Penalty 3495.568542 = -203110.853752 nChanged 32 SP:Iteration 6Q (15372.190000 sec): 3 clusters Score: Raw -206653.599611 + Penalty 3495.568542 = -203158.031069 nChanged 19 SP:Iteration 7Q (15372.290000 sec): 3 clusters Score: Raw -206682.208878 + Penalty 3495.568542 = -203186.640336 nChanged 18 SP:Iteration 8Q (15372.460000 sec): 3 clusters Score: Raw -206708.981268 + Penalty 3495.568542 = -203213.412726 nChanged 16 SP:Iteration 9Q (15372.650000 sec): 3 clusters Score: Raw -206742.555171 + Penalty 3495.568542 = -203246.986629 nChanged 20 SP:Iteration 10Q (15372.820000 sec): 3 clusters Score: Raw -206781.884107 + Penalty 3495.568542 = -203286.315565 nChanged 22 SP:Iteration 11Q (15372.940000 sec): 3 clusters Score: Raw -206812.899270 + Penalty 3495.568542 = -203317.330729 nChanged 24 SP:Iteration 12Q (15373.090000 sec): 3 clusters Score: Raw -206868.672654 + Penalty 3495.568542 = -203373.104112 nChanged 22 SP:Iteration 13Q (15373.260000 sec): 3 clusters Score: Raw -206917.657803 + Penalty 3495.568542 = -203422.089261 nChanged 22 SP:Iteration 14Q (15373.410000 sec): 3 clusters Score: Raw -206966.688733 + Penalty 3495.568542 = -203471.120192 nChanged 22 SP:Iteration 15Q (15373.640000 sec): 3 clusters Score: Raw -207027.197010 + Penalty 3495.568542 = -203531.628468 nChanged 22 SP:Iteration 16Q (15373.840000 sec): 3 clusters Score: Raw -207087.825299 + Penalty 3495.568542 = -203592.256757 nChanged 18 SP:Iteration 17Q (15374.050000 sec): 3 clusters Score: Raw -207151.820610 + Penalty 3495.568542 = -203656.252069 nChanged 22 SP:Iteration 18Q (15374.260000 sec): 3 clusters Score: Raw -207216.025056 + Penalty 3495.568542 = -203720.456514 nChanged 24 SP:Iteration 19Q (15374.440000 sec): 3 clusters Score: Raw -207279.006102 + Penalty 3495.568542 = -203783.437560 nChanged 26 SP:Iteration 20F (15374.570000 sec): 3 clusters Score: Raw -207331.043084 + Penalty 3495.568542 = -203835.474542 nChanged 19 SP:Iteration 21Q (15374.750000 sec): 3 clusters Score: Raw -207359.514485 + Penalty 3495.568542 = -203863.945943 nChanged 10 SP:Iteration 22Q (15374.900000 sec): 3 clusters Score: Raw -207375.464508 + Penalty 3495.568542 = -203879.895966 nChanged 5 SP:Iteration 23Q (15375.060000 sec): 3 clusters Score: Raw -207381.711471 + Penalty 3495.568542 = -203886.142929 nChanged 5 SP:Iteration 24Q (15375.250000 sec): 3 clusters Score: Raw -207390.819200 + Penalty 3495.568542 = -203895.250659 nChanged 6 SP:Iteration 25Q (15375.410000 sec): 3 clusters Score: Raw -207399.177228 + Penalty 3495.568542 = -203903.608686 nChanged 4 SP:Iteration 26Q (15375.580000 sec): 3 clusters Score: Raw -207403.361857 + Penalty 3495.568542 = -203907.793315 nChanged 3 SP:Iteration 27Q (15375.730000 sec): 3 clusters Score: Raw -207406.558769 + Penalty 3495.568542 = -203910.990227 nChanged 2 SP:Iteration 28Q (15375.880000 sec): 3 clusters Score: Raw -207408.027823 + Penalty 3495.568542 = -203912.459282 nChanged 0 SP:Iteration 29F (15376.040000 sec): 3 clusters Score: Raw -207408.027823 + Penalty 3495.568542 = -203912.459282 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 18 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15376.150000 sec): 2 clusters Score: Raw -126871.141810 + Penalty 1649.589825 = -125221.551985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15376.310000 sec): 3 clusters Score: Raw -126822.601671 + Penalty 3299.179649 = -123523.422022 nChanged 172 SP:Iteration 1F (15376.480000 sec): 3 clusters Score: Raw -127124.552853 + Penalty 3299.179649 = -123825.373204 nChanged 45 SP:Iteration 2F (15376.640000 sec): 3 clusters Score: Raw -127229.883823 + Penalty 3299.179649 = -123930.704174 nChanged 44 SP:Iteration 3F (15376.800000 sec): 3 clusters Score: Raw -127331.082404 + Penalty 3299.179649 = -124031.902755 nChanged 29 SP:Iteration 4Q (15376.920000 sec): 3 clusters Score: Raw -127434.236006 + Penalty 3299.179649 = -124135.056357 nChanged 25 SP:Iteration 5Q (15377.080000 sec): 3 clusters Score: Raw -127485.145318 + Penalty 3299.179649 = -124185.965668 nChanged 19 SP:Iteration 6Q (15377.240000 sec): 3 clusters Score: Raw -127527.673268 + Penalty 3299.179649 = -124228.493619 nChanged 18 SP:Iteration 7Q (15377.450000 sec): 3 clusters Score: Raw -127565.516696 + Penalty 3299.179649 = -124266.337047 nChanged 9 SP:Iteration 8Q (15377.600000 sec): 3 clusters Score: Raw -127583.424282 + Penalty 3299.179649 = -124284.244633 nChanged 11 SP:Iteration 9Q (15377.810000 sec): 3 clusters Score: Raw -127607.254520 + Penalty 3299.179649 = -124308.074871 nChanged 11 SP:Iteration 10Q (15377.980000 sec): 3 clusters Score: Raw -127635.905472 + Penalty 3299.179649 = -124336.725822 nChanged 9 SP:Iteration 11Q (15378.200000 sec): 3 clusters Score: Raw -127666.582137 + Penalty 3299.179649 = -124367.402488 nChanged 10 SP:Iteration 12Q (15378.360000 sec): 3 clusters Score: Raw -127701.833249 + Penalty 3299.179649 = -124402.653600 nChanged 11 SP:Iteration 13Q (15378.530000 sec): 3 clusters Score: Raw -127726.993775 + Penalty 3299.179649 = -124427.814126 nChanged 12 SP:Iteration 14Q (15378.710000 sec): 3 clusters Score: Raw -127754.539005 + Penalty 3299.179649 = -124455.359355 nChanged 9 SP:Iteration 15Q (15378.920000 sec): 3 clusters Score: Raw -127775.319534 + Penalty 3299.179649 = -124476.139885 nChanged 10 SP:Iteration 16Q (15379.060000 sec): 3 clusters Score: Raw -127806.131198 + Penalty 3299.179649 = -124506.951549 nChanged 10 SP:Iteration 17Q (15379.220000 sec): 3 clusters Score: Raw -127840.015109 + Penalty 3299.179649 = -124540.835460 nChanged 11 SP:Iteration 18Q (15379.400000 sec): 3 clusters Score: Raw -127872.127166 + Penalty 3299.179649 = -124572.947517 nChanged 9 SP:Iteration 19Q (15379.600000 sec): 3 clusters Score: Raw -127891.616159 + Penalty 3299.179649 = -124592.436510 nChanged 6 SP:Iteration 20F (15379.770000 sec): 3 clusters Score: Raw -127906.334315 + Penalty 3299.179649 = -124607.154666 nChanged 7 SP:Iteration 21Q (15379.980000 sec): 3 clusters Score: Raw -127921.602006 + Penalty 3299.179649 = -124622.422357 nChanged 2 SP:Iteration 22Q (15380.180000 sec): 3 clusters Score: Raw -127924.855229 + Penalty 3299.179649 = -124625.675579 nChanged 1 SP:Iteration 23Q (15380.340000 sec): 3 clusters Score: Raw -127925.844369 + Penalty 3299.179649 = -124626.664720 nChanged 0 SP:Iteration 24F (15380.510000 sec): 3 clusters Score: Raw -127925.844369 + Penalty 3299.179649 = -124626.664720 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 19 (1880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15380.640000 sec): 2 clusters Score: Raw -311436.027607 + Penalty 1869.678710 = -309566.348897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15380.800000 sec): 3 clusters Score: Raw -310772.278007 + Penalty 3739.357420 = -307032.920587 nChanged 584 SP:Iteration 1F (15381.000000 sec): 3 clusters Score: Raw -311250.434362 + Penalty 3739.357420 = -307511.076942 nChanged 169 SP:Iteration 2F (15381.180000 sec): 3 clusters Score: Raw -311437.600792 + Penalty 3739.357420 = -307698.243373 nChanged 95 SP:Iteration 3F (15381.400000 sec): 3 clusters Score: Raw -311546.358783 + Penalty 3739.357420 = -307807.001363 nChanged 76 SP:Iteration 4Q (15381.560000 sec): 3 clusters Score: Raw -311627.929174 + Penalty 3739.357420 = -307888.571754 nChanged 65 SP:Iteration 5Q (15381.720000 sec): 3 clusters Score: Raw -311703.489929 + Penalty 3739.357420 = -307964.132509 nChanged 61 SP:Iteration 6Q (15381.930000 sec): 3 clusters Score: Raw -311765.413575 + Penalty 3739.357420 = -308026.056155 nChanged 39 SP:Iteration 7Q (15382.110000 sec): 3 clusters Score: Raw -311808.452648 + Penalty 3739.357420 = -308069.095228 nChanged 34 SP:Iteration 8Q (15382.280000 sec): 3 clusters Score: Raw -311837.536135 + Penalty 3739.357420 = -308098.178716 nChanged 26 SP:Iteration 9Q (15382.460000 sec): 3 clusters Score: Raw -311863.302153 + Penalty 3739.357420 = -308123.944733 nChanged 24 SP:Iteration 10Q (15382.630000 sec): 3 clusters Score: Raw -311892.597729 + Penalty 3739.357420 = -308153.240309 nChanged 18 SP:Iteration 11Q (15382.790000 sec): 3 clusters Score: Raw -311908.535389 + Penalty 3739.357420 = -308169.177969 nChanged 19 SP:Iteration 12Q (15382.980000 sec): 3 clusters Score: Raw -311922.437348 + Penalty 3739.357420 = -308183.079928 nChanged 7 SP:Iteration 13Q (15383.240000 sec): 3 clusters Score: Raw -311929.893994 + Penalty 3739.357420 = -308190.536574 nChanged 11 SP:Iteration 14Q (15383.380000 sec): 3 clusters Score: Raw -311937.309954 + Penalty 3739.357420 = -308197.952534 nChanged 12 SP:Iteration 15Q (15383.550000 sec): 3 clusters Score: Raw -311954.061466 + Penalty 3739.357420 = -308214.704047 nChanged 14 SP:Iteration 16Q (15383.730000 sec): 3 clusters Score: Raw -311963.405359 + Penalty 3739.357420 = -308224.047940 nChanged 13 SP:Iteration 17Q (15383.880000 sec): 3 clusters Score: Raw -311973.321173 + Penalty 3739.357420 = -308233.963753 nChanged 14 SP:Iteration 18Q (15384.060000 sec): 3 clusters Score: Raw -311987.075675 + Penalty 3739.357420 = -308247.718255 nChanged 10 SP:Iteration 19Q (15384.240000 sec): 3 clusters Score: Raw -311993.728906 + Penalty 3739.357420 = -308254.371487 nChanged 10 SP:Iteration 20F (15384.370000 sec): 3 clusters Score: Raw -311999.007045 + Penalty 3739.357420 = -308259.649626 nChanged 4 SP:Iteration 21Q (15384.460000 sec): 3 clusters Score: Raw -312000.773084 + Penalty 3739.357420 = -308261.415664 nChanged 4 SP:Iteration 22Q (15384.590000 sec): 3 clusters Score: Raw -312002.442406 + Penalty 3739.357420 = -308263.084986 nChanged 2 SP:Iteration 23Q (15384.720000 sec): 3 clusters Score: Raw -312003.493125 + Penalty 3739.357420 = -308264.135705 nChanged 2 SP:Iteration 24Q (15384.820000 sec): 3 clusters Score: Raw -312004.884059 + Penalty 3739.357420 = -308265.526639 nChanged 2 SP:Iteration 25Q (15384.990000 sec): 3 clusters Score: Raw -312006.736819 + Penalty 3739.357420 = -308267.379399 nChanged 2 SP:Iteration 26Q (15385.120000 sec): 3 clusters Score: Raw -312007.575317 + Penalty 3739.357420 = -308268.217897 nChanged 1 SP:Iteration 27Q (15385.300000 sec): 3 clusters Score: Raw -312008.951901 + Penalty 3739.357420 = -308269.594481 nChanged 3 SP:Iteration 28Q (15385.480000 sec): 3 clusters Score: Raw -312010.863068 + Penalty 3739.357420 = -308271.505649 nChanged 2 SP:Iteration 29Q (15385.610000 sec): 3 clusters Score: Raw -312013.527884 + Penalty 3739.357420 = -308274.170464 nChanged 2 SP:Iteration 30Q (15385.770000 sec): 3 clusters Score: Raw -312014.253342 + Penalty 3739.357420 = -308274.895922 nChanged 6 SP:Iteration 31Q (15385.990000 sec): 3 clusters Score: Raw -312018.636124 + Penalty 3739.357420 = -308279.278704 nChanged 5 SP:Iteration 32Q (15386.150000 sec): 3 clusters Score: Raw -312022.511724 + Penalty 3739.357420 = -308283.154305 nChanged 4 SP:Iteration 33Q (15386.280000 sec): 3 clusters Score: Raw -312024.725817 + Penalty 3739.357420 = -308285.368397 nChanged 2 SP:Iteration 34Q (15386.440000 sec): 3 clusters Score: Raw -312026.378048 + Penalty 3739.357420 = -308287.020628 nChanged 2 SP:Iteration 35Q (15386.590000 sec): 3 clusters Score: Raw -312029.320803 + Penalty 3739.357420 = -308289.963383 nChanged 3 SP:Iteration 36Q (15386.740000 sec): 3 clusters Score: Raw -312031.449002 + Penalty 3739.357420 = -308292.091582 nChanged 1 SP:Iteration 37Q (15386.950000 sec): 3 clusters Score: Raw -312031.933107 + Penalty 3739.357420 = -308292.575687 nChanged 0 SP:Iteration 38F (15387.100000 sec): 3 clusters Score: Raw -312031.933107 + Penalty 3739.357420 = -308292.575687 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 20 (1600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15387.170000 sec): 2 clusters Score: Raw -290405.363294 + Penalty 1829.684209 = -288575.679085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15387.330000 sec): 3 clusters Score: Raw -289893.868572 + Penalty 3659.368418 = -286234.500153 nChanged 483 SP:Iteration 1F (15387.480000 sec): 3 clusters Score: Raw -290326.522444 + Penalty 3659.368418 = -286667.154026 nChanged 121 SP:Iteration 2F (15387.660000 sec): 3 clusters Score: Raw -290458.712948 + Penalty 3659.368418 = -286799.344529 nChanged 63 SP:Iteration 3Q (15387.850000 sec): 3 clusters Score: Raw -290533.020470 + Penalty 3659.368418 = -286873.652052 nChanged 48 SP:Iteration 4Q (15388.060000 sec): 3 clusters Score: Raw -290609.651139 + Penalty 3659.368418 = -286950.282720 nChanged 41 SP:Iteration 5Q (15388.230000 sec): 3 clusters Score: Raw -290669.207727 + Penalty 3659.368418 = -287009.839309 nChanged 46 SP:Iteration 6Q (15388.460000 sec): 3 clusters Score: Raw -290718.424936 + Penalty 3659.368418 = -287059.056517 nChanged 24 SP:Iteration 7Q (15388.640000 sec): 3 clusters Score: Raw -290739.864159 + Penalty 3659.368418 = -287080.495740 nChanged 27 SP:Iteration 8Q (15388.840000 sec): 3 clusters Score: Raw -290768.535408 + Penalty 3659.368418 = -287109.166989 nChanged 22 SP:Iteration 9Q (15388.980000 sec): 3 clusters Score: Raw -290792.803664 + Penalty 3659.368418 = -287133.435245 nChanged 19 SP:Iteration 10Q (15389.130000 sec): 3 clusters Score: Raw -290812.923937 + Penalty 3659.368418 = -287153.555519 nChanged 24 SP:Iteration 11Q (15389.360000 sec): 3 clusters Score: Raw -290837.773450 + Penalty 3659.368418 = -287178.405031 nChanged 21 SP:Iteration 12Q (15389.590000 sec): 3 clusters Score: Raw -290859.510586 + Penalty 3659.368418 = -287200.142168 nChanged 21 SP:Iteration 13Q (15389.850000 sec): 3 clusters Score: Raw -290879.196421 + Penalty 3659.368418 = -287219.828003 nChanged 18 SP:Iteration 14Q (15390.000000 sec): 3 clusters Score: Raw -290901.614432 + Penalty 3659.368418 = -287242.246013 nChanged 19 SP:Iteration 15Q (15390.200000 sec): 3 clusters Score: Raw -290915.758064 + Penalty 3659.368418 = -287256.389645 nChanged 9 SP:Iteration 16Q (15390.430000 sec): 3 clusters Score: Raw -290922.399696 + Penalty 3659.368418 = -287263.031278 nChanged 6 SP:Iteration 17Q (15390.590000 sec): 3 clusters Score: Raw -290925.154717 + Penalty 3659.368418 = -287265.786298 nChanged 2 SP:Iteration 18Q (15390.820000 sec): 3 clusters Score: Raw -290926.250649 + Penalty 3659.368418 = -287266.882230 nChanged 2 SP:Iteration 19Q (15391.000000 sec): 3 clusters Score: Raw -290928.128388 + Penalty 3659.368418 = -287268.759970 nChanged 4 SP:Iteration 20F (15391.200000 sec): 3 clusters Score: Raw -290929.591424 + Penalty 3659.368418 = -287270.223005 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 21 (864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15391.300000 sec): 2 clusters Score: Raw -136028.553107 + Penalty 1676.870047 = -134351.683061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15391.500000 sec): 3 clusters Score: Raw -135865.627977 + Penalty 3353.740093 = -132511.887884 nChanged 205 SP:Iteration 1F (15391.700000 sec): 3 clusters Score: Raw -136216.022692 + Penalty 3353.740093 = -132862.282598 nChanged 63 SP:Iteration 2F (15391.940000 sec): 3 clusters Score: Raw -136391.215629 + Penalty 3353.740093 = -133037.475535 nChanged 33 SP:Iteration 3Q (15392.100000 sec): 3 clusters Score: Raw -136469.738412 + Penalty 3353.740093 = -133115.998319 nChanged 39 SP:Iteration 4Q (15392.300000 sec): 3 clusters Score: Raw -136623.779418 + Penalty 3353.740093 = -133270.039325 nChanged 40 SP:Iteration 5Q (15392.480000 sec): 3 clusters Score: Raw -136851.222587 + Penalty 3353.740093 = -133497.482493 nChanged 55 SP:Iteration 6F (15392.700000 sec): 3 clusters Score: Raw -137101.822829 + Penalty 3353.740093 = -133748.082735 nChanged 52 SP:Iteration 7F (15392.910000 sec): 3 clusters Score: Raw -137292.979095 + Penalty 3353.740093 = -133939.239002 nChanged 33 SP:Iteration 8Q (15393.090000 sec): 3 clusters Score: Raw -137373.260715 + Penalty 3353.740093 = -134019.520622 nChanged 21 SP:Iteration 9Q (15393.230000 sec): 3 clusters Score: Raw -137420.986165 + Penalty 3353.740093 = -134067.246071 nChanged 14 SP:Iteration 10Q (15393.440000 sec): 3 clusters Score: Raw -137446.804758 + Penalty 3353.740093 = -134093.064665 nChanged 6 SP:Iteration 11Q (15393.610000 sec): 3 clusters Score: Raw -137461.467425 + Penalty 3353.740093 = -134107.727332 nChanged 3 SP:Iteration 12Q (15393.820000 sec): 3 clusters Score: Raw -137469.282316 + Penalty 3353.740093 = -134115.542222 nChanged 3 SP:Iteration 13Q (15393.980000 sec): 3 clusters Score: Raw -137474.613102 + Penalty 3353.740093 = -134120.873009 nChanged 3 SP:Iteration 14Q (15394.180000 sec): 3 clusters Score: Raw -137480.497745 + Penalty 3353.740093 = -134126.757652 nChanged 0 SP:Iteration 15F (15394.360000 sec): 3 clusters Score: Raw -137480.497745 + Penalty 3353.740093 = -134126.757652 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 22 (7610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15394.480000 sec): 2 clusters Score: Raw -1329151.731146 + Penalty 2216.430176 = -1326935.300970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15394.670000 sec): 3 clusters Score: Raw -1325234.108503 + Penalty 4432.860352 = -1320801.248151 nChanged 3039 SP:Iteration 1F (15394.890000 sec): 3 clusters Score: Raw -1326985.895062 + Penalty 4432.860352 = -1322553.034711 nChanged 568 SP:Iteration 2F (15395.110000 sec): 3 clusters Score: Raw -1327356.235871 + Penalty 4432.860352 = -1322923.375520 nChanged 451 SP:Iteration 3F (15395.310000 sec): 3 clusters Score: Raw -1327678.603192 + Penalty 4432.860352 = -1323245.742840 nChanged 442 SP:Iteration 4F (15395.510000 sec): 3 clusters Score: Raw -1328064.879259 + Penalty 4432.860352 = -1323632.018908 nChanged 465 SP:Iteration 5F (15395.750000 sec): 3 clusters Score: Raw -1328486.563582 + Penalty 4432.860352 = -1324053.703230 nChanged 457 SP:Iteration 6F (15396.010000 sec): 3 clusters Score: Raw -1328909.659310 + Penalty 4432.860352 = -1324476.798958 nChanged 406 SP:Iteration 7F (15396.230000 sec): 3 clusters Score: Raw -1329248.604548 + Penalty 4432.860352 = -1324815.744196 nChanged 362 SP:Iteration 8Q (15396.470000 sec): 3 clusters Score: Raw -1329488.996190 + Penalty 4432.860352 = -1325056.135838 nChanged 257 SP:Iteration 9Q (15396.670000 sec): 3 clusters Score: Raw -1329624.833234 + Penalty 4432.860352 = -1325191.972882 nChanged 178 SP:Iteration 10Q (15396.900000 sec): 3 clusters Score: Raw -1329712.155135 + Penalty 4432.860352 = -1325279.294783 nChanged 134 SP:Iteration 11Q (15397.110000 sec): 3 clusters Score: Raw -1329765.992476 + Penalty 4432.860352 = -1325333.132125 nChanged 89 SP:Iteration 12Q (15397.340000 sec): 3 clusters Score: Raw -1329801.585952 + Penalty 4432.860352 = -1325368.725600 nChanged 80 SP:Iteration 13Q (15397.550000 sec): 3 clusters Score: Raw -1329827.012872 + Penalty 4432.860352 = -1325394.152520 nChanged 65 SP:Iteration 14Q (15397.760000 sec): 3 clusters Score: Raw -1329846.789980 + Penalty 4432.860352 = -1325413.929628 nChanged 47 SP:Iteration 15Q (15398.000000 sec): 3 clusters Score: Raw -1329859.869483 + Penalty 4432.860352 = -1325427.009132 nChanged 39 SP:Iteration 16Q (15398.230000 sec): 3 clusters Score: Raw -1329870.479462 + Penalty 4432.860352 = -1325437.619110 nChanged 38 SP:Iteration 17Q (15398.450000 sec): 3 clusters Score: Raw -1329878.503114 + Penalty 4432.860352 = -1325445.642762 nChanged 25 SP:Iteration 18Q (15398.690000 sec): 3 clusters Score: Raw -1329882.944844 + Penalty 4432.860352 = -1325450.084492 nChanged 18 SP:Iteration 19Q (15398.920000 sec): 3 clusters Score: Raw -1329886.556410 + Penalty 4432.860352 = -1325453.696058 nChanged 18 SP:Iteration 20F (15399.150000 sec): 3 clusters Score: Raw -1329891.006728 + Penalty 4432.860352 = -1325458.146377 nChanged 14 SP:Iteration 21Q (15399.420000 sec): 3 clusters Score: Raw -1329893.900703 + Penalty 4432.860352 = -1325461.040351 nChanged 12 SP:Iteration 22Q (15399.600000 sec): 3 clusters Score: Raw -1329895.975183 + Penalty 4432.860352 = -1325463.114832 nChanged 6 SP:Iteration 23Q (15399.830000 sec): 3 clusters Score: Raw -1329896.913919 + Penalty 4432.860352 = -1325464.053567 nChanged 6 SP:Iteration 24Q (15400.120000 sec): 3 clusters Score: Raw -1329898.091775 + Penalty 4432.860352 = -1325465.231424 nChanged 4 SP:Iteration 25Q (15400.340000 sec): 3 clusters Score: Raw -1329898.862765 + Penalty 4432.860352 = -1325466.002413 nChanged 4 SP:Iteration 26Q (15400.610000 sec): 3 clusters Score: Raw -1329899.821753 + Penalty 4432.860352 = -1325466.961402 nChanged 2 SP:Iteration 27Q (15400.840000 sec): 3 clusters Score: Raw -1329900.346416 + Penalty 4432.860352 = -1325467.486065 nChanged 3 SP:Iteration 28Q (15401.040000 sec): 3 clusters Score: Raw -1329900.836467 + Penalty 4432.860352 = -1325467.976116 nChanged 3 SP:Iteration 29Q (15401.290000 sec): 3 clusters Score: Raw -1329901.297010 + Penalty 4432.860352 = -1325468.436658 nChanged 2 SP:Iteration 30Q (15401.540000 sec): 3 clusters Score: Raw -1329901.909537 + Penalty 4432.860352 = -1325469.049186 nChanged 2 SP:Iteration 31Q (15401.750000 sec): 3 clusters Score: Raw -1329902.237173 + Penalty 4432.860352 = -1325469.376821 nChanged 0 SP:Iteration 32F (15401.980000 sec): 3 clusters Score: Raw -1329902.237173 + Penalty 4432.860352 = -1325469.376821 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 23 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15402.070000 sec): 2 clusters Score: Raw -45502.804747 + Penalty 1401.817317 = -44100.987431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15402.300000 sec): 3 clusters Score: Raw -45705.839518 + Penalty 2803.634633 = -42902.204885 nChanged 54 SP:Iteration 1F (15402.500000 sec): 3 clusters Score: Raw -45836.588481 + Penalty 2803.634633 = -43032.953848 nChanged 12 SP:Iteration 2Q (15402.700000 sec): 3 clusters Score: Raw -45870.470351 + Penalty 2803.634633 = -43066.835718 nChanged 9 SP:Iteration 3Q (15402.890000 sec): 3 clusters Score: Raw -45913.449045 + Penalty 2803.634633 = -43109.814412 nChanged 5 SP:Iteration 4Q (15403.030000 sec): 3 clusters Score: Raw -45923.604625 + Penalty 2803.634633 = -43119.969991 nChanged 2 SP:Iteration 5Q (15403.230000 sec): 3 clusters Score: Raw -45928.373762 + Penalty 2803.634633 = -43124.739128 nChanged 1 SP:Iteration 6Q (15403.360000 sec): 3 clusters Score: Raw -45929.028296 + Penalty 2803.634633 = -43125.393663 nChanged 0 SP:Iteration 7F (15403.510000 sec): 3 clusters Score: Raw -45929.028296 + Penalty 2803.634633 = -43125.393663 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 24 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15403.610000 sec): 2 clusters Score: Raw -44048.308343 + Penalty 1440.419338 = -42607.889006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15403.750000 sec): 3 clusters Score: Raw -44266.363408 + Penalty 2880.838675 = -41385.524733 nChanged 76 SP:Iteration 1F (15403.910000 sec): 3 clusters Score: Raw -44501.698630 + Penalty 2880.838675 = -41620.859955 nChanged 25 SP:Iteration 2F (15404.120000 sec): 3 clusters Score: Raw -44611.115789 + Penalty 2880.838675 = -41730.277114 nChanged 9 SP:Iteration 3Q (15404.280000 sec): 3 clusters Score: Raw -44636.814387 + Penalty 2880.838675 = -41755.975712 nChanged 2 SP:Iteration 4Q (15404.510000 sec): 3 clusters Score: Raw -44641.534439 + Penalty 2880.838675 = -41760.695764 nChanged 0 SP:Iteration 5F (15404.660000 sec): 3 clusters Score: Raw -44641.534439 + Penalty 2880.838675 = -41760.695764 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 25 (27425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15404.900000 sec): 2 clusters Score: Raw -4711005.794713 + Penalty 2534.364151 = -4708471.430563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15405.230000 sec): 3 clusters Score: Raw -4694632.945761 + Penalty 5068.728301 = -4689564.217460 nChanged 12313 SP:Iteration 1F (15405.650000 sec): 3 clusters Score: Raw -4701336.085835 + Penalty 5068.728301 = -4696267.357533 nChanged 1504 SP:Iteration 2F (15405.950000 sec): 3 clusters Score: Raw -4701883.591514 + Penalty 5068.728301 = -4696814.863212 nChanged 1371 SP:Iteration 3Q (15406.310000 sec): 3 clusters Score: Raw -4702396.694586 + Penalty 5068.728301 = -4697327.966285 nChanged 1331 SP:Iteration 4Q (15406.660000 sec): 3 clusters Score: Raw -4702946.354313 + Penalty 5068.728301 = -4697877.626012 nChanged 1309 SP:Iteration 5Q (15406.970000 sec): 3 clusters Score: Raw -4703564.480012 + Penalty 5068.728301 = -4698495.751710 nChanged 1413 SP:Iteration 6F (15407.400000 sec): 3 clusters Score: Raw -4704307.915446 + Penalty 5068.728301 = -4699239.187145 nChanged 1451 SP:Iteration 7F (15407.760000 sec): 3 clusters Score: Raw -4705163.189903 + Penalty 5068.728301 = -4700094.461601 nChanged 1403 SP:Iteration 8F (15408.090000 sec): 3 clusters Score: Raw -4706003.441487 + Penalty 5068.728301 = -4700934.713185 nChanged 1302 SP:Iteration 9Q (15408.450000 sec): 3 clusters Score: Raw -4706834.370860 + Penalty 5068.728301 = -4701765.642558 nChanged 1255 SP:Iteration 10Q (15408.810000 sec): 3 clusters Score: Raw -4707681.587621 + Penalty 5068.728301 = -4702612.859320 nChanged 1105 SP:Iteration 11Q (15409.160000 sec): 3 clusters Score: Raw -4708440.280675 + Penalty 5068.728301 = -4703371.552374 nChanged 957 SP:Iteration 12Q (15409.510000 sec): 3 clusters Score: Raw -4709085.143418 + Penalty 5068.728301 = -4704016.415117 nChanged 741 SP:Iteration 13Q (15409.890000 sec): 3 clusters Score: Raw -4709609.958399 + Penalty 5068.728301 = -4704541.230097 nChanged 631 SP:Iteration 14Q (15410.210000 sec): 3 clusters Score: Raw -4710062.807895 + Penalty 5068.728301 = -4704994.079594 nChanged 477 SP:Iteration 15Q (15410.600000 sec): 3 clusters Score: Raw -4710428.677754 + Penalty 5068.728301 = -4705359.949452 nChanged 372 SP:Iteration 16Q (15410.900000 sec): 3 clusters Score: Raw -4710708.940050 + Penalty 5068.728301 = -4705640.211748 nChanged 268 SP:Iteration 17Q (15411.220000 sec): 3 clusters Score: Raw -4710901.445510 + Penalty 5068.728301 = -4705832.717208 nChanged 174 SP:Iteration 18Q (15411.580000 sec): 3 clusters Score: Raw -4711025.921262 + Penalty 5068.728301 = -4705957.192961 nChanged 117 SP:Iteration 19Q (15411.900000 sec): 3 clusters Score: Raw -4711110.155029 + Penalty 5068.728301 = -4706041.426728 nChanged 76 SP:Iteration 20F (15412.260000 sec): 3 clusters Score: Raw -4711158.018464 + Penalty 5068.728301 = -4706089.290163 nChanged 70 SP:Iteration 21Q (15412.630000 sec): 3 clusters Score: Raw -4711195.313975 + Penalty 5068.728301 = -4706126.585673 nChanged 40 SP:Iteration 22Q (15412.930000 sec): 3 clusters Score: Raw -4711219.323896 + Penalty 5068.728301 = -4706150.595595 nChanged 33 SP:Iteration 23Q (15413.250000 sec): 3 clusters Score: Raw -4711241.609078 + Penalty 5068.728301 = -4706172.880777 nChanged 32 SP:Iteration 24Q (15413.570000 sec): 3 clusters Score: Raw -4711259.611162 + Penalty 5068.728301 = -4706190.882860 nChanged 21 SP:Iteration 25Q (15413.910000 sec): 3 clusters Score: Raw -4711270.036613 + Penalty 5068.728301 = -4706201.308311 nChanged 14 SP:Iteration 26Q (15414.180000 sec): 3 clusters Score: Raw -4711277.980900 + Penalty 5068.728301 = -4706209.252599 nChanged 12 SP:Iteration 27Q (15414.520000 sec): 3 clusters Score: Raw -4711284.956220 + Penalty 5068.728301 = -4706216.227918 nChanged 12 SP:Iteration 28Q (15414.840000 sec): 3 clusters Score: Raw -4711292.937587 + Penalty 5068.728301 = -4706224.209286 nChanged 17 SP:Iteration 29Q (15415.220000 sec): 3 clusters Score: Raw -4711303.068941 + Penalty 5068.728301 = -4706234.340639 nChanged 14 SP:Iteration 30Q (15415.590000 sec): 3 clusters Score: Raw -4711310.570598 + Penalty 5068.728301 = -4706241.842297 nChanged 5 SP:Iteration 31Q (15415.970000 sec): 3 clusters Score: Raw -4711313.938484 + Penalty 5068.728301 = -4706245.210183 nChanged 6 SP:Iteration 32Q (15416.300000 sec): 3 clusters Score: Raw -4711318.554754 + Penalty 5068.728301 = -4706249.826452 nChanged 8 SP:Iteration 33Q (15416.610000 sec): 3 clusters Score: Raw -4711322.668175 + Penalty 5068.728301 = -4706253.939873 nChanged 5 SP:Iteration 34Q (15416.950000 sec): 3 clusters Score: Raw -4711325.576428 + Penalty 5068.728301 = -4706256.848126 nChanged 2 SP:Iteration 35Q (15417.290000 sec): 3 clusters Score: Raw -4711326.137424 + Penalty 5068.728301 = -4706257.409122 nChanged 1 SP:Iteration 36Q (15417.640000 sec): 3 clusters Score: Raw -4711326.390164 + Penalty 5068.728301 = -4706257.661863 nChanged 2 SP:Iteration 37Q (15417.960000 sec): 3 clusters Score: Raw -4711328.020579 + Penalty 5068.728301 = -4706259.292277 nChanged 2 SP:Iteration 38Q (15418.270000 sec): 3 clusters Score: Raw -4711329.130818 + Penalty 5068.728301 = -4706260.402517 nChanged 3 SP:Iteration 39Q (15418.590000 sec): 3 clusters Score: Raw -4711330.443042 + Penalty 5068.728301 = -4706261.714741 nChanged 3 SP:Iteration 40F (15418.990000 sec): 3 clusters Score: Raw -4711332.262685 + Penalty 5068.728301 = -4706263.534383 nChanged 2 SP:Iteration 41Q (15419.340000 sec): 3 clusters Score: Raw -4711333.259937 + Penalty 5068.728301 = -4706264.531636 nChanged 2 SP:Iteration 42Q (15419.710000 sec): 3 clusters Score: Raw -4711334.801594 + Penalty 5068.728301 = -4706266.073292 nChanged 2 SP:Iteration 43Q (15420.040000 sec): 3 clusters Score: Raw -4711335.317857 + Penalty 5068.728301 = -4706266.589556 nChanged 3 SP:Iteration 44Q (15420.350000 sec): 3 clusters Score: Raw -4711337.706833 + Penalty 5068.728301 = -4706268.978531 nChanged 6 SP:Iteration 45Q (15420.710000 sec): 3 clusters Score: Raw -4711342.066018 + Penalty 5068.728301 = -4706273.337717 nChanged 6 SP:Iteration 46Q (15421.070000 sec): 3 clusters Score: Raw -4711345.790952 + Penalty 5068.728301 = -4706277.062650 nChanged 6 SP:Iteration 47Q (15421.400000 sec): 3 clusters Score: Raw -4711349.527444 + Penalty 5068.728301 = -4706280.799142 nChanged 3 SP:Iteration 48Q (15421.760000 sec): 3 clusters Score: Raw -4711353.070947 + Penalty 5068.728301 = -4706284.342645 nChanged 5 SP:Iteration 49Q (15422.010000 sec): 3 clusters Score: Raw -4711355.129271 + Penalty 5068.728301 = -4706286.400969 nChanged 5 SP:Iteration 50Q (15422.370000 sec): 3 clusters Score: Raw -4711358.455869 + Penalty 5068.728301 = -4706289.727567 nChanged 7 SP:Iteration 51Q (15422.700000 sec): 3 clusters Score: Raw -4711363.273481 + Penalty 5068.728301 = -4706294.545179 nChanged 2 SP:Iteration 52Q (15423.010000 sec): 3 clusters Score: Raw -4711364.311408 + Penalty 5068.728301 = -4706295.583107 nChanged 1 SP:Iteration 53Q (15423.300000 sec): 3 clusters Score: Raw -4711365.023816 + Penalty 5068.728301 = -4706296.295515 nChanged 1 SP:Iteration 54Q (15423.590000 sec): 3 clusters Score: Raw -4711366.269207 + Penalty 5068.728301 = -4706297.540905 nChanged 1 SP:Iteration 55Q (15423.860000 sec): 3 clusters Score: Raw -4711366.766472 + Penalty 5068.728301 = -4706298.038171 nChanged 0 SP:Iteration 56F (15424.240000 sec): 3 clusters Score: Raw -4711366.766472 + Penalty 5068.728301 = -4706298.038171 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 26 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15424.330000 sec): 2 clusters Score: Raw -21250.497151 + Penalty 1351.857536 = -19898.639615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15424.540000 sec): 3 clusters Score: Raw -21598.591170 + Penalty 2703.715073 = -18894.876097 nChanged 57 SP:Iteration 1F (15424.720000 sec): 3 clusters Score: Raw -21878.725803 + Penalty 2703.715073 = -19175.010730 nChanged 11 SP:Iteration 2Q (15424.940000 sec): 3 clusters Score: Raw -21957.637728 + Penalty 2703.715073 = -19253.922655 nChanged 11 SP:Iteration 3Q (15425.100000 sec): 3 clusters Score: Raw -22022.959319 + Penalty 2703.715073 = -19319.244246 nChanged 2 SP:Iteration 4Q (15425.260000 sec): 3 clusters Score: Raw -22037.369792 + Penalty 2703.715073 = -19333.654719 nChanged 0 SP:Iteration 5F (15425.410000 sec): 3 clusters Score: Raw -22037.369792 + Penalty 2703.715073 = -19333.654719 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 27 (209980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15426.520000 sec): 2 clusters Score: Raw -37155356.339906 + Penalty 3039.182357 = -37152317.157549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15427.730000 sec): 3 clusters Score: Raw -37017787.864795 + Penalty 6078.364713 = -37011709.500081 nChanged 101000 SP:Iteration 1F (15428.960000 sec): 3 clusters Score: Raw -37076279.813089 + Penalty 6078.364713 = -37070201.448376 nChanged 6022 SP:Iteration 2Q (15430.400000 sec): 3 clusters Score: Raw -37077669.041714 + Penalty 6078.364713 = -37071590.677001 nChanged 7047 SP:Iteration 3Q (15431.790000 sec): 3 clusters Score: Raw -37079762.182293 + Penalty 6078.364713 = -37073683.817579 nChanged 8996 SP:Iteration 4Q (15433.040000 sec): 3 clusters Score: Raw -37083387.893992 + Penalty 6078.364713 = -37077309.529279 nChanged 12293 SP:Iteration 5F (15434.210000 sec): 3 clusters Score: Raw -37090238.236462 + Penalty 6078.364713 = -37084159.871749 nChanged 16690 SP:Iteration 6F (15435.400000 sec): 3 clusters Score: Raw -37102597.162521 + Penalty 6078.364713 = -37096518.797808 nChanged 19524 SP:Iteration 7F (15436.590000 sec): 3 clusters Score: Raw -37120232.059992 + Penalty 6078.364713 = -37114153.695279 nChanged 17805 SP:Iteration 8F (15437.840000 sec): 3 clusters Score: Raw -37138192.962096 + Penalty 6078.364713 = -37132114.597383 nChanged 11089 SP:Iteration 9F (15439.110000 sec): 3 clusters Score: Raw -37149577.445808 + Penalty 6078.364713 = -37143499.081095 nChanged 4499 SP:Iteration 10Q (15440.250000 sec): 3 clusters Score: Raw -37154029.113467 + Penalty 6078.364713 = -37147950.748754 nChanged 1161 SP:Iteration 11Q (15441.290000 sec): 3 clusters Score: Raw -37155160.490129 + Penalty 6078.364713 = -37149082.125416 nChanged 224 SP:Iteration 12Q (15442.270000 sec): 3 clusters Score: Raw -37155442.947779 + Penalty 6078.364713 = -37149364.583066 nChanged 48 SP:Iteration 13Q (15443.270000 sec): 3 clusters Score: Raw -37155539.036859 + Penalty 6078.364713 = -37149460.672145 nChanged 19 SP:Iteration 14Q (15444.270000 sec): 3 clusters Score: Raw -37155576.829228 + Penalty 6078.364713 = -37149498.464514 nChanged 8 SP:Iteration 15Q (15445.220000 sec): 3 clusters Score: Raw -37155597.518701 + Penalty 6078.364713 = -37149519.153988 nChanged 10 SP:Iteration 16Q (15446.300000 sec): 3 clusters Score: Raw -37155617.873643 + Penalty 6078.364713 = -37149539.508930 nChanged 5 SP:Iteration 17Q (15447.280000 sec): 3 clusters Score: Raw -37155624.558060 + Penalty 6078.364713 = -37149546.193347 nChanged 0 SP:Iteration 18F (15448.570000 sec): 3 clusters Score: Raw -37155624.558060 + Penalty 6078.364713 = -37149546.193347 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 28 (20515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15448.840000 sec): 2 clusters Score: Raw -3454831.005129 + Penalty 2462.370078 = -3452368.635051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15449.140000 sec): 3 clusters Score: Raw -3442821.592650 + Penalty 4924.740156 = -3437896.852494 nChanged 9036 SP:Iteration 1F (15449.420000 sec): 3 clusters Score: Raw -3447847.928805 + Penalty 4924.740156 = -3442923.188649 nChanged 1146 SP:Iteration 2F (15449.760000 sec): 3 clusters Score: Raw -3448362.398343 + Penalty 4924.740156 = -3443437.658187 nChanged 1045 SP:Iteration 3F (15450.010000 sec): 3 clusters Score: Raw -3448845.189722 + Penalty 4924.740156 = -3443920.449566 nChanged 961 SP:Iteration 4Q (15450.360000 sec): 3 clusters Score: Raw -3449300.321441 + Penalty 4924.740156 = -3444375.581285 nChanged 945 SP:Iteration 5Q (15450.640000 sec): 3 clusters Score: Raw -3449812.359293 + Penalty 4924.740156 = -3444887.619137 nChanged 1013 SP:Iteration 6Q (15450.940000 sec): 3 clusters Score: Raw -3450361.369386 + Penalty 4924.740156 = -3445436.629230 nChanged 1008 SP:Iteration 7Q (15451.240000 sec): 3 clusters Score: Raw -3450943.872989 + Penalty 4924.740156 = -3446019.132833 nChanged 1047 SP:Iteration 8F (15451.520000 sec): 3 clusters Score: Raw -3451634.086543 + Penalty 4924.740156 = -3446709.346387 nChanged 1073 SP:Iteration 9F (15451.800000 sec): 3 clusters Score: Raw -3452341.100001 + Penalty 4924.740156 = -3447416.359845 nChanged 973 SP:Iteration 10Q (15452.090000 sec): 3 clusters Score: Raw -3453048.817025 + Penalty 4924.740156 = -3448124.076869 nChanged 907 SP:Iteration 11Q (15452.450000 sec): 3 clusters Score: Raw -3453708.019125 + Penalty 4924.740156 = -3448783.278969 nChanged 784 SP:Iteration 12Q (15452.710000 sec): 3 clusters Score: Raw -3454292.698692 + Penalty 4924.740156 = -3449367.958536 nChanged 639 SP:Iteration 13Q (15453.010000 sec): 3 clusters Score: Raw -3454732.540136 + Penalty 4924.740156 = -3449807.799980 nChanged 502 SP:Iteration 14Q (15453.310000 sec): 3 clusters Score: Raw -3455030.320610 + Penalty 4924.740156 = -3450105.580454 nChanged 381 SP:Iteration 15Q (15453.640000 sec): 3 clusters Score: Raw -3455238.508071 + Penalty 4924.740156 = -3450313.767915 nChanged 330 SP:Iteration 16Q (15453.900000 sec): 3 clusters Score: Raw -3455401.818827 + Penalty 4924.740156 = -3450477.078671 nChanged 264 SP:Iteration 17Q (15454.200000 sec): 3 clusters Score: Raw -3455514.943745 + Penalty 4924.740156 = -3450590.203589 nChanged 226 SP:Iteration 18Q (15454.450000 sec): 3 clusters Score: Raw -3455589.640414 + Penalty 4924.740156 = -3450664.900258 nChanged 182 SP:Iteration 19Q (15454.770000 sec): 3 clusters Score: Raw -3455639.791164 + Penalty 4924.740156 = -3450715.051008 nChanged 149 SP:Iteration 20F (15455.040000 sec): 3 clusters Score: Raw -3455671.328031 + Penalty 4924.740156 = -3450746.587875 nChanged 103 SP:Iteration 21Q (15455.320000 sec): 3 clusters Score: Raw -3455691.610775 + Penalty 4924.740156 = -3450766.870619 nChanged 67 SP:Iteration 22Q (15455.600000 sec): 3 clusters Score: Raw -3455702.494681 + Penalty 4924.740156 = -3450777.754525 nChanged 66 SP:Iteration 23Q (15455.860000 sec): 3 clusters Score: Raw -3455712.530614 + Penalty 4924.740156 = -3450787.790458 nChanged 57 SP:Iteration 24Q (15456.150000 sec): 3 clusters Score: Raw -3455721.327984 + Penalty 4924.740156 = -3450796.587828 nChanged 61 SP:Iteration 25Q (15456.390000 sec): 3 clusters Score: Raw -3455729.934191 + Penalty 4924.740156 = -3450805.194035 nChanged 42 SP:Iteration 26Q (15456.650000 sec): 3 clusters Score: Raw -3455736.249302 + Penalty 4924.740156 = -3450811.509146 nChanged 48 SP:Iteration 27Q (15456.970000 sec): 3 clusters Score: Raw -3455742.373201 + Penalty 4924.740156 = -3450817.633045 nChanged 36 SP:Iteration 28Q (15457.260000 sec): 3 clusters Score: Raw -3455747.661368 + Penalty 4924.740156 = -3450822.921212 nChanged 23 SP:Iteration 29Q (15457.560000 sec): 3 clusters Score: Raw -3455751.249200 + Penalty 4924.740156 = -3450826.509044 nChanged 33 SP:Iteration 30Q (15457.850000 sec): 3 clusters Score: Raw -3455755.233381 + Penalty 4924.740156 = -3450830.493225 nChanged 28 SP:Iteration 31Q (15458.110000 sec): 3 clusters Score: Raw -3455758.583016 + Penalty 4924.740156 = -3450833.842860 nChanged 25 SP:Iteration 32Q (15458.430000 sec): 3 clusters Score: Raw -3455761.580461 + Penalty 4924.740156 = -3450836.840305 nChanged 25 SP:Iteration 33Q (15458.710000 sec): 3 clusters Score: Raw -3455764.205077 + Penalty 4924.740156 = -3450839.464921 nChanged 23 SP:Iteration 34Q (15458.990000 sec): 3 clusters Score: Raw -3455766.901495 + Penalty 4924.740156 = -3450842.161339 nChanged 22 SP:Iteration 35Q (15459.250000 sec): 3 clusters Score: Raw -3455769.475484 + Penalty 4924.740156 = -3450844.735328 nChanged 17 SP:Iteration 36Q (15459.570000 sec): 3 clusters Score: Raw -3455771.085003 + Penalty 4924.740156 = -3450846.344847 nChanged 14 SP:Iteration 37Q (15459.840000 sec): 3 clusters Score: Raw -3455772.337100 + Penalty 4924.740156 = -3450847.596944 nChanged 15 SP:Iteration 38Q (15460.120000 sec): 3 clusters Score: Raw -3455773.616200 + Penalty 4924.740156 = -3450848.876044 nChanged 9 SP:Iteration 39Q (15460.400000 sec): 3 clusters Score: Raw -3455774.342331 + Penalty 4924.740156 = -3450849.602175 nChanged 10 SP:Iteration 40F (15460.640000 sec): 3 clusters Score: Raw -3455775.270408 + Penalty 4924.740156 = -3450850.530252 nChanged 7 SP:Iteration 41Q (15460.940000 sec): 3 clusters Score: Raw -3455775.956317 + Penalty 4924.740156 = -3450851.216161 nChanged 7 SP:Iteration 42Q (15461.250000 sec): 3 clusters Score: Raw -3455776.702591 + Penalty 4924.740156 = -3450851.962435 nChanged 9 SP:Iteration 43Q (15461.510000 sec): 3 clusters Score: Raw -3455777.783342 + Penalty 4924.740156 = -3450853.043186 nChanged 9 SP:Iteration 44Q (15461.820000 sec): 3 clusters Score: Raw -3455778.728384 + Penalty 4924.740156 = -3450853.988228 nChanged 11 SP:Iteration 45Q (15462.130000 sec): 3 clusters Score: Raw -3455779.734599 + Penalty 4924.740156 = -3450854.994443 nChanged 10 SP:Iteration 46Q (15462.460000 sec): 3 clusters Score: Raw -3455780.712657 + Penalty 4924.740156 = -3450855.972501 nChanged 9 SP:Iteration 47Q (15462.750000 sec): 3 clusters Score: Raw -3455781.620567 + Penalty 4924.740156 = -3450856.880411 nChanged 9 SP:Iteration 48Q (15463.040000 sec): 3 clusters Score: Raw -3455782.634529 + Penalty 4924.740156 = -3450857.894373 nChanged 8 SP:Iteration 49Q (15463.340000 sec): 3 clusters Score: Raw -3455783.548221 + Penalty 4924.740156 = -3450858.808065 nChanged 11 SP:Iteration 50Q (15463.680000 sec): 3 clusters Score: Raw -3455784.932698 + Penalty 4924.740156 = -3450860.192542 nChanged 7 SP:Iteration 51Q (15463.980000 sec): 3 clusters Score: Raw -3455785.659105 + Penalty 4924.740156 = -3450860.918949 nChanged 7 SP:Iteration 52Q (15464.230000 sec): 3 clusters Score: Raw -3455786.134178 + Penalty 4924.740156 = -3450861.394022 nChanged 2 SP:Iteration 53Q (15464.550000 sec): 3 clusters Score: Raw -3455786.257057 + Penalty 4924.740156 = -3450861.516901 nChanged 1 SP:Iteration 54Q (15464.830000 sec): 3 clusters Score: Raw -3455786.328698 + Penalty 4924.740156 = -3450861.588542 nChanged 0 SP:Iteration 55F (15465.140000 sec): 3 clusters Score: Raw -3455786.328698 + Penalty 4924.740156 = -3450861.588542 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 29 (1390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15465.230000 sec): 2 clusters Score: Raw -232840.681834 + Penalty 1794.790638 = -231045.891195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15465.420000 sec): 3 clusters Score: Raw -232440.230223 + Penalty 3589.581277 = -228850.648946 nChanged 396 SP:Iteration 1F (15465.590000 sec): 3 clusters Score: Raw -232802.392878 + Penalty 3589.581277 = -229212.811601 nChanged 90 SP:Iteration 2F (15465.810000 sec): 3 clusters Score: Raw -232898.769579 + Penalty 3589.581277 = -229309.188302 nChanged 52 SP:Iteration 3Q (15466.010000 sec): 3 clusters Score: Raw -232952.082667 + Penalty 3589.581277 = -229362.501390 nChanged 53 SP:Iteration 4Q (15466.180000 sec): 3 clusters Score: Raw -233014.731499 + Penalty 3589.581277 = -229425.150222 nChanged 60 SP:Iteration 5Q (15466.390000 sec): 3 clusters Score: Raw -233082.283628 + Penalty 3589.581277 = -229492.702351 nChanged 51 SP:Iteration 6Q (15466.540000 sec): 3 clusters Score: Raw -233146.017743 + Penalty 3589.581277 = -229556.436466 nChanged 48 SP:Iteration 7Q (15466.730000 sec): 3 clusters Score: Raw -233220.674070 + Penalty 3589.581277 = -229631.092793 nChanged 46 SP:Iteration 8Q (15466.880000 sec): 3 clusters Score: Raw -233285.230368 + Penalty 3589.581277 = -229695.649091 nChanged 48 SP:Iteration 9Q (15467.090000 sec): 3 clusters Score: Raw -233373.481662 + Penalty 3589.581277 = -229783.900385 nChanged 47 SP:Iteration 10Q (15467.250000 sec): 3 clusters Score: Raw -233471.294264 + Penalty 3589.581277 = -229881.712987 nChanged 34 SP:Iteration 11Q (15467.430000 sec): 3 clusters Score: Raw -233538.341649 + Penalty 3589.581277 = -229948.760372 nChanged 28 SP:Iteration 12Q (15467.610000 sec): 3 clusters Score: Raw -233618.317753 + Penalty 3589.581277 = -230028.736476 nChanged 44 SP:Iteration 13Q (15467.800000 sec): 3 clusters Score: Raw -233733.010028 + Penalty 3589.581277 = -230143.428751 nChanged 36 SP:Iteration 14Q (15467.990000 sec): 3 clusters Score: Raw -233828.887727 + Penalty 3589.581277 = -230239.306450 nChanged 38 SP:Iteration 15Q (15468.190000 sec): 3 clusters Score: Raw -233921.528660 + Penalty 3589.581277 = -230331.947383 nChanged 37 SP:Iteration 16Q (15468.400000 sec): 3 clusters Score: Raw -234016.248906 + Penalty 3589.581277 = -230426.667629 nChanged 32 SP:Iteration 17Q (15468.610000 sec): 3 clusters Score: Raw -234086.701175 + Penalty 3589.581277 = -230497.119898 nChanged 28 SP:Iteration 18Q (15468.800000 sec): 3 clusters Score: Raw -234150.602710 + Penalty 3589.581277 = -230561.021433 nChanged 27 SP:Iteration 19Q (15468.990000 sec): 3 clusters Score: Raw -234198.756994 + Penalty 3589.581277 = -230609.175717 nChanged 16 SP:Iteration 20F (15469.130000 sec): 3 clusters Score: Raw -234222.824406 + Penalty 3589.581277 = -230633.243129 nChanged 16 SP:Iteration 21Q (15469.340000 sec): 3 clusters Score: Raw -234247.628576 + Penalty 3589.581277 = -230658.047299 nChanged 14 SP:Iteration 22Q (15469.540000 sec): 3 clusters Score: Raw -234268.233766 + Penalty 3589.581277 = -230678.652489 nChanged 8 SP:Iteration 23Q (15469.720000 sec): 3 clusters Score: Raw -234283.061330 + Penalty 3589.581277 = -230693.480053 nChanged 10 SP:Iteration 24Q (15469.880000 sec): 3 clusters Score: Raw -234297.830704 + Penalty 3589.581277 = -230708.249427 nChanged 8 SP:Iteration 25Q (15470.070000 sec): 3 clusters Score: Raw -234307.184423 + Penalty 3589.581277 = -230717.603146 nChanged 5 SP:Iteration 26Q (15470.250000 sec): 3 clusters Score: Raw -234311.760855 + Penalty 3589.581277 = -230722.179578 nChanged 5 SP:Iteration 27Q (15470.440000 sec): 3 clusters Score: Raw -234316.301115 + Penalty 3589.581277 = -230726.719838 nChanged 4 SP:Iteration 28Q (15470.590000 sec): 3 clusters Score: Raw -234319.238734 + Penalty 3589.581277 = -230729.657457 nChanged 2 SP:Iteration 29Q (15470.740000 sec): 3 clusters Score: Raw -234321.038593 + Penalty 3589.581277 = -230731.457316 nChanged 1 SP:Iteration 30Q (15470.930000 sec): 3 clusters Score: Raw -234322.170441 + Penalty 3589.581277 = -230732.589164 nChanged 1 SP:Iteration 31Q (15471.140000 sec): 3 clusters Score: Raw -234322.829251 + Penalty 3589.581277 = -230733.247975 nChanged 1 SP:Iteration 32Q (15471.350000 sec): 3 clusters Score: Raw -234323.897071 + Penalty 3589.581277 = -230734.315795 nChanged 2 SP:Iteration 33Q (15471.540000 sec): 3 clusters Score: Raw -234325.919060 + Penalty 3589.581277 = -230736.337783 nChanged 1 SP:Iteration 34Q (15471.690000 sec): 3 clusters Score: Raw -234326.788454 + Penalty 3589.581277 = -230737.207177 nChanged 2 SP:Iteration 35Q (15471.830000 sec): 3 clusters Score: Raw -234327.971943 + Penalty 3589.581277 = -230738.390666 nChanged 1 SP:Iteration 36Q (15472.040000 sec): 3 clusters Score: Raw -234329.001187 + Penalty 3589.581277 = -230739.419910 nChanged 2 SP:Iteration 37Q (15472.190000 sec): 3 clusters Score: Raw -234332.148417 + Penalty 3589.581277 = -230742.567140 nChanged 0 SP:Iteration 38F (15472.380000 sec): 3 clusters Score: Raw -234332.148417 + Penalty 3589.581277 = -230742.567140 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 30 (2983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15472.480000 sec): 2 clusters Score: Raw -508952.594044 + Penalty 1984.169827 = -506968.424217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15472.660000 sec): 3 clusters Score: Raw -507672.867999 + Penalty 3968.339653 = -503704.528346 nChanged 1016 SP:Iteration 1F (15472.860000 sec): 3 clusters Score: Raw -508439.078597 + Penalty 3968.339653 = -504470.738944 nChanged 304 SP:Iteration 2F (15473.060000 sec): 3 clusters Score: Raw -508767.493850 + Penalty 3968.339653 = -504799.154197 nChanged 201 SP:Iteration 3F (15473.230000 sec): 3 clusters Score: Raw -509003.239349 + Penalty 3968.339653 = -505034.899695 nChanged 173 SP:Iteration 4F (15473.430000 sec): 3 clusters Score: Raw -509216.525882 + Penalty 3968.339653 = -505248.186229 nChanged 151 SP:Iteration 5F (15473.690000 sec): 3 clusters Score: Raw -509418.344534 + Penalty 3968.339653 = -505450.004881 nChanged 143 SP:Iteration 6Q (15473.880000 sec): 3 clusters Score: Raw -509591.648306 + Penalty 3968.339653 = -505623.308653 nChanged 128 SP:Iteration 7Q (15474.100000 sec): 3 clusters Score: Raw -509710.820391 + Penalty 3968.339653 = -505742.480738 nChanged 97 SP:Iteration 8Q (15474.320000 sec): 3 clusters Score: Raw -509779.883383 + Penalty 3968.339653 = -505811.543730 nChanged 49 SP:Iteration 9Q (15474.510000 sec): 3 clusters Score: Raw -509813.628753 + Penalty 3968.339653 = -505845.289100 nChanged 48 SP:Iteration 10Q (15474.740000 sec): 3 clusters Score: Raw -509842.271803 + Penalty 3968.339653 = -505873.932150 nChanged 33 SP:Iteration 11Q (15474.940000 sec): 3 clusters Score: Raw -509861.041579 + Penalty 3968.339653 = -505892.701926 nChanged 16 SP:Iteration 12Q (15475.130000 sec): 3 clusters Score: Raw -509868.223488 + Penalty 3968.339653 = -505899.883835 nChanged 10 SP:Iteration 13Q (15475.350000 sec): 3 clusters Score: Raw -509873.110766 + Penalty 3968.339653 = -505904.771113 nChanged 8 SP:Iteration 14Q (15475.510000 sec): 3 clusters Score: Raw -509876.993255 + Penalty 3968.339653 = -505908.653602 nChanged 9 SP:Iteration 15Q (15475.700000 sec): 3 clusters Score: Raw -509882.452867 + Penalty 3968.339653 = -505914.113214 nChanged 7 SP:Iteration 16Q (15475.900000 sec): 3 clusters Score: Raw -509885.871609 + Penalty 3968.339653 = -505917.531956 nChanged 3 SP:Iteration 17Q (15476.070000 sec): 3 clusters Score: Raw -509887.016090 + Penalty 3968.339653 = -505918.676437 nChanged 0 SP:Iteration 18F (15476.260000 sec): 3 clusters Score: Raw -509887.016090 + Penalty 3968.339653 = -505918.676437 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 31 (33328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15476.510000 sec): 2 clusters Score: Raw -5814702.107757 + Penalty 2582.709985 = -5812119.397773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15476.850000 sec): 3 clusters Score: Raw -5794687.006367 + Penalty 5165.419969 = -5789521.586398 nChanged 15098 SP:Iteration 1F (15477.180000 sec): 3 clusters Score: Raw -5803031.492542 + Penalty 5165.419969 = -5797866.072573 nChanged 1632 SP:Iteration 2Q (15477.550000 sec): 3 clusters Score: Raw -5803628.715957 + Penalty 5165.419969 = -5798463.295988 nChanged 1573 SP:Iteration 3Q (15477.850000 sec): 3 clusters Score: Raw -5804272.452976 + Penalty 5165.419969 = -5799107.033007 nChanged 1619 SP:Iteration 4Q (15478.240000 sec): 3 clusters Score: Raw -5805030.462906 + Penalty 5165.419969 = -5799865.042937 nChanged 1846 SP:Iteration 5F (15478.620000 sec): 3 clusters Score: Raw -5806062.067426 + Penalty 5165.419969 = -5800896.647457 nChanged 2068 SP:Iteration 6F (15478.970000 sec): 3 clusters Score: Raw -5807494.455161 + Penalty 5165.419969 = -5802329.035192 nChanged 2253 SP:Iteration 7F (15479.370000 sec): 3 clusters Score: Raw -5809413.330428 + Penalty 5165.419969 = -5804247.910459 nChanged 2010 SP:Iteration 8F (15479.740000 sec): 3 clusters Score: Raw -5811235.588185 + Penalty 5165.419969 = -5806070.168215 nChanged 1515 SP:Iteration 9Q (15480.080000 sec): 3 clusters Score: Raw -5812413.832523 + Penalty 5165.419969 = -5807248.412554 nChanged 1050 SP:Iteration 10Q (15480.460000 sec): 3 clusters Score: Raw -5813027.724667 + Penalty 5165.419969 = -5807862.304698 nChanged 709 SP:Iteration 11Q (15480.810000 sec): 3 clusters Score: Raw -5813423.876378 + Penalty 5165.419969 = -5808258.456409 nChanged 516 SP:Iteration 12Q (15481.150000 sec): 3 clusters Score: Raw -5813731.872750 + Penalty 5165.419969 = -5808566.452781 nChanged 416 SP:Iteration 13Q (15481.500000 sec): 3 clusters Score: Raw -5814006.479280 + Penalty 5165.419969 = -5808841.059311 nChanged 347 SP:Iteration 14Q (15481.780000 sec): 3 clusters Score: Raw -5814308.710494 + Penalty 5165.419969 = -5809143.290525 nChanged 341 SP:Iteration 15Q (15482.110000 sec): 3 clusters Score: Raw -5814613.078831 + Penalty 5165.419969 = -5809447.658862 nChanged 316 SP:Iteration 16Q (15482.520000 sec): 3 clusters Score: Raw -5814874.195972 + Penalty 5165.419969 = -5809708.776003 nChanged 283 SP:Iteration 17Q (15482.800000 sec): 3 clusters Score: Raw -5815066.692539 + Penalty 5165.419969 = -5809901.272570 nChanged 237 SP:Iteration 18Q (15483.160000 sec): 3 clusters Score: Raw -5815203.527091 + Penalty 5165.419969 = -5810038.107122 nChanged 178 SP:Iteration 19Q (15483.570000 sec): 3 clusters Score: Raw -5815288.449024 + Penalty 5165.419969 = -5810123.029055 nChanged 152 SP:Iteration 20F (15483.930000 sec): 3 clusters Score: Raw -5815353.653417 + Penalty 5165.419969 = -5810188.233448 nChanged 142 SP:Iteration 21Q (15484.310000 sec): 3 clusters Score: Raw -5815409.329126 + Penalty 5165.419969 = -5810243.909157 nChanged 108 SP:Iteration 22Q (15484.650000 sec): 3 clusters Score: Raw -5815440.898675 + Penalty 5165.419969 = -5810275.478706 nChanged 79 SP:Iteration 23Q (15484.970000 sec): 3 clusters Score: Raw -5815461.519199 + Penalty 5165.419969 = -5810296.099230 nChanged 55 SP:Iteration 24Q (15485.290000 sec): 3 clusters Score: Raw -5815475.529223 + Penalty 5165.419969 = -5810310.109254 nChanged 40 SP:Iteration 25Q (15485.590000 sec): 3 clusters Score: Raw -5815485.614495 + Penalty 5165.419969 = -5810320.194526 nChanged 40 SP:Iteration 26Q (15485.890000 sec): 3 clusters Score: Raw -5815494.616098 + Penalty 5165.419969 = -5810329.196129 nChanged 36 SP:Iteration 27Q (15486.280000 sec): 3 clusters Score: Raw -5815501.816297 + Penalty 5165.419969 = -5810336.396328 nChanged 30 SP:Iteration 28Q (15486.610000 sec): 3 clusters Score: Raw -5815507.864555 + Penalty 5165.419969 = -5810342.444586 nChanged 23 SP:Iteration 29Q (15486.990000 sec): 3 clusters Score: Raw -5815512.589835 + Penalty 5165.419969 = -5810347.169866 nChanged 30 SP:Iteration 30Q (15487.290000 sec): 3 clusters Score: Raw -5815518.323231 + Penalty 5165.419969 = -5810352.903262 nChanged 28 SP:Iteration 31Q (15487.630000 sec): 3 clusters Score: Raw -5815523.450125 + Penalty 5165.419969 = -5810358.030156 nChanged 29 SP:Iteration 32Q (15487.930000 sec): 3 clusters Score: Raw -5815528.856263 + Penalty 5165.419969 = -5810363.436294 nChanged 23 SP:Iteration 33Q (15488.330000 sec): 3 clusters Score: Raw -5815533.497080 + Penalty 5165.419969 = -5810368.077111 nChanged 23 SP:Iteration 34Q (15488.690000 sec): 3 clusters Score: Raw -5815537.586108 + Penalty 5165.419969 = -5810372.166139 nChanged 14 SP:Iteration 35Q (15488.990000 sec): 3 clusters Score: Raw -5815539.613175 + Penalty 5165.419969 = -5810374.193206 nChanged 18 SP:Iteration 36Q (15489.310000 sec): 3 clusters Score: Raw -5815541.980007 + Penalty 5165.419969 = -5810376.560038 nChanged 14 SP:Iteration 37Q (15489.680000 sec): 3 clusters Score: Raw -5815543.713256 + Penalty 5165.419969 = -5810378.293287 nChanged 6 SP:Iteration 38Q (15489.980000 sec): 3 clusters Score: Raw -5815544.136231 + Penalty 5165.419969 = -5810378.716262 nChanged 5 SP:Iteration 39Q (15490.360000 sec): 3 clusters Score: Raw -5815544.944184 + Penalty 5165.419969 = -5810379.524214 nChanged 3 SP:Iteration 40F (15490.670000 sec): 3 clusters Score: Raw -5815545.412443 + Penalty 5165.419969 = -5810379.992473 nChanged 2 SP:Iteration 41Q (15491.020000 sec): 3 clusters Score: Raw -5815545.608241 + Penalty 5165.419969 = -5810380.188272 nChanged 3 SP:Iteration 42Q (15491.360000 sec): 3 clusters Score: Raw -5815546.019370 + Penalty 5165.419969 = -5810380.599400 nChanged 2 SP:Iteration 43Q (15491.710000 sec): 3 clusters Score: Raw -5815546.363804 + Penalty 5165.419969 = -5810380.943835 nChanged 3 SP:Iteration 44Q (15492.110000 sec): 3 clusters Score: Raw -5815546.692301 + Penalty 5165.419969 = -5810381.272332 nChanged 4 SP:Iteration 45Q (15492.420000 sec): 3 clusters Score: Raw -5815547.310468 + Penalty 5165.419969 = -5810381.890499 nChanged 4 SP:Iteration 46Q (15492.810000 sec): 3 clusters Score: Raw -5815547.784518 + Penalty 5165.419969 = -5810382.364549 nChanged 6 SP:Iteration 47Q (15493.180000 sec): 3 clusters Score: Raw -5815548.639662 + Penalty 5165.419969 = -5810383.219693 nChanged 8 SP:Iteration 48Q (15493.530000 sec): 3 clusters Score: Raw -5815550.029729 + Penalty 5165.419969 = -5810384.609760 nChanged 5 SP:Iteration 49Q (15493.880000 sec): 3 clusters Score: Raw -5815550.844952 + Penalty 5165.419969 = -5810385.424982 nChanged 7 SP:Iteration 50Q (15494.250000 sec): 3 clusters Score: Raw -5815552.242531 + Penalty 5165.419969 = -5810386.822562 nChanged 11 SP:Iteration 51Q (15494.630000 sec): 3 clusters Score: Raw -5815553.789478 + Penalty 5165.419969 = -5810388.369509 nChanged 11 SP:Iteration 52Q (15494.950000 sec): 3 clusters Score: Raw -5815555.236416 + Penalty 5165.419969 = -5810389.816447 nChanged 8 SP:Iteration 53Q (15495.300000 sec): 3 clusters Score: Raw -5815556.622105 + Penalty 5165.419969 = -5810391.202136 nChanged 9 SP:Iteration 54Q (15495.670000 sec): 3 clusters Score: Raw -5815557.822009 + Penalty 5165.419969 = -5810392.402040 nChanged 11 SP:Iteration 55Q (15496.010000 sec): 3 clusters Score: Raw -5815559.595345 + Penalty 5165.419969 = -5810394.175376 nChanged 17 SP:Iteration 56Q (15496.310000 sec): 3 clusters Score: Raw -5815562.235976 + Penalty 5165.419969 = -5810396.816007 nChanged 10 SP:Iteration 57Q (15496.620000 sec): 3 clusters Score: Raw -5815563.868052 + Penalty 5165.419969 = -5810398.448083 nChanged 9 SP:Iteration 58Q (15496.920000 sec): 3 clusters Score: Raw -5815565.311304 + Penalty 5165.419969 = -5810399.891334 nChanged 8 SP:Iteration 59Q (15497.270000 sec): 3 clusters Score: Raw -5815566.315242 + Penalty 5165.419969 = -5810400.895273 nChanged 0 SP:Iteration 60F (15497.670000 sec): 3 clusters Score: Raw -5815566.315242 + Penalty 5165.419969 = -5810400.895273 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 32 (3361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15497.830000 sec): 2 clusters Score: Raw -602877.563890 + Penalty 2013.758469 = -600863.805421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15498.060000 sec): 3 clusters Score: Raw -601402.014962 + Penalty 4027.516939 = -597374.498023 nChanged 1179 SP:Iteration 1F (15498.240000 sec): 3 clusters Score: Raw -602148.587176 + Penalty 4027.516939 = -598121.070237 nChanged 270 SP:Iteration 2F (15498.510000 sec): 3 clusters Score: Raw -602357.892743 + Penalty 4027.516939 = -598330.375805 nChanged 176 SP:Iteration 3F (15498.670000 sec): 3 clusters Score: Raw -602494.115719 + Penalty 4027.516939 = -598466.598780 nChanged 141 SP:Iteration 4Q (15498.910000 sec): 3 clusters Score: Raw -602609.203828 + Penalty 4027.516939 = -598581.686889 nChanged 123 SP:Iteration 5Q (15499.100000 sec): 3 clusters Score: Raw -602697.507873 + Penalty 4027.516939 = -598669.990935 nChanged 115 SP:Iteration 6Q (15499.310000 sec): 3 clusters Score: Raw -602779.824068 + Penalty 4027.516939 = -598752.307129 nChanged 100 SP:Iteration 7Q (15499.520000 sec): 3 clusters Score: Raw -602851.890632 + Penalty 4027.516939 = -598824.373694 nChanged 106 SP:Iteration 8Q (15499.700000 sec): 3 clusters Score: Raw -602941.902014 + Penalty 4027.516939 = -598914.385075 nChanged 108 SP:Iteration 9Q (15499.900000 sec): 3 clusters Score: Raw -603021.054252 + Penalty 4027.516939 = -598993.537313 nChanged 93 SP:Iteration 10Q (15500.070000 sec): 3 clusters Score: Raw -603090.278266 + Penalty 4027.516939 = -599062.761328 nChanged 87 SP:Iteration 11Q (15500.250000 sec): 3 clusters Score: Raw -603144.386186 + Penalty 4027.516939 = -599116.869248 nChanged 73 SP:Iteration 12Q (15500.450000 sec): 3 clusters Score: Raw -603194.601590 + Penalty 4027.516939 = -599167.084651 nChanged 66 SP:Iteration 13Q (15500.620000 sec): 3 clusters Score: Raw -603239.233026 + Penalty 4027.516939 = -599211.716088 nChanged 52 SP:Iteration 14Q (15500.840000 sec): 3 clusters Score: Raw -603278.751601 + Penalty 4027.516939 = -599251.234662 nChanged 52 SP:Iteration 15Q (15501.030000 sec): 3 clusters Score: Raw -603318.586131 + Penalty 4027.516939 = -599291.069193 nChanged 54 SP:Iteration 16Q (15501.270000 sec): 3 clusters Score: Raw -603365.103632 + Penalty 4027.516939 = -599337.586693 nChanged 45 SP:Iteration 17Q (15501.460000 sec): 3 clusters Score: Raw -603407.158244 + Penalty 4027.516939 = -599379.641305 nChanged 59 SP:Iteration 18Q (15501.700000 sec): 3 clusters Score: Raw -603465.489939 + Penalty 4027.516939 = -599437.973001 nChanged 49 SP:Iteration 19Q (15501.890000 sec): 3 clusters Score: Raw -603504.391344 + Penalty 4027.516939 = -599476.874406 nChanged 41 SP:Iteration 20F (15502.090000 sec): 3 clusters Score: Raw -603536.982791 + Penalty 4027.516939 = -599509.465852 nChanged 27 SP:Iteration 21Q (15502.290000 sec): 3 clusters Score: Raw -603562.192171 + Penalty 4027.516939 = -599534.675232 nChanged 30 SP:Iteration 22Q (15502.470000 sec): 3 clusters Score: Raw -603587.365992 + Penalty 4027.516939 = -599559.849054 nChanged 26 SP:Iteration 23Q (15502.720000 sec): 3 clusters Score: Raw -603608.954982 + Penalty 4027.516939 = -599581.438043 nChanged 29 SP:Iteration 24Q (15502.890000 sec): 3 clusters Score: Raw -603629.651932 + Penalty 4027.516939 = -599602.134993 nChanged 21 SP:Iteration 25Q (15503.100000 sec): 3 clusters Score: Raw -603646.751404 + Penalty 4027.516939 = -599619.234465 nChanged 22 SP:Iteration 26Q (15503.320000 sec): 3 clusters Score: Raw -603664.729128 + Penalty 4027.516939 = -599637.212189 nChanged 20 SP:Iteration 27Q (15503.520000 sec): 3 clusters Score: Raw -603680.854688 + Penalty 4027.516939 = -599653.337750 nChanged 16 SP:Iteration 28Q (15503.750000 sec): 3 clusters Score: Raw -603691.964656 + Penalty 4027.516939 = -599664.447717 nChanged 11 SP:Iteration 29Q (15503.940000 sec): 3 clusters Score: Raw -603698.810364 + Penalty 4027.516939 = -599671.293426 nChanged 9 SP:Iteration 30Q (15504.100000 sec): 3 clusters Score: Raw -603704.201860 + Penalty 4027.516939 = -599676.684921 nChanged 6 SP:Iteration 31Q (15504.300000 sec): 3 clusters Score: Raw -603709.716656 + Penalty 4027.516939 = -599682.199717 nChanged 6 SP:Iteration 32Q (15504.490000 sec): 3 clusters Score: Raw -603713.636817 + Penalty 4027.516939 = -599686.119879 nChanged 5 SP:Iteration 33Q (15504.700000 sec): 3 clusters Score: Raw -603716.561109 + Penalty 4027.516939 = -599689.044171 nChanged 2 SP:Iteration 34Q (15504.930000 sec): 3 clusters Score: Raw -603717.242581 + Penalty 4027.516939 = -599689.725643 nChanged 2 SP:Iteration 35Q (15505.150000 sec): 3 clusters Score: Raw -603718.784365 + Penalty 4027.516939 = -599691.267426 nChanged 2 SP:Iteration 36Q (15505.340000 sec): 3 clusters Score: Raw -603719.433263 + Penalty 4027.516939 = -599691.916324 nChanged 0 SP:Iteration 37F (15505.580000 sec): 3 clusters Score: Raw -603719.433263 + Penalty 4027.516939 = -599691.916324 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 33 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15505.710000 sec): 2 clusters Score: Raw -69498.648824 + Penalty 1473.814245 = -68024.834579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15505.880000 sec): 3 clusters Score: Raw -69602.194984 + Penalty 2947.628490 = -66654.566494 nChanged 49 SP:Iteration 1F (15506.040000 sec): 3 clusters Score: Raw -69727.812876 + Penalty 2947.628490 = -66780.184386 nChanged 8 SP:Iteration 2Q (15506.210000 sec): 3 clusters Score: Raw -69763.318146 + Penalty 2947.628490 = -66815.689656 nChanged 1 SP:Iteration 3Q (15506.380000 sec): 3 clusters Score: Raw -69765.092212 + Penalty 2947.628490 = -66817.463722 nChanged 1 SP:Iteration 4Q (15506.560000 sec): 3 clusters Score: Raw -69769.091859 + Penalty 2947.628490 = -66821.463369 nChanged 2 SP:Iteration 5Q (15506.750000 sec): 3 clusters Score: Raw -69775.114995 + Penalty 2947.628490 = -66827.486505 nChanged 1 SP:Iteration 6Q (15506.940000 sec): 3 clusters Score: Raw -69777.023315 + Penalty 2947.628490 = -66829.394825 nChanged 0 SP:Iteration 7F (15507.150000 sec): 3 clusters Score: Raw -69777.023315 + Penalty 2947.628490 = -66829.394825 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 34 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15507.250000 sec): 2 clusters Score: Raw -91915.459080 + Penalty 1581.428283 = -90334.030797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15507.430000 sec): 3 clusters Score: Raw -91958.433632 + Penalty 3162.856566 = -88795.577065 nChanged 134 SP:Iteration 1F (15507.620000 sec): 3 clusters Score: Raw -92259.894752 + Penalty 3162.856566 = -89097.038186 nChanged 46 SP:Iteration 2F (15507.800000 sec): 3 clusters Score: Raw -92469.085931 + Penalty 3162.856566 = -89306.229365 nChanged 42 SP:Iteration 3F (15507.940000 sec): 3 clusters Score: Raw -92621.517206 + Penalty 3162.856566 = -89458.660640 nChanged 21 SP:Iteration 4Q (15508.110000 sec): 3 clusters Score: Raw -92705.104590 + Penalty 3162.856566 = -89542.248024 nChanged 13 SP:Iteration 5Q (15508.310000 sec): 3 clusters Score: Raw -92773.202957 + Penalty 3162.856566 = -89610.346391 nChanged 12 SP:Iteration 6Q (15508.510000 sec): 3 clusters Score: Raw -92854.516226 + Penalty 3162.856566 = -89691.659659 nChanged 7 SP:Iteration 7Q (15508.660000 sec): 3 clusters Score: Raw -92881.726327 + Penalty 3162.856566 = -89718.869761 nChanged 5 SP:Iteration 8Q (15508.870000 sec): 3 clusters Score: Raw -92903.023891 + Penalty 3162.856566 = -89740.167325 nChanged 6 SP:Iteration 9Q (15509.100000 sec): 3 clusters Score: Raw -92939.293336 + Penalty 3162.856566 = -89776.436769 nChanged 6 SP:Iteration 10Q (15509.320000 sec): 3 clusters Score: Raw -92980.745377 + Penalty 3162.856566 = -89817.888811 nChanged 9 SP:Iteration 11Q (15509.510000 sec): 3 clusters Score: Raw -93034.161306 + Penalty 3162.856566 = -89871.304740 nChanged 8 SP:Iteration 12Q (15509.710000 sec): 3 clusters Score: Raw -93092.465416 + Penalty 3162.856566 = -89929.608849 nChanged 9 SP:Iteration 13Q (15509.940000 sec): 3 clusters Score: Raw -93124.319474 + Penalty 3162.856566 = -89961.462907 nChanged 5 SP:Iteration 14Q (15510.140000 sec): 3 clusters Score: Raw -93148.717844 + Penalty 3162.856566 = -89985.861278 nChanged 4 SP:Iteration 15Q (15510.360000 sec): 3 clusters Score: Raw -93172.056248 + Penalty 3162.856566 = -90009.199681 nChanged 5 SP:Iteration 16Q (15510.560000 sec): 3 clusters Score: Raw -93212.855033 + Penalty 3162.856566 = -90049.998467 nChanged 6 SP:Iteration 17Q (15510.800000 sec): 3 clusters Score: Raw -93258.704962 + Penalty 3162.856566 = -90095.848396 nChanged 4 SP:Iteration 18Q (15511.000000 sec): 3 clusters Score: Raw -93268.451639 + Penalty 3162.856566 = -90105.595072 nChanged 3 SP:Iteration 19Q (15511.150000 sec): 3 clusters Score: Raw -93281.472127 + Penalty 3162.856566 = -90118.615561 nChanged 6 SP:Iteration 20F (15511.340000 sec): 3 clusters Score: Raw -93300.936380 + Penalty 3162.856566 = -90138.079814 nChanged 4 SP:Iteration 21Q (15511.510000 sec): 3 clusters Score: Raw -93311.868940 + Penalty 3162.856566 = -90149.012373 nChanged 6 SP:Iteration 22Q (15511.720000 sec): 3 clusters Score: Raw -93329.914598 + Penalty 3162.856566 = -90167.058032 nChanged 2 SP:Iteration 23Q (15511.910000 sec): 3 clusters Score: Raw -93333.078796 + Penalty 3162.856566 = -90170.222230 nChanged 1 SP:Iteration 24Q (15512.110000 sec): 3 clusters Score: Raw -93335.230842 + Penalty 3162.856566 = -90172.374276 nChanged 0 SP:Iteration 25F (15512.310000 sec): 3 clusters Score: Raw -93335.230842 + Penalty 3162.856566 = -90172.374276 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 35 (555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15512.420000 sec): 2 clusters Score: Raw -91906.295459 + Penalty 1567.104092 = -90339.191367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15512.570000 sec): 3 clusters Score: Raw -92012.295664 + Penalty 3134.208184 = -88878.087480 nChanged 115 SP:Iteration 1F (15512.780000 sec): 3 clusters Score: Raw -92279.910648 + Penalty 3134.208184 = -89145.702464 nChanged 31 SP:Iteration 2F (15512.900000 sec): 3 clusters Score: Raw -92341.467769 + Penalty 3134.208184 = -89207.259584 nChanged 22 SP:Iteration 3Q (15513.070000 sec): 3 clusters Score: Raw -92382.657140 + Penalty 3134.208184 = -89248.448955 nChanged 12 SP:Iteration 4Q (15513.280000 sec): 3 clusters Score: Raw -92434.027968 + Penalty 3134.208184 = -89299.819783 nChanged 11 SP:Iteration 5Q (15513.400000 sec): 3 clusters Score: Raw -92465.771216 + Penalty 3134.208184 = -89331.563032 nChanged 4 SP:Iteration 6Q (15513.580000 sec): 3 clusters Score: Raw -92471.845122 + Penalty 3134.208184 = -89337.636938 nChanged 1 SP:Iteration 7Q (15513.770000 sec): 3 clusters Score: Raw -92472.644054 + Penalty 3134.208184 = -89338.435869 nChanged 0 SP:Iteration 8F (15513.940000 sec): 3 clusters Score: Raw -92472.644054 + Penalty 3134.208184 = -89338.435869 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 36 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15514.000000 sec): 2 clusters Score: Raw -35493.993163 + Penalty 1345.387604 = -34148.605558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15514.250000 sec): 3 clusters Score: Raw -35687.709096 + Penalty 2690.775209 = -32996.933888 nChanged 23 SP:Iteration 1F (15514.400000 sec): 3 clusters Score: Raw -35804.653687 + Penalty 2690.775209 = -33113.878478 nChanged 13 SP:Iteration 2F (15514.590000 sec): 3 clusters Score: Raw -35887.006134 + Penalty 2690.775209 = -33196.230925 nChanged 4 SP:Iteration 3Q (15514.770000 sec): 3 clusters Score: Raw -35904.168692 + Penalty 2690.775209 = -33213.393484 nChanged 3 SP:Iteration 4Q (15514.920000 sec): 3 clusters Score: Raw -35917.116091 + Penalty 2690.775209 = -33226.340882 nChanged 1 SP:Iteration 5Q (15515.080000 sec): 3 clusters Score: Raw -35922.281559 + Penalty 2690.775209 = -33231.506350 nChanged 0 SP:Iteration 6F (15515.280000 sec): 3 clusters Score: Raw -35922.281559 + Penalty 2690.775209 = -33231.506350 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 37 (1448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15515.330000 sec): 2 clusters Score: Raw -244597.109476 + Penalty 1804.928766 = -242792.180710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15515.560000 sec): 3 clusters Score: Raw -244185.362104 + Penalty 3609.857532 = -240575.504572 nChanged 401 SP:Iteration 1F (15515.700000 sec): 3 clusters Score: Raw -244562.659997 + Penalty 3609.857532 = -240952.802464 nChanged 109 SP:Iteration 2F (15515.890000 sec): 3 clusters Score: Raw -244700.182446 + Penalty 3609.857532 = -241090.324914 nChanged 70 SP:Iteration 3Q (15516.090000 sec): 3 clusters Score: Raw -244793.815219 + Penalty 3609.857532 = -241183.957687 nChanged 59 SP:Iteration 4Q (15516.320000 sec): 3 clusters Score: Raw -244880.749840 + Penalty 3609.857532 = -241270.892308 nChanged 49 SP:Iteration 5Q (15516.520000 sec): 3 clusters Score: Raw -244938.573507 + Penalty 3609.857532 = -241328.715975 nChanged 29 SP:Iteration 6Q (15516.680000 sec): 3 clusters Score: Raw -244985.603234 + Penalty 3609.857532 = -241375.745702 nChanged 33 SP:Iteration 7Q (15516.880000 sec): 3 clusters Score: Raw -245030.251153 + Penalty 3609.857532 = -241420.393621 nChanged 28 SP:Iteration 8Q (15517.110000 sec): 3 clusters Score: Raw -245059.870818 + Penalty 3609.857532 = -241450.013286 nChanged 19 SP:Iteration 9Q (15517.270000 sec): 3 clusters Score: Raw -245076.918914 + Penalty 3609.857532 = -241467.061382 nChanged 20 SP:Iteration 10Q (15517.520000 sec): 3 clusters Score: Raw -245099.128720 + Penalty 3609.857532 = -241489.271187 nChanged 20 SP:Iteration 11Q (15517.760000 sec): 3 clusters Score: Raw -245121.559974 + Penalty 3609.857532 = -241511.702442 nChanged 17 SP:Iteration 12Q (15517.950000 sec): 3 clusters Score: Raw -245143.228029 + Penalty 3609.857532 = -241533.370497 nChanged 13 SP:Iteration 13Q (15518.120000 sec): 3 clusters Score: Raw -245152.976862 + Penalty 3609.857532 = -241543.119330 nChanged 4 SP:Iteration 14Q (15518.310000 sec): 3 clusters Score: Raw -245155.913400 + Penalty 3609.857532 = -241546.055868 nChanged 5 SP:Iteration 15Q (15518.480000 sec): 3 clusters Score: Raw -245159.815014 + Penalty 3609.857532 = -241549.957482 nChanged 3 SP:Iteration 16Q (15518.720000 sec): 3 clusters Score: Raw -245162.177853 + Penalty 3609.857532 = -241552.320321 nChanged 5 SP:Iteration 17Q (15518.930000 sec): 3 clusters Score: Raw -245168.238707 + Penalty 3609.857532 = -241558.381175 nChanged 4 SP:Iteration 18Q (15519.130000 sec): 3 clusters Score: Raw -245171.097778 + Penalty 3609.857532 = -241561.240246 nChanged 5 SP:Iteration 19Q (15519.330000 sec): 3 clusters Score: Raw -245174.245265 + Penalty 3609.857532 = -241564.387733 nChanged 6 SP:Iteration 20F (15519.490000 sec): 3 clusters Score: Raw -245178.303019 + Penalty 3609.857532 = -241568.445487 nChanged 4 SP:Iteration 21Q (15519.680000 sec): 3 clusters Score: Raw -245183.434441 + Penalty 3609.857532 = -241573.576909 nChanged 5 SP:Iteration 22Q (15519.880000 sec): 3 clusters Score: Raw -245190.460868 + Penalty 3609.857532 = -241580.603336 nChanged 5 SP:Iteration 23Q (15520.100000 sec): 3 clusters Score: Raw -245196.013603 + Penalty 3609.857532 = -241586.156070 nChanged 4 SP:Iteration 24Q (15520.330000 sec): 3 clusters Score: Raw -245199.417838 + Penalty 3609.857532 = -241589.560306 nChanged 8 SP:Iteration 25Q (15520.490000 sec): 3 clusters Score: Raw -245205.596017 + Penalty 3609.857532 = -241595.738485 nChanged 4 SP:Iteration 26Q (15520.710000 sec): 3 clusters Score: Raw -245209.357995 + Penalty 3609.857532 = -241599.500463 nChanged 2 SP:Iteration 27Q (15520.930000 sec): 3 clusters Score: Raw -245210.906515 + Penalty 3609.857532 = -241601.048982 nChanged 3 SP:Iteration 28Q (15521.130000 sec): 3 clusters Score: Raw -245213.241883 + Penalty 3609.857532 = -241603.384351 nChanged 3 SP:Iteration 29Q (15521.320000 sec): 3 clusters Score: Raw -245217.985138 + Penalty 3609.857532 = -241608.127606 nChanged 4 SP:Iteration 30Q (15521.550000 sec): 3 clusters Score: Raw -245221.670021 + Penalty 3609.857532 = -241611.812489 nChanged 5 SP:Iteration 31Q (15521.770000 sec): 3 clusters Score: Raw -245225.969585 + Penalty 3609.857532 = -241616.112053 nChanged 2 SP:Iteration 32Q (15521.970000 sec): 3 clusters Score: Raw -245227.680110 + Penalty 3609.857532 = -241617.822578 nChanged 4 SP:Iteration 33Q (15522.190000 sec): 3 clusters Score: Raw -245230.391417 + Penalty 3609.857532 = -241620.533884 nChanged 3 SP:Iteration 34Q (15522.410000 sec): 3 clusters Score: Raw -245233.206484 + Penalty 3609.857532 = -241623.348952 nChanged 2 SP:Iteration 35Q (15522.600000 sec): 3 clusters Score: Raw -245235.012807 + Penalty 3609.857532 = -241625.155275 nChanged 2 SP:Iteration 36Q (15522.800000 sec): 3 clusters Score: Raw -245237.376009 + Penalty 3609.857532 = -241627.518477 nChanged 2 SP:Iteration 37Q (15522.950000 sec): 3 clusters Score: Raw -245238.872212 + Penalty 3609.857532 = -241629.014680 nChanged 2 SP:Iteration 38Q (15523.160000 sec): 3 clusters Score: Raw -245242.115931 + Penalty 3609.857532 = -241632.258399 nChanged 5 SP:Iteration 39Q (15523.310000 sec): 3 clusters Score: Raw -245248.087902 + Penalty 3609.857532 = -241638.230370 nChanged 4 SP:Iteration 40F (15523.470000 sec): 3 clusters Score: Raw -245252.790124 + Penalty 3609.857532 = -241642.932592 nChanged 2 SP:Iteration 41Q (15523.640000 sec): 3 clusters Score: Raw -245255.694878 + Penalty 3609.857532 = -241645.837346 nChanged 4 SP:Iteration 42Q (15523.860000 sec): 3 clusters Score: Raw -245260.228092 + Penalty 3609.857532 = -241650.370560 nChanged 3 SP:Iteration 43Q (15524.010000 sec): 3 clusters Score: Raw -245264.279438 + Penalty 3609.857532 = -241654.421906 nChanged 3 SP:Iteration 44Q (15524.220000 sec): 3 clusters Score: Raw -245266.974878 + Penalty 3609.857532 = -241657.117346 nChanged 3 SP:Iteration 45Q (15524.400000 sec): 3 clusters Score: Raw -245270.250528 + Penalty 3609.857532 = -241660.392996 nChanged 4 SP:Iteration 46Q (15524.610000 sec): 3 clusters Score: Raw -245274.010285 + Penalty 3609.857532 = -241664.152753 nChanged 5 SP:Iteration 47Q (15524.790000 sec): 3 clusters Score: Raw -245277.814444 + Penalty 3609.857532 = -241667.956912 nChanged 3 SP:Iteration 48Q (15524.960000 sec): 3 clusters Score: Raw -245279.522308 + Penalty 3609.857532 = -241669.664776 nChanged 0 SP:Iteration 49F (15525.100000 sec): 3 clusters Score: Raw -245279.522308 + Penalty 3609.857532 = -241669.664776 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 38 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15525.190000 sec): 2 clusters Score: Raw -35064.646909 + Penalty 1349.719592 = -33714.927317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15525.360000 sec): 3 clusters Score: Raw -35262.552487 + Penalty 2699.439184 = -32563.113302 nChanged 25 SP:Iteration 1F (15525.580000 sec): 3 clusters Score: Raw -35367.778467 + Penalty 2699.439184 = -32668.339282 nChanged 11 SP:Iteration 2Q (15525.720000 sec): 3 clusters Score: Raw -35433.512759 + Penalty 2699.439184 = -32734.073574 nChanged 5 SP:Iteration 3Q (15525.870000 sec): 3 clusters Score: Raw -35450.414120 + Penalty 2699.439184 = -32750.974935 nChanged 0 SP:Iteration 4F (15526.040000 sec): 3 clusters Score: Raw -35450.414120 + Penalty 2699.439184 = -32750.974935 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 39 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15526.180000 sec): 2 clusters Score: Raw -16293.194949 + Penalty 1307.703891 = -14985.491059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15526.330000 sec): 3 clusters Score: Raw -16609.368618 + Penalty 2615.407781 = -13993.960837 nChanged 22 SP:Iteration 1F (15526.550000 sec): 3 clusters Score: Raw -16743.298143 + Penalty 2615.407781 = -14127.890362 nChanged 10 SP:Iteration 2F (15526.760000 sec): 3 clusters Score: Raw -16808.110866 + Penalty 2615.407781 = -14192.703085 nChanged 6 SP:Iteration 3Q (15526.940000 sec): 3 clusters Score: Raw -16841.689621 + Penalty 2615.407781 = -14226.281840 nChanged 2 SP:Iteration 4Q (15527.120000 sec): 3 clusters Score: Raw -16860.466547 + Penalty 2615.407781 = -14245.058766 nChanged 0 SP:Iteration 5F (15527.250000 sec): 3 clusters Score: Raw -16860.466547 + Penalty 2615.407781 = -14245.058766 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 40 (3526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15527.370000 sec): 2 clusters Score: Raw -598374.140091 + Penalty 2025.644002 = -596348.496089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15527.570000 sec): 3 clusters Score: Raw -596870.268358 + Penalty 4051.288004 = -592818.980354 nChanged 1241 SP:Iteration 1F (15527.840000 sec): 3 clusters Score: Raw -597675.947190 + Penalty 4051.288004 = -593624.659185 nChanged 274 SP:Iteration 2F (15528.080000 sec): 3 clusters Score: Raw -597855.771808 + Penalty 4051.288004 = -593804.483804 nChanged 152 SP:Iteration 3Q (15528.290000 sec): 3 clusters Score: Raw -597947.998961 + Penalty 4051.288004 = -593896.710957 nChanged 93 SP:Iteration 4Q (15528.500000 sec): 3 clusters Score: Raw -597993.447967 + Penalty 4051.288004 = -593942.159963 nChanged 69 SP:Iteration 5Q (15528.740000 sec): 3 clusters Score: Raw -598024.478662 + Penalty 4051.288004 = -593973.190658 nChanged 59 SP:Iteration 6Q (15528.920000 sec): 3 clusters Score: Raw -598053.823847 + Penalty 4051.288004 = -594002.535842 nChanged 53 SP:Iteration 7Q (15529.120000 sec): 3 clusters Score: Raw -598074.645734 + Penalty 4051.288004 = -594023.357730 nChanged 33 SP:Iteration 8Q (15529.380000 sec): 3 clusters Score: Raw -598088.304043 + Penalty 4051.288004 = -594037.016039 nChanged 24 SP:Iteration 9Q (15529.570000 sec): 3 clusters Score: Raw -598097.932478 + Penalty 4051.288004 = -594046.644474 nChanged 19 SP:Iteration 10Q (15529.820000 sec): 3 clusters Score: Raw -598104.805337 + Penalty 4051.288004 = -594053.517333 nChanged 12 SP:Iteration 11Q (15530.050000 sec): 3 clusters Score: Raw -598109.148460 + Penalty 4051.288004 = -594057.860456 nChanged 12 SP:Iteration 12Q (15530.250000 sec): 3 clusters Score: Raw -598114.264932 + Penalty 4051.288004 = -594062.976928 nChanged 16 SP:Iteration 13Q (15530.420000 sec): 3 clusters Score: Raw -598119.639462 + Penalty 4051.288004 = -594068.351458 nChanged 14 SP:Iteration 14Q (15530.620000 sec): 3 clusters Score: Raw -598123.467148 + Penalty 4051.288004 = -594072.179144 nChanged 9 SP:Iteration 15Q (15530.850000 sec): 3 clusters Score: Raw -598126.788562 + Penalty 4051.288004 = -594075.500558 nChanged 8 SP:Iteration 16Q (15531.050000 sec): 3 clusters Score: Raw -598130.236048 + Penalty 4051.288004 = -594078.948044 nChanged 7 SP:Iteration 17Q (15531.320000 sec): 3 clusters Score: Raw -598133.273219 + Penalty 4051.288004 = -594081.985215 nChanged 9 SP:Iteration 18Q (15531.500000 sec): 3 clusters Score: Raw -598135.968711 + Penalty 4051.288004 = -594084.680707 nChanged 6 SP:Iteration 19Q (15531.690000 sec): 3 clusters Score: Raw -598138.378204 + Penalty 4051.288004 = -594087.090200 nChanged 8 SP:Iteration 20F (15531.920000 sec): 3 clusters Score: Raw -598141.963886 + Penalty 4051.288004 = -594090.675882 nChanged 8 SP:Iteration 21Q (15532.120000 sec): 3 clusters Score: Raw -598144.566986 + Penalty 4051.288004 = -594093.278982 nChanged 5 SP:Iteration 22Q (15532.360000 sec): 3 clusters Score: Raw -598146.889615 + Penalty 4051.288004 = -594095.601611 nChanged 4 SP:Iteration 23Q (15532.560000 sec): 3 clusters Score: Raw -598147.711252 + Penalty 4051.288004 = -594096.423248 nChanged 4 SP:Iteration 24Q (15532.790000 sec): 3 clusters Score: Raw -598148.512095 + Penalty 4051.288004 = -594097.224091 nChanged 3 SP:Iteration 25Q (15532.990000 sec): 3 clusters Score: Raw -598149.693293 + Penalty 4051.288004 = -594098.405289 nChanged 0 SP:Iteration 26F (15533.200000 sec): 3 clusters Score: Raw -598149.693293 + Penalty 4051.288004 = -594098.405289 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 41 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15533.330000 sec): 2 clusters Score: Raw -23401.374431 + Penalty 1234.229968 = -22167.144463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15533.500000 sec): 3 clusters Score: Raw -23672.757259 + Penalty 2468.459936 = -21204.297323 nChanged 8 SP:Iteration 1F (15533.680000 sec): 3 clusters Score: Raw -23761.185258 + Penalty 2468.459936 = -21292.725322 nChanged 2 SP:Iteration 2Q (15533.840000 sec): 3 clusters Score: Raw -23777.488557 + Penalty 2468.459936 = -21309.028621 nChanged 1 SP:Iteration 3Q (15534.060000 sec): 3 clusters Score: Raw -23785.316943 + Penalty 2468.459936 = -21316.857007 nChanged 0 SP:Iteration 4F (15534.240000 sec): 3 clusters Score: Raw -23785.316943 + Penalty 2468.459936 = -21316.857007 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 42 (49448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15534.560000 sec): 2 clusters Score: Raw -9334987.577530 + Penalty 2680.551869 = -9332307.025661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15535.020000 sec): 3 clusters Score: Raw -9304345.756999 + Penalty 5361.103738 = -9298984.653261 nChanged 22877 SP:Iteration 1F (15535.480000 sec): 3 clusters Score: Raw -9316684.593649 + Penalty 5361.103738 = -9311323.489911 nChanged 1820 SP:Iteration 2Q (15535.830000 sec): 3 clusters Score: Raw -9317134.966087 + Penalty 5361.103738 = -9311773.862349 nChanged 1710 SP:Iteration 3Q (15536.310000 sec): 3 clusters Score: Raw -9317563.737031 + Penalty 5361.103738 = -9312202.633293 nChanged 1654 SP:Iteration 4Q (15536.740000 sec): 3 clusters Score: Raw -9318014.108679 + Penalty 5361.103738 = -9312653.004941 nChanged 1740 SP:Iteration 5Q (15537.210000 sec): 3 clusters Score: Raw -9318585.856149 + Penalty 5361.103738 = -9313224.752411 nChanged 2101 SP:Iteration 6Q (15537.680000 sec): 3 clusters Score: Raw -9319484.804535 + Penalty 5361.103738 = -9314123.700797 nChanged 2706 SP:Iteration 7F (15538.170000 sec): 3 clusters Score: Raw -9321003.608594 + Penalty 5361.103738 = -9315642.504856 nChanged 3415 SP:Iteration 8F (15538.590000 sec): 3 clusters Score: Raw -9323440.377576 + Penalty 5361.103738 = -9318079.273838 nChanged 3919 SP:Iteration 9F (15539.020000 sec): 3 clusters Score: Raw -9326783.861338 + Penalty 5361.103738 = -9321422.757600 nChanged 3719 SP:Iteration 10F (15539.410000 sec): 3 clusters Score: Raw -9330381.270129 + Penalty 5361.103738 = -9325020.166391 nChanged 2700 SP:Iteration 11F (15539.860000 sec): 3 clusters Score: Raw -9333107.359500 + Penalty 5361.103738 = -9327746.255762 nChanged 1341 SP:Iteration 12Q (15540.330000 sec): 3 clusters Score: Raw -9334444.027587 + Penalty 5361.103738 = -9329082.923849 nChanged 448 SP:Iteration 13Q (15540.720000 sec): 3 clusters Score: Raw -9334913.823609 + Penalty 5361.103738 = -9329552.719871 nChanged 128 SP:Iteration 14Q (15541.130000 sec): 3 clusters Score: Raw -9335068.779968 + Penalty 5361.103738 = -9329707.676229 nChanged 63 SP:Iteration 15Q (15541.480000 sec): 3 clusters Score: Raw -9335157.243583 + Penalty 5361.103738 = -9329796.139845 nChanged 33 SP:Iteration 16Q (15541.880000 sec): 3 clusters Score: Raw -9335205.032656 + Penalty 5361.103738 = -9329843.928918 nChanged 15 SP:Iteration 17Q (15542.330000 sec): 3 clusters Score: Raw -9335235.645428 + Penalty 5361.103738 = -9329874.541690 nChanged 13 SP:Iteration 18Q (15542.760000 sec): 3 clusters Score: Raw -9335258.896292 + Penalty 5361.103738 = -9329897.792554 nChanged 10 SP:Iteration 19Q (15543.180000 sec): 3 clusters Score: Raw -9335277.076666 + Penalty 5361.103738 = -9329915.972928 nChanged 9 SP:Iteration 20F (15543.600000 sec): 3 clusters Score: Raw -9335291.425657 + Penalty 5361.103738 = -9329930.321918 nChanged 3 SP:Iteration 21Q (15544.000000 sec): 3 clusters Score: Raw -9335294.933091 + Penalty 5361.103738 = -9329933.829353 nChanged 1 SP:Iteration 22Q (15544.400000 sec): 3 clusters Score: Raw -9335296.375937 + Penalty 5361.103738 = -9329935.272199 nChanged 1 SP:Iteration 23Q (15544.800000 sec): 3 clusters Score: Raw -9335297.703399 + Penalty 5361.103738 = -9329936.599661 nChanged 0 SP:Iteration 24F (15545.210000 sec): 3 clusters Score: Raw -9335297.703399 + Penalty 5361.103738 = -9329936.599661 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 43 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15545.370000 sec): 2 clusters Score: Raw -99653.962549 + Penalty 1591.349606 = -98062.612943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15545.530000 sec): 3 clusters Score: Raw -99631.529007 + Penalty 3182.699212 = -96448.829795 nChanged 128 SP:Iteration 1F (15545.710000 sec): 3 clusters Score: Raw -99902.466610 + Penalty 3182.699212 = -96719.767398 nChanged 34 SP:Iteration 2F (15545.910000 sec): 3 clusters Score: Raw -100006.245170 + Penalty 3182.699212 = -96823.545958 nChanged 20 SP:Iteration 3Q (15546.110000 sec): 3 clusters Score: Raw -100046.186847 + Penalty 3182.699212 = -96863.487635 nChanged 10 SP:Iteration 4Q (15546.310000 sec): 3 clusters Score: Raw -100066.080280 + Penalty 3182.699212 = -96883.381068 nChanged 10 SP:Iteration 5Q (15546.540000 sec): 3 clusters Score: Raw -100082.859771 + Penalty 3182.699212 = -96900.160558 nChanged 4 SP:Iteration 6Q (15546.710000 sec): 3 clusters Score: Raw -100090.474506 + Penalty 3182.699212 = -96907.775294 nChanged 4 SP:Iteration 7Q (15546.940000 sec): 3 clusters Score: Raw -100097.280756 + Penalty 3182.699212 = -96914.581544 nChanged 5 SP:Iteration 8Q (15547.150000 sec): 3 clusters Score: Raw -100105.563114 + Penalty 3182.699212 = -96922.863902 nChanged 7 SP:Iteration 9Q (15547.290000 sec): 3 clusters Score: Raw -100125.042660 + Penalty 3182.699212 = -96942.343448 nChanged 8 SP:Iteration 10Q (15547.480000 sec): 3 clusters Score: Raw -100153.935598 + Penalty 3182.699212 = -96971.236385 nChanged 9 SP:Iteration 11Q (15547.630000 sec): 3 clusters Score: Raw -100174.692644 + Penalty 3182.699212 = -96991.993432 nChanged 7 SP:Iteration 12Q (15547.850000 sec): 3 clusters Score: Raw -100195.840093 + Penalty 3182.699212 = -97013.140881 nChanged 7 SP:Iteration 13Q (15548.040000 sec): 3 clusters Score: Raw -100209.538883 + Penalty 3182.699212 = -97026.839671 nChanged 5 SP:Iteration 14Q (15548.220000 sec): 3 clusters Score: Raw -100223.822084 + Penalty 3182.699212 = -97041.122872 nChanged 3 SP:Iteration 15Q (15548.430000 sec): 3 clusters Score: Raw -100229.806383 + Penalty 3182.699212 = -97047.107171 nChanged 2 SP:Iteration 16Q (15548.620000 sec): 3 clusters Score: Raw -100233.160097 + Penalty 3182.699212 = -97050.460884 nChanged 0 SP:Iteration 17F (15548.800000 sec): 3 clusters Score: Raw -100233.160097 + Penalty 3182.699212 = -97050.460884 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 44 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15548.930000 sec): 2 clusters Score: Raw -104960.532922 + Penalty 1616.382476 = -103344.150446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15549.090000 sec): 3 clusters Score: Raw -104956.541331 + Penalty 3232.764951 = -101723.776380 nChanged 156 SP:Iteration 1F (15549.260000 sec): 3 clusters Score: Raw -105330.835900 + Penalty 3232.764951 = -102098.070949 nChanged 48 SP:Iteration 2F (15549.450000 sec): 3 clusters Score: Raw -105521.387422 + Penalty 3232.764951 = -102288.622470 nChanged 31 SP:Iteration 3Q (15549.610000 sec): 3 clusters Score: Raw -105613.807029 + Penalty 3232.764951 = -102381.042078 nChanged 29 SP:Iteration 4Q (15549.810000 sec): 3 clusters Score: Raw -105699.997357 + Penalty 3232.764951 = -102467.232406 nChanged 26 SP:Iteration 5Q (15549.970000 sec): 3 clusters Score: Raw -105773.187653 + Penalty 3232.764951 = -102540.422702 nChanged 18 SP:Iteration 6Q (15550.150000 sec): 3 clusters Score: Raw -105814.490239 + Penalty 3232.764951 = -102581.725288 nChanged 16 SP:Iteration 7Q (15550.330000 sec): 3 clusters Score: Raw -105856.887573 + Penalty 3232.764951 = -102624.122622 nChanged 9 SP:Iteration 8Q (15550.480000 sec): 3 clusters Score: Raw -105882.099340 + Penalty 3232.764951 = -102649.334389 nChanged 9 SP:Iteration 9Q (15550.670000 sec): 3 clusters Score: Raw -105907.957883 + Penalty 3232.764951 = -102675.192932 nChanged 3 SP:Iteration 10Q (15550.830000 sec): 3 clusters Score: Raw -105912.024639 + Penalty 3232.764951 = -102679.259688 nChanged 2 SP:Iteration 11Q (15551.020000 sec): 3 clusters Score: Raw -105919.773587 + Penalty 3232.764951 = -102687.008636 nChanged 3 SP:Iteration 12Q (15551.190000 sec): 3 clusters Score: Raw -105931.611758 + Penalty 3232.764951 = -102698.846807 nChanged 2 SP:Iteration 13Q (15551.400000 sec): 3 clusters Score: Raw -105937.926081 + Penalty 3232.764951 = -102705.161129 nChanged 0 SP:Iteration 14F (15551.590000 sec): 3 clusters Score: Raw -105937.926081 + Penalty 3232.764951 = -102705.161129 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 45 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15551.690000 sec): 2 clusters Score: Raw -42385.478750 + Penalty 1399.192954 = -40986.285796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15551.890000 sec): 3 clusters Score: Raw -42557.431878 + Penalty 2798.385907 = -39759.045971 nChanged 40 SP:Iteration 1F (15552.100000 sec): 3 clusters Score: Raw -42750.113191 + Penalty 2798.385907 = -39951.727284 nChanged 28 SP:Iteration 2F (15552.250000 sec): 3 clusters Score: Raw -42902.665204 + Penalty 2798.385907 = -40104.279297 nChanged 19 SP:Iteration 3F (15552.440000 sec): 3 clusters Score: Raw -43068.622501 + Penalty 2798.385907 = -40270.236594 nChanged 23 SP:Iteration 4F (15552.680000 sec): 3 clusters Score: Raw -43299.856171 + Penalty 2798.385907 = -40501.470264 nChanged 15 SP:Iteration 5F (15552.860000 sec): 3 clusters Score: Raw -43458.415715 + Penalty 2798.385907 = -40660.029808 nChanged 4 SP:Iteration 6Q (15553.030000 sec): 3 clusters Score: Raw -43492.767979 + Penalty 2798.385907 = -40694.382072 nChanged 5 SP:Iteration 7Q (15553.210000 sec): 3 clusters Score: Raw -43542.548186 + Penalty 2798.385907 = -40744.162278 nChanged 2 SP:Iteration 8Q (15553.370000 sec): 3 clusters Score: Raw -43568.668115 + Penalty 2798.385907 = -40770.282208 nChanged 3 SP:Iteration 9Q (15553.530000 sec): 3 clusters Score: Raw -43592.267270 + Penalty 2798.385907 = -40793.881363 nChanged 0 SP:Iteration 10F (15553.710000 sec): 3 clusters Score: Raw -43592.267270 + Penalty 2798.385907 = -40793.881363 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 46 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15553.840000 sec): 2 clusters Score: Raw -18814.609386 + Penalty 1294.648245 = -17519.961141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15554.050000 sec): 3 clusters Score: Raw -19155.614141 + Penalty 2589.296489 = -16566.317652 nChanged 31 SP:Iteration 1F (15554.230000 sec): 3 clusters Score: Raw -19375.620471 + Penalty 2589.296489 = -16786.323982 nChanged 5 SP:Iteration 2Q (15554.410000 sec): 3 clusters Score: Raw -19434.151009 + Penalty 2589.296489 = -16844.854520 nChanged 2 SP:Iteration 3Q (15554.590000 sec): 3 clusters Score: Raw -19458.253684 + Penalty 2589.296489 = -16868.957195 nChanged 3 SP:Iteration 4Q (15554.780000 sec): 3 clusters Score: Raw -19474.170664 + Penalty 2589.296489 = -16884.874175 nChanged 0 SP:Iteration 5F (15554.950000 sec): 3 clusters Score: Raw -19474.170664 + Penalty 2589.296489 = -16884.874175 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 47 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15555.060000 sec): 2 clusters Score: Raw -105217.599158 + Penalty 1590.944046 = -103626.655112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15555.240000 sec): 3 clusters Score: Raw -105148.855795 + Penalty 3181.888092 = -101966.967703 nChanged 131 SP:Iteration 1F (15555.450000 sec): 3 clusters Score: Raw -105344.676637 + Penalty 3181.888092 = -102162.788546 nChanged 44 SP:Iteration 2F (15555.610000 sec): 3 clusters Score: Raw -105446.253619 + Penalty 3181.888092 = -102264.365527 nChanged 27 SP:Iteration 3Q (15555.830000 sec): 3 clusters Score: Raw -105536.412980 + Penalty 3181.888092 = -102354.524888 nChanged 16 SP:Iteration 4Q (15556.030000 sec): 3 clusters Score: Raw -105578.259805 + Penalty 3181.888092 = -102396.371713 nChanged 18 SP:Iteration 5Q (15556.240000 sec): 3 clusters Score: Raw -105623.444049 + Penalty 3181.888092 = -102441.555957 nChanged 11 SP:Iteration 6Q (15556.410000 sec): 3 clusters Score: Raw -105649.597189 + Penalty 3181.888092 = -102467.709098 nChanged 6 SP:Iteration 7Q (15556.600000 sec): 3 clusters Score: Raw -105665.343354 + Penalty 3181.888092 = -102483.455262 nChanged 7 SP:Iteration 8Q (15556.740000 sec): 3 clusters Score: Raw -105688.925886 + Penalty 3181.888092 = -102507.037794 nChanged 9 SP:Iteration 9Q (15556.950000 sec): 3 clusters Score: Raw -105716.088836 + Penalty 3181.888092 = -102534.200744 nChanged 8 SP:Iteration 10Q (15557.140000 sec): 3 clusters Score: Raw -105735.188600 + Penalty 3181.888092 = -102553.300508 nChanged 5 SP:Iteration 11Q (15557.340000 sec): 3 clusters Score: Raw -105740.047802 + Penalty 3181.888092 = -102558.159711 nChanged 2 SP:Iteration 12Q (15557.540000 sec): 3 clusters Score: Raw -105741.515023 + Penalty 3181.888092 = -102559.626932 nChanged 0 SP:Iteration 13F (15557.740000 sec): 3 clusters Score: Raw -105741.515023 + Penalty 3181.888092 = -102559.626932 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 48 (3865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15557.880000 sec): 2 clusters Score: Raw -637819.874180 + Penalty 2048.409806 = -635771.464374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15558.020000 sec): 3 clusters Score: Raw -636089.080381 + Penalty 4096.819613 = -631992.260768 nChanged 1406 SP:Iteration 1F (15558.240000 sec): 3 clusters Score: Raw -636940.410825 + Penalty 4096.819613 = -632843.591212 nChanged 270 SP:Iteration 2F (15558.440000 sec): 3 clusters Score: Raw -637111.651562 + Penalty 4096.819613 = -633014.831949 nChanged 178 SP:Iteration 3Q (15558.630000 sec): 3 clusters Score: Raw -637234.207021 + Penalty 4096.819613 = -633137.387408 nChanged 128 SP:Iteration 4Q (15558.860000 sec): 3 clusters Score: Raw -637314.082812 + Penalty 4096.819613 = -633217.263200 nChanged 119 SP:Iteration 5Q (15559.040000 sec): 3 clusters Score: Raw -637389.960726 + Penalty 4096.819613 = -633293.141114 nChanged 97 SP:Iteration 6Q (15559.260000 sec): 3 clusters Score: Raw -637462.102274 + Penalty 4096.819613 = -633365.282661 nChanged 100 SP:Iteration 7Q (15559.450000 sec): 3 clusters Score: Raw -637558.331194 + Penalty 4096.819613 = -633461.511581 nChanged 110 SP:Iteration 8Q (15559.640000 sec): 3 clusters Score: Raw -637661.276329 + Penalty 4096.819613 = -633564.456716 nChanged 91 SP:Iteration 9Q (15559.850000 sec): 3 clusters Score: Raw -637736.558617 + Penalty 4096.819613 = -633639.739005 nChanged 80 SP:Iteration 10Q (15560.050000 sec): 3 clusters Score: Raw -637787.845634 + Penalty 4096.819613 = -633691.026022 nChanged 67 SP:Iteration 11Q (15560.280000 sec): 3 clusters Score: Raw -637828.789076 + Penalty 4096.819613 = -633731.969463 nChanged 56 SP:Iteration 12Q (15560.470000 sec): 3 clusters Score: Raw -637866.697396 + Penalty 4096.819613 = -633769.877783 nChanged 57 SP:Iteration 13Q (15560.690000 sec): 3 clusters Score: Raw -637902.189915 + Penalty 4096.819613 = -633805.370302 nChanged 55 SP:Iteration 14Q (15560.880000 sec): 3 clusters Score: Raw -637931.937584 + Penalty 4096.819613 = -633835.117972 nChanged 37 SP:Iteration 15Q (15561.030000 sec): 3 clusters Score: Raw -637957.697246 + Penalty 4096.819613 = -633860.877634 nChanged 44 SP:Iteration 16Q (15561.270000 sec): 3 clusters Score: Raw -637983.123751 + Penalty 4096.819613 = -633886.304138 nChanged 32 SP:Iteration 17Q (15561.480000 sec): 3 clusters Score: Raw -638001.705573 + Penalty 4096.819613 = -633904.885960 nChanged 40 SP:Iteration 18Q (15561.720000 sec): 3 clusters Score: Raw -638028.524305 + Penalty 4096.819613 = -633931.704692 nChanged 30 SP:Iteration 19Q (15562.000000 sec): 3 clusters Score: Raw -638042.917371 + Penalty 4096.819613 = -633946.097758 nChanged 19 SP:Iteration 20F (15562.220000 sec): 3 clusters Score: Raw -638052.135121 + Penalty 4096.819613 = -633955.315508 nChanged 24 SP:Iteration 21Q (15562.390000 sec): 3 clusters Score: Raw -638065.017862 + Penalty 4096.819613 = -633968.198249 nChanged 21 SP:Iteration 22Q (15562.640000 sec): 3 clusters Score: Raw -638076.874176 + Penalty 4096.819613 = -633980.054563 nChanged 18 SP:Iteration 23Q (15562.870000 sec): 3 clusters Score: Raw -638087.454193 + Penalty 4096.819613 = -633990.634581 nChanged 17 SP:Iteration 24Q (15563.040000 sec): 3 clusters Score: Raw -638095.820687 + Penalty 4096.819613 = -633999.001074 nChanged 13 SP:Iteration 25Q (15563.230000 sec): 3 clusters Score: Raw -638103.079897 + Penalty 4096.819613 = -634006.260284 nChanged 7 SP:Iteration 26Q (15563.390000 sec): 3 clusters Score: Raw -638105.849326 + Penalty 4096.819613 = -634009.029714 nChanged 7 SP:Iteration 27Q (15563.580000 sec): 3 clusters Score: Raw -638108.900584 + Penalty 4096.819613 = -634012.080971 nChanged 7 SP:Iteration 28Q (15563.770000 sec): 3 clusters Score: Raw -638111.863429 + Penalty 4096.819613 = -634015.043817 nChanged 4 SP:Iteration 29Q (15563.960000 sec): 3 clusters Score: Raw -638113.248779 + Penalty 4096.819613 = -634016.429167 nChanged 2 SP:Iteration 30Q (15564.150000 sec): 3 clusters Score: Raw -638113.946604 + Penalty 4096.819613 = -634017.126991 nChanged 3 SP:Iteration 31Q (15564.350000 sec): 3 clusters Score: Raw -638115.015452 + Penalty 4096.819613 = -634018.195840 nChanged 4 SP:Iteration 32Q (15564.550000 sec): 3 clusters Score: Raw -638116.326253 + Penalty 4096.819613 = -634019.506640 nChanged 3 SP:Iteration 33Q (15564.750000 sec): 3 clusters Score: Raw -638117.291645 + Penalty 4096.819613 = -634020.472032 nChanged 0 SP:Iteration 34F (15564.940000 sec): 3 clusters Score: Raw -638117.291645 + Penalty 4096.819613 = -634020.472032 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 49 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15565.060000 sec): 2 clusters Score: Raw -29033.199923 + Penalty 1397.427822 = -27635.772101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15565.230000 sec): 3 clusters Score: Raw -29317.307796 + Penalty 2794.855643 = -26522.452153 nChanged 57 SP:Iteration 1F (15565.440000 sec): 3 clusters Score: Raw -29524.808177 + Penalty 2794.855643 = -26729.952534 nChanged 13 SP:Iteration 2Q (15565.580000 sec): 3 clusters Score: Raw -29569.129614 + Penalty 2794.855643 = -26774.273970 nChanged 6 SP:Iteration 3Q (15565.760000 sec): 3 clusters Score: Raw -29618.276294 + Penalty 2794.855643 = -26823.420651 nChanged 7 SP:Iteration 4Q (15565.940000 sec): 3 clusters Score: Raw -29628.240061 + Penalty 2794.855643 = -26833.384418 nChanged 3 SP:Iteration 5Q (15566.070000 sec): 3 clusters Score: Raw -29643.253821 + Penalty 2794.855643 = -26848.398178 nChanged 2 SP:Iteration 6Q (15566.270000 sec): 3 clusters Score: Raw -29649.809961 + Penalty 2794.855643 = -26854.954318 nChanged 1 SP:Iteration 7Q (15566.440000 sec): 3 clusters Score: Raw -29653.162157 + Penalty 2794.855643 = -26858.306514 nChanged 2 SP:Iteration 8Q (15566.630000 sec): 3 clusters Score: Raw -29654.971732 + Penalty 2794.855643 = -26860.116089 nChanged 0 SP:Iteration 9F (15566.800000 sec): 3 clusters Score: Raw -29654.971732 + Penalty 2794.855643 = -26860.116089 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 50 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15566.910000 sec): 2 clusters Score: Raw -28438.253568 + Penalty 1295.985175 = -27142.268393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15567.090000 sec): 3 clusters Score: Raw -29034.110593 + Penalty 2591.970350 = -26442.140243 nChanged 35 SP:Iteration 1F (15567.270000 sec): 3 clusters Score: Raw -29228.490548 + Penalty 2591.970350 = -26636.520198 nChanged 14 SP:Iteration 2F (15567.470000 sec): 3 clusters Score: Raw -29358.490595 + Penalty 2591.970350 = -26766.520245 nChanged 3 SP:Iteration 3Q (15567.600000 sec): 3 clusters Score: Raw -29379.897176 + Penalty 2591.970350 = -26787.926826 nChanged 1 SP:Iteration 4Q (15567.780000 sec): 3 clusters Score: Raw -29392.821988 + Penalty 2591.970350 = -26800.851638 nChanged 0 SP:Iteration 5F (15567.930000 sec): 3 clusters Score: Raw -29392.821988 + Penalty 2591.970350 = -26800.851638 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 51 (977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15568.060000 sec): 2 clusters Score: Raw -167641.797969 + Penalty 1707.352690 = -165934.445279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15568.220000 sec): 3 clusters Score: Raw -167392.626463 + Penalty 3414.705379 = -163977.921083 nChanged 250 SP:Iteration 1F (15568.430000 sec): 3 clusters Score: Raw -167731.028762 + Penalty 3414.705379 = -164316.323382 nChanged 71 SP:Iteration 2F (15568.600000 sec): 3 clusters Score: Raw -167907.034202 + Penalty 3414.705379 = -164492.328822 nChanged 69 SP:Iteration 3F (15568.770000 sec): 3 clusters Score: Raw -168083.492988 + Penalty 3414.705379 = -164668.787608 nChanged 69 SP:Iteration 4F (15568.960000 sec): 3 clusters Score: Raw -168214.136986 + Penalty 3414.705379 = -164799.431607 nChanged 58 SP:Iteration 5F (15569.120000 sec): 3 clusters Score: Raw -168329.420240 + Penalty 3414.705379 = -164914.714861 nChanged 40 SP:Iteration 6Q (15569.350000 sec): 3 clusters Score: Raw -168408.811819 + Penalty 3414.705379 = -164994.106440 nChanged 30 SP:Iteration 7Q (15569.520000 sec): 3 clusters Score: Raw -168469.904309 + Penalty 3414.705379 = -165055.198930 nChanged 23 SP:Iteration 8Q (15569.700000 sec): 3 clusters Score: Raw -168516.530155 + Penalty 3414.705379 = -165101.824775 nChanged 13 SP:Iteration 9Q (15569.860000 sec): 3 clusters Score: Raw -168545.216902 + Penalty 3414.705379 = -165130.511523 nChanged 11 SP:Iteration 10Q (15570.050000 sec): 3 clusters Score: Raw -168563.797225 + Penalty 3414.705379 = -165149.091846 nChanged 8 SP:Iteration 11Q (15570.300000 sec): 3 clusters Score: Raw -168579.700335 + Penalty 3414.705379 = -165164.994956 nChanged 8 SP:Iteration 12Q (15570.470000 sec): 3 clusters Score: Raw -168595.555486 + Penalty 3414.705379 = -165180.850107 nChanged 6 SP:Iteration 13Q (15570.620000 sec): 3 clusters Score: Raw -168609.070407 + Penalty 3414.705379 = -165194.365028 nChanged 1 SP:Iteration 14Q (15570.820000 sec): 3 clusters Score: Raw -168611.168487 + Penalty 3414.705379 = -165196.463107 nChanged 0 SP:Iteration 15F (15571.030000 sec): 3 clusters Score: Raw -168611.168487 + Penalty 3414.705379 = -165196.463107 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 52 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15571.120000 sec): 2 clusters Score: Raw -31317.630383 + Penalty 1337.619631 = -29980.010752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15571.330000 sec): 3 clusters Score: Raw -31559.161107 + Penalty 2675.239263 = -28883.921844 nChanged 27 SP:Iteration 1F (15571.490000 sec): 3 clusters Score: Raw -31657.392670 + Penalty 2675.239263 = -28982.153407 nChanged 12 SP:Iteration 2F (15571.660000 sec): 3 clusters Score: Raw -31718.067151 + Penalty 2675.239263 = -29042.827888 nChanged 9 SP:Iteration 3Q (15571.830000 sec): 3 clusters Score: Raw -31748.095165 + Penalty 2675.239263 = -29072.855902 nChanged 4 SP:Iteration 4Q (15571.980000 sec): 3 clusters Score: Raw -31778.030571 + Penalty 2675.239263 = -29102.791308 nChanged 3 SP:Iteration 5Q (15572.180000 sec): 3 clusters Score: Raw -31833.111157 + Penalty 2675.239263 = -29157.871894 nChanged 0 SP:Iteration 6F (15572.370000 sec): 3 clusters Score: Raw -31833.111157 + Penalty 2675.239263 = -29157.871894 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 53 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15572.420000 sec): 2 clusters Score: Raw -55410.369286 + Penalty 1463.174544 = -53947.194743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15572.620000 sec): 3 clusters Score: Raw -55682.632569 + Penalty 2926.349087 = -52756.283482 nChanged 62 SP:Iteration 1F (15572.780000 sec): 3 clusters Score: Raw -55910.649882 + Penalty 2926.349087 = -52984.300795 nChanged 26 SP:Iteration 2F (15572.960000 sec): 3 clusters Score: Raw -56054.220723 + Penalty 2926.349087 = -53127.871636 nChanged 17 SP:Iteration 3Q (15573.100000 sec): 3 clusters Score: Raw -56128.660994 + Penalty 2926.349087 = -53202.311907 nChanged 10 SP:Iteration 4Q (15573.340000 sec): 3 clusters Score: Raw -56228.305596 + Penalty 2926.349087 = -53301.956509 nChanged 7 SP:Iteration 5Q (15573.520000 sec): 3 clusters Score: Raw -56259.004013 + Penalty 2926.349087 = -53332.654925 nChanged 1 SP:Iteration 6Q (15573.730000 sec): 3 clusters Score: Raw -56263.207907 + Penalty 2926.349087 = -53336.858819 nChanged 2 SP:Iteration 7Q (15573.860000 sec): 3 clusters Score: Raw -56267.476146 + Penalty 2926.349087 = -53341.127058 nChanged 1 SP:Iteration 8Q (15574.050000 sec): 3 clusters Score: Raw -56269.167528 + Penalty 2926.349087 = -53342.818441 nChanged 0 SP:Iteration 9F (15574.220000 sec): 3 clusters Score: Raw -56269.448341 + Penalty 2926.349087 = -53343.099254 nChanged 1 SP:Iteration 10Q (15574.420000 sec): 3 clusters Score: Raw -56313.193217 + Penalty 2926.349087 = -53386.844130 nChanged 3 SP:Iteration 11Q (15574.560000 sec): 3 clusters Score: Raw -56334.263692 + Penalty 2926.349087 = -53407.914605 nChanged 2 SP:Iteration 12Q (15574.750000 sec): 3 clusters Score: Raw -56340.835860 + Penalty 2926.349087 = -53414.486773 nChanged 2 SP:Iteration 13Q (15574.940000 sec): 3 clusters Score: Raw -56355.657808 + Penalty 2926.349087 = -53429.308721 nChanged 5 SP:Iteration 14Q (15575.080000 sec): 3 clusters Score: Raw -56404.342072 + Penalty 2926.349087 = -53477.992985 nChanged 5 SP:Iteration 15Q (15575.280000 sec): 3 clusters Score: Raw -56446.146362 + Penalty 2926.349087 = -53519.797274 nChanged 3 SP:Iteration 16Q (15575.480000 sec): 3 clusters Score: Raw -56495.393683 + Penalty 2926.349087 = -53569.044596 nChanged 5 SP:Iteration 17Q (15575.660000 sec): 3 clusters Score: Raw -56529.346586 + Penalty 2926.349087 = -53602.997499 nChanged 1 SP:Iteration 18Q (15575.810000 sec): 3 clusters Score: Raw -56530.497296 + Penalty 2926.349087 = -53604.148209 nChanged 0 SP:Iteration 19F (15576.040000 sec): 3 clusters Score: Raw -56530.497296 + Penalty 2926.349087 = -53604.148209 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 54 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15576.110000 sec): 2 clusters Score: Raw -43777.832489 + Penalty 1447.757151 = -42330.075338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15576.330000 sec): 3 clusters Score: Raw -43991.858823 + Penalty 2895.514302 = -41096.344521 nChanged 76 SP:Iteration 1F (15576.480000 sec): 3 clusters Score: Raw -44182.676338 + Penalty 2895.514302 = -41287.162036 nChanged 32 SP:Iteration 2F (15576.620000 sec): 3 clusters Score: Raw -44287.080800 + Penalty 2895.514302 = -41391.566499 nChanged 15 SP:Iteration 3Q (15576.830000 sec): 3 clusters Score: Raw -44381.862164 + Penalty 2895.514302 = -41486.347862 nChanged 8 SP:Iteration 4Q (15577.020000 sec): 3 clusters Score: Raw -44411.584708 + Penalty 2895.514302 = -41516.070407 nChanged 4 SP:Iteration 5Q (15577.220000 sec): 3 clusters Score: Raw -44439.366325 + Penalty 2895.514302 = -41543.852023 nChanged 2 SP:Iteration 6Q (15577.340000 sec): 3 clusters Score: Raw -44448.298505 + Penalty 2895.514302 = -41552.784203 nChanged 1 SP:Iteration 7Q (15577.570000 sec): 3 clusters Score: Raw -44464.301937 + Penalty 2895.514302 = -41568.787636 nChanged 1 SP:Iteration 8Q (15577.740000 sec): 3 clusters Score: Raw -44477.750733 + Penalty 2895.514302 = -41582.236431 nChanged 2 SP:Iteration 9Q (15577.930000 sec): 3 clusters Score: Raw -44488.426736 + Penalty 2895.514302 = -41592.912434 nChanged 0 SP:Iteration 10F (15578.060000 sec): 3 clusters Score: Raw -44488.426736 + Penalty 2895.514302 = -41592.912434 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 55 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15578.180000 sec): 2 clusters Score: Raw -21643.889321 + Penalty 1253.948960 = -20389.940362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15578.360000 sec): 3 clusters Score: Raw -22013.230176 + Penalty 2507.897919 = -19505.332256 nChanged 22 SP:Iteration 1F (15578.510000 sec): 3 clusters Score: Raw -22109.835901 + Penalty 2507.897919 = -19601.937982 nChanged 2 SP:Iteration 2Q (15578.700000 sec): 3 clusters Score: Raw -22119.262451 + Penalty 2507.897919 = -19611.364531 nChanged 0 SP:Iteration 3F (15578.840000 sec): 3 clusters Score: Raw -22119.262451 + Penalty 2507.897919 = -19611.364531 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 56 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15578.960000 sec): 2 clusters Score: Raw -40084.216021 + Penalty 1400.070831 = -38684.145191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15579.150000 sec): 3 clusters Score: Raw -40251.253256 + Penalty 2800.141661 = -37451.111595 nChanged 40 SP:Iteration 1F (15579.340000 sec): 3 clusters Score: Raw -40450.427802 + Penalty 2800.141661 = -37650.286141 nChanged 11 SP:Iteration 2Q (15579.510000 sec): 3 clusters Score: Raw -40508.398074 + Penalty 2800.141661 = -37708.256413 nChanged 6 SP:Iteration 3Q (15579.680000 sec): 3 clusters Score: Raw -40560.077055 + Penalty 2800.141661 = -37759.935394 nChanged 7 SP:Iteration 4Q (15579.860000 sec): 3 clusters Score: Raw -40606.759141 + Penalty 2800.141661 = -37806.617479 nChanged 10 SP:Iteration 5Q (15580.070000 sec): 3 clusters Score: Raw -40657.084228 + Penalty 2800.141661 = -37856.942566 nChanged 6 SP:Iteration 6Q (15580.240000 sec): 3 clusters Score: Raw -40685.685631 + Penalty 2800.141661 = -37885.543970 nChanged 4 SP:Iteration 7Q (15580.390000 sec): 3 clusters Score: Raw -40702.191032 + Penalty 2800.141661 = -37902.049371 nChanged 4 SP:Iteration 8Q (15580.590000 sec): 3 clusters Score: Raw -40721.754294 + Penalty 2800.141661 = -37921.612633 nChanged 2 SP:Iteration 9Q (15580.730000 sec): 3 clusters Score: Raw -40727.597382 + Penalty 2800.141661 = -37927.455721 nChanged 1 SP:Iteration 10Q (15580.920000 sec): 3 clusters Score: Raw -40731.218688 + Penalty 2800.141661 = -37931.077027 nChanged 2 SP:Iteration 11Q (15581.090000 sec): 3 clusters Score: Raw -40736.244406 + Penalty 2800.141661 = -37936.102745 nChanged 2 SP:Iteration 12Q (15581.250000 sec): 3 clusters Score: Raw -40752.109807 + Penalty 2800.141661 = -37951.968145 nChanged 0 SP:Iteration 13F (15581.440000 sec): 3 clusters Score: Raw -40752.109807 + Penalty 2800.141661 = -37951.968145 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 57 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15581.560000 sec): 2 clusters Score: Raw -33718.210967 + Penalty 1400.070831 = -32318.140136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15581.740000 sec): 3 clusters Score: Raw -34099.715004 + Penalty 2800.141661 = -31299.573342 nChanged 53 SP:Iteration 1F (15581.900000 sec): 3 clusters Score: Raw -34408.359341 + Penalty 2800.141661 = -31608.217680 nChanged 26 SP:Iteration 2F (15582.110000 sec): 3 clusters Score: Raw -34658.808581 + Penalty 2800.141661 = -31858.666920 nChanged 11 SP:Iteration 3Q (15582.290000 sec): 3 clusters Score: Raw -34871.859996 + Penalty 2800.141661 = -32071.718335 nChanged 4 SP:Iteration 4Q (15582.450000 sec): 3 clusters Score: Raw -34908.402888 + Penalty 2800.141661 = -32108.261227 nChanged 5 SP:Iteration 5Q (15582.650000 sec): 3 clusters Score: Raw -34971.670400 + Penalty 2800.141661 = -32171.528739 nChanged 4 SP:Iteration 6Q (15582.830000 sec): 3 clusters Score: Raw -35039.595632 + Penalty 2800.141661 = -32239.453971 nChanged 6 SP:Iteration 7Q (15582.960000 sec): 3 clusters Score: Raw -35131.447460 + Penalty 2800.141661 = -32331.305799 nChanged 3 SP:Iteration 8Q (15583.160000 sec): 3 clusters Score: Raw -35171.772282 + Penalty 2800.141661 = -32371.630621 nChanged 3 SP:Iteration 9Q (15583.370000 sec): 3 clusters Score: Raw -35254.600788 + Penalty 2800.141661 = -32454.459127 nChanged 1 SP:Iteration 10Q (15583.560000 sec): 3 clusters Score: Raw -35296.171459 + Penalty 2800.141661 = -32496.029797 nChanged 1 SP:Iteration 11Q (15583.720000 sec): 3 clusters Score: Raw -35298.350814 + Penalty 2800.141661 = -32498.209153 nChanged 1 SP:Iteration 12Q (15583.960000 sec): 3 clusters Score: Raw -35300.389492 + Penalty 2800.141661 = -32500.247830 nChanged 1 SP:Iteration 13Q (15584.110000 sec): 3 clusters Score: Raw -35304.348032 + Penalty 2800.141661 = -32504.206371 nChanged 0 SP:Iteration 14F (15584.320000 sec): 3 clusters Score: Raw -35308.408491 + Penalty 2800.141661 = -32508.266830 nChanged 1 SP:Iteration 15Q (15584.540000 sec): 3 clusters Score: Raw -35333.909113 + Penalty 2800.141661 = -32533.767452 nChanged 2 SP:Iteration 16Q (15584.730000 sec): 3 clusters Score: Raw -35468.955888 + Penalty 2800.141661 = -32668.814227 nChanged 1 SP:Iteration 17Q (15584.880000 sec): 3 clusters Score: Raw -35475.796914 + Penalty 2800.141661 = -32675.655253 nChanged 0 SP:Iteration 18F (15585.080000 sec): 3 clusters Score: Raw -35475.796914 + Penalty 2800.141661 = -32675.655253 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 63. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 58 (558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15585.180000 sec): 2 clusters Score: Raw -57965.183412 + Penalty 1568.441023 = -56396.742389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15585.380000 sec): 3 clusters Score: Raw -58214.230527 + Penalty 3136.882045 = -55077.348482 nChanged 179 SP:Iteration 1F (15585.550000 sec): 3 clusters Score: Raw -59092.807980 + Penalty 3136.882045 = -55955.925935 nChanged 77 SP:Iteration 2F (15585.700000 sec): 3 clusters Score: Raw -59659.673626 + Penalty 3136.882045 = -56522.791581 nChanged 30 SP:Iteration 3F (15585.880000 sec): 3 clusters Score: Raw -59989.872773 + Penalty 3136.882045 = -56852.990728 nChanged 22 SP:Iteration 4Q (15586.050000 sec): 3 clusters Score: Raw -60311.687363 + Penalty 3136.882045 = -57174.805318 nChanged 16 SP:Iteration 5Q (15586.210000 sec): 3 clusters Score: Raw -60657.838531 + Penalty 3136.882045 = -57520.956486 nChanged 11 SP:Iteration 6Q (15586.420000 sec): 3 clusters Score: Raw -60832.157633 + Penalty 3136.882045 = -57695.275588 nChanged 8 SP:Iteration 7Q (15586.570000 sec): 3 clusters Score: Raw -60981.193504 + Penalty 3136.882045 = -57844.311459 nChanged 3 SP:Iteration 8Q (15586.760000 sec): 3 clusters Score: Raw -61001.698062 + Penalty 3136.882045 = -57864.816017 nChanged 0 SP:Iteration 9F (15586.990000 sec): 3 clusters Score: Raw -61011.344653 + Penalty 3136.882045 = -57874.462608 nChanged 1 SP:Iteration 10Q (15587.160000 sec): 3 clusters Score: Raw -61069.669527 + Penalty 3136.882045 = -57932.787482 nChanged 0 SP:Iteration 11F (15587.350000 sec): 3 clusters Score: Raw -61069.669527 + Penalty 3136.882045 = -57932.787482 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 66. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 59 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15587.470000 sec): 2 clusters Score: Raw -15585.096027 + Penalty 1151.808943 = -14433.287084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15587.660000 sec): 3 clusters Score: Raw -15905.730010 + Penalty 2303.617886 = -13602.112124 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 60 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15587.760000 sec): 2 clusters Score: Raw -37402.280968 + Penalty 1390.238912 = -36012.042056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15587.900000 sec): 3 clusters Score: Raw -37578.356148 + Penalty 2780.477825 = -34797.878323 nChanged 42 SP:Iteration 1F (15588.070000 sec): 3 clusters Score: Raw -37757.314893 + Penalty 2780.477825 = -34976.837068 nChanged 14 SP:Iteration 2F (15588.290000 sec): 3 clusters Score: Raw -37828.705124 + Penalty 2780.477825 = -35048.227299 nChanged 8 SP:Iteration 3Q (15588.470000 sec): 3 clusters Score: Raw -37879.722150 + Penalty 2780.477825 = -35099.244325 nChanged 2 SP:Iteration 4Q (15588.670000 sec): 3 clusters Score: Raw -37886.640679 + Penalty 2780.477825 = -35106.162855 nChanged 0 SP:Iteration 5F (15588.890000 sec): 3 clusters Score: Raw -37886.640679 + Penalty 2780.477825 = -35106.162855 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 61 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15588.960000 sec): 2 clusters Score: Raw -71464.587577 + Penalty 1549.514633 = -69915.072944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15589.110000 sec): 3 clusters Score: Raw -71509.452218 + Penalty 3099.029266 = -68410.422953 nChanged 123 SP:Iteration 1F (15589.280000 sec): 3 clusters Score: Raw -71974.461318 + Penalty 3099.029266 = -68875.432052 nChanged 56 SP:Iteration 2F (15589.520000 sec): 3 clusters Score: Raw -72234.641990 + Penalty 3099.029266 = -69135.612724 nChanged 29 SP:Iteration 3F (15589.660000 sec): 3 clusters Score: Raw -72386.004977 + Penalty 3099.029266 = -69286.975711 nChanged 18 SP:Iteration 4Q (15589.830000 sec): 3 clusters Score: Raw -72480.095162 + Penalty 3099.029266 = -69381.065897 nChanged 25 SP:Iteration 5Q (15590.010000 sec): 3 clusters Score: Raw -72638.644995 + Penalty 3099.029266 = -69539.615730 nChanged 20 SP:Iteration 6Q (15590.230000 sec): 3 clusters Score: Raw -72798.651750 + Penalty 3099.029266 = -69699.622484 nChanged 13 SP:Iteration 7Q (15590.420000 sec): 3 clusters Score: Raw -72915.533795 + Penalty 3099.029266 = -69816.504529 nChanged 13 SP:Iteration 8Q (15590.610000 sec): 3 clusters Score: Raw -73047.951873 + Penalty 3099.029266 = -69948.922608 nChanged 9 SP:Iteration 9Q (15590.810000 sec): 3 clusters Score: Raw -73172.357245 + Penalty 3099.029266 = -70073.327979 nChanged 8 SP:Iteration 10Q (15591.000000 sec): 3 clusters Score: Raw -73285.480809 + Penalty 3099.029266 = -70186.451543 nChanged 2 SP:Iteration 11Q (15591.210000 sec): 3 clusters Score: Raw -73306.357248 + Penalty 3099.029266 = -70207.327982 nChanged 0 SP:Iteration 12F (15591.370000 sec): 3 clusters Score: Raw -73306.357248 + Penalty 3099.029266 = -70207.327982 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 67. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 62 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15591.500000 sec): 2 clusters Score: Raw -20461.829486 + Penalty 1225.527321 = -19236.302165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15591.650000 sec): 3 clusters Score: Raw -20843.713722 + Penalty 2451.054642 = -18392.659081 nChanged 8 SP:Iteration 1F (15591.810000 sec): 3 clusters Score: Raw -20908.468291 + Penalty 2451.054642 = -18457.413649 nChanged 2 SP:Iteration 2Q (15591.980000 sec): 3 clusters Score: Raw -20920.493945 + Penalty 2451.054642 = -18469.439304 nChanged 3 SP:Iteration 3Q (15592.150000 sec): 3 clusters Score: Raw -20937.028208 + Penalty 2451.054642 = -18485.973566 nChanged 1 SP:Iteration 4Q (15592.300000 sec): 3 clusters Score: Raw -20942.839386 + Penalty 2451.054642 = -18491.784745 nChanged 4 SP:Iteration 5Q (15592.490000 sec): 3 clusters Score: Raw -21013.763259 + Penalty 2451.054642 = -18562.708618 nChanged 2 SP:Iteration 6Q (15592.630000 sec): 3 clusters Score: Raw -21030.697105 + Penalty 2451.054642 = -18579.642463 nChanged 0 SP:Iteration 7F (15592.820000 sec): 3 clusters Score: Raw -21030.697105 + Penalty 2451.054642 = -18579.642463 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 64 (1345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15592.930000 sec): 2 clusters Score: Raw -137267.446949 + Penalty 1786.629024 = -135480.817924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15593.080000 sec): 3 clusters Score: Raw -137293.793887 + Penalty 3573.258049 = -133720.535838 nChanged 468 SP:Iteration 1F (15593.290000 sec): 3 clusters Score: Raw -139627.201936 + Penalty 3573.258049 = -136053.943887 nChanged 196 SP:Iteration 2F (15593.410000 sec): 3 clusters Score: Raw -141442.471828 + Penalty 3573.258049 = -137869.213779 nChanged 111 SP:Iteration 3F (15593.600000 sec): 3 clusters Score: Raw -142518.315621 + Penalty 3573.258049 = -138945.057572 nChanged 53 SP:Iteration 4Q (15593.750000 sec): 3 clusters Score: Raw -142966.288687 + Penalty 3573.258049 = -139393.030638 nChanged 31 SP:Iteration 5Q (15593.920000 sec): 3 clusters Score: Raw -143279.258094 + Penalty 3573.258049 = -139706.000046 nChanged 20 SP:Iteration 6Q (15594.140000 sec): 3 clusters Score: Raw -143468.858724 + Penalty 3573.258049 = -139895.600675 nChanged 13 SP:Iteration 7Q (15594.310000 sec): 3 clusters Score: Raw -143682.173155 + Penalty 3573.258049 = -140108.915106 nChanged 16 SP:Iteration 8Q (15594.430000 sec): 3 clusters Score: Raw -144274.891635 + Penalty 3573.258049 = -140701.633586 nChanged 7 SP:Iteration 9Q (15594.630000 sec): 3 clusters Score: Raw -144449.454822 + Penalty 3573.258049 = -140876.196773 nChanged 2 SP:Iteration 10Q (15594.770000 sec): 3 clusters Score: Raw -144470.186439 + Penalty 3573.258049 = -140896.928390 nChanged 2 SP:Iteration 11Q (15594.940000 sec): 3 clusters Score: Raw -144477.086186 + Penalty 3573.258049 = -140903.828137 nChanged 0 SP:Iteration 12F (15595.140000 sec): 3 clusters Score: Raw -144487.220087 + Penalty 3573.258049 = -140913.962038 nChanged 3 SP:Iteration 13Q (15595.350000 sec): 3 clusters Score: Raw -144513.060207 + Penalty 3573.258049 = -140939.802158 nChanged 1 SP:Iteration 14Q (15595.490000 sec): 3 clusters Score: Raw -144521.863119 + Penalty 3573.258049 = -140948.605070 nChanged 2 SP:Iteration 15Q (15595.690000 sec): 3 clusters Score: Raw -144540.225332 + Penalty 3573.258049 = -140966.967283 nChanged 4 SP:Iteration 16Q (15595.890000 sec): 3 clusters Score: Raw -144562.124642 + Penalty 3573.258049 = -140988.866594 nChanged 6 SP:Iteration 17Q (15596.050000 sec): 3 clusters Score: Raw -144587.118772 + Penalty 3573.258049 = -141013.860723 nChanged 2 SP:Iteration 18Q (15596.200000 sec): 3 clusters Score: Raw -144596.733431 + Penalty 3573.258049 = -141023.475382 nChanged 2 SP:Iteration 19Q (15596.370000 sec): 3 clusters Score: Raw -144602.040987 + Penalty 3573.258049 = -141028.782938 nChanged 1 SP:Iteration 20F (15596.570000 sec): 3 clusters Score: Raw -144603.315089 + Penalty 3573.258049 = -141030.057040 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 68. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 65 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15596.650000 sec): 2 clusters Score: Raw -51453.109071 + Penalty 1455.585634 = -49997.523437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15596.880000 sec): 3 clusters Score: Raw -51533.492350 + Penalty 2911.171269 = -48622.321081 nChanged 60 SP:Iteration 1F (15597.040000 sec): 3 clusters Score: Raw -51716.748092 + Penalty 2911.171269 = -48805.576823 nChanged 15 SP:Iteration 2Q (15597.230000 sec): 3 clusters Score: Raw -51764.383522 + Penalty 2911.171269 = -48853.212254 nChanged 4 SP:Iteration 3Q (15597.400000 sec): 3 clusters Score: Raw -51778.735593 + Penalty 2911.171269 = -48867.564324 nChanged 2 SP:Iteration 4Q (15597.610000 sec): 3 clusters Score: Raw -51784.684297 + Penalty 2911.171269 = -48873.513028 nChanged 1 SP:Iteration 5Q (15597.750000 sec): 3 clusters Score: Raw -51785.979966 + Penalty 2911.171269 = -48874.808698 nChanged 0 SP:Iteration 6F (15597.920000 sec): 3 clusters Score: Raw -51785.979966 + Penalty 2911.171269 = -48874.808698 nChanged 0 Deleting Class 63 (101 points): Lose 3123.041077 but Gain 3392.454501 Iteration 299Q (15655.620000 sec): 68 clusters Score: Raw -155281309.672377 + Penalty 227294.451589 = -155054015.220788 nChanged 115 Iteration 300F (15769.520000 sec): 68 clusters Score: Raw -155282842.809018 + Penalty 227294.451589 = -155055548.357429 nChanged 29 Iteration 301Q (15828.110000 sec): 68 clusters Score: Raw -155283251.562465 + Penalty 227294.451589 = -155055957.110876 nChanged 13 Iteration 302Q (15883.170000 sec): 68 clusters Score: Raw -155283322.165820 + Penalty 227294.451589 = -155056027.714231 nChanged 5 Iteration 303Q (15937.620000 sec): 68 clusters Score: Raw -155283388.634505 + Penalty 227294.451589 = -155056094.182916 nChanged 3 Iteration 304Q (15990.690000 sec): 68 clusters Score: Raw -155283412.613946 + Penalty 227294.451589 = -155056118.162357 nChanged 1 Iteration 305Q (16046.830000 sec): 68 clusters Score: Raw -155283420.280441 + Penalty 227294.451589 = -155056125.828852 nChanged 1 Iteration 306Q (16103.020000 sec): 68 clusters Score: Raw -155283426.753680 + Penalty 227294.451589 = -155056132.302091 nChanged 1 Iteration 307Q (16159.640000 sec): 68 clusters Score: Raw -155283429.459866 + Penalty 227294.451589 = -155056135.008277 nChanged 0 Iteration 308F (16273.720000 sec): 68 clusters Score: Raw -155283481.498638 + Penalty 227294.451589 = -155056187.047049 nChanged 6 Iteration 309Q (16327.290000 sec): 68 clusters Score: Raw -155283564.382249 + Penalty 227294.451589 = -155056269.930660 nChanged 3 Iteration 310Q (16379.250000 sec): 68 clusters Score: Raw -155283578.459501 + Penalty 227294.451589 = -155056284.007912 nChanged 0 Iteration 311F (16492.480000 sec): 68 clusters Score: Raw -155283589.865277 + Penalty 227294.451589 = -155056295.413688 nChanged 2 Iteration 312Q (16545.060000 sec): 68 clusters Score: Raw -155283605.141525 + Penalty 227294.451589 = -155056310.689936 nChanged 1 Iteration 313Q (16588.740000 sec): 68 clusters Score: Raw -155283612.168409 + Penalty 227294.451589 = -155056317.716820 nChanged 0 Iteration 314F (16694.110000 sec): 68 clusters Score: Raw -155283612.168409 + Penalty 227294.451589 = -155056317.716820 nChanged 0 Compute initial score before splitting: Score: Raw -155283612.168409 + Penalty 227294.451589 = -155056317.716820 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 1 (8186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16694.280000 sec): 2 clusters Score: Raw -1515853.679843 + Penalty 2234.524803 = -1513619.155040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16694.510000 sec): 3 clusters Score: Raw -1511524.768722 + Penalty 4469.049606 = -1507055.719116 nChanged 3362 SP:Iteration 1F (16694.700000 sec): 3 clusters Score: Raw -1513369.052429 + Penalty 4469.049606 = -1508900.002823 nChanged 596 SP:Iteration 2F (16694.890000 sec): 3 clusters Score: Raw -1513652.857347 + Penalty 4469.049606 = -1509183.807741 nChanged 415 SP:Iteration 3F (16695.100000 sec): 3 clusters Score: Raw -1513847.554504 + Penalty 4469.049606 = -1509378.504898 nChanged 360 SP:Iteration 4Q (16695.330000 sec): 3 clusters Score: Raw -1514000.981039 + Penalty 4469.049606 = -1509531.931433 nChanged 295 SP:Iteration 5Q (16695.500000 sec): 3 clusters Score: Raw -1514143.150880 + Penalty 4469.049606 = -1509674.101274 nChanged 292 SP:Iteration 6Q (16695.740000 sec): 3 clusters Score: Raw -1514290.437579 + Penalty 4469.049606 = -1509821.387973 nChanged 298 SP:Iteration 7Q (16695.960000 sec): 3 clusters Score: Raw -1514461.911313 + Penalty 4469.049606 = -1509992.861707 nChanged 299 SP:Iteration 8Q (16696.130000 sec): 3 clusters Score: Raw -1514622.928798 + Penalty 4469.049606 = -1510153.879192 nChanged 331 SP:Iteration 9Q (16696.370000 sec): 3 clusters Score: Raw -1514807.789229 + Penalty 4469.049606 = -1510338.739623 nChanged 338 SP:Iteration 10Q (16696.610000 sec): 3 clusters Score: Raw -1515004.091705 + Penalty 4469.049606 = -1510535.042099 nChanged 375 SP:Iteration 11Q (16696.860000 sec): 3 clusters Score: Raw -1515221.722068 + Penalty 4469.049606 = -1510752.672462 nChanged 303 SP:Iteration 12Q (16697.090000 sec): 3 clusters Score: Raw -1515382.583542 + Penalty 4469.049606 = -1510913.533936 nChanged 252 SP:Iteration 13Q (16697.310000 sec): 3 clusters Score: Raw -1515503.661220 + Penalty 4469.049606 = -1511034.611614 nChanged 195 SP:Iteration 14Q (16697.520000 sec): 3 clusters Score: Raw -1515577.915644 + Penalty 4469.049606 = -1511108.866039 nChanged 148 SP:Iteration 15Q (16697.750000 sec): 3 clusters Score: Raw -1515638.841184 + Penalty 4469.049606 = -1511169.791578 nChanged 136 SP:Iteration 16Q (16698.020000 sec): 3 clusters Score: Raw -1515688.071158 + Penalty 4469.049606 = -1511219.021552 nChanged 116 SP:Iteration 17Q (16698.190000 sec): 3 clusters Score: Raw -1515729.373124 + Penalty 4469.049606 = -1511260.323519 nChanged 96 SP:Iteration 18Q (16698.440000 sec): 3 clusters Score: Raw -1515760.235609 + Penalty 4469.049606 = -1511291.186003 nChanged 76 SP:Iteration 19Q (16698.700000 sec): 3 clusters Score: Raw -1515786.583116 + Penalty 4469.049606 = -1511317.533510 nChanged 85 SP:Iteration 20F (16698.930000 sec): 3 clusters Score: Raw -1515816.816050 + Penalty 4469.049606 = -1511347.766445 nChanged 74 SP:Iteration 21Q (16699.130000 sec): 3 clusters Score: Raw -1515843.288411 + Penalty 4469.049606 = -1511374.238805 nChanged 57 SP:Iteration 22Q (16699.330000 sec): 3 clusters Score: Raw -1515861.696740 + Penalty 4469.049606 = -1511392.647134 nChanged 56 SP:Iteration 23Q (16699.540000 sec): 3 clusters Score: Raw -1515879.809037 + Penalty 4469.049606 = -1511410.759431 nChanged 50 SP:Iteration 24Q (16699.780000 sec): 3 clusters Score: Raw -1515895.364149 + Penalty 4469.049606 = -1511426.314543 nChanged 45 SP:Iteration 25Q (16699.990000 sec): 3 clusters Score: Raw -1515910.484306 + Penalty 4469.049606 = -1511441.434700 nChanged 42 SP:Iteration 26Q (16700.190000 sec): 3 clusters Score: Raw -1515924.634099 + Penalty 4469.049606 = -1511455.584493 nChanged 43 SP:Iteration 27Q (16700.450000 sec): 3 clusters Score: Raw -1515939.438555 + Penalty 4469.049606 = -1511470.388949 nChanged 41 SP:Iteration 28Q (16700.600000 sec): 3 clusters Score: Raw -1515954.162818 + Penalty 4469.049606 = -1511485.113212 nChanged 48 SP:Iteration 29Q (16700.860000 sec): 3 clusters Score: Raw -1515970.905822 + Penalty 4469.049606 = -1511501.856216 nChanged 47 SP:Iteration 30Q (16701.090000 sec): 3 clusters Score: Raw -1515986.224334 + Penalty 4469.049606 = -1511517.174728 nChanged 44 SP:Iteration 31Q (16701.310000 sec): 3 clusters Score: Raw -1516001.892039 + Penalty 4469.049606 = -1511532.842433 nChanged 44 SP:Iteration 32Q (16701.510000 sec): 3 clusters Score: Raw -1516017.531918 + Penalty 4469.049606 = -1511548.482312 nChanged 49 SP:Iteration 33Q (16701.750000 sec): 3 clusters Score: Raw -1516033.539174 + Penalty 4469.049606 = -1511564.489568 nChanged 32 SP:Iteration 34Q (16701.980000 sec): 3 clusters Score: Raw -1516044.591983 + Penalty 4469.049606 = -1511575.542377 nChanged 36 SP:Iteration 35Q (16702.200000 sec): 3 clusters Score: Raw -1516057.787715 + Penalty 4469.049606 = -1511588.738109 nChanged 36 SP:Iteration 36Q (16702.430000 sec): 3 clusters Score: Raw -1516073.354253 + Penalty 4469.049606 = -1511604.304647 nChanged 35 SP:Iteration 37Q (16702.640000 sec): 3 clusters Score: Raw -1516089.879025 + Penalty 4469.049606 = -1511620.829419 nChanged 40 SP:Iteration 38Q (16702.860000 sec): 3 clusters Score: Raw -1516108.934956 + Penalty 4469.049606 = -1511639.885350 nChanged 36 SP:Iteration 39Q (16703.090000 sec): 3 clusters Score: Raw -1516125.562811 + Penalty 4469.049606 = -1511656.513205 nChanged 35 SP:Iteration 40F (16703.270000 sec): 3 clusters Score: Raw -1516138.893189 + Penalty 4469.049606 = -1511669.843583 nChanged 22 SP:Iteration 41Q (16703.540000 sec): 3 clusters Score: Raw -1516150.654083 + Penalty 4469.049606 = -1511681.604477 nChanged 23 SP:Iteration 42Q (16703.710000 sec): 3 clusters Score: Raw -1516159.787960 + Penalty 4469.049606 = -1511690.738354 nChanged 12 SP:Iteration 43Q (16703.940000 sec): 3 clusters Score: Raw -1516163.820830 + Penalty 4469.049606 = -1511694.771224 nChanged 7 SP:Iteration 44Q (16704.130000 sec): 3 clusters Score: Raw -1516167.309809 + Penalty 4469.049606 = -1511698.260203 nChanged 12 SP:Iteration 45Q (16704.410000 sec): 3 clusters Score: Raw -1516174.867117 + Penalty 4469.049606 = -1511705.817511 nChanged 19 SP:Iteration 46Q (16704.590000 sec): 3 clusters Score: Raw -1516188.348507 + Penalty 4469.049606 = -1511719.298901 nChanged 15 SP:Iteration 47Q (16704.800000 sec): 3 clusters Score: Raw -1516195.427074 + Penalty 4469.049606 = -1511726.377468 nChanged 14 SP:Iteration 48Q (16704.980000 sec): 3 clusters Score: Raw -1516203.020532 + Penalty 4469.049606 = -1511733.970926 nChanged 22 SP:Iteration 49Q (16705.250000 sec): 3 clusters Score: Raw -1516214.292016 + Penalty 4469.049606 = -1511745.242410 nChanged 17 SP:Iteration 50Q (16705.440000 sec): 3 clusters Score: Raw -1516221.771994 + Penalty 4469.049606 = -1511752.722388 nChanged 11 SP:Iteration 51Q (16705.670000 sec): 3 clusters Score: Raw -1516225.958286 + Penalty 4469.049606 = -1511756.908680 nChanged 9 SP:Iteration 52Q (16705.930000 sec): 3 clusters Score: Raw -1516230.673285 + Penalty 4469.049606 = -1511761.623679 nChanged 12 SP:Iteration 53Q (16706.150000 sec): 3 clusters Score: Raw -1516236.358423 + Penalty 4469.049606 = -1511767.308818 nChanged 13 SP:Iteration 54Q (16706.410000 sec): 3 clusters Score: Raw -1516241.920545 + Penalty 4469.049606 = -1511772.870939 nChanged 17 SP:Iteration 55Q (16706.620000 sec): 3 clusters Score: Raw -1516249.878418 + Penalty 4469.049606 = -1511780.828812 nChanged 12 SP:Iteration 56Q (16706.870000 sec): 3 clusters Score: Raw -1516254.903184 + Penalty 4469.049606 = -1511785.853579 nChanged 13 SP:Iteration 57Q (16707.120000 sec): 3 clusters Score: Raw -1516260.518060 + Penalty 4469.049606 = -1511791.468455 nChanged 12 SP:Iteration 58Q (16707.380000 sec): 3 clusters Score: Raw -1516265.392536 + Penalty 4469.049606 = -1511796.342930 nChanged 11 SP:Iteration 59Q (16707.600000 sec): 3 clusters Score: Raw -1516269.890349 + Penalty 4469.049606 = -1511800.840743 nChanged 10 SP:Iteration 60F (16707.810000 sec): 3 clusters Score: Raw -1516273.230436 + Penalty 4469.049606 = -1511804.180830 nChanged 11 SP:Iteration 61Q (16708.070000 sec): 3 clusters Score: Raw -1516277.517420 + Penalty 4469.049606 = -1511808.467814 nChanged 5 SP:Iteration 62Q (16708.330000 sec): 3 clusters Score: Raw -1516279.116733 + Penalty 4469.049606 = -1511810.067127 nChanged 3 SP:Iteration 63Q (16708.550000 sec): 3 clusters Score: Raw -1516280.331299 + Penalty 4469.049606 = -1511811.281693 nChanged 5 SP:Iteration 64Q (16708.830000 sec): 3 clusters Score: Raw -1516282.181823 + Penalty 4469.049606 = -1511813.132217 nChanged 2 SP:Iteration 65Q (16709.030000 sec): 3 clusters Score: Raw -1516283.013777 + Penalty 4469.049606 = -1511813.964171 nChanged 2 SP:Iteration 66Q (16709.290000 sec): 3 clusters Score: Raw -1516284.044520 + Penalty 4469.049606 = -1511814.994914 nChanged 1 SP:Iteration 67Q (16709.500000 sec): 3 clusters Score: Raw -1516284.339465 + Penalty 4469.049606 = -1511815.289859 nChanged 1 SP:Iteration 68Q (16709.730000 sec): 3 clusters Score: Raw -1516284.934944 + Penalty 4469.049606 = -1511815.885338 nChanged 3 SP:Iteration 69Q (16709.970000 sec): 3 clusters Score: Raw -1516286.070105 + Penalty 4469.049606 = -1511817.020499 nChanged 2 SP:Iteration 70Q (16710.260000 sec): 3 clusters Score: Raw -1516286.479763 + Penalty 4469.049606 = -1511817.430157 nChanged 0 SP:Iteration 71F (16710.530000 sec): 3 clusters Score: Raw -1516286.479763 + Penalty 4469.049606 = -1511817.430157 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 2 (732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16710.630000 sec): 2 clusters Score: Raw -121676.909120 + Penalty 1635.753567 = -120041.155553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16710.850000 sec): 3 clusters Score: Raw -121599.408266 + Penalty 3271.507135 = -118327.901131 nChanged 165 SP:Iteration 1F (16711.070000 sec): 3 clusters Score: Raw -121823.983475 + Penalty 3271.507135 = -118552.476340 nChanged 38 SP:Iteration 2F (16711.230000 sec): 3 clusters Score: Raw -121884.943099 + Penalty 3271.507135 = -118613.435964 nChanged 23 SP:Iteration 3Q (16711.400000 sec): 3 clusters Score: Raw -121929.669837 + Penalty 3271.507135 = -118658.162703 nChanged 20 SP:Iteration 4Q (16711.610000 sec): 3 clusters Score: Raw -121989.277283 + Penalty 3271.507135 = -118717.770148 nChanged 20 SP:Iteration 5Q (16711.840000 sec): 3 clusters Score: Raw -122032.749003 + Penalty 3271.507135 = -118761.241868 nChanged 11 SP:Iteration 6Q (16712.010000 sec): 3 clusters Score: Raw -122048.649983 + Penalty 3271.507135 = -118777.142848 nChanged 10 SP:Iteration 7Q (16712.190000 sec): 3 clusters Score: Raw -122058.970341 + Penalty 3271.507135 = -118787.463206 nChanged 6 SP:Iteration 8Q (16712.310000 sec): 3 clusters Score: Raw -122073.571264 + Penalty 3271.507135 = -118802.064129 nChanged 12 SP:Iteration 9Q (16712.520000 sec): 3 clusters Score: Raw -122085.787660 + Penalty 3271.507135 = -118814.280525 nChanged 8 SP:Iteration 10Q (16712.680000 sec): 3 clusters Score: Raw -122096.683183 + Penalty 3271.507135 = -118825.176048 nChanged 10 SP:Iteration 11Q (16712.870000 sec): 3 clusters Score: Raw -122112.895885 + Penalty 3271.507135 = -118841.388750 nChanged 8 SP:Iteration 12Q (16712.970000 sec): 3 clusters Score: Raw -122128.447311 + Penalty 3271.507135 = -118856.940176 nChanged 9 SP:Iteration 13Q (16713.120000 sec): 3 clusters Score: Raw -122149.345018 + Penalty 3271.507135 = -118877.837883 nChanged 11 SP:Iteration 14Q (16713.240000 sec): 3 clusters Score: Raw -122167.551765 + Penalty 3271.507135 = -118896.044630 nChanged 4 SP:Iteration 15Q (16713.470000 sec): 3 clusters Score: Raw -122172.519681 + Penalty 3271.507135 = -118901.012546 nChanged 2 SP:Iteration 16Q (16713.600000 sec): 3 clusters Score: Raw -122177.273129 + Penalty 3271.507135 = -118905.765994 nChanged 1 SP:Iteration 17Q (16713.810000 sec): 3 clusters Score: Raw -122178.540794 + Penalty 3271.507135 = -118907.033659 nChanged 2 SP:Iteration 18Q (16713.980000 sec): 3 clusters Score: Raw -122181.530157 + Penalty 3271.507135 = -118910.023022 nChanged 1 SP:Iteration 19Q (16714.180000 sec): 3 clusters Score: Raw -122182.888844 + Penalty 3271.507135 = -118911.381709 nChanged 1 SP:Iteration 20F (16714.320000 sec): 3 clusters Score: Raw -122185.462787 + Penalty 3271.507135 = -118913.955652 nChanged 1 SP:Iteration 21Q (16714.520000 sec): 3 clusters Score: Raw -122186.304479 + Penalty 3271.507135 = -118914.797344 nChanged 0 SP:Iteration 22F (16714.700000 sec): 3 clusters Score: Raw -122186.304479 + Penalty 3271.507135 = -118914.797344 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 3 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16714.780000 sec): 2 clusters Score: Raw -132417.571405 + Penalty 1659.636768 = -130757.934637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16715.020000 sec): 3 clusters Score: Raw -132322.098980 + Penalty 3319.273536 = -129002.825444 nChanged 187 SP:Iteration 1F (16715.200000 sec): 3 clusters Score: Raw -132574.445942 + Penalty 3319.273536 = -129255.172406 nChanged 59 SP:Iteration 2F (16715.470000 sec): 3 clusters Score: Raw -132686.420923 + Penalty 3319.273536 = -129367.147387 nChanged 51 SP:Iteration 3F (16715.650000 sec): 3 clusters Score: Raw -132788.458251 + Penalty 3319.273536 = -129469.184715 nChanged 40 SP:Iteration 4Q (16715.850000 sec): 3 clusters Score: Raw -132883.299104 + Penalty 3319.273536 = -129564.025567 nChanged 31 SP:Iteration 5Q (16716.060000 sec): 3 clusters Score: Raw -132965.870450 + Penalty 3319.273536 = -129646.596913 nChanged 25 SP:Iteration 6Q (16716.280000 sec): 3 clusters Score: Raw -133048.199025 + Penalty 3319.273536 = -129728.925489 nChanged 32 SP:Iteration 7Q (16716.430000 sec): 3 clusters Score: Raw -133122.974447 + Penalty 3319.273536 = -129803.700911 nChanged 16 SP:Iteration 8Q (16716.610000 sec): 3 clusters Score: Raw -133154.855809 + Penalty 3319.273536 = -129835.582273 nChanged 13 SP:Iteration 9Q (16716.830000 sec): 3 clusters Score: Raw -133190.983762 + Penalty 3319.273536 = -129871.710226 nChanged 9 SP:Iteration 10Q (16716.990000 sec): 3 clusters Score: Raw -133205.460884 + Penalty 3319.273536 = -129886.187348 nChanged 5 SP:Iteration 11Q (16717.230000 sec): 3 clusters Score: Raw -133221.669310 + Penalty 3319.273536 = -129902.395774 nChanged 4 SP:Iteration 12Q (16717.370000 sec): 3 clusters Score: Raw -133241.612283 + Penalty 3319.273536 = -129922.338746 nChanged 9 SP:Iteration 13Q (16717.590000 sec): 3 clusters Score: Raw -133290.224653 + Penalty 3319.273536 = -129970.951117 nChanged 13 SP:Iteration 14Q (16717.750000 sec): 3 clusters Score: Raw -133318.311183 + Penalty 3319.273536 = -129999.037647 nChanged 3 SP:Iteration 15Q (16717.950000 sec): 3 clusters Score: Raw -133321.920132 + Penalty 3319.273536 = -130002.646595 nChanged 1 SP:Iteration 16Q (16718.200000 sec): 3 clusters Score: Raw -133322.489235 + Penalty 3319.273536 = -130003.215698 nChanged 0 SP:Iteration 17F (16718.380000 sec): 3 clusters Score: Raw -133322.489235 + Penalty 3319.273536 = -130003.215698 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 4 (702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16718.460000 sec): 2 clusters Score: Raw -123030.504566 + Penalty 1625.375484 = -121405.129082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16718.680000 sec): 3 clusters Score: Raw -122971.810287 + Penalty 3250.750968 = -119721.059318 nChanged 158 SP:Iteration 1F (16718.840000 sec): 3 clusters Score: Raw -123193.165579 + Penalty 3250.750968 = -119942.414611 nChanged 47 SP:Iteration 2F (16719.010000 sec): 3 clusters Score: Raw -123273.465935 + Penalty 3250.750968 = -120022.714967 nChanged 23 SP:Iteration 3Q (16719.210000 sec): 3 clusters Score: Raw -123305.060061 + Penalty 3250.750968 = -120054.309092 nChanged 14 SP:Iteration 4Q (16719.360000 sec): 3 clusters Score: Raw -123338.938075 + Penalty 3250.750968 = -120088.187107 nChanged 11 SP:Iteration 5Q (16719.560000 sec): 3 clusters Score: Raw -123364.306025 + Penalty 3250.750968 = -120113.555056 nChanged 11 SP:Iteration 6Q (16719.760000 sec): 3 clusters Score: Raw -123375.667423 + Penalty 3250.750968 = -120124.916455 nChanged 10 SP:Iteration 7Q (16719.970000 sec): 3 clusters Score: Raw -123385.253372 + Penalty 3250.750968 = -120134.502404 nChanged 7 SP:Iteration 8Q (16720.160000 sec): 3 clusters Score: Raw -123394.290422 + Penalty 3250.750968 = -120143.539453 nChanged 4 SP:Iteration 9Q (16720.330000 sec): 3 clusters Score: Raw -123398.045568 + Penalty 3250.750968 = -120147.294600 nChanged 6 SP:Iteration 10Q (16720.550000 sec): 3 clusters Score: Raw -123404.688002 + Penalty 3250.750968 = -120153.937033 nChanged 7 SP:Iteration 11Q (16720.740000 sec): 3 clusters Score: Raw -123418.019116 + Penalty 3250.750968 = -120167.268147 nChanged 3 SP:Iteration 12Q (16721.000000 sec): 3 clusters Score: Raw -123425.902885 + Penalty 3250.750968 = -120175.151917 nChanged 4 SP:Iteration 13Q (16721.140000 sec): 3 clusters Score: Raw -123432.200127 + Penalty 3250.750968 = -120181.449158 nChanged 5 SP:Iteration 14Q (16721.340000 sec): 3 clusters Score: Raw -123439.044707 + Penalty 3250.750968 = -120188.293739 nChanged 4 SP:Iteration 15Q (16721.500000 sec): 3 clusters Score: Raw -123448.845383 + Penalty 3250.750968 = -120198.094415 nChanged 8 SP:Iteration 16Q (16721.670000 sec): 3 clusters Score: Raw -123469.350869 + Penalty 3250.750968 = -120218.599901 nChanged 7 SP:Iteration 17Q (16721.870000 sec): 3 clusters Score: Raw -123485.550504 + Penalty 3250.750968 = -120234.799536 nChanged 15 SP:Iteration 18Q (16722.040000 sec): 3 clusters Score: Raw -123512.338895 + Penalty 3250.750968 = -120261.587926 nChanged 9 SP:Iteration 19Q (16722.240000 sec): 3 clusters Score: Raw -123539.724779 + Penalty 3250.750968 = -120288.973811 nChanged 12 SP:Iteration 20F (16722.460000 sec): 3 clusters Score: Raw -123581.954541 + Penalty 3250.750968 = -120331.203573 nChanged 16 SP:Iteration 21Q (16722.650000 sec): 3 clusters Score: Raw -123649.309145 + Penalty 3250.750968 = -120398.558177 nChanged 13 SP:Iteration 22Q (16722.850000 sec): 3 clusters Score: Raw -123693.386441 + Penalty 3250.750968 = -120442.635473 nChanged 13 SP:Iteration 23Q (16723.020000 sec): 3 clusters Score: Raw -123740.370842 + Penalty 3250.750968 = -120489.619873 nChanged 8 SP:Iteration 24Q (16723.220000 sec): 3 clusters Score: Raw -123788.523177 + Penalty 3250.750968 = -120537.772208 nChanged 17 SP:Iteration 25Q (16723.380000 sec): 3 clusters Score: Raw -123850.824033 + Penalty 3250.750968 = -120600.073065 nChanged 12 SP:Iteration 26Q (16723.560000 sec): 3 clusters Score: Raw -123936.643897 + Penalty 3250.750968 = -120685.892929 nChanged 19 SP:Iteration 27Q (16723.740000 sec): 3 clusters Score: Raw -124016.812950 + Penalty 3250.750968 = -120766.061982 nChanged 11 SP:Iteration 28Q (16723.900000 sec): 3 clusters Score: Raw -124065.640021 + Penalty 3250.750968 = -120814.889053 nChanged 11 SP:Iteration 29Q (16724.080000 sec): 3 clusters Score: Raw -124112.689003 + Penalty 3250.750968 = -120861.938034 nChanged 7 SP:Iteration 30Q (16724.310000 sec): 3 clusters Score: Raw -124141.735321 + Penalty 3250.750968 = -120890.984353 nChanged 5 SP:Iteration 31Q (16724.530000 sec): 3 clusters Score: Raw -124160.111691 + Penalty 3250.750968 = -120909.360723 nChanged 8 SP:Iteration 32Q (16724.720000 sec): 3 clusters Score: Raw -124185.687781 + Penalty 3250.750968 = -120934.936812 nChanged 7 SP:Iteration 33Q (16724.880000 sec): 3 clusters Score: Raw -124204.435464 + Penalty 3250.750968 = -120953.684495 nChanged 8 SP:Iteration 34Q (16725.080000 sec): 3 clusters Score: Raw -124224.935076 + Penalty 3250.750968 = -120974.184108 nChanged 8 SP:Iteration 35Q (16725.250000 sec): 3 clusters Score: Raw -124253.919588 + Penalty 3250.750968 = -121003.168620 nChanged 7 SP:Iteration 36Q (16725.470000 sec): 3 clusters Score: Raw -124273.977612 + Penalty 3250.750968 = -121023.226643 nChanged 4 SP:Iteration 37Q (16725.620000 sec): 3 clusters Score: Raw -124287.348710 + Penalty 3250.750968 = -121036.597741 nChanged 5 SP:Iteration 38Q (16725.800000 sec): 3 clusters Score: Raw -124304.172878 + Penalty 3250.750968 = -121053.421909 nChanged 9 SP:Iteration 39Q (16725.970000 sec): 3 clusters Score: Raw -124329.377671 + Penalty 3250.750968 = -121078.626703 nChanged 4 SP:Iteration 40F (16726.190000 sec): 3 clusters Score: Raw -124340.040324 + Penalty 3250.750968 = -121089.289355 nChanged 5 SP:Iteration 41Q (16726.360000 sec): 3 clusters Score: Raw -124355.583874 + Penalty 3250.750968 = -121104.832905 nChanged 4 SP:Iteration 42Q (16726.600000 sec): 3 clusters Score: Raw -124364.078924 + Penalty 3250.750968 = -121113.327956 nChanged 4 SP:Iteration 43Q (16726.810000 sec): 3 clusters Score: Raw -124372.917459 + Penalty 3250.750968 = -121122.166491 nChanged 3 SP:Iteration 44Q (16727.000000 sec): 3 clusters Score: Raw -124382.124143 + Penalty 3250.750968 = -121131.373175 nChanged 1 SP:Iteration 45Q (16727.210000 sec): 3 clusters Score: Raw -124386.560109 + Penalty 3250.750968 = -121135.809141 nChanged 1 SP:Iteration 46Q (16727.400000 sec): 3 clusters Score: Raw -124388.486398 + Penalty 3250.750968 = -121137.735430 nChanged 1 SP:Iteration 47Q (16727.630000 sec): 3 clusters Score: Raw -124392.139827 + Penalty 3250.750968 = -121141.388859 nChanged 1 SP:Iteration 48Q (16727.860000 sec): 3 clusters Score: Raw -124393.562719 + Penalty 3250.750968 = -121142.811751 nChanged 2 SP:Iteration 49Q (16728.080000 sec): 3 clusters Score: Raw -124401.632546 + Penalty 3250.750968 = -121150.881577 nChanged 2 SP:Iteration 50Q (16728.290000 sec): 3 clusters Score: Raw -124406.605916 + Penalty 3250.750968 = -121155.854948 nChanged 2 SP:Iteration 51Q (16728.510000 sec): 3 clusters Score: Raw -124411.279471 + Penalty 3250.750968 = -121160.528503 nChanged 3 SP:Iteration 52Q (16728.680000 sec): 3 clusters Score: Raw -124419.665710 + Penalty 3250.750968 = -121168.914741 nChanged 2 SP:Iteration 53Q (16728.860000 sec): 3 clusters Score: Raw -124423.356802 + Penalty 3250.750968 = -121172.605834 nChanged 2 SP:Iteration 54Q (16729.070000 sec): 3 clusters Score: Raw -124434.057700 + Penalty 3250.750968 = -121183.306732 nChanged 7 SP:Iteration 55Q (16729.240000 sec): 3 clusters Score: Raw -124462.987648 + Penalty 3250.750968 = -121212.236679 nChanged 8 SP:Iteration 56Q (16729.410000 sec): 3 clusters Score: Raw -124486.037364 + Penalty 3250.750968 = -121235.286396 nChanged 3 SP:Iteration 57Q (16729.620000 sec): 3 clusters Score: Raw -124503.121364 + Penalty 3250.750968 = -121252.370396 nChanged 6 SP:Iteration 58Q (16729.830000 sec): 3 clusters Score: Raw -124522.155173 + Penalty 3250.750968 = -121271.404204 nChanged 6 SP:Iteration 59Q (16730.010000 sec): 3 clusters Score: Raw -124536.724301 + Penalty 3250.750968 = -121285.973332 nChanged 3 SP:Iteration 60F (16730.230000 sec): 3 clusters Score: Raw -124545.500247 + Penalty 3250.750968 = -121294.749279 nChanged 3 SP:Iteration 61Q (16730.390000 sec): 3 clusters Score: Raw -124555.961756 + Penalty 3250.750968 = -121305.210787 nChanged 2 SP:Iteration 62Q (16730.550000 sec): 3 clusters Score: Raw -124560.629490 + Penalty 3250.750968 = -121309.878522 nChanged 1 SP:Iteration 63Q (16730.760000 sec): 3 clusters Score: Raw -124566.027361 + Penalty 3250.750968 = -121315.276392 nChanged 3 SP:Iteration 64Q (16730.910000 sec): 3 clusters Score: Raw -124576.937930 + Penalty 3250.750968 = -121326.186962 nChanged 1 SP:Iteration 65Q (16731.140000 sec): 3 clusters Score: Raw -124581.936027 + Penalty 3250.750968 = -121331.185058 nChanged 0 SP:Iteration 66F (16731.340000 sec): 3 clusters Score: Raw -124581.936027 + Penalty 3250.750968 = -121331.185058 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 5 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16731.440000 sec): 2 clusters Score: Raw -48470.928028 + Penalty 1417.005736 = -47053.922293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16731.660000 sec): 3 clusters Score: Raw -48634.421073 + Penalty 2834.011472 = -45800.409602 nChanged 40 SP:Iteration 1F (16731.830000 sec): 3 clusters Score: Raw -48756.912350 + Penalty 2834.011472 = -45922.900879 nChanged 12 SP:Iteration 2Q (16732.040000 sec): 3 clusters Score: Raw -48799.462836 + Penalty 2834.011472 = -45965.451365 nChanged 6 SP:Iteration 3Q (16732.210000 sec): 3 clusters Score: Raw -48819.592355 + Penalty 2834.011472 = -45985.580883 nChanged 4 SP:Iteration 4Q (16732.420000 sec): 3 clusters Score: Raw -48827.778027 + Penalty 2834.011472 = -45993.766555 nChanged 3 SP:Iteration 5Q (16732.620000 sec): 3 clusters Score: Raw -48835.502823 + Penalty 2834.011472 = -46001.491351 nChanged 3 SP:Iteration 6Q (16732.770000 sec): 3 clusters Score: Raw -48839.909342 + Penalty 2834.011472 = -46005.897871 nChanged 2 SP:Iteration 7Q (16732.940000 sec): 3 clusters Score: Raw -48844.931636 + Penalty 2834.011472 = -46010.920164 nChanged 1 SP:Iteration 8Q (16733.140000 sec): 3 clusters Score: Raw -48847.661465 + Penalty 2834.011472 = -46013.649993 nChanged 1 SP:Iteration 9Q (16733.330000 sec): 3 clusters Score: Raw -48849.222733 + Penalty 2834.011472 = -46015.211262 nChanged 0 SP:Iteration 10F (16733.510000 sec): 3 clusters Score: Raw -48849.222733 + Penalty 2834.011472 = -46015.211262 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 6 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16733.600000 sec): 2 clusters Score: Raw -97917.907951 + Penalty 1570.653348 = -96347.254603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16733.760000 sec): 3 clusters Score: Raw -97918.710525 + Penalty 3141.306696 = -94777.403830 nChanged 109 SP:Iteration 1F (16733.980000 sec): 3 clusters Score: Raw -98095.715083 + Penalty 3141.306696 = -94954.408388 nChanged 26 SP:Iteration 2Q (16734.170000 sec): 3 clusters Score: Raw -98139.150961 + Penalty 3141.306696 = -94997.844266 nChanged 8 SP:Iteration 3Q (16734.330000 sec): 3 clusters Score: Raw -98152.850584 + Penalty 3141.306696 = -95011.543889 nChanged 4 SP:Iteration 4Q (16734.560000 sec): 3 clusters Score: Raw -98183.420144 + Penalty 3141.306696 = -95042.113448 nChanged 8 SP:Iteration 5Q (16734.740000 sec): 3 clusters Score: Raw -98202.581846 + Penalty 3141.306696 = -95061.275150 nChanged 5 SP:Iteration 6Q (16734.900000 sec): 3 clusters Score: Raw -98215.967248 + Penalty 3141.306696 = -95074.660552 nChanged 2 SP:Iteration 7Q (16735.110000 sec): 3 clusters Score: Raw -98223.411173 + Penalty 3141.306696 = -95082.104478 nChanged 3 SP:Iteration 8Q (16735.340000 sec): 3 clusters Score: Raw -98227.545694 + Penalty 3141.306696 = -95086.238999 nChanged 2 SP:Iteration 9Q (16735.500000 sec): 3 clusters Score: Raw -98229.372607 + Penalty 3141.306696 = -95088.065911 nChanged 0 SP:Iteration 10F (16735.740000 sec): 3 clusters Score: Raw -98229.372607 + Penalty 3141.306696 = -95088.065911 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 7 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16735.800000 sec): 2 clusters Score: Raw -90580.926794 + Penalty 1581.428283 = -88999.498511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16735.990000 sec): 3 clusters Score: Raw -90597.814405 + Penalty 3162.856566 = -87434.957839 nChanged 117 SP:Iteration 1F (16736.210000 sec): 3 clusters Score: Raw -90893.536931 + Penalty 3162.856566 = -87730.680365 nChanged 52 SP:Iteration 2F (16736.370000 sec): 3 clusters Score: Raw -91103.435764 + Penalty 3162.856566 = -87940.579198 nChanged 32 SP:Iteration 3F (16736.590000 sec): 3 clusters Score: Raw -91197.142519 + Penalty 3162.856566 = -88034.285953 nChanged 23 SP:Iteration 4Q (16736.730000 sec): 3 clusters Score: Raw -91271.536928 + Penalty 3162.856566 = -88108.680362 nChanged 13 SP:Iteration 5Q (16736.960000 sec): 3 clusters Score: Raw -91322.509538 + Penalty 3162.856566 = -88159.652971 nChanged 22 SP:Iteration 6Q (16737.150000 sec): 3 clusters Score: Raw -91423.204922 + Penalty 3162.856566 = -88260.348356 nChanged 13 SP:Iteration 7Q (16737.340000 sec): 3 clusters Score: Raw -91471.156927 + Penalty 3162.856566 = -88308.300361 nChanged 6 SP:Iteration 8Q (16737.520000 sec): 3 clusters Score: Raw -91510.421727 + Penalty 3162.856566 = -88347.565161 nChanged 5 SP:Iteration 9Q (16737.770000 sec): 3 clusters Score: Raw -91529.129909 + Penalty 3162.856566 = -88366.273343 nChanged 5 SP:Iteration 10Q (16737.920000 sec): 3 clusters Score: Raw -91539.184286 + Penalty 3162.856566 = -88376.327720 nChanged 4 SP:Iteration 11Q (16738.110000 sec): 3 clusters Score: Raw -91549.136238 + Penalty 3162.856566 = -88386.279672 nChanged 4 SP:Iteration 12Q (16738.330000 sec): 3 clusters Score: Raw -91573.299228 + Penalty 3162.856566 = -88410.442661 nChanged 5 SP:Iteration 13Q (16738.510000 sec): 3 clusters Score: Raw -91590.162807 + Penalty 3162.856566 = -88427.306241 nChanged 3 SP:Iteration 14Q (16738.690000 sec): 3 clusters Score: Raw -91598.400538 + Penalty 3162.856566 = -88435.543972 nChanged 1 SP:Iteration 15Q (16738.900000 sec): 3 clusters Score: Raw -91600.310685 + Penalty 3162.856566 = -88437.454119 nChanged 0 SP:Iteration 16F (16739.090000 sec): 3 clusters Score: Raw -91600.310685 + Penalty 3162.856566 = -88437.454119 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 8 (784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16739.170000 sec): 2 clusters Score: Raw -132752.540585 + Penalty 1652.773437 = -131099.767148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16739.380000 sec): 3 clusters Score: Raw -132637.509315 + Penalty 3305.546874 = -129331.962441 nChanged 188 SP:Iteration 1F (16739.520000 sec): 3 clusters Score: Raw -132924.840391 + Penalty 3305.546874 = -129619.293517 nChanged 58 SP:Iteration 2F (16739.750000 sec): 3 clusters Score: Raw -133028.034763 + Penalty 3305.546874 = -129722.487889 nChanged 25 SP:Iteration 3Q (16739.900000 sec): 3 clusters Score: Raw -133074.898640 + Penalty 3305.546874 = -129769.351766 nChanged 11 SP:Iteration 4Q (16740.110000 sec): 3 clusters Score: Raw -133101.483500 + Penalty 3305.546874 = -129795.936626 nChanged 12 SP:Iteration 5Q (16740.340000 sec): 3 clusters Score: Raw -133128.801359 + Penalty 3305.546874 = -129823.254485 nChanged 6 SP:Iteration 6Q (16740.520000 sec): 3 clusters Score: Raw -133143.052723 + Penalty 3305.546874 = -129837.505849 nChanged 5 SP:Iteration 7Q (16740.670000 sec): 3 clusters Score: Raw -133151.426514 + Penalty 3305.546874 = -129845.879640 nChanged 4 SP:Iteration 8Q (16740.850000 sec): 3 clusters Score: Raw -133157.783532 + Penalty 3305.546874 = -129852.236658 nChanged 2 SP:Iteration 9Q (16741.030000 sec): 3 clusters Score: Raw -133160.668738 + Penalty 3305.546874 = -129855.121864 nChanged 0 SP:Iteration 10F (16741.200000 sec): 3 clusters Score: Raw -133160.668738 + Penalty 3305.546874 = -129855.121864 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 9 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16741.320000 sec): 2 clusters Score: Raw -21322.437211 + Penalty 1244.285400 = -20078.151812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16741.470000 sec): 3 clusters Score: Raw -21667.017675 + Penalty 2488.570799 = -19178.446876 nChanged 11 SP:Iteration 1F (16741.650000 sec): 3 clusters Score: Raw -21738.240968 + Penalty 2488.570799 = -19249.670169 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 10 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16741.710000 sec): 2 clusters Score: Raw -15778.826961 + Penalty 1176.743168 = -14602.083793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16741.930000 sec): 3 clusters Score: Raw -16186.666381 + Penalty 2353.486336 = -13833.180045 nChanged 4 SP:Iteration 1Q (16742.060000 sec): 3 clusters Score: Raw -16246.175831 + Penalty 2353.486336 = -13892.689496 nChanged 0 SP:Iteration 2F (16742.240000 sec): 3 clusters Score: Raw -16246.175831 + Penalty 2353.486336 = -13892.689496 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 11 (1528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16742.330000 sec): 2 clusters Score: Raw -257360.623811 + Penalty 1818.265312 = -255542.358498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16742.520000 sec): 3 clusters Score: Raw -256958.447296 + Penalty 3636.530625 = -253321.916671 nChanged 439 SP:Iteration 1F (16742.730000 sec): 3 clusters Score: Raw -257355.816778 + Penalty 3636.530625 = -253719.286153 nChanged 121 SP:Iteration 2F (16742.890000 sec): 3 clusters Score: Raw -257524.412284 + Penalty 3636.530625 = -253887.881659 nChanged 94 SP:Iteration 3F (16743.110000 sec): 3 clusters Score: Raw -257673.849218 + Penalty 3636.530625 = -254037.318593 nChanged 88 SP:Iteration 4F (16743.280000 sec): 3 clusters Score: Raw -257869.787958 + Penalty 3636.530625 = -254233.257333 nChanged 93 SP:Iteration 5F (16743.430000 sec): 3 clusters Score: Raw -258101.832302 + Penalty 3636.530625 = -254465.301677 nChanged 106 SP:Iteration 6F (16743.620000 sec): 3 clusters Score: Raw -258393.698519 + Penalty 3636.530625 = -254757.167894 nChanged 91 SP:Iteration 7F (16743.830000 sec): 3 clusters Score: Raw -258668.933673 + Penalty 3636.530625 = -255032.403048 nChanged 77 SP:Iteration 8F (16744.040000 sec): 3 clusters Score: Raw -258868.825165 + Penalty 3636.530625 = -255232.294540 nChanged 46 SP:Iteration 9Q (16744.230000 sec): 3 clusters Score: Raw -258934.079491 + Penalty 3636.530625 = -255297.548866 nChanged 31 SP:Iteration 10Q (16744.410000 sec): 3 clusters Score: Raw -258970.236375 + Penalty 3636.530625 = -255333.705750 nChanged 21 SP:Iteration 11Q (16744.600000 sec): 3 clusters Score: Raw -258992.910834 + Penalty 3636.530625 = -255356.380209 nChanged 18 SP:Iteration 12Q (16744.810000 sec): 3 clusters Score: Raw -259010.777447 + Penalty 3636.530625 = -255374.246822 nChanged 12 SP:Iteration 13Q (16744.970000 sec): 3 clusters Score: Raw -259031.961645 + Penalty 3636.530625 = -255395.431020 nChanged 12 SP:Iteration 14Q (16745.170000 sec): 3 clusters Score: Raw -259054.638242 + Penalty 3636.530625 = -255418.107617 nChanged 15 SP:Iteration 15Q (16745.340000 sec): 3 clusters Score: Raw -259075.956426 + Penalty 3636.530625 = -255439.425801 nChanged 9 SP:Iteration 16Q (16745.540000 sec): 3 clusters Score: Raw -259098.039258 + Penalty 3636.530625 = -255461.508633 nChanged 15 SP:Iteration 17Q (16745.720000 sec): 3 clusters Score: Raw -259116.225578 + Penalty 3636.530625 = -255479.694953 nChanged 8 SP:Iteration 18Q (16745.930000 sec): 3 clusters Score: Raw -259124.210185 + Penalty 3636.530625 = -255487.679560 nChanged 7 SP:Iteration 19Q (16746.090000 sec): 3 clusters Score: Raw -259128.666378 + Penalty 3636.530625 = -255492.135753 nChanged 2 SP:Iteration 20F (16746.270000 sec): 3 clusters Score: Raw -259129.404249 + Penalty 3636.530625 = -255492.873624 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 12 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16746.390000 sec): 2 clusters Score: Raw -65463.810528 + Penalty 1503.818732 = -63959.991796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16746.590000 sec): 3 clusters Score: Raw -65643.992023 + Penalty 3007.637464 = -62636.354559 nChanged 89 SP:Iteration 1F (16746.770000 sec): 3 clusters Score: Raw -65960.348784 + Penalty 3007.637464 = -62952.711320 nChanged 31 SP:Iteration 2F (16746.970000 sec): 3 clusters Score: Raw -66062.262506 + Penalty 3007.637464 = -63054.625043 nChanged 13 SP:Iteration 3Q (16747.180000 sec): 3 clusters Score: Raw -66137.796878 + Penalty 3007.637464 = -63130.159415 nChanged 11 SP:Iteration 4Q (16747.360000 sec): 3 clusters Score: Raw -66242.331163 + Penalty 3007.637464 = -63234.693700 nChanged 13 SP:Iteration 5Q (16747.540000 sec): 3 clusters Score: Raw -66311.582342 + Penalty 3007.637464 = -63303.944878 nChanged 15 SP:Iteration 6Q (16747.720000 sec): 3 clusters Score: Raw -66382.523297 + Penalty 3007.637464 = -63374.885833 nChanged 14 SP:Iteration 7Q (16747.910000 sec): 3 clusters Score: Raw -66494.726773 + Penalty 3007.637464 = -63487.089310 nChanged 9 SP:Iteration 8Q (16748.110000 sec): 3 clusters Score: Raw -66548.295206 + Penalty 3007.637464 = -63540.657743 nChanged 8 SP:Iteration 9Q (16748.300000 sec): 3 clusters Score: Raw -66585.764338 + Penalty 3007.637464 = -63578.126875 nChanged 4 SP:Iteration 10Q (16748.480000 sec): 3 clusters Score: Raw -66597.220532 + Penalty 3007.637464 = -63589.583069 nChanged 2 SP:Iteration 11Q (16748.680000 sec): 3 clusters Score: Raw -66605.178628 + Penalty 3007.637464 = -63597.541164 nChanged 2 SP:Iteration 12Q (16748.870000 sec): 3 clusters Score: Raw -66624.205827 + Penalty 3007.637464 = -63616.568364 nChanged 1 SP:Iteration 13Q (16749.030000 sec): 3 clusters Score: Raw -66630.417772 + Penalty 3007.637464 = -63622.780308 nChanged 2 SP:Iteration 14Q (16749.230000 sec): 3 clusters Score: Raw -66636.293033 + Penalty 3007.637464 = -63628.655569 nChanged 0 SP:Iteration 15F (16749.400000 sec): 3 clusters Score: Raw -66636.293033 + Penalty 3007.637464 = -63628.655569 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 13 (8494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16749.580000 sec): 2 clusters Score: Raw -1590794.679119 + Penalty 2243.684597 = -1588550.994522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16749.800000 sec): 3 clusters Score: Raw -1586295.985542 + Penalty 4487.369194 = -1581808.616348 nChanged 3515 SP:Iteration 1F (16750.020000 sec): 3 clusters Score: Raw -1588193.056001 + Penalty 4487.369194 = -1583705.686806 nChanged 607 SP:Iteration 2F (16750.260000 sec): 3 clusters Score: Raw -1588505.393499 + Penalty 4487.369194 = -1584018.024305 nChanged 484 SP:Iteration 3F (16750.520000 sec): 3 clusters Score: Raw -1588780.987849 + Penalty 4487.369194 = -1584293.618655 nChanged 443 SP:Iteration 4F (16750.800000 sec): 3 clusters Score: Raw -1589059.533725 + Penalty 4487.369194 = -1584572.164531 nChanged 430 SP:Iteration 5F (16750.990000 sec): 3 clusters Score: Raw -1589353.699140 + Penalty 4487.369194 = -1584866.329945 nChanged 446 SP:Iteration 6F (16751.250000 sec): 3 clusters Score: Raw -1589697.504312 + Penalty 4487.369194 = -1585210.135118 nChanged 454 SP:Iteration 7F (16751.530000 sec): 3 clusters Score: Raw -1590064.091351 + Penalty 4487.369194 = -1585576.722156 nChanged 495 SP:Iteration 8F (16751.790000 sec): 3 clusters Score: Raw -1590495.941648 + Penalty 4487.369194 = -1586008.572454 nChanged 440 SP:Iteration 9F (16752.030000 sec): 3 clusters Score: Raw -1590862.654984 + Penalty 4487.369194 = -1586375.285789 nChanged 362 SP:Iteration 10Q (16752.260000 sec): 3 clusters Score: Raw -1591149.526148 + Penalty 4487.369194 = -1586662.156954 nChanged 266 SP:Iteration 11Q (16752.550000 sec): 3 clusters Score: Raw -1591325.761526 + Penalty 4487.369194 = -1586838.392332 nChanged 157 SP:Iteration 12Q (16752.790000 sec): 3 clusters Score: Raw -1591416.887169 + Penalty 4487.369194 = -1586929.517975 nChanged 90 SP:Iteration 13Q (16753.010000 sec): 3 clusters Score: Raw -1591456.926933 + Penalty 4487.369194 = -1586969.557739 nChanged 42 SP:Iteration 14Q (16753.260000 sec): 3 clusters Score: Raw -1591473.119526 + Penalty 4487.369194 = -1586985.750332 nChanged 23 SP:Iteration 15Q (16753.470000 sec): 3 clusters Score: Raw -1591479.748402 + Penalty 4487.369194 = -1586992.379208 nChanged 11 SP:Iteration 16Q (16753.720000 sec): 3 clusters Score: Raw -1591483.208758 + Penalty 4487.369194 = -1586995.839563 nChanged 9 SP:Iteration 17Q (16753.910000 sec): 3 clusters Score: Raw -1591485.751035 + Penalty 4487.369194 = -1586998.381841 nChanged 9 SP:Iteration 18Q (16754.190000 sec): 3 clusters Score: Raw -1591488.228256 + Penalty 4487.369194 = -1587000.859062 nChanged 5 SP:Iteration 19Q (16754.440000 sec): 3 clusters Score: Raw -1591489.925351 + Penalty 4487.369194 = -1587002.556157 nChanged 4 SP:Iteration 20F (16754.630000 sec): 3 clusters Score: Raw -1591491.377621 + Penalty 4487.369194 = -1587004.008427 nChanged 5 SP:Iteration 21Q (16754.870000 sec): 3 clusters Score: Raw -1591492.366480 + Penalty 4487.369194 = -1587004.997286 nChanged 5 SP:Iteration 22Q (16755.170000 sec): 3 clusters Score: Raw -1591493.043686 + Penalty 4487.369194 = -1587005.674492 nChanged 2 SP:Iteration 23Q (16755.390000 sec): 3 clusters Score: Raw -1591493.477828 + Penalty 4487.369194 = -1587006.108633 nChanged 2 SP:Iteration 24Q (16755.610000 sec): 3 clusters Score: Raw -1591494.078016 + Penalty 4487.369194 = -1587006.708822 nChanged 4 SP:Iteration 25Q (16755.830000 sec): 3 clusters Score: Raw -1591495.178449 + Penalty 4487.369194 = -1587007.809255 nChanged 2 SP:Iteration 26Q (16756.090000 sec): 3 clusters Score: Raw -1591495.660374 + Penalty 4487.369194 = -1587008.291180 nChanged 1 SP:Iteration 27Q (16756.370000 sec): 3 clusters Score: Raw -1591495.899096 + Penalty 4487.369194 = -1587008.529902 nChanged 0 SP:Iteration 28F (16756.600000 sec): 3 clusters Score: Raw -1591495.899096 + Penalty 4487.369194 = -1587008.529902 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 14 (178761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16757.590000 sec): 2 clusters Score: Raw -34386490.316287 + Penalty 2999.263639 = -34383491.052648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16758.790000 sec): 3 clusters Score: Raw -34269827.222419 + Penalty 5998.527279 = -34263828.695141 nChanged 85467 SP:Iteration 1F (16759.990000 sec): 3 clusters Score: Raw -34319745.135081 + Penalty 5998.527279 = -34313746.607802 nChanged 5836 SP:Iteration 2Q (16761.110000 sec): 3 clusters Score: Raw -34321308.095504 + Penalty 5998.527279 = -34315309.568226 nChanged 7280 SP:Iteration 3Q (16762.240000 sec): 3 clusters Score: Raw -34323878.759721 + Penalty 5998.527279 = -34317880.232443 nChanged 9307 SP:Iteration 4F (16763.420000 sec): 3 clusters Score: Raw -34328256.718396 + Penalty 5998.527279 = -34322258.191118 nChanged 11693 SP:Iteration 5F (16764.610000 sec): 3 clusters Score: Raw -34335318.306687 + Penalty 5998.527279 = -34329319.779408 nChanged 13617 SP:Iteration 6F (16765.760000 sec): 3 clusters Score: Raw -34345112.873452 + Penalty 5998.527279 = -34339114.346174 nChanged 14072 SP:Iteration 7F (16766.890000 sec): 3 clusters Score: Raw -34356956.622116 + Penalty 5998.527279 = -34350958.094838 nChanged 12967 SP:Iteration 8F (16767.970000 sec): 3 clusters Score: Raw -34369161.983839 + Penalty 5998.527279 = -34363163.456560 nChanged 9757 SP:Iteration 9F (16769.010000 sec): 3 clusters Score: Raw -34378764.140373 + Penalty 5998.527279 = -34372765.613094 nChanged 5315 SP:Iteration 10Q (16770.050000 sec): 3 clusters Score: Raw -34383895.365718 + Penalty 5998.527279 = -34377896.838439 nChanged 2035 SP:Iteration 11Q (16771.090000 sec): 3 clusters Score: Raw -34385790.876325 + Penalty 5998.527279 = -34379792.349046 nChanged 622 SP:Iteration 12Q (16771.950000 sec): 3 clusters Score: Raw -34386399.256881 + Penalty 5998.527279 = -34380400.729602 nChanged 204 SP:Iteration 13Q (16772.890000 sec): 3 clusters Score: Raw -34386642.733660 + Penalty 5998.527279 = -34380644.206381 nChanged 82 SP:Iteration 14Q (16773.880000 sec): 3 clusters Score: Raw -34386740.642205 + Penalty 5998.527279 = -34380742.114927 nChanged 42 SP:Iteration 15Q (16774.820000 sec): 3 clusters Score: Raw -34386784.794564 + Penalty 5998.527279 = -34380786.267285 nChanged 30 SP:Iteration 16Q (16775.810000 sec): 3 clusters Score: Raw -34386816.855769 + Penalty 5998.527279 = -34380818.328491 nChanged 18 SP:Iteration 17Q (16776.820000 sec): 3 clusters Score: Raw -34386841.433729 + Penalty 5998.527279 = -34380842.906450 nChanged 14 SP:Iteration 18Q (16777.780000 sec): 3 clusters Score: Raw -34386856.632982 + Penalty 5998.527279 = -34380858.105703 nChanged 10 SP:Iteration 19Q (16778.660000 sec): 3 clusters Score: Raw -34386867.566492 + Penalty 5998.527279 = -34380869.039214 nChanged 8 SP:Iteration 20F (16779.690000 sec): 3 clusters Score: Raw -34386872.480062 + Penalty 5998.527279 = -34380873.952784 nChanged 5 SP:Iteration 21Q (16780.600000 sec): 3 clusters Score: Raw -34386880.663201 + Penalty 5998.527279 = -34380882.135923 nChanged 9 SP:Iteration 22Q (16781.490000 sec): 3 clusters Score: Raw -34386889.847658 + Penalty 5998.527279 = -34380891.320380 nChanged 4 SP:Iteration 23Q (16782.360000 sec): 3 clusters Score: Raw -34386894.394004 + Penalty 5998.527279 = -34380895.866726 nChanged 5 SP:Iteration 24Q (16783.240000 sec): 3 clusters Score: Raw -34386899.206680 + Penalty 5998.527279 = -34380900.679402 nChanged 5 SP:Iteration 25Q (16784.160000 sec): 3 clusters Score: Raw -34386904.076666 + Penalty 5998.527279 = -34380905.549387 nChanged 7 SP:Iteration 26Q (16785.020000 sec): 3 clusters Score: Raw -34386912.007875 + Penalty 5998.527279 = -34380913.480596 nChanged 4 SP:Iteration 27Q (16785.870000 sec): 3 clusters Score: Raw -34386916.451592 + Penalty 5998.527279 = -34380917.924313 nChanged 5 SP:Iteration 28Q (16786.750000 sec): 3 clusters Score: Raw -34386920.985027 + Penalty 5998.527279 = -34380922.457749 nChanged 2 SP:Iteration 29Q (16787.680000 sec): 3 clusters Score: Raw -34386922.433497 + Penalty 5998.527279 = -34380923.906218 nChanged 0 SP:Iteration 30F (16788.770000 sec): 3 clusters Score: Raw -34386922.433497 + Penalty 5998.527279 = -34380923.906218 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 15 (262600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16790.000000 sec): 2 clusters Score: Raw -46560071.474326 + Penalty 3094.640036 = -46556976.834290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16791.580000 sec): 3 clusters Score: Raw -46387139.529774 + Penalty 6189.280071 = -46380950.249702 nChanged 126937 SP:Iteration 1F (16793.240000 sec): 3 clusters Score: Raw -46463718.321829 + Penalty 6189.280071 = -46457529.041757 nChanged 10810 SP:Iteration 2Q (16794.880000 sec): 3 clusters Score: Raw -46467783.360433 + Penalty 6189.280071 = -46461594.080361 nChanged 13723 SP:Iteration 3F (16796.320000 sec): 3 clusters Score: Raw -46474590.948014 + Penalty 6189.280071 = -46468401.667943 nChanged 17285 SP:Iteration 4F (16797.780000 sec): 3 clusters Score: Raw -46485589.988923 + Penalty 6189.280071 = -46479400.708851 nChanged 20398 SP:Iteration 5F (16799.290000 sec): 3 clusters Score: Raw -46501114.779132 + Penalty 6189.280071 = -46494925.499061 nChanged 20982 SP:Iteration 6F (16800.820000 sec): 3 clusters Score: Raw -46518910.646691 + Penalty 6189.280071 = -46512721.366619 nChanged 18090 SP:Iteration 7F (16802.310000 sec): 3 clusters Score: Raw -46534808.022666 + Penalty 6189.280071 = -46528618.742595 nChanged 13306 SP:Iteration 8F (16803.810000 sec): 3 clusters Score: Raw -46546403.378696 + Penalty 6189.280071 = -46540214.098625 nChanged 8369 SP:Iteration 9Q (16805.240000 sec): 3 clusters Score: Raw -46553452.341473 + Penalty 6189.280071 = -46547263.061401 nChanged 4605 SP:Iteration 10Q (16806.650000 sec): 3 clusters Score: Raw -46557215.889728 + Penalty 6189.280071 = -46551026.609656 nChanged 2280 SP:Iteration 11Q (16808.010000 sec): 3 clusters Score: Raw -46559031.956383 + Penalty 6189.280071 = -46552842.676312 nChanged 984 SP:Iteration 12Q (16809.320000 sec): 3 clusters Score: Raw -46559797.584580 + Penalty 6189.280071 = -46553608.304508 nChanged 451 SP:Iteration 13Q (16810.610000 sec): 3 clusters Score: Raw -46560124.717368 + Penalty 6189.280071 = -46553935.437297 nChanged 236 SP:Iteration 14Q (16811.960000 sec): 3 clusters Score: Raw -46560281.482382 + Penalty 6189.280071 = -46554092.202310 nChanged 138 SP:Iteration 15Q (16813.200000 sec): 3 clusters Score: Raw -46560381.269566 + Penalty 6189.280071 = -46554191.989494 nChanged 83 SP:Iteration 16Q (16814.590000 sec): 3 clusters Score: Raw -46560429.388116 + Penalty 6189.280071 = -46554240.108045 nChanged 57 SP:Iteration 17Q (16816.080000 sec): 3 clusters Score: Raw -46560463.684431 + Penalty 6189.280071 = -46554274.404359 nChanged 36 SP:Iteration 18Q (16817.470000 sec): 3 clusters Score: Raw -46560478.500155 + Penalty 6189.280071 = -46554289.220083 nChanged 31 SP:Iteration 19Q (16818.890000 sec): 3 clusters Score: Raw -46560493.642731 + Penalty 6189.280071 = -46554304.362660 nChanged 17 SP:Iteration 20F (16820.490000 sec): 3 clusters Score: Raw -46560503.389409 + Penalty 6189.280071 = -46554314.109337 nChanged 22 SP:Iteration 21Q (16821.870000 sec): 3 clusters Score: Raw -46560516.567893 + Penalty 6189.280071 = -46554327.287821 nChanged 17 SP:Iteration 22Q (16823.200000 sec): 3 clusters Score: Raw -46560526.103963 + Penalty 6189.280071 = -46554336.823891 nChanged 12 SP:Iteration 23Q (16824.550000 sec): 3 clusters Score: Raw -46560532.027072 + Penalty 6189.280071 = -46554342.747001 nChanged 6 SP:Iteration 24Q (16825.710000 sec): 3 clusters Score: Raw -46560535.951317 + Penalty 6189.280071 = -46554346.671245 nChanged 7 SP:Iteration 25Q (16826.900000 sec): 3 clusters Score: Raw -46560541.130887 + Penalty 6189.280071 = -46554351.850815 nChanged 9 SP:Iteration 26Q (16828.220000 sec): 3 clusters Score: Raw -46560545.396103 + Penalty 6189.280071 = -46554356.116032 nChanged 7 SP:Iteration 27Q (16829.490000 sec): 3 clusters Score: Raw -46560549.527119 + Penalty 6189.280071 = -46554360.247047 nChanged 10 SP:Iteration 28Q (16830.810000 sec): 3 clusters Score: Raw -46560555.878113 + Penalty 6189.280071 = -46554366.598042 nChanged 9 SP:Iteration 29Q (16832.110000 sec): 3 clusters Score: Raw -46560559.544273 + Penalty 6189.280071 = -46554370.264201 nChanged 10 SP:Iteration 30Q (16833.320000 sec): 3 clusters Score: Raw -46560565.170428 + Penalty 6189.280071 = -46554375.890357 nChanged 13 SP:Iteration 31Q (16834.590000 sec): 3 clusters Score: Raw -46560571.921560 + Penalty 6189.280071 = -46554382.641489 nChanged 6 SP:Iteration 32Q (16835.870000 sec): 3 clusters Score: Raw -46560575.220774 + Penalty 6189.280071 = -46554385.940703 nChanged 7 SP:Iteration 33Q (16837.130000 sec): 3 clusters Score: Raw -46560578.399276 + Penalty 6189.280071 = -46554389.119204 nChanged 2 SP:Iteration 34Q (16838.350000 sec): 3 clusters Score: Raw -46560579.304649 + Penalty 6189.280071 = -46554390.024578 nChanged 2 SP:Iteration 35Q (16839.510000 sec): 3 clusters Score: Raw -46560580.181953 + Penalty 6189.280071 = -46554390.901881 nChanged 2 SP:Iteration 36Q (16840.670000 sec): 3 clusters Score: Raw -46560581.452597 + Penalty 6189.280071 = -46554392.172526 nChanged 2 SP:Iteration 37Q (16841.850000 sec): 3 clusters Score: Raw -46560583.388414 + Penalty 6189.280071 = -46554394.108343 nChanged 2 SP:Iteration 38Q (16843.090000 sec): 3 clusters Score: Raw -46560584.875150 + Penalty 6189.280071 = -46554395.595079 nChanged 4 SP:Iteration 39Q (16844.330000 sec): 3 clusters Score: Raw -46560587.246561 + Penalty 6189.280071 = -46554397.966489 nChanged 6 SP:Iteration 40F (16845.830000 sec): 3 clusters Score: Raw -46560589.879916 + Penalty 6189.280071 = -46554400.599844 nChanged 5 SP:Iteration 41Q (16847.100000 sec): 3 clusters Score: Raw -46560592.150048 + Penalty 6189.280071 = -46554402.869977 nChanged 3 SP:Iteration 42Q (16848.370000 sec): 3 clusters Score: Raw -46560593.567801 + Penalty 6189.280071 = -46554404.287729 nChanged 4 SP:Iteration 43Q (16849.660000 sec): 3 clusters Score: Raw -46560595.502635 + Penalty 6189.280071 = -46554406.222564 nChanged 0 SP:Iteration 44F (16851.110000 sec): 3 clusters Score: Raw -46560595.502635 + Penalty 6189.280071 = -46554406.222564 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 16 (24717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16851.420000 sec): 2 clusters Score: Raw -4521336.815818 + Penalty 2508.581143 = -4518828.234675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16851.740000 sec): 3 clusters Score: Raw -4506794.788631 + Penalty 5017.162286 = -4501777.626345 nChanged 11001 SP:Iteration 1F (16852.050000 sec): 3 clusters Score: Raw -4512653.928518 + Penalty 5017.162286 = -4507636.766232 nChanged 1276 SP:Iteration 2F (16852.390000 sec): 3 clusters Score: Raw -4513131.908130 + Penalty 5017.162286 = -4508114.745844 nChanged 1231 SP:Iteration 3Q (16852.790000 sec): 3 clusters Score: Raw -4513644.299639 + Penalty 5017.162286 = -4508627.137353 nChanged 1288 SP:Iteration 4F (16853.090000 sec): 3 clusters Score: Raw -4514270.948876 + Penalty 5017.162286 = -4509253.786589 nChanged 1384 SP:Iteration 5F (16853.400000 sec): 3 clusters Score: Raw -4515010.107439 + Penalty 5017.162286 = -4509992.945153 nChanged 1418 SP:Iteration 6F (16853.760000 sec): 3 clusters Score: Raw -4515883.136672 + Penalty 5017.162286 = -4510865.974385 nChanged 1500 SP:Iteration 7F (16854.070000 sec): 3 clusters Score: Raw -4516965.986857 + Penalty 5017.162286 = -4511948.824570 nChanged 1497 SP:Iteration 8F (16854.420000 sec): 3 clusters Score: Raw -4518158.867019 + Penalty 5017.162286 = -4513141.704733 nChanged 1317 SP:Iteration 9F (16854.800000 sec): 3 clusters Score: Raw -4519267.440434 + Penalty 5017.162286 = -4514250.278148 nChanged 1047 SP:Iteration 10Q (16855.130000 sec): 3 clusters Score: Raw -4520123.702790 + Penalty 5017.162286 = -4515106.540504 nChanged 731 SP:Iteration 11Q (16855.440000 sec): 3 clusters Score: Raw -4520691.902979 + Penalty 5017.162286 = -4515674.740693 nChanged 493 SP:Iteration 12Q (16855.800000 sec): 3 clusters Score: Raw -4521046.478020 + Penalty 5017.162286 = -4516029.315734 nChanged 278 SP:Iteration 13Q (16856.190000 sec): 3 clusters Score: Raw -4521245.804686 + Penalty 5017.162286 = -4516228.642400 nChanged 160 SP:Iteration 14Q (16856.480000 sec): 3 clusters Score: Raw -4521365.093954 + Penalty 5017.162286 = -4516347.931667 nChanged 95 SP:Iteration 15Q (16856.800000 sec): 3 clusters Score: Raw -4521440.041015 + Penalty 5017.162286 = -4516422.878729 nChanged 65 SP:Iteration 16Q (16857.130000 sec): 3 clusters Score: Raw -4521489.875465 + Penalty 5017.162286 = -4516472.713178 nChanged 38 SP:Iteration 17Q (16857.470000 sec): 3 clusters Score: Raw -4521523.532185 + Penalty 5017.162286 = -4516506.369899 nChanged 38 SP:Iteration 18Q (16857.770000 sec): 3 clusters Score: Raw -4521559.390019 + Penalty 5017.162286 = -4516542.227732 nChanged 34 SP:Iteration 19Q (16858.090000 sec): 3 clusters Score: Raw -4521588.255795 + Penalty 5017.162286 = -4516571.093509 nChanged 23 SP:Iteration 20F (16858.470000 sec): 3 clusters Score: Raw -4521609.917797 + Penalty 5017.162286 = -4516592.755510 nChanged 17 SP:Iteration 21Q (16858.750000 sec): 3 clusters Score: Raw -4521629.489297 + Penalty 5017.162286 = -4516612.327010 nChanged 15 SP:Iteration 22Q (16859.110000 sec): 3 clusters Score: Raw -4521646.795598 + Penalty 5017.162286 = -4516629.633311 nChanged 14 SP:Iteration 23Q (16859.500000 sec): 3 clusters Score: Raw -4521659.982199 + Penalty 5017.162286 = -4516642.819913 nChanged 7 SP:Iteration 24Q (16859.820000 sec): 3 clusters Score: Raw -4521668.811609 + Penalty 5017.162286 = -4516651.649323 nChanged 12 SP:Iteration 25Q (16860.150000 sec): 3 clusters Score: Raw -4521679.180011 + Penalty 5017.162286 = -4516662.017725 nChanged 7 SP:Iteration 26Q (16860.410000 sec): 3 clusters Score: Raw -4521689.338036 + Penalty 5017.162286 = -4516672.175750 nChanged 10 SP:Iteration 27Q (16860.730000 sec): 3 clusters Score: Raw -4521699.859569 + Penalty 5017.162286 = -4516682.697282 nChanged 7 SP:Iteration 28Q (16861.040000 sec): 3 clusters Score: Raw -4521706.024705 + Penalty 5017.162286 = -4516688.862419 nChanged 3 SP:Iteration 29Q (16861.310000 sec): 3 clusters Score: Raw -4521709.496878 + Penalty 5017.162286 = -4516692.334591 nChanged 2 SP:Iteration 30Q (16861.640000 sec): 3 clusters Score: Raw -4521711.622185 + Penalty 5017.162286 = -4516694.459899 nChanged 3 SP:Iteration 31Q (16861.950000 sec): 3 clusters Score: Raw -4521715.327235 + Penalty 5017.162286 = -4516698.164948 nChanged 3 SP:Iteration 32Q (16862.250000 sec): 3 clusters Score: Raw -4521718.312080 + Penalty 5017.162286 = -4516701.149793 nChanged 2 SP:Iteration 33Q (16862.550000 sec): 3 clusters Score: Raw -4521719.407337 + Penalty 5017.162286 = -4516702.245050 nChanged 2 SP:Iteration 34Q (16862.850000 sec): 3 clusters Score: Raw -4521721.715551 + Penalty 5017.162286 = -4516704.553265 nChanged 1 SP:Iteration 35Q (16863.140000 sec): 3 clusters Score: Raw -4521722.594364 + Penalty 5017.162286 = -4516705.432077 nChanged 0 SP:Iteration 36F (16863.460000 sec): 3 clusters Score: Raw -4521722.594364 + Penalty 5017.162286 = -4516705.432077 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 17 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16863.610000 sec): 2 clusters Score: Raw -206303.474154 + Penalty 1747.784271 = -204555.689883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16863.790000 sec): 3 clusters Score: Raw -205962.353766 + Penalty 3495.568542 = -202466.785225 nChanged 337 SP:Iteration 1F (16863.990000 sec): 3 clusters Score: Raw -206283.934465 + Penalty 3495.568542 = -202788.365923 nChanged 71 SP:Iteration 2F (16864.180000 sec): 3 clusters Score: Raw -206357.852701 + Penalty 3495.568542 = -202862.284159 nChanged 25 SP:Iteration 3Q (16864.360000 sec): 3 clusters Score: Raw -206395.670315 + Penalty 3495.568542 = -202900.101773 nChanged 22 SP:Iteration 4Q (16864.540000 sec): 3 clusters Score: Raw -206423.036644 + Penalty 3495.568542 = -202927.468103 nChanged 18 SP:Iteration 5Q (16864.720000 sec): 3 clusters Score: Raw -206446.166000 + Penalty 3495.568542 = -202950.597458 nChanged 20 SP:Iteration 6Q (16864.890000 sec): 3 clusters Score: Raw -206465.162376 + Penalty 3495.568542 = -202969.593834 nChanged 13 SP:Iteration 7Q (16865.080000 sec): 3 clusters Score: Raw -206487.642556 + Penalty 3495.568542 = -202992.074014 nChanged 16 SP:Iteration 8Q (16865.250000 sec): 3 clusters Score: Raw -206510.618874 + Penalty 3495.568542 = -203015.050332 nChanged 12 SP:Iteration 9Q (16865.430000 sec): 3 clusters Score: Raw -206528.802240 + Penalty 3495.568542 = -203033.233698 nChanged 10 SP:Iteration 10Q (16865.620000 sec): 3 clusters Score: Raw -206539.257470 + Penalty 3495.568542 = -203043.688928 nChanged 6 SP:Iteration 11Q (16865.820000 sec): 3 clusters Score: Raw -206551.561182 + Penalty 3495.568542 = -203055.992640 nChanged 13 SP:Iteration 12Q (16865.980000 sec): 3 clusters Score: Raw -206569.343225 + Penalty 3495.568542 = -203073.774683 nChanged 13 SP:Iteration 13Q (16866.220000 sec): 3 clusters Score: Raw -206588.783191 + Penalty 3495.568542 = -203093.214649 nChanged 12 SP:Iteration 14Q (16866.460000 sec): 3 clusters Score: Raw -206611.982429 + Penalty 3495.568542 = -203116.413888 nChanged 12 SP:Iteration 15Q (16866.620000 sec): 3 clusters Score: Raw -206635.957403 + Penalty 3495.568542 = -203140.388861 nChanged 16 SP:Iteration 16Q (16866.830000 sec): 3 clusters Score: Raw -206669.794136 + Penalty 3495.568542 = -203174.225594 nChanged 32 SP:Iteration 17Q (16866.990000 sec): 3 clusters Score: Raw -206739.892537 + Penalty 3495.568542 = -203244.323995 nChanged 39 SP:Iteration 18Q (16867.210000 sec): 3 clusters Score: Raw -206807.098455 + Penalty 3495.568542 = -203311.529913 nChanged 43 SP:Iteration 19Q (16867.440000 sec): 3 clusters Score: Raw -206886.081187 + Penalty 3495.568542 = -203390.512645 nChanged 30 SP:Iteration 20F (16867.640000 sec): 3 clusters Score: Raw -206949.579046 + Penalty 3495.568542 = -203454.010504 nChanged 27 SP:Iteration 21Q (16867.800000 sec): 3 clusters Score: Raw -207012.798652 + Penalty 3495.568542 = -203517.230110 nChanged 41 SP:Iteration 22Q (16867.980000 sec): 3 clusters Score: Raw -207109.558677 + Penalty 3495.568542 = -203613.990135 nChanged 37 SP:Iteration 23Q (16868.170000 sec): 3 clusters Score: Raw -207208.295826 + Penalty 3495.568542 = -203712.727284 nChanged 43 SP:Iteration 24Q (16868.360000 sec): 3 clusters Score: Raw -207337.798096 + Penalty 3495.568542 = -203842.229554 nChanged 39 SP:Iteration 25Q (16868.570000 sec): 3 clusters Score: Raw -207452.295246 + Penalty 3495.568542 = -203956.726704 nChanged 32 SP:Iteration 26Q (16868.750000 sec): 3 clusters Score: Raw -207542.625301 + Penalty 3495.568542 = -204047.056759 nChanged 22 SP:Iteration 27Q (16869.000000 sec): 3 clusters Score: Raw -207595.138470 + Penalty 3495.568542 = -204099.569928 nChanged 14 SP:Iteration 28Q (16869.200000 sec): 3 clusters Score: Raw -207620.355457 + Penalty 3495.568542 = -204124.786915 nChanged 7 SP:Iteration 29Q (16869.420000 sec): 3 clusters Score: Raw -207634.664971 + Penalty 3495.568542 = -204139.096430 nChanged 3 SP:Iteration 30Q (16869.600000 sec): 3 clusters Score: Raw -207641.266074 + Penalty 3495.568542 = -204145.697533 nChanged 0 SP:Iteration 31F (16869.750000 sec): 3 clusters Score: Raw -207641.266074 + Penalty 3495.568542 = -204145.697533 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 18 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16869.890000 sec): 2 clusters Score: Raw -126871.141810 + Penalty 1649.589825 = -125221.551985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16870.060000 sec): 3 clusters Score: Raw -126798.356922 + Penalty 3299.179649 = -123499.177272 nChanged 158 SP:Iteration 1F (16870.300000 sec): 3 clusters Score: Raw -127101.100509 + Penalty 3299.179649 = -123801.920860 nChanged 49 SP:Iteration 2F (16870.440000 sec): 3 clusters Score: Raw -127218.303959 + Penalty 3299.179649 = -123919.124310 nChanged 27 SP:Iteration 3Q (16870.670000 sec): 3 clusters Score: Raw -127279.067773 + Penalty 3299.179649 = -123979.888124 nChanged 28 SP:Iteration 4Q (16870.880000 sec): 3 clusters Score: Raw -127391.211651 + Penalty 3299.179649 = -124092.032002 nChanged 36 SP:Iteration 5Q (16871.100000 sec): 3 clusters Score: Raw -127587.457101 + Penalty 3299.179649 = -124288.277452 nChanged 31 SP:Iteration 6Q (16871.280000 sec): 3 clusters Score: Raw -127720.169074 + Penalty 3299.179649 = -124420.989425 nChanged 35 SP:Iteration 7Q (16871.520000 sec): 3 clusters Score: Raw -127833.378386 + Penalty 3299.179649 = -124534.198736 nChanged 26 SP:Iteration 8Q (16871.730000 sec): 3 clusters Score: Raw -127921.232616 + Penalty 3299.179649 = -124622.052967 nChanged 34 SP:Iteration 9Q (16871.920000 sec): 3 clusters Score: Raw -128058.263137 + Penalty 3299.179649 = -124759.083488 nChanged 28 SP:Iteration 10Q (16872.060000 sec): 3 clusters Score: Raw -128207.469463 + Penalty 3299.179649 = -124908.289814 nChanged 17 SP:Iteration 11Q (16872.250000 sec): 3 clusters Score: Raw -128292.704373 + Penalty 3299.179649 = -124993.524724 nChanged 13 SP:Iteration 12Q (16872.410000 sec): 3 clusters Score: Raw -128338.686728 + Penalty 3299.179649 = -125039.507078 nChanged 6 SP:Iteration 13Q (16872.580000 sec): 3 clusters Score: Raw -128353.113112 + Penalty 3299.179649 = -125053.933463 nChanged 3 SP:Iteration 14Q (16872.780000 sec): 3 clusters Score: Raw -128360.358369 + Penalty 3299.179649 = -125061.178720 nChanged 4 SP:Iteration 15Q (16872.980000 sec): 3 clusters Score: Raw -128367.243157 + Penalty 3299.179649 = -125068.063508 nChanged 0 SP:Iteration 16F (16873.140000 sec): 3 clusters Score: Raw -128367.243157 + Penalty 3299.179649 = -125068.063508 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 19 (1880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16873.250000 sec): 2 clusters Score: Raw -311436.027607 + Penalty 1869.678710 = -309566.348897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16873.420000 sec): 3 clusters Score: Raw -310766.420701 + Penalty 3739.357420 = -307027.063281 nChanged 587 SP:Iteration 1F (16873.640000 sec): 3 clusters Score: Raw -311320.292273 + Penalty 3739.357420 = -307580.934853 nChanged 168 SP:Iteration 2F (16873.830000 sec): 3 clusters Score: Raw -311562.477063 + Penalty 3739.357420 = -307823.119643 nChanged 122 SP:Iteration 3F (16874.010000 sec): 3 clusters Score: Raw -311716.757281 + Penalty 3739.357420 = -307977.399862 nChanged 92 SP:Iteration 4Q (16874.260000 sec): 3 clusters Score: Raw -311843.305130 + Penalty 3739.357420 = -308103.947710 nChanged 83 SP:Iteration 5Q (16874.390000 sec): 3 clusters Score: Raw -311937.090806 + Penalty 3739.357420 = -308197.733387 nChanged 67 SP:Iteration 6Q (16874.580000 sec): 3 clusters Score: Raw -312023.390958 + Penalty 3739.357420 = -308284.033538 nChanged 68 SP:Iteration 7Q (16874.800000 sec): 3 clusters Score: Raw -312103.266981 + Penalty 3739.357420 = -308363.909561 nChanged 52 SP:Iteration 8Q (16874.940000 sec): 3 clusters Score: Raw -312164.983141 + Penalty 3739.357420 = -308425.625721 nChanged 38 SP:Iteration 9Q (16875.150000 sec): 3 clusters Score: Raw -312207.524484 + Penalty 3739.357420 = -308468.167064 nChanged 28 SP:Iteration 10Q (16875.320000 sec): 3 clusters Score: Raw -312231.430906 + Penalty 3739.357420 = -308492.073487 nChanged 14 SP:Iteration 11Q (16875.500000 sec): 3 clusters Score: Raw -312241.198307 + Penalty 3739.357420 = -308501.840888 nChanged 11 SP:Iteration 12Q (16875.700000 sec): 3 clusters Score: Raw -312252.946865 + Penalty 3739.357420 = -308513.589445 nChanged 6 SP:Iteration 13Q (16875.930000 sec): 3 clusters Score: Raw -312259.316742 + Penalty 3739.357420 = -308519.959322 nChanged 4 SP:Iteration 14Q (16876.100000 sec): 3 clusters Score: Raw -312262.258776 + Penalty 3739.357420 = -308522.901356 nChanged 4 SP:Iteration 15Q (16876.360000 sec): 3 clusters Score: Raw -312266.010009 + Penalty 3739.357420 = -308526.652590 nChanged 5 SP:Iteration 16Q (16876.600000 sec): 3 clusters Score: Raw -312271.706375 + Penalty 3739.357420 = -308532.348955 nChanged 5 SP:Iteration 17Q (16876.800000 sec): 3 clusters Score: Raw -312274.953799 + Penalty 3739.357420 = -308535.596379 nChanged 2 SP:Iteration 18Q (16876.950000 sec): 3 clusters Score: Raw -312276.714864 + Penalty 3739.357420 = -308537.357444 nChanged 3 SP:Iteration 19Q (16877.150000 sec): 3 clusters Score: Raw -312278.684629 + Penalty 3739.357420 = -308539.327209 nChanged 3 SP:Iteration 20F (16877.340000 sec): 3 clusters Score: Raw -312281.371272 + Penalty 3739.357420 = -308542.013852 nChanged 3 SP:Iteration 21Q (16877.530000 sec): 3 clusters Score: Raw -312286.586408 + Penalty 3739.357420 = -308547.228989 nChanged 8 SP:Iteration 22Q (16877.730000 sec): 3 clusters Score: Raw -312296.171652 + Penalty 3739.357420 = -308556.814232 nChanged 6 SP:Iteration 23Q (16877.900000 sec): 3 clusters Score: Raw -312301.229696 + Penalty 3739.357420 = -308561.872277 nChanged 4 SP:Iteration 24Q (16878.050000 sec): 3 clusters Score: Raw -312304.470712 + Penalty 3739.357420 = -308565.113293 nChanged 6 SP:Iteration 25Q (16878.230000 sec): 3 clusters Score: Raw -312309.470718 + Penalty 3739.357420 = -308570.113298 nChanged 6 SP:Iteration 26Q (16878.420000 sec): 3 clusters Score: Raw -312314.594572 + Penalty 3739.357420 = -308575.237153 nChanged 1 SP:Iteration 27Q (16878.580000 sec): 3 clusters Score: Raw -312315.200908 + Penalty 3739.357420 = -308575.843488 nChanged 1 SP:Iteration 28Q (16878.800000 sec): 3 clusters Score: Raw -312315.814945 + Penalty 3739.357420 = -308576.457525 nChanged 0 SP:Iteration 29F (16878.970000 sec): 3 clusters Score: Raw -312315.814945 + Penalty 3739.357420 = -308576.457525 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 20 (1600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16879.110000 sec): 2 clusters Score: Raw -290405.363294 + Penalty 1829.684209 = -288575.679085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16879.310000 sec): 3 clusters Score: Raw -289877.803743 + Penalty 3659.368418 = -286218.435324 nChanged 458 SP:Iteration 1F (16879.530000 sec): 3 clusters Score: Raw -290282.582112 + Penalty 3659.368418 = -286623.213693 nChanged 133 SP:Iteration 2F (16879.720000 sec): 3 clusters Score: Raw -290429.026808 + Penalty 3659.368418 = -286769.658389 nChanged 78 SP:Iteration 3Q (16879.860000 sec): 3 clusters Score: Raw -290543.849592 + Penalty 3659.368418 = -286884.481174 nChanged 63 SP:Iteration 4Q (16880.070000 sec): 3 clusters Score: Raw -290667.703178 + Penalty 3659.368418 = -287008.334760 nChanged 66 SP:Iteration 5Q (16880.250000 sec): 3 clusters Score: Raw -290776.073590 + Penalty 3659.368418 = -287116.705172 nChanged 58 SP:Iteration 6Q (16880.410000 sec): 3 clusters Score: Raw -290880.931507 + Penalty 3659.368418 = -287221.563089 nChanged 49 SP:Iteration 7Q (16880.600000 sec): 3 clusters Score: Raw -290943.575416 + Penalty 3659.368418 = -287284.206998 nChanged 36 SP:Iteration 8Q (16880.810000 sec): 3 clusters Score: Raw -290980.992116 + Penalty 3659.368418 = -287321.623698 nChanged 25 SP:Iteration 9Q (16880.960000 sec): 3 clusters Score: Raw -291004.929258 + Penalty 3659.368418 = -287345.560839 nChanged 19 SP:Iteration 10Q (16881.200000 sec): 3 clusters Score: Raw -291030.425220 + Penalty 3659.368418 = -287371.056801 nChanged 16 SP:Iteration 11Q (16881.370000 sec): 3 clusters Score: Raw -291045.920690 + Penalty 3659.368418 = -287386.552272 nChanged 13 SP:Iteration 12Q (16881.530000 sec): 3 clusters Score: Raw -291058.385914 + Penalty 3659.368418 = -287399.017496 nChanged 8 SP:Iteration 13Q (16881.710000 sec): 3 clusters Score: Raw -291065.165690 + Penalty 3659.368418 = -287405.797271 nChanged 7 SP:Iteration 14Q (16881.900000 sec): 3 clusters Score: Raw -291076.539091 + Penalty 3659.368418 = -287417.170672 nChanged 14 SP:Iteration 15Q (16882.070000 sec): 3 clusters Score: Raw -291086.312202 + Penalty 3659.368418 = -287426.943784 nChanged 4 SP:Iteration 16Q (16882.280000 sec): 3 clusters Score: Raw -291088.529113 + Penalty 3659.368418 = -287429.160694 nChanged 3 SP:Iteration 17Q (16882.450000 sec): 3 clusters Score: Raw -291090.003985 + Penalty 3659.368418 = -287430.635566 nChanged 2 SP:Iteration 18Q (16882.620000 sec): 3 clusters Score: Raw -291092.204614 + Penalty 3659.368418 = -287432.836195 nChanged 3 SP:Iteration 19Q (16882.770000 sec): 3 clusters Score: Raw -291096.590076 + Penalty 3659.368418 = -287437.221658 nChanged 4 SP:Iteration 20F (16882.960000 sec): 3 clusters Score: Raw -291099.480802 + Penalty 3659.368418 = -287440.112383 nChanged 1 SP:Iteration 21Q (16883.100000 sec): 3 clusters Score: Raw -291099.835421 + Penalty 3659.368418 = -287440.467003 nChanged 0 SP:Iteration 22F (16883.340000 sec): 3 clusters Score: Raw -291099.835421 + Penalty 3659.368418 = -287440.467003 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 21 (864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16883.410000 sec): 2 clusters Score: Raw -136028.553107 + Penalty 1676.870047 = -134351.683061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16883.600000 sec): 3 clusters Score: Raw -135914.415640 + Penalty 3353.740093 = -132560.675546 nChanged 223 SP:Iteration 1F (16883.750000 sec): 3 clusters Score: Raw -136460.783547 + Penalty 3353.740093 = -133107.043454 nChanged 86 SP:Iteration 2F (16883.900000 sec): 3 clusters Score: Raw -136718.968234 + Penalty 3353.740093 = -133365.228141 nChanged 42 SP:Iteration 3Q (16884.080000 sec): 3 clusters Score: Raw -136828.318547 + Penalty 3353.740093 = -133474.578454 nChanged 38 SP:Iteration 4Q (16884.220000 sec): 3 clusters Score: Raw -136938.264836 + Penalty 3353.740093 = -133584.524743 nChanged 31 SP:Iteration 5Q (16884.420000 sec): 3 clusters Score: Raw -137038.777449 + Penalty 3353.740093 = -133685.037356 nChanged 27 SP:Iteration 6Q (16884.640000 sec): 3 clusters Score: Raw -137118.791092 + Penalty 3353.740093 = -133765.050998 nChanged 24 SP:Iteration 7Q (16884.780000 sec): 3 clusters Score: Raw -137215.426328 + Penalty 3353.740093 = -133861.686235 nChanged 19 SP:Iteration 8Q (16885.010000 sec): 3 clusters Score: Raw -137288.432664 + Penalty 3353.740093 = -133934.692571 nChanged 19 SP:Iteration 9Q (16885.160000 sec): 3 clusters Score: Raw -137335.335531 + Penalty 3353.740093 = -133981.595438 nChanged 14 SP:Iteration 10Q (16885.370000 sec): 3 clusters Score: Raw -137368.383652 + Penalty 3353.740093 = -134014.643559 nChanged 7 SP:Iteration 11Q (16885.510000 sec): 3 clusters Score: Raw -137386.852899 + Penalty 3353.740093 = -134033.112806 nChanged 7 SP:Iteration 12Q (16885.690000 sec): 3 clusters Score: Raw -137408.607481 + Penalty 3353.740093 = -134054.867387 nChanged 8 SP:Iteration 13Q (16885.880000 sec): 3 clusters Score: Raw -137417.603524 + Penalty 3353.740093 = -134063.863431 nChanged 4 SP:Iteration 14Q (16886.060000 sec): 3 clusters Score: Raw -137424.155231 + Penalty 3353.740093 = -134070.415138 nChanged 1 SP:Iteration 15Q (16886.190000 sec): 3 clusters Score: Raw -137425.273897 + Penalty 3353.740093 = -134071.533803 nChanged 0 SP:Iteration 16F (16886.340000 sec): 3 clusters Score: Raw -137425.273897 + Penalty 3353.740093 = -134071.533803 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 22 (7610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16886.470000 sec): 2 clusters Score: Raw -1329151.731146 + Penalty 2216.430176 = -1326935.300970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16886.740000 sec): 3 clusters Score: Raw -1325248.642997 + Penalty 4432.860352 = -1320815.782645 nChanged 3061 SP:Iteration 1F (16886.930000 sec): 3 clusters Score: Raw -1326985.829832 + Penalty 4432.860352 = -1322552.969480 nChanged 562 SP:Iteration 2F (16887.130000 sec): 3 clusters Score: Raw -1327362.734293 + Penalty 4432.860352 = -1322929.873941 nChanged 467 SP:Iteration 3F (16887.380000 sec): 3 clusters Score: Raw -1327705.671550 + Penalty 4432.860352 = -1323272.811198 nChanged 472 SP:Iteration 4F (16887.590000 sec): 3 clusters Score: Raw -1328048.720458 + Penalty 4432.860352 = -1323615.860106 nChanged 425 SP:Iteration 5F (16887.810000 sec): 3 clusters Score: Raw -1328341.466313 + Penalty 4432.860352 = -1323908.605961 nChanged 396 SP:Iteration 6F (16888.020000 sec): 3 clusters Score: Raw -1328620.429830 + Penalty 4432.860352 = -1324187.569478 nChanged 339 SP:Iteration 7Q (16888.220000 sec): 3 clusters Score: Raw -1328844.924773 + Penalty 4432.860352 = -1324412.064421 nChanged 283 SP:Iteration 8Q (16888.500000 sec): 3 clusters Score: Raw -1329018.928751 + Penalty 4432.860352 = -1324586.068400 nChanged 200 SP:Iteration 9Q (16888.690000 sec): 3 clusters Score: Raw -1329126.145827 + Penalty 4432.860352 = -1324693.285476 nChanged 177 SP:Iteration 10Q (16888.920000 sec): 3 clusters Score: Raw -1329223.546212 + Penalty 4432.860352 = -1324790.685860 nChanged 142 SP:Iteration 11Q (16889.130000 sec): 3 clusters Score: Raw -1329300.665121 + Penalty 4432.860352 = -1324867.804770 nChanged 128 SP:Iteration 12Q (16889.360000 sec): 3 clusters Score: Raw -1329377.456731 + Penalty 4432.860352 = -1324944.596379 nChanged 153 SP:Iteration 13Q (16889.590000 sec): 3 clusters Score: Raw -1329466.027165 + Penalty 4432.860352 = -1325033.166813 nChanged 138 SP:Iteration 14Q (16889.840000 sec): 3 clusters Score: Raw -1329537.905954 + Penalty 4432.860352 = -1325105.045602 nChanged 114 SP:Iteration 15Q (16890.040000 sec): 3 clusters Score: Raw -1329583.774363 + Penalty 4432.860352 = -1325150.914012 nChanged 92 SP:Iteration 16Q (16890.300000 sec): 3 clusters Score: Raw -1329615.971146 + Penalty 4432.860352 = -1325183.110795 nChanged 64 SP:Iteration 17Q (16890.560000 sec): 3 clusters Score: Raw -1329636.439010 + Penalty 4432.860352 = -1325203.578659 nChanged 55 SP:Iteration 18Q (16890.780000 sec): 3 clusters Score: Raw -1329655.740766 + Penalty 4432.860352 = -1325222.880414 nChanged 43 SP:Iteration 19Q (16891.050000 sec): 3 clusters Score: Raw -1329667.997916 + Penalty 4432.860352 = -1325235.137565 nChanged 37 SP:Iteration 20F (16891.270000 sec): 3 clusters Score: Raw -1329677.070180 + Penalty 4432.860352 = -1325244.209829 nChanged 26 SP:Iteration 21Q (16891.530000 sec): 3 clusters Score: Raw -1329683.911990 + Penalty 4432.860352 = -1325251.051639 nChanged 27 SP:Iteration 22Q (16891.800000 sec): 3 clusters Score: Raw -1329691.060512 + Penalty 4432.860352 = -1325258.200160 nChanged 32 SP:Iteration 23Q (16891.980000 sec): 3 clusters Score: Raw -1329701.167730 + Penalty 4432.860352 = -1325268.307379 nChanged 38 SP:Iteration 24Q (16892.200000 sec): 3 clusters Score: Raw -1329710.438677 + Penalty 4432.860352 = -1325277.578325 nChanged 33 SP:Iteration 25Q (16892.440000 sec): 3 clusters Score: Raw -1329718.076317 + Penalty 4432.860352 = -1325285.215965 nChanged 27 SP:Iteration 26Q (16892.620000 sec): 3 clusters Score: Raw -1329725.263033 + Penalty 4432.860352 = -1325292.402682 nChanged 34 SP:Iteration 27Q (16892.850000 sec): 3 clusters Score: Raw -1329733.781888 + Penalty 4432.860352 = -1325300.921537 nChanged 33 SP:Iteration 28Q (16893.050000 sec): 3 clusters Score: Raw -1329742.624565 + Penalty 4432.860352 = -1325309.764213 nChanged 31 SP:Iteration 29Q (16893.280000 sec): 3 clusters Score: Raw -1329749.754249 + Penalty 4432.860352 = -1325316.893898 nChanged 24 SP:Iteration 30Q (16893.560000 sec): 3 clusters Score: Raw -1329754.654621 + Penalty 4432.860352 = -1325321.794270 nChanged 29 SP:Iteration 31Q (16893.730000 sec): 3 clusters Score: Raw -1329761.079844 + Penalty 4432.860352 = -1325328.219492 nChanged 26 SP:Iteration 32Q (16893.970000 sec): 3 clusters Score: Raw -1329766.579989 + Penalty 4432.860352 = -1325333.719637 nChanged 18 SP:Iteration 33Q (16894.190000 sec): 3 clusters Score: Raw -1329770.746867 + Penalty 4432.860352 = -1325337.886515 nChanged 28 SP:Iteration 34Q (16894.450000 sec): 3 clusters Score: Raw -1329776.958459 + Penalty 4432.860352 = -1325344.098108 nChanged 23 SP:Iteration 35Q (16894.640000 sec): 3 clusters Score: Raw -1329783.476720 + Penalty 4432.860352 = -1325350.616368 nChanged 28 SP:Iteration 36Q (16894.880000 sec): 3 clusters Score: Raw -1329790.080888 + Penalty 4432.860352 = -1325357.220536 nChanged 26 SP:Iteration 37Q (16895.160000 sec): 3 clusters Score: Raw -1329795.391884 + Penalty 4432.860352 = -1325362.531532 nChanged 16 SP:Iteration 38Q (16895.410000 sec): 3 clusters Score: Raw -1329799.601039 + Penalty 4432.860352 = -1325366.740687 nChanged 17 SP:Iteration 39Q (16895.660000 sec): 3 clusters Score: Raw -1329803.631443 + Penalty 4432.860352 = -1325370.771091 nChanged 15 SP:Iteration 40F (16895.910000 sec): 3 clusters Score: Raw -1329807.113870 + Penalty 4432.860352 = -1325374.253518 nChanged 13 SP:Iteration 41Q (16896.120000 sec): 3 clusters Score: Raw -1329810.071825 + Penalty 4432.860352 = -1325377.211474 nChanged 18 SP:Iteration 42Q (16896.400000 sec): 3 clusters Score: Raw -1329813.234694 + Penalty 4432.860352 = -1325380.374343 nChanged 15 SP:Iteration 43Q (16896.660000 sec): 3 clusters Score: Raw -1329817.362929 + Penalty 4432.860352 = -1325384.502578 nChanged 15 SP:Iteration 44Q (16896.940000 sec): 3 clusters Score: Raw -1329820.545938 + Penalty 4432.860352 = -1325387.685586 nChanged 13 SP:Iteration 45Q (16897.140000 sec): 3 clusters Score: Raw -1329822.872189 + Penalty 4432.860352 = -1325390.011838 nChanged 11 SP:Iteration 46Q (16897.340000 sec): 3 clusters Score: Raw -1329824.737113 + Penalty 4432.860352 = -1325391.876761 nChanged 7 SP:Iteration 47Q (16897.580000 sec): 3 clusters Score: Raw -1329826.218996 + Penalty 4432.860352 = -1325393.358645 nChanged 5 SP:Iteration 48Q (16897.790000 sec): 3 clusters Score: Raw -1329827.068479 + Penalty 4432.860352 = -1325394.208128 nChanged 2 SP:Iteration 49Q (16898.050000 sec): 3 clusters Score: Raw -1329827.596351 + Penalty 4432.860352 = -1325394.735999 nChanged 3 SP:Iteration 50Q (16898.300000 sec): 3 clusters Score: Raw -1329828.101142 + Penalty 4432.860352 = -1325395.240790 nChanged 0 SP:Iteration 51F (16898.520000 sec): 3 clusters Score: Raw -1329828.101142 + Penalty 4432.860352 = -1325395.240790 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 23 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16898.620000 sec): 2 clusters Score: Raw -45502.804747 + Penalty 1401.817317 = -44100.987431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16898.790000 sec): 3 clusters Score: Raw -45698.433553 + Penalty 2803.634633 = -42894.798920 nChanged 44 SP:Iteration 1F (16899.010000 sec): 3 clusters Score: Raw -45808.694537 + Penalty 2803.634633 = -43005.059904 nChanged 7 SP:Iteration 2Q (16899.210000 sec): 3 clusters Score: Raw -45829.683625 + Penalty 2803.634633 = -43026.048992 nChanged 3 SP:Iteration 3Q (16899.420000 sec): 3 clusters Score: Raw -45838.666592 + Penalty 2803.634633 = -43035.031959 nChanged 2 SP:Iteration 4Q (16899.610000 sec): 3 clusters Score: Raw -45840.630060 + Penalty 2803.634633 = -43036.995427 nChanged 1 SP:Iteration 5Q (16899.830000 sec): 3 clusters Score: Raw -45841.870907 + Penalty 2803.634633 = -43038.236273 nChanged 2 SP:Iteration 6Q (16900.000000 sec): 3 clusters Score: Raw -45844.999974 + Penalty 2803.634633 = -43041.365340 nChanged 0 SP:Iteration 7F (16900.170000 sec): 3 clusters Score: Raw -45844.999974 + Penalty 2803.634633 = -43041.365340 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 24 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16900.310000 sec): 2 clusters Score: Raw -44048.308343 + Penalty 1440.419338 = -42607.889006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16900.480000 sec): 3 clusters Score: Raw -44263.436208 + Penalty 2880.838675 = -41382.597533 nChanged 66 SP:Iteration 1F (16900.650000 sec): 3 clusters Score: Raw -44413.389378 + Penalty 2880.838675 = -41532.550702 nChanged 22 SP:Iteration 2F (16900.860000 sec): 3 clusters Score: Raw -44485.606758 + Penalty 2880.838675 = -41604.768083 nChanged 11 SP:Iteration 3Q (16901.030000 sec): 3 clusters Score: Raw -44504.512556 + Penalty 2880.838675 = -41623.673881 nChanged 11 SP:Iteration 4Q (16901.230000 sec): 3 clusters Score: Raw -44526.564412 + Penalty 2880.838675 = -41645.725737 nChanged 13 SP:Iteration 5Q (16901.370000 sec): 3 clusters Score: Raw -44555.959460 + Penalty 2880.838675 = -41675.120785 nChanged 8 SP:Iteration 6Q (16901.540000 sec): 3 clusters Score: Raw -44579.210679 + Penalty 2880.838675 = -41698.372004 nChanged 7 SP:Iteration 7Q (16901.760000 sec): 3 clusters Score: Raw -44613.828603 + Penalty 2880.838675 = -41732.989928 nChanged 5 SP:Iteration 8Q (16901.930000 sec): 3 clusters Score: Raw -44636.482997 + Penalty 2880.838675 = -41755.644322 nChanged 3 SP:Iteration 9Q (16902.110000 sec): 3 clusters Score: Raw -44643.299511 + Penalty 2880.838675 = -41762.460835 nChanged 2 SP:Iteration 10Q (16902.280000 sec): 3 clusters Score: Raw -44665.989575 + Penalty 2880.838675 = -41785.150900 nChanged 2 SP:Iteration 11Q (16902.460000 sec): 3 clusters Score: Raw -44685.603355 + Penalty 2880.838675 = -41804.764680 nChanged 2 SP:Iteration 12Q (16902.670000 sec): 3 clusters Score: Raw -44698.434664 + Penalty 2880.838675 = -41817.595989 nChanged 3 SP:Iteration 13Q (16902.870000 sec): 3 clusters Score: Raw -44711.436174 + Penalty 2880.838675 = -41830.597499 nChanged 3 SP:Iteration 14Q (16903.010000 sec): 3 clusters Score: Raw -44723.232171 + Penalty 2880.838675 = -41842.393496 nChanged 0 SP:Iteration 15F (16903.240000 sec): 3 clusters Score: Raw -44726.471632 + Penalty 2880.838675 = -41845.632957 nChanged 1 SP:Iteration 16Q (16903.400000 sec): 3 clusters Score: Raw -44731.050252 + Penalty 2880.838675 = -41850.211577 nChanged 2 SP:Iteration 17Q (16903.560000 sec): 3 clusters Score: Raw -44734.872092 + Penalty 2880.838675 = -41854.033417 nChanged 1 SP:Iteration 18Q (16903.780000 sec): 3 clusters Score: Raw -44737.657995 + Penalty 2880.838675 = -41856.819320 nChanged 0 SP:Iteration 19F (16903.980000 sec): 3 clusters Score: Raw -44737.657995 + Penalty 2880.838675 = -41856.819320 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 25 (27425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16904.170000 sec): 2 clusters Score: Raw -4711005.794713 + Penalty 2534.364151 = -4708471.430563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16904.490000 sec): 3 clusters Score: Raw -4694713.252614 + Penalty 5068.728301 = -4689644.524313 nChanged 12371 SP:Iteration 1F (16904.820000 sec): 3 clusters Score: Raw -4701347.755612 + Penalty 5068.728301 = -4696279.027311 nChanged 1398 SP:Iteration 2F (16905.140000 sec): 3 clusters Score: Raw -4701838.732879 + Penalty 5068.728301 = -4696770.004578 nChanged 1301 SP:Iteration 3Q (16905.480000 sec): 3 clusters Score: Raw -4702312.639002 + Penalty 5068.728301 = -4697243.910701 nChanged 1246 SP:Iteration 4Q (16905.830000 sec): 3 clusters Score: Raw -4702828.704293 + Penalty 5068.728301 = -4697759.975992 nChanged 1313 SP:Iteration 5Q (16906.160000 sec): 3 clusters Score: Raw -4703481.734701 + Penalty 5068.728301 = -4698413.006399 nChanged 1414 SP:Iteration 6F (16906.470000 sec): 3 clusters Score: Raw -4704275.627692 + Penalty 5068.728301 = -4699206.899391 nChanged 1562 SP:Iteration 7F (16906.810000 sec): 3 clusters Score: Raw -4705214.260600 + Penalty 5068.728301 = -4700145.532299 nChanged 1493 SP:Iteration 8F (16907.180000 sec): 3 clusters Score: Raw -4706158.534487 + Penalty 5068.728301 = -4701089.806186 nChanged 1404 SP:Iteration 9F (16907.570000 sec): 3 clusters Score: Raw -4707096.617693 + Penalty 5068.728301 = -4702027.889391 nChanged 1356 SP:Iteration 10Q (16907.930000 sec): 3 clusters Score: Raw -4708068.250017 + Penalty 5068.728301 = -4702999.521716 nChanged 1130 SP:Iteration 11Q (16908.220000 sec): 3 clusters Score: Raw -4708879.953923 + Penalty 5068.728301 = -4703811.225622 nChanged 912 SP:Iteration 12Q (16908.560000 sec): 3 clusters Score: Raw -4709556.526146 + Penalty 5068.728301 = -4704487.797844 nChanged 771 SP:Iteration 13Q (16908.890000 sec): 3 clusters Score: Raw -4710162.418051 + Penalty 5068.728301 = -4705093.689750 nChanged 540 SP:Iteration 14Q (16909.190000 sec): 3 clusters Score: Raw -4710600.468939 + Penalty 5068.728301 = -4705531.740637 nChanged 356 SP:Iteration 15Q (16909.550000 sec): 3 clusters Score: Raw -4710881.687452 + Penalty 5068.728301 = -4705812.959150 nChanged 199 SP:Iteration 16Q (16909.930000 sec): 3 clusters Score: Raw -4711024.788584 + Penalty 5068.728301 = -4705956.060283 nChanged 128 SP:Iteration 17Q (16910.200000 sec): 3 clusters Score: Raw -4711127.495440 + Penalty 5068.728301 = -4706058.767138 nChanged 84 SP:Iteration 18Q (16910.540000 sec): 3 clusters Score: Raw -4711195.818961 + Penalty 5068.728301 = -4706127.090660 nChanged 64 SP:Iteration 19Q (16910.880000 sec): 3 clusters Score: Raw -4711242.710341 + Penalty 5068.728301 = -4706173.982040 nChanged 35 SP:Iteration 20F (16911.200000 sec): 3 clusters Score: Raw -4711265.416176 + Penalty 5068.728301 = -4706196.687875 nChanged 26 SP:Iteration 21Q (16911.440000 sec): 3 clusters Score: Raw -4711285.984868 + Penalty 5068.728301 = -4706217.256566 nChanged 22 SP:Iteration 22Q (16911.740000 sec): 3 clusters Score: Raw -4711301.636823 + Penalty 5068.728301 = -4706232.908522 nChanged 15 SP:Iteration 23Q (16912.060000 sec): 3 clusters Score: Raw -4711311.841469 + Penalty 5068.728301 = -4706243.113168 nChanged 11 SP:Iteration 24Q (16912.410000 sec): 3 clusters Score: Raw -4711318.397786 + Penalty 5068.728301 = -4706249.669485 nChanged 6 SP:Iteration 25Q (16912.700000 sec): 3 clusters Score: Raw -4711322.236950 + Penalty 5068.728301 = -4706253.508648 nChanged 8 SP:Iteration 26Q (16913.050000 sec): 3 clusters Score: Raw -4711329.632717 + Penalty 5068.728301 = -4706260.904416 nChanged 8 SP:Iteration 27Q (16913.380000 sec): 3 clusters Score: Raw -4711335.151739 + Penalty 5068.728301 = -4706266.423437 nChanged 10 SP:Iteration 28Q (16913.680000 sec): 3 clusters Score: Raw -4711341.006088 + Penalty 5068.728301 = -4706272.277787 nChanged 6 SP:Iteration 29Q (16914.040000 sec): 3 clusters Score: Raw -4711345.107918 + Penalty 5068.728301 = -4706276.379616 nChanged 8 SP:Iteration 30Q (16914.340000 sec): 3 clusters Score: Raw -4711350.090550 + Penalty 5068.728301 = -4706281.362248 nChanged 4 SP:Iteration 31Q (16914.690000 sec): 3 clusters Score: Raw -4711352.567135 + Penalty 5068.728301 = -4706283.838834 nChanged 3 SP:Iteration 32Q (16915.030000 sec): 3 clusters Score: Raw -4711354.508164 + Penalty 5068.728301 = -4706285.779863 nChanged 3 SP:Iteration 33Q (16915.310000 sec): 3 clusters Score: Raw -4711357.500282 + Penalty 5068.728301 = -4706288.771981 nChanged 1 SP:Iteration 34Q (16915.600000 sec): 3 clusters Score: Raw -4711358.730185 + Penalty 5068.728301 = -4706290.001884 nChanged 1 SP:Iteration 35Q (16915.880000 sec): 3 clusters Score: Raw -4711359.379309 + Penalty 5068.728301 = -4706290.651007 nChanged 0 SP:Iteration 36F (16916.270000 sec): 3 clusters Score: Raw -4711359.379309 + Penalty 5068.728301 = -4706290.651007 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 26 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16916.360000 sec): 2 clusters Score: Raw -25301.763759 + Penalty 1393.859415 = -23907.904344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16916.520000 sec): 3 clusters Score: Raw -25804.045570 + Penalty 2787.718829 = -23016.326741 nChanged 68 SP:Iteration 1F (16916.690000 sec): 3 clusters Score: Raw -26220.004094 + Penalty 2787.718829 = -23432.285264 nChanged 14 SP:Iteration 2F (16916.910000 sec): 3 clusters Score: Raw -26328.368172 + Penalty 2787.718829 = -23540.649343 nChanged 10 SP:Iteration 3Q (16917.080000 sec): 3 clusters Score: Raw -26479.715227 + Penalty 2787.718829 = -23691.996398 nChanged 5 SP:Iteration 4Q (16917.240000 sec): 3 clusters Score: Raw -26506.721136 + Penalty 2787.718829 = -23719.002307 nChanged 1 SP:Iteration 5Q (16917.480000 sec): 3 clusters Score: Raw -26524.101403 + Penalty 2787.718829 = -23736.382574 nChanged 2 SP:Iteration 6Q (16917.680000 sec): 3 clusters Score: Raw -26596.744041 + Penalty 2787.718829 = -23809.025212 nChanged 1 SP:Iteration 7Q (16917.870000 sec): 3 clusters Score: Raw -26606.583898 + Penalty 2787.718829 = -23818.865068 nChanged 1 SP:Iteration 8Q (16918.040000 sec): 3 clusters Score: Raw -26627.929963 + Penalty 2787.718829 = -23840.211134 nChanged 1 SP:Iteration 9Q (16918.260000 sec): 3 clusters Score: Raw -26663.889692 + Penalty 2787.718829 = -23876.170862 nChanged 1 SP:Iteration 10Q (16918.470000 sec): 3 clusters Score: Raw -26705.509477 + Penalty 2787.718829 = -23917.790647 nChanged 0 SP:Iteration 11F (16918.660000 sec): 3 clusters Score: Raw -26705.509477 + Penalty 2787.718829 = -23917.790647 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 63. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 27 (209980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16919.700000 sec): 2 clusters Score: Raw -37155356.339906 + Penalty 3039.182357 = -37152317.157549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16920.900000 sec): 3 clusters Score: Raw -37017861.011875 + Penalty 6078.364713 = -37011782.647162 nChanged 101010 SP:Iteration 1F (16922.090000 sec): 3 clusters Score: Raw -37077394.461174 + Penalty 6078.364713 = -37071316.096460 nChanged 7325 SP:Iteration 2Q (16923.280000 sec): 3 clusters Score: Raw -37079602.788013 + Penalty 6078.364713 = -37073524.423299 nChanged 9672 SP:Iteration 3Q (16924.480000 sec): 3 clusters Score: Raw -37083702.019296 + Penalty 6078.364713 = -37077623.654583 nChanged 13226 SP:Iteration 4F (16925.650000 sec): 3 clusters Score: Raw -37091321.338124 + Penalty 6078.364713 = -37085242.973411 nChanged 16726 SP:Iteration 5F (16926.830000 sec): 3 clusters Score: Raw -37103879.309294 + Penalty 6078.364713 = -37097800.944581 nChanged 18720 SP:Iteration 6F (16928.000000 sec): 3 clusters Score: Raw -37120988.271326 + Penalty 6078.364713 = -37114909.906613 nChanged 16901 SP:Iteration 7F (16929.210000 sec): 3 clusters Score: Raw -37138039.799479 + Penalty 6078.364713 = -37131961.434766 nChanged 10913 SP:Iteration 8F (16930.430000 sec): 3 clusters Score: Raw -37148844.819795 + Penalty 6078.364713 = -37142766.455082 nChanged 4960 SP:Iteration 9Q (16931.670000 sec): 3 clusters Score: Raw -37153403.539816 + Penalty 6078.364713 = -37147325.175103 nChanged 1711 SP:Iteration 10Q (16932.800000 sec): 3 clusters Score: Raw -37154902.966075 + Penalty 6078.364713 = -37148824.601361 nChanged 499 SP:Iteration 11Q (16933.850000 sec): 3 clusters Score: Raw -37155359.365785 + Penalty 6078.364713 = -37149281.001072 nChanged 150 SP:Iteration 12Q (16934.890000 sec): 3 clusters Score: Raw -37155518.673434 + Penalty 6078.364713 = -37149440.308721 nChanged 70 SP:Iteration 13Q (16935.920000 sec): 3 clusters Score: Raw -37155596.029728 + Penalty 6078.364713 = -37149517.665015 nChanged 30 SP:Iteration 14Q (16936.900000 sec): 3 clusters Score: Raw -37155633.716078 + Penalty 6078.364713 = -37149555.351365 nChanged 25 SP:Iteration 15Q (16937.850000 sec): 3 clusters Score: Raw -37155657.743176 + Penalty 6078.364713 = -37149579.378463 nChanged 17 SP:Iteration 16Q (16938.800000 sec): 3 clusters Score: Raw -37155675.440345 + Penalty 6078.364713 = -37149597.075632 nChanged 8 SP:Iteration 17Q (16939.840000 sec): 3 clusters Score: Raw -37155686.481858 + Penalty 6078.364713 = -37149608.117144 nChanged 8 SP:Iteration 18Q (16940.880000 sec): 3 clusters Score: Raw -37155695.616968 + Penalty 6078.364713 = -37149617.252255 nChanged 7 SP:Iteration 19Q (16941.900000 sec): 3 clusters Score: Raw -37155705.626332 + Penalty 6078.364713 = -37149627.261619 nChanged 3 SP:Iteration 20F (16943.150000 sec): 3 clusters Score: Raw -37155709.650432 + Penalty 6078.364713 = -37149631.285719 nChanged 2 SP:Iteration 21Q (16944.120000 sec): 3 clusters Score: Raw -37155712.786735 + Penalty 6078.364713 = -37149634.422021 nChanged 5 SP:Iteration 22Q (16945.040000 sec): 3 clusters Score: Raw -37155718.229092 + Penalty 6078.364713 = -37149639.864379 nChanged 1 SP:Iteration 23Q (16946.090000 sec): 3 clusters Score: Raw -37155720.075956 + Penalty 6078.364713 = -37149641.711243 nChanged 0 SP:Iteration 24F (16947.330000 sec): 3 clusters Score: Raw -37155720.075956 + Penalty 6078.364713 = -37149641.711243 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 28 (20515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16947.600000 sec): 2 clusters Score: Raw -3454831.005129 + Penalty 2462.370078 = -3452368.635051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16947.860000 sec): 3 clusters Score: Raw -3442886.393732 + Penalty 4924.740156 = -3437961.653576 nChanged 9032 SP:Iteration 1F (16948.180000 sec): 3 clusters Score: Raw -3447758.253379 + Penalty 4924.740156 = -3442833.513223 nChanged 1099 SP:Iteration 2F (16948.460000 sec): 3 clusters Score: Raw -3448160.698611 + Penalty 4924.740156 = -3443235.958455 nChanged 944 SP:Iteration 3Q (16948.780000 sec): 3 clusters Score: Raw -3448513.138677 + Penalty 4924.740156 = -3443588.398521 nChanged 868 SP:Iteration 4Q (16949.050000 sec): 3 clusters Score: Raw -3448873.543698 + Penalty 4924.740156 = -3443948.803542 nChanged 881 SP:Iteration 5Q (16949.310000 sec): 3 clusters Score: Raw -3449337.234877 + Penalty 4924.740156 = -3444412.494721 nChanged 997 SP:Iteration 6Q (16949.580000 sec): 3 clusters Score: Raw -3449933.627067 + Penalty 4924.740156 = -3445008.886911 nChanged 1020 SP:Iteration 7Q (16949.910000 sec): 3 clusters Score: Raw -3450578.676235 + Penalty 4924.740156 = -3445653.936079 nChanged 1090 SP:Iteration 8F (16950.210000 sec): 3 clusters Score: Raw -3451275.395467 + Penalty 4924.740156 = -3446350.655311 nChanged 1025 SP:Iteration 9Q (16950.540000 sec): 3 clusters Score: Raw -3451879.390429 + Penalty 4924.740156 = -3446954.650273 nChanged 923 SP:Iteration 10Q (16950.830000 sec): 3 clusters Score: Raw -3452363.513245 + Penalty 4924.740156 = -3447438.773089 nChanged 757 SP:Iteration 11Q (16951.130000 sec): 3 clusters Score: Raw -3452721.710038 + Penalty 4924.740156 = -3447796.969882 nChanged 635 SP:Iteration 12Q (16951.460000 sec): 3 clusters Score: Raw -3453010.173559 + Penalty 4924.740156 = -3448085.433403 nChanged 534 SP:Iteration 13Q (16951.690000 sec): 3 clusters Score: Raw -3453218.964787 + Penalty 4924.740156 = -3448294.224631 nChanged 430 SP:Iteration 14Q (16952.000000 sec): 3 clusters Score: Raw -3453359.802552 + Penalty 4924.740156 = -3448435.062396 nChanged 298 SP:Iteration 15Q (16952.260000 sec): 3 clusters Score: Raw -3453450.521434 + Penalty 4924.740156 = -3448525.781278 nChanged 257 SP:Iteration 16Q (16952.560000 sec): 3 clusters Score: Raw -3453529.775081 + Penalty 4924.740156 = -3448605.034925 nChanged 238 SP:Iteration 17Q (16952.830000 sec): 3 clusters Score: Raw -3453598.775038 + Penalty 4924.740156 = -3448674.034882 nChanged 233 SP:Iteration 18Q (16953.160000 sec): 3 clusters Score: Raw -3453660.728657 + Penalty 4924.740156 = -3448735.988501 nChanged 214 SP:Iteration 19Q (16953.440000 sec): 3 clusters Score: Raw -3453719.909795 + Penalty 4924.740156 = -3448795.169639 nChanged 191 SP:Iteration 20F (16953.770000 sec): 3 clusters Score: Raw -3453770.947480 + Penalty 4924.740156 = -3448846.207324 nChanged 190 SP:Iteration 21Q (16954.050000 sec): 3 clusters Score: Raw -3453822.904115 + Penalty 4924.740156 = -3448898.163959 nChanged 182 SP:Iteration 22Q (16954.390000 sec): 3 clusters Score: Raw -3453869.781226 + Penalty 4924.740156 = -3448945.041070 nChanged 194 SP:Iteration 23Q (16954.680000 sec): 3 clusters Score: Raw -3453917.386514 + Penalty 4924.740156 = -3448992.646358 nChanged 169 SP:Iteration 24Q (16954.920000 sec): 3 clusters Score: Raw -3453959.508047 + Penalty 4924.740156 = -3449034.767891 nChanged 182 SP:Iteration 25Q (16955.190000 sec): 3 clusters Score: Raw -3454006.833789 + Penalty 4924.740156 = -3449082.093633 nChanged 181 SP:Iteration 26Q (16955.460000 sec): 3 clusters Score: Raw -3454061.092187 + Penalty 4924.740156 = -3449136.352031 nChanged 179 SP:Iteration 27Q (16955.740000 sec): 3 clusters Score: Raw -3454114.290738 + Penalty 4924.740156 = -3449189.550582 nChanged 199 SP:Iteration 28Q (16955.970000 sec): 3 clusters Score: Raw -3454170.547017 + Penalty 4924.740156 = -3449245.806861 nChanged 216 SP:Iteration 29Q (16956.250000 sec): 3 clusters Score: Raw -3454233.533295 + Penalty 4924.740156 = -3449308.793139 nChanged 207 SP:Iteration 30Q (16956.530000 sec): 3 clusters Score: Raw -3454292.085077 + Penalty 4924.740156 = -3449367.344921 nChanged 191 SP:Iteration 31Q (16956.830000 sec): 3 clusters Score: Raw -3454347.773338 + Penalty 4924.740156 = -3449423.033182 nChanged 176 SP:Iteration 32Q (16957.070000 sec): 3 clusters Score: Raw -3454394.866183 + Penalty 4924.740156 = -3449470.126027 nChanged 181 SP:Iteration 33Q (16957.350000 sec): 3 clusters Score: Raw -3454444.469400 + Penalty 4924.740156 = -3449519.729244 nChanged 184 SP:Iteration 34Q (16957.640000 sec): 3 clusters Score: Raw -3454499.197677 + Penalty 4924.740156 = -3449574.457521 nChanged 192 SP:Iteration 35Q (16957.940000 sec): 3 clusters Score: Raw -3454559.739128 + Penalty 4924.740156 = -3449634.998972 nChanged 199 SP:Iteration 36Q (16958.250000 sec): 3 clusters Score: Raw -3454618.135614 + Penalty 4924.740156 = -3449693.395458 nChanged 211 SP:Iteration 37Q (16958.500000 sec): 3 clusters Score: Raw -3454680.782489 + Penalty 4924.740156 = -3449756.042333 nChanged 184 SP:Iteration 38Q (16958.830000 sec): 3 clusters Score: Raw -3454733.986892 + Penalty 4924.740156 = -3449809.246736 nChanged 187 SP:Iteration 39Q (16959.110000 sec): 3 clusters Score: Raw -3454793.231808 + Penalty 4924.740156 = -3449868.491652 nChanged 207 SP:Iteration 40F (16959.440000 sec): 3 clusters Score: Raw -3454867.373488 + Penalty 4924.740156 = -3449942.633332 nChanged 212 SP:Iteration 41Q (16959.750000 sec): 3 clusters Score: Raw -3454939.431252 + Penalty 4924.740156 = -3450014.691096 nChanged 226 SP:Iteration 42Q (16960.040000 sec): 3 clusters Score: Raw -3455008.062812 + Penalty 4924.740156 = -3450083.322656 nChanged 208 SP:Iteration 43Q (16960.310000 sec): 3 clusters Score: Raw -3455068.141022 + Penalty 4924.740156 = -3450143.400866 nChanged 197 SP:Iteration 44Q (16960.610000 sec): 3 clusters Score: Raw -3455119.121564 + Penalty 4924.740156 = -3450194.381408 nChanged 183 SP:Iteration 45Q (16960.910000 sec): 3 clusters Score: Raw -3455165.951824 + Penalty 4924.740156 = -3450241.211668 nChanged 177 SP:Iteration 46Q (16961.160000 sec): 3 clusters Score: Raw -3455211.735063 + Penalty 4924.740156 = -3450286.994907 nChanged 167 SP:Iteration 47Q (16961.470000 sec): 3 clusters Score: Raw -3455254.247686 + Penalty 4924.740156 = -3450329.507530 nChanged 165 SP:Iteration 48Q (16961.760000 sec): 3 clusters Score: Raw -3455292.644509 + Penalty 4924.740156 = -3450367.904353 nChanged 158 SP:Iteration 49Q (16962.010000 sec): 3 clusters Score: Raw -3455328.982371 + Penalty 4924.740156 = -3450404.242215 nChanged 126 SP:Iteration 50Q (16962.310000 sec): 3 clusters Score: Raw -3455355.754071 + Penalty 4924.740156 = -3450431.013915 nChanged 135 SP:Iteration 51Q (16962.550000 sec): 3 clusters Score: Raw -3455382.293100 + Penalty 4924.740156 = -3450457.552944 nChanged 120 SP:Iteration 52Q (16962.850000 sec): 3 clusters Score: Raw -3455403.600236 + Penalty 4924.740156 = -3450478.860080 nChanged 112 SP:Iteration 53Q (16963.130000 sec): 3 clusters Score: Raw -3455425.815997 + Penalty 4924.740156 = -3450501.075841 nChanged 109 SP:Iteration 54Q (16963.390000 sec): 3 clusters Score: Raw -3455445.767367 + Penalty 4924.740156 = -3450521.027211 nChanged 93 SP:Iteration 55Q (16963.670000 sec): 3 clusters Score: Raw -3455462.390575 + Penalty 4924.740156 = -3450537.650419 nChanged 86 SP:Iteration 56Q (16963.990000 sec): 3 clusters Score: Raw -3455476.500810 + Penalty 4924.740156 = -3450551.760654 nChanged 80 SP:Iteration 57Q (16964.270000 sec): 3 clusters Score: Raw -3455488.660002 + Penalty 4924.740156 = -3450563.919846 nChanged 81 SP:Iteration 58Q (16964.590000 sec): 3 clusters Score: Raw -3455501.156475 + Penalty 4924.740156 = -3450576.416319 nChanged 65 SP:Iteration 59Q (16964.820000 sec): 3 clusters Score: Raw -3455509.329482 + Penalty 4924.740156 = -3450584.589326 nChanged 55 SP:Iteration 60F (16965.140000 sec): 3 clusters Score: Raw -3455516.088271 + Penalty 4924.740156 = -3450591.348115 nChanged 52 SP:Iteration 61Q (16965.410000 sec): 3 clusters Score: Raw -3455522.434862 + Penalty 4924.740156 = -3450597.694706 nChanged 39 SP:Iteration 62Q (16965.650000 sec): 3 clusters Score: Raw -3455527.381646 + Penalty 4924.740156 = -3450602.641490 nChanged 48 SP:Iteration 63Q (16965.970000 sec): 3 clusters Score: Raw -3455532.542467 + Penalty 4924.740156 = -3450607.802311 nChanged 31 SP:Iteration 64Q (16966.290000 sec): 3 clusters Score: Raw -3455536.180951 + Penalty 4924.740156 = -3450611.440795 nChanged 29 SP:Iteration 65Q (16966.560000 sec): 3 clusters Score: Raw -3455539.399976 + Penalty 4924.740156 = -3450614.659820 nChanged 36 SP:Iteration 66Q (16966.890000 sec): 3 clusters Score: Raw -3455544.160003 + Penalty 4924.740156 = -3450619.419847 nChanged 38 SP:Iteration 67Q (16967.160000 sec): 3 clusters Score: Raw -3455549.415263 + Penalty 4924.740156 = -3450624.675107 nChanged 41 SP:Iteration 68Q (16967.440000 sec): 3 clusters Score: Raw -3455555.178402 + Penalty 4924.740156 = -3450630.438246 nChanged 46 SP:Iteration 69Q (16967.810000 sec): 3 clusters Score: Raw -3455561.375264 + Penalty 4924.740156 = -3450636.635108 nChanged 49 SP:Iteration 70Q (16968.070000 sec): 3 clusters Score: Raw -3455568.149031 + Penalty 4924.740156 = -3450643.408875 nChanged 50 SP:Iteration 71Q (16968.350000 sec): 3 clusters Score: Raw -3455575.144644 + Penalty 4924.740156 = -3450650.404488 nChanged 55 SP:Iteration 72Q (16968.610000 sec): 3 clusters Score: Raw -3455583.092979 + Penalty 4924.740156 = -3450658.352823 nChanged 54 SP:Iteration 73Q (16968.890000 sec): 3 clusters Score: Raw -3455591.596087 + Penalty 4924.740156 = -3450666.855931 nChanged 54 SP:Iteration 74Q (16969.210000 sec): 3 clusters Score: Raw -3455598.541395 + Penalty 4924.740156 = -3450673.801239 nChanged 48 SP:Iteration 75Q (16969.490000 sec): 3 clusters Score: Raw -3455605.433871 + Penalty 4924.740156 = -3450680.693715 nChanged 49 SP:Iteration 76Q (16969.840000 sec): 3 clusters Score: Raw -3455611.617557 + Penalty 4924.740156 = -3450686.877401 nChanged 43 SP:Iteration 77Q (16970.130000 sec): 3 clusters Score: Raw -3455618.336698 + Penalty 4924.740156 = -3450693.596542 nChanged 40 SP:Iteration 78Q (16970.440000 sec): 3 clusters Score: Raw -3455623.201565 + Penalty 4924.740156 = -3450698.461409 nChanged 35 SP:Iteration 79Q (16970.720000 sec): 3 clusters Score: Raw -3455626.405933 + Penalty 4924.740156 = -3450701.665777 nChanged 22 SP:Iteration 80F (16971.030000 sec): 3 clusters Score: Raw -3455629.124402 + Penalty 4924.740156 = -3450704.384246 nChanged 28 SP:Iteration 81Q (16971.320000 sec): 3 clusters Score: Raw -3455631.986220 + Penalty 4924.740156 = -3450707.246064 nChanged 27 SP:Iteration 82Q (16971.620000 sec): 3 clusters Score: Raw -3455634.332618 + Penalty 4924.740156 = -3450709.592462 nChanged 14 SP:Iteration 83Q (16971.940000 sec): 3 clusters Score: Raw -3455635.272253 + Penalty 4924.740156 = -3450710.532097 nChanged 9 SP:Iteration 84Q (16972.200000 sec): 3 clusters Score: Raw -3455636.317046 + Penalty 4924.740156 = -3450711.576890 nChanged 7 SP:Iteration 85Q (16972.510000 sec): 3 clusters Score: Raw -3455637.192768 + Penalty 4924.740156 = -3450712.452612 nChanged 10 SP:Iteration 86Q (16972.780000 sec): 3 clusters Score: Raw -3455638.402104 + Penalty 4924.740156 = -3450713.661948 nChanged 13 SP:Iteration 87Q (16973.060000 sec): 3 clusters Score: Raw -3455639.709717 + Penalty 4924.740156 = -3450714.969561 nChanged 15 SP:Iteration 88Q (16973.340000 sec): 3 clusters Score: Raw -3455641.381436 + Penalty 4924.740156 = -3450716.641280 nChanged 12 SP:Iteration 89Q (16973.660000 sec): 3 clusters Score: Raw -3455642.386330 + Penalty 4924.740156 = -3450717.646174 nChanged 12 SP:Iteration 90Q (16973.930000 sec): 3 clusters Score: Raw -3455643.529601 + Penalty 4924.740156 = -3450718.789445 nChanged 8 SP:Iteration 91Q (16974.200000 sec): 3 clusters Score: Raw -3455644.411182 + Penalty 4924.740156 = -3450719.671026 nChanged 12 SP:Iteration 92Q (16974.500000 sec): 3 clusters Score: Raw -3455645.621365 + Penalty 4924.740156 = -3450720.881209 nChanged 5 SP:Iteration 93Q (16974.800000 sec): 3 clusters Score: Raw -3455646.068649 + Penalty 4924.740156 = -3450721.328493 nChanged 4 SP:Iteration 94Q (16975.100000 sec): 3 clusters Score: Raw -3455646.444061 + Penalty 4924.740156 = -3450721.703905 nChanged 2 SP:Iteration 95Q (16975.440000 sec): 3 clusters Score: Raw -3455646.565279 + Penalty 4924.740156 = -3450721.825123 nChanged 0 SP:Iteration 96F (16975.710000 sec): 3 clusters Score: Raw -3455646.565279 + Penalty 4924.740156 = -3450721.825123 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 29 (1390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16975.830000 sec): 2 clusters Score: Raw -232840.681834 + Penalty 1794.790638 = -231045.891195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16976.040000 sec): 3 clusters Score: Raw -232429.153053 + Penalty 3589.581277 = -228839.571776 nChanged 411 SP:Iteration 1F (16976.200000 sec): 3 clusters Score: Raw -232883.663984 + Penalty 3589.581277 = -229294.082707 nChanged 149 SP:Iteration 2F (16976.400000 sec): 3 clusters Score: Raw -233159.313829 + Penalty 3589.581277 = -229569.732552 nChanged 107 SP:Iteration 3F (16976.600000 sec): 3 clusters Score: Raw -233401.660720 + Penalty 3589.581277 = -229812.079443 nChanged 85 SP:Iteration 4F (16976.780000 sec): 3 clusters Score: Raw -233625.324892 + Penalty 3589.581277 = -230035.743615 nChanged 74 SP:Iteration 5F (16976.990000 sec): 3 clusters Score: Raw -233809.092967 + Penalty 3589.581277 = -230219.511690 nChanged 59 SP:Iteration 6Q (16977.160000 sec): 3 clusters Score: Raw -233933.257790 + Penalty 3589.581277 = -230343.676513 nChanged 46 SP:Iteration 7Q (16977.400000 sec): 3 clusters Score: Raw -234035.394985 + Penalty 3589.581277 = -230445.813708 nChanged 39 SP:Iteration 8Q (16977.600000 sec): 3 clusters Score: Raw -234123.765978 + Penalty 3589.581277 = -230534.184701 nChanged 34 SP:Iteration 9Q (16977.820000 sec): 3 clusters Score: Raw -234206.779984 + Penalty 3589.581277 = -230617.198708 nChanged 31 SP:Iteration 10Q (16978.040000 sec): 3 clusters Score: Raw -234271.216390 + Penalty 3589.581277 = -230681.635113 nChanged 19 SP:Iteration 11Q (16978.160000 sec): 3 clusters Score: Raw -234296.663775 + Penalty 3589.581277 = -230707.082498 nChanged 14 SP:Iteration 12Q (16978.400000 sec): 3 clusters Score: Raw -234321.028599 + Penalty 3589.581277 = -230731.447322 nChanged 17 SP:Iteration 13Q (16978.590000 sec): 3 clusters Score: Raw -234344.172721 + Penalty 3589.581277 = -230754.591444 nChanged 11 SP:Iteration 14Q (16978.780000 sec): 3 clusters Score: Raw -234362.774123 + Penalty 3589.581277 = -230773.192846 nChanged 6 SP:Iteration 15Q (16978.980000 sec): 3 clusters Score: Raw -234371.320885 + Penalty 3589.581277 = -230781.739608 nChanged 5 SP:Iteration 16Q (16979.190000 sec): 3 clusters Score: Raw -234376.331731 + Penalty 3589.581277 = -230786.750454 nChanged 2 SP:Iteration 17Q (16979.420000 sec): 3 clusters Score: Raw -234378.455534 + Penalty 3589.581277 = -230788.874257 nChanged 2 SP:Iteration 18Q (16979.610000 sec): 3 clusters Score: Raw -234380.671482 + Penalty 3589.581277 = -230791.090205 nChanged 1 SP:Iteration 19Q (16979.820000 sec): 3 clusters Score: Raw -234382.352991 + Penalty 3589.581277 = -230792.771714 nChanged 3 SP:Iteration 20F (16980.010000 sec): 3 clusters Score: Raw -234386.119575 + Penalty 3589.581277 = -230796.538298 nChanged 2 SP:Iteration 21Q (16980.210000 sec): 3 clusters Score: Raw -234387.983129 + Penalty 3589.581277 = -230798.401852 nChanged 0 SP:Iteration 22F (16980.400000 sec): 3 clusters Score: Raw -234387.983129 + Penalty 3589.581277 = -230798.401852 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 30 (2983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16980.480000 sec): 2 clusters Score: Raw -508952.594044 + Penalty 1984.169827 = -506968.424217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16980.680000 sec): 3 clusters Score: Raw -507699.722442 + Penalty 3968.339653 = -503731.382789 nChanged 1078 SP:Iteration 1F (16980.880000 sec): 3 clusters Score: Raw -508496.947108 + Penalty 3968.339653 = -504528.607455 nChanged 269 SP:Iteration 2F (16981.060000 sec): 3 clusters Score: Raw -508784.319168 + Penalty 3968.339653 = -504815.979515 nChanged 199 SP:Iteration 3F (16981.260000 sec): 3 clusters Score: Raw -509023.241653 + Penalty 3968.339653 = -505054.902000 nChanged 180 SP:Iteration 4F (16981.460000 sec): 3 clusters Score: Raw -509203.612107 + Penalty 3968.339653 = -505235.272454 nChanged 147 SP:Iteration 5Q (16981.700000 sec): 3 clusters Score: Raw -509357.201625 + Penalty 3968.339653 = -505388.861972 nChanged 128 SP:Iteration 6Q (16981.920000 sec): 3 clusters Score: Raw -509476.769431 + Penalty 3968.339653 = -505508.429778 nChanged 113 SP:Iteration 7Q (16982.130000 sec): 3 clusters Score: Raw -509576.075196 + Penalty 3968.339653 = -505607.735543 nChanged 82 SP:Iteration 8Q (16982.290000 sec): 3 clusters Score: Raw -509635.550896 + Penalty 3968.339653 = -505667.211243 nChanged 55 SP:Iteration 9Q (16982.490000 sec): 3 clusters Score: Raw -509675.420876 + Penalty 3968.339653 = -505707.081223 nChanged 62 SP:Iteration 10Q (16982.720000 sec): 3 clusters Score: Raw -509727.804694 + Penalty 3968.339653 = -505759.465040 nChanged 56 SP:Iteration 11Q (16982.870000 sec): 3 clusters Score: Raw -509784.969917 + Penalty 3968.339653 = -505816.630264 nChanged 59 SP:Iteration 12Q (16983.060000 sec): 3 clusters Score: Raw -509839.298895 + Penalty 3968.339653 = -505870.959242 nChanged 48 SP:Iteration 13Q (16983.220000 sec): 3 clusters Score: Raw -509877.281558 + Penalty 3968.339653 = -505908.941905 nChanged 34 SP:Iteration 14Q (16983.430000 sec): 3 clusters Score: Raw -509899.692141 + Penalty 3968.339653 = -505931.352488 nChanged 27 SP:Iteration 15Q (16983.620000 sec): 3 clusters Score: Raw -509918.330294 + Penalty 3968.339653 = -505949.990640 nChanged 12 SP:Iteration 16Q (16983.780000 sec): 3 clusters Score: Raw -509926.718883 + Penalty 3968.339653 = -505958.379230 nChanged 8 SP:Iteration 17Q (16984.000000 sec): 3 clusters Score: Raw -509931.764151 + Penalty 3968.339653 = -505963.424498 nChanged 6 SP:Iteration 18Q (16984.190000 sec): 3 clusters Score: Raw -509935.056601 + Penalty 3968.339653 = -505966.716948 nChanged 4 SP:Iteration 19Q (16984.390000 sec): 3 clusters Score: Raw -509936.630596 + Penalty 3968.339653 = -505968.290943 nChanged 2 SP:Iteration 20F (16984.600000 sec): 3 clusters Score: Raw -509937.275112 + Penalty 3968.339653 = -505968.935459 nChanged 3 SP:Iteration 21Q (16984.760000 sec): 3 clusters Score: Raw -509938.461066 + Penalty 3968.339653 = -505970.121413 nChanged 1 SP:Iteration 22Q (16985.020000 sec): 3 clusters Score: Raw -509938.880649 + Penalty 3968.339653 = -505970.540996 nChanged 0 SP:Iteration 23F (16985.190000 sec): 3 clusters Score: Raw -509938.880649 + Penalty 3968.339653 = -505970.540996 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 31 (33328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16985.460000 sec): 2 clusters Score: Raw -5814702.107757 + Penalty 2582.709985 = -5812119.397773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16985.800000 sec): 3 clusters Score: Raw -5794520.330166 + Penalty 5165.419969 = -5789354.910197 nChanged 15159 SP:Iteration 1F (16986.200000 sec): 3 clusters Score: Raw -5802884.077227 + Penalty 5165.419969 = -5797718.657258 nChanged 1664 SP:Iteration 2Q (16986.530000 sec): 3 clusters Score: Raw -5803497.189913 + Penalty 5165.419969 = -5798331.769944 nChanged 1678 SP:Iteration 3F (16986.930000 sec): 3 clusters Score: Raw -5804194.852137 + Penalty 5165.419969 = -5799029.432168 nChanged 1718 SP:Iteration 4F (16987.250000 sec): 3 clusters Score: Raw -5805039.063760 + Penalty 5165.419969 = -5799873.643791 nChanged 1854 SP:Iteration 5F (16987.630000 sec): 3 clusters Score: Raw -5806131.800501 + Penalty 5165.419969 = -5800966.380532 nChanged 2076 SP:Iteration 6F (16987.950000 sec): 3 clusters Score: Raw -5807542.858327 + Penalty 5165.419969 = -5802377.438358 nChanged 2157 SP:Iteration 7F (16988.340000 sec): 3 clusters Score: Raw -5809107.476155 + Penalty 5165.419969 = -5803942.056186 nChanged 2017 SP:Iteration 8F (16988.720000 sec): 3 clusters Score: Raw -5810605.650745 + Penalty 5165.419969 = -5805440.230776 nChanged 1535 SP:Iteration 9Q (16989.070000 sec): 3 clusters Score: Raw -5811738.330035 + Penalty 5165.419969 = -5806572.910066 nChanged 1160 SP:Iteration 10Q (16989.440000 sec): 3 clusters Score: Raw -5812680.020560 + Penalty 5165.419969 = -5807514.600591 nChanged 862 SP:Iteration 11Q (16989.830000 sec): 3 clusters Score: Raw -5813391.238308 + Penalty 5165.419969 = -5808225.818339 nChanged 635 SP:Iteration 12Q (16990.200000 sec): 3 clusters Score: Raw -5814006.443304 + Penalty 5165.419969 = -5808841.023335 nChanged 478 SP:Iteration 13Q (16990.560000 sec): 3 clusters Score: Raw -5814627.574080 + Penalty 5165.419969 = -5809462.154111 nChanged 369 SP:Iteration 14Q (16990.920000 sec): 3 clusters Score: Raw -5815009.328927 + Penalty 5165.419969 = -5809843.908958 nChanged 256 SP:Iteration 15Q (16991.340000 sec): 3 clusters Score: Raw -5815202.054162 + Penalty 5165.419969 = -5810036.634193 nChanged 208 SP:Iteration 16Q (16991.650000 sec): 3 clusters Score: Raw -5815307.658989 + Penalty 5165.419969 = -5810142.239020 nChanged 149 SP:Iteration 17Q (16991.980000 sec): 3 clusters Score: Raw -5815368.193165 + Penalty 5165.419969 = -5810202.773196 nChanged 115 SP:Iteration 18Q (16992.270000 sec): 3 clusters Score: Raw -5815407.579604 + Penalty 5165.419969 = -5810242.159635 nChanged 106 SP:Iteration 19Q (16992.610000 sec): 3 clusters Score: Raw -5815443.876887 + Penalty 5165.419969 = -5810278.456918 nChanged 87 SP:Iteration 20F (16992.940000 sec): 3 clusters Score: Raw -5815470.454902 + Penalty 5165.419969 = -5810305.034933 nChanged 65 SP:Iteration 21Q (16993.300000 sec): 3 clusters Score: Raw -5815485.614354 + Penalty 5165.419969 = -5810320.194385 nChanged 59 SP:Iteration 22Q (16993.610000 sec): 3 clusters Score: Raw -5815499.669014 + Penalty 5165.419969 = -5810334.249045 nChanged 43 SP:Iteration 23Q (16993.920000 sec): 3 clusters Score: Raw -5815510.066675 + Penalty 5165.419969 = -5810344.646706 nChanged 39 SP:Iteration 24Q (16994.240000 sec): 3 clusters Score: Raw -5815520.299003 + Penalty 5165.419969 = -5810354.879034 nChanged 38 SP:Iteration 25Q (16994.600000 sec): 3 clusters Score: Raw -5815527.717985 + Penalty 5165.419969 = -5810362.298016 nChanged 28 SP:Iteration 26Q (16994.930000 sec): 3 clusters Score: Raw -5815532.816074 + Penalty 5165.419969 = -5810367.396105 nChanged 20 SP:Iteration 27Q (16995.270000 sec): 3 clusters Score: Raw -5815535.673389 + Penalty 5165.419969 = -5810370.253420 nChanged 12 SP:Iteration 28Q (16995.570000 sec): 3 clusters Score: Raw -5815537.934472 + Penalty 5165.419969 = -5810372.514503 nChanged 15 SP:Iteration 29Q (16995.960000 sec): 3 clusters Score: Raw -5815541.129082 + Penalty 5165.419969 = -5810375.709113 nChanged 14 SP:Iteration 30Q (16996.260000 sec): 3 clusters Score: Raw -5815543.076865 + Penalty 5165.419969 = -5810377.656896 nChanged 8 SP:Iteration 31Q (16996.550000 sec): 3 clusters Score: Raw -5815543.745504 + Penalty 5165.419969 = -5810378.325535 nChanged 5 SP:Iteration 32Q (16996.860000 sec): 3 clusters Score: Raw -5815544.364697 + Penalty 5165.419969 = -5810378.944728 nChanged 8 SP:Iteration 33Q (16997.210000 sec): 3 clusters Score: Raw -5815545.788598 + Penalty 5165.419969 = -5810380.368629 nChanged 11 SP:Iteration 34Q (16997.570000 sec): 3 clusters Score: Raw -5815547.215067 + Penalty 5165.419969 = -5810381.795098 nChanged 4 SP:Iteration 35Q (16997.890000 sec): 3 clusters Score: Raw -5815547.591810 + Penalty 5165.419969 = -5810382.171841 nChanged 4 SP:Iteration 36Q (16998.210000 sec): 3 clusters Score: Raw -5815548.002481 + Penalty 5165.419969 = -5810382.582511 nChanged 3 SP:Iteration 37Q (16998.510000 sec): 3 clusters Score: Raw -5815548.362881 + Penalty 5165.419969 = -5810382.942912 nChanged 1 SP:Iteration 38Q (16998.810000 sec): 3 clusters Score: Raw -5815548.539918 + Penalty 5165.419969 = -5810383.119949 nChanged 2 SP:Iteration 39Q (16999.100000 sec): 3 clusters Score: Raw -5815548.769849 + Penalty 5165.419969 = -5810383.349879 nChanged 1 SP:Iteration 40F (16999.440000 sec): 3 clusters Score: Raw -5815548.808768 + Penalty 5165.419969 = -5810383.388799 nChanged 1 SP:Iteration 41Q (16999.790000 sec): 3 clusters Score: Raw -5815548.890890 + Penalty 5165.419969 = -5810383.470921 nChanged 1 SP:Iteration 42Q (17000.100000 sec): 3 clusters Score: Raw -5815549.132765 + Penalty 5165.419969 = -5810383.712795 nChanged 3 SP:Iteration 43Q (17000.440000 sec): 3 clusters Score: Raw -5815549.582279 + Penalty 5165.419969 = -5810384.162310 nChanged 3 SP:Iteration 44Q (17000.790000 sec): 3 clusters Score: Raw -5815549.876380 + Penalty 5165.419969 = -5810384.456411 nChanged 4 SP:Iteration 45Q (17001.090000 sec): 3 clusters Score: Raw -5815550.378357 + Penalty 5165.419969 = -5810384.958388 nChanged 4 SP:Iteration 46Q (17001.410000 sec): 3 clusters Score: Raw -5815550.804032 + Penalty 5165.419969 = -5810385.384062 nChanged 5 SP:Iteration 47Q (17001.760000 sec): 3 clusters Score: Raw -5815551.602557 + Penalty 5165.419969 = -5810386.182588 nChanged 4 SP:Iteration 48Q (17002.060000 sec): 3 clusters Score: Raw -5815552.256827 + Penalty 5165.419969 = -5810386.836858 nChanged 6 SP:Iteration 49Q (17002.430000 sec): 3 clusters Score: Raw -5815553.091840 + Penalty 5165.419969 = -5810387.671870 nChanged 7 SP:Iteration 50Q (17002.710000 sec): 3 clusters Score: Raw -5815554.282800 + Penalty 5165.419969 = -5810388.862831 nChanged 6 SP:Iteration 51Q (17003.050000 sec): 3 clusters Score: Raw -5815555.129752 + Penalty 5165.419969 = -5810389.709783 nChanged 9 SP:Iteration 52Q (17003.360000 sec): 3 clusters Score: Raw -5815556.750815 + Penalty 5165.419969 = -5810391.330846 nChanged 5 SP:Iteration 53Q (17003.690000 sec): 3 clusters Score: Raw -5815557.487229 + Penalty 5165.419969 = -5810392.067260 nChanged 4 SP:Iteration 54Q (17004.020000 sec): 3 clusters Score: Raw -5815558.148446 + Penalty 5165.419969 = -5810392.728477 nChanged 7 SP:Iteration 55Q (17004.350000 sec): 3 clusters Score: Raw -5815559.459368 + Penalty 5165.419969 = -5810394.039398 nChanged 8 SP:Iteration 56Q (17004.650000 sec): 3 clusters Score: Raw -5815561.022511 + Penalty 5165.419969 = -5810395.602541 nChanged 7 SP:Iteration 57Q (17005.000000 sec): 3 clusters Score: Raw -5815561.969039 + Penalty 5165.419969 = -5810396.549069 nChanged 10 SP:Iteration 58Q (17005.370000 sec): 3 clusters Score: Raw -5815563.445131 + Penalty 5165.419969 = -5810398.025162 nChanged 8 SP:Iteration 59Q (17005.690000 sec): 3 clusters Score: Raw -5815565.401337 + Penalty 5165.419969 = -5810399.981368 nChanged 9 SP:Iteration 60F (17006.000000 sec): 3 clusters Score: Raw -5815567.017822 + Penalty 5165.419969 = -5810401.597853 nChanged 11 SP:Iteration 61Q (17006.310000 sec): 3 clusters Score: Raw -5815568.830973 + Penalty 5165.419969 = -5810403.411004 nChanged 6 SP:Iteration 62Q (17006.630000 sec): 3 clusters Score: Raw -5815569.499059 + Penalty 5165.419969 = -5810404.079090 nChanged 5 SP:Iteration 63Q (17006.960000 sec): 3 clusters Score: Raw -5815570.158313 + Penalty 5165.419969 = -5810404.738344 nChanged 6 SP:Iteration 64Q (17007.310000 sec): 3 clusters Score: Raw -5815571.049361 + Penalty 5165.419969 = -5810405.629392 nChanged 9 SP:Iteration 65Q (17007.660000 sec): 3 clusters Score: Raw -5815572.088510 + Penalty 5165.419969 = -5810406.668541 nChanged 10 SP:Iteration 66Q (17007.970000 sec): 3 clusters Score: Raw -5815573.597936 + Penalty 5165.419969 = -5810408.177967 nChanged 3 SP:Iteration 67Q (17008.310000 sec): 3 clusters Score: Raw -5815574.058183 + Penalty 5165.419969 = -5810408.638214 nChanged 6 SP:Iteration 68Q (17008.670000 sec): 3 clusters Score: Raw -5815574.774150 + Penalty 5165.419969 = -5810409.354180 nChanged 4 SP:Iteration 69Q (17009.050000 sec): 3 clusters Score: Raw -5815575.145996 + Penalty 5165.419969 = -5810409.726027 nChanged 4 SP:Iteration 70Q (17009.410000 sec): 3 clusters Score: Raw -5815575.452190 + Penalty 5165.419969 = -5810410.032221 nChanged 2 SP:Iteration 71Q (17009.730000 sec): 3 clusters Score: Raw -5815575.717049 + Penalty 5165.419969 = -5810410.297080 nChanged 4 SP:Iteration 72Q (17010.050000 sec): 3 clusters Score: Raw -5815576.105120 + Penalty 5165.419969 = -5810410.685151 nChanged 3 SP:Iteration 73Q (17010.380000 sec): 3 clusters Score: Raw -5815576.473370 + Penalty 5165.419969 = -5810411.053401 nChanged 1 SP:Iteration 74Q (17010.690000 sec): 3 clusters Score: Raw -5815576.566459 + Penalty 5165.419969 = -5810411.146490 nChanged 0 SP:Iteration 75F (17011.030000 sec): 3 clusters Score: Raw -5815576.566459 + Penalty 5165.419969 = -5810411.146490 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 32 (3361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17011.110000 sec): 2 clusters Score: Raw -602877.563890 + Penalty 2013.758469 = -600863.805421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17011.300000 sec): 3 clusters Score: Raw -601447.349548 + Penalty 4027.516939 = -597419.832610 nChanged 1207 SP:Iteration 1F (17011.500000 sec): 3 clusters Score: Raw -602209.516844 + Penalty 4027.516939 = -598181.999905 nChanged 240 SP:Iteration 2F (17011.690000 sec): 3 clusters Score: Raw -602420.385397 + Penalty 4027.516939 = -598392.868458 nChanged 179 SP:Iteration 3F (17011.880000 sec): 3 clusters Score: Raw -602577.268571 + Penalty 4027.516939 = -598549.751632 nChanged 144 SP:Iteration 4Q (17012.090000 sec): 3 clusters Score: Raw -602708.980402 + Penalty 4027.516939 = -598681.463464 nChanged 131 SP:Iteration 5Q (17012.270000 sec): 3 clusters Score: Raw -602859.870076 + Penalty 4027.516939 = -598832.353137 nChanged 168 SP:Iteration 6Q (17012.480000 sec): 3 clusters Score: Raw -603034.540641 + Penalty 4027.516939 = -599007.023702 nChanged 171 SP:Iteration 7F (17012.680000 sec): 3 clusters Score: Raw -603180.763674 + Penalty 4027.516939 = -599153.246735 nChanged 132 SP:Iteration 8Q (17012.850000 sec): 3 clusters Score: Raw -603294.482854 + Penalty 4027.516939 = -599266.965915 nChanged 118 SP:Iteration 9Q (17013.030000 sec): 3 clusters Score: Raw -603409.104566 + Penalty 4027.516939 = -599381.587627 nChanged 107 SP:Iteration 10Q (17013.220000 sec): 3 clusters Score: Raw -603491.349983 + Penalty 4027.516939 = -599463.833044 nChanged 80 SP:Iteration 11Q (17013.420000 sec): 3 clusters Score: Raw -603536.964524 + Penalty 4027.516939 = -599509.447585 nChanged 56 SP:Iteration 12Q (17013.600000 sec): 3 clusters Score: Raw -603567.300300 + Penalty 4027.516939 = -599539.783361 nChanged 39 SP:Iteration 13Q (17013.790000 sec): 3 clusters Score: Raw -603589.040553 + Penalty 4027.516939 = -599561.523615 nChanged 33 SP:Iteration 14Q (17014.010000 sec): 3 clusters Score: Raw -603608.038303 + Penalty 4027.516939 = -599580.521365 nChanged 23 SP:Iteration 15Q (17014.200000 sec): 3 clusters Score: Raw -603618.586931 + Penalty 4027.516939 = -599591.069992 nChanged 16 SP:Iteration 16Q (17014.360000 sec): 3 clusters Score: Raw -603625.127532 + Penalty 4027.516939 = -599597.610594 nChanged 7 SP:Iteration 17Q (17014.560000 sec): 3 clusters Score: Raw -603627.676255 + Penalty 4027.516939 = -599600.159317 nChanged 8 SP:Iteration 18Q (17014.740000 sec): 3 clusters Score: Raw -603630.612378 + Penalty 4027.516939 = -599603.095440 nChanged 5 SP:Iteration 19Q (17014.940000 sec): 3 clusters Score: Raw -603633.684706 + Penalty 4027.516939 = -599606.167767 nChanged 11 SP:Iteration 20F (17015.130000 sec): 3 clusters Score: Raw -603638.130920 + Penalty 4027.516939 = -599610.613982 nChanged 10 SP:Iteration 21Q (17015.340000 sec): 3 clusters Score: Raw -603642.318909 + Penalty 4027.516939 = -599614.801970 nChanged 8 SP:Iteration 22Q (17015.520000 sec): 3 clusters Score: Raw -603644.596876 + Penalty 4027.516939 = -599617.079937 nChanged 4 SP:Iteration 23Q (17015.750000 sec): 3 clusters Score: Raw -603645.779286 + Penalty 4027.516939 = -599618.262347 nChanged 3 SP:Iteration 24Q (17015.920000 sec): 3 clusters Score: Raw -603647.282386 + Penalty 4027.516939 = -599619.765448 nChanged 3 SP:Iteration 25Q (17016.120000 sec): 3 clusters Score: Raw -603647.902562 + Penalty 4027.516939 = -599620.385623 nChanged 2 SP:Iteration 26Q (17016.340000 sec): 3 clusters Score: Raw -603648.280189 + Penalty 4027.516939 = -599620.763250 nChanged 2 SP:Iteration 27Q (17016.560000 sec): 3 clusters Score: Raw -603649.121522 + Penalty 4027.516939 = -599621.604583 nChanged 2 SP:Iteration 28Q (17016.730000 sec): 3 clusters Score: Raw -603650.440185 + Penalty 4027.516939 = -599622.923247 nChanged 1 SP:Iteration 29Q (17016.950000 sec): 3 clusters Score: Raw -603650.828891 + Penalty 4027.516939 = -599623.311953 nChanged 2 SP:Iteration 30Q (17017.170000 sec): 3 clusters Score: Raw -603651.873225 + Penalty 4027.516939 = -599624.356287 nChanged 2 SP:Iteration 31Q (17017.340000 sec): 3 clusters Score: Raw -603652.199987 + Penalty 4027.516939 = -599624.683048 nChanged 1 SP:Iteration 32Q (17017.540000 sec): 3 clusters Score: Raw -603652.586693 + Penalty 4027.516939 = -599625.069755 nChanged 0 SP:Iteration 33F (17017.780000 sec): 3 clusters Score: Raw -603652.586693 + Penalty 4027.516939 = -599625.069755 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 33 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17017.880000 sec): 2 clusters Score: Raw -69498.648824 + Penalty 1473.814245 = -68024.834579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17018.060000 sec): 3 clusters Score: Raw -69605.483159 + Penalty 2947.628490 = -66657.854669 nChanged 62 SP:Iteration 1F (17018.240000 sec): 3 clusters Score: Raw -69774.293962 + Penalty 2947.628490 = -66826.665472 nChanged 16 SP:Iteration 2Q (17018.400000 sec): 3 clusters Score: Raw -69823.586880 + Penalty 2947.628490 = -66875.958390 nChanged 5 SP:Iteration 3Q (17018.560000 sec): 3 clusters Score: Raw -69830.578042 + Penalty 2947.628490 = -66882.949552 nChanged 5 SP:Iteration 4Q (17018.740000 sec): 3 clusters Score: Raw -69840.076781 + Penalty 2947.628490 = -66892.448290 nChanged 1 SP:Iteration 5Q (17018.950000 sec): 3 clusters Score: Raw -69842.212353 + Penalty 2947.628490 = -66894.583863 nChanged 0 SP:Iteration 6F (17019.110000 sec): 3 clusters Score: Raw -69842.212353 + Penalty 2947.628490 = -66894.583863 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 34 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17019.260000 sec): 2 clusters Score: Raw -91915.459080 + Penalty 1581.428283 = -90334.030797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17019.470000 sec): 3 clusters Score: Raw -91964.909688 + Penalty 3162.856566 = -88802.053121 nChanged 153 SP:Iteration 1F (17019.680000 sec): 3 clusters Score: Raw -92394.895498 + Penalty 3162.856566 = -89232.038932 nChanged 65 SP:Iteration 2F (17019.840000 sec): 3 clusters Score: Raw -92692.980683 + Penalty 3162.856566 = -89530.124117 nChanged 49 SP:Iteration 3F (17020.030000 sec): 3 clusters Score: Raw -92981.959686 + Penalty 3162.856566 = -89819.103120 nChanged 21 SP:Iteration 4Q (17020.220000 sec): 3 clusters Score: Raw -93107.727304 + Penalty 3162.856566 = -89944.870738 nChanged 15 SP:Iteration 5Q (17020.390000 sec): 3 clusters Score: Raw -93183.171790 + Penalty 3162.856566 = -90020.315223 nChanged 6 SP:Iteration 6Q (17020.550000 sec): 3 clusters Score: Raw -93204.977986 + Penalty 3162.856566 = -90042.121420 nChanged 6 SP:Iteration 7Q (17020.680000 sec): 3 clusters Score: Raw -93225.973121 + Penalty 3162.856566 = -90063.116555 nChanged 2 SP:Iteration 8Q (17020.890000 sec): 3 clusters Score: Raw -93232.689006 + Penalty 3162.856566 = -90069.832440 nChanged 1 SP:Iteration 9Q (17021.070000 sec): 3 clusters Score: Raw -93236.921714 + Penalty 3162.856566 = -90074.065148 nChanged 3 SP:Iteration 10Q (17021.280000 sec): 3 clusters Score: Raw -93253.321756 + Penalty 3162.856566 = -90090.465190 nChanged 4 SP:Iteration 11Q (17021.480000 sec): 3 clusters Score: Raw -93264.958279 + Penalty 3162.856566 = -90102.101713 nChanged 1 SP:Iteration 12Q (17021.640000 sec): 3 clusters Score: Raw -93270.794799 + Penalty 3162.856566 = -90107.938233 nChanged 0 SP:Iteration 13F (17021.820000 sec): 3 clusters Score: Raw -93270.794799 + Penalty 3162.856566 = -90107.938233 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 35 (555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17021.930000 sec): 2 clusters Score: Raw -91906.295459 + Penalty 1567.104092 = -90339.191367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17022.160000 sec): 3 clusters Score: Raw -91971.075627 + Penalty 3134.208184 = -88836.867442 nChanged 144 SP:Iteration 1F (17022.340000 sec): 3 clusters Score: Raw -92333.557650 + Penalty 3134.208184 = -89199.349466 nChanged 38 SP:Iteration 2F (17022.490000 sec): 3 clusters Score: Raw -92427.180538 + Penalty 3134.208184 = -89292.972354 nChanged 24 SP:Iteration 3Q (17022.700000 sec): 3 clusters Score: Raw -92480.554415 + Penalty 3134.208184 = -89346.346230 nChanged 10 SP:Iteration 4Q (17022.850000 sec): 3 clusters Score: Raw -92502.117684 + Penalty 3134.208184 = -89367.909499 nChanged 7 SP:Iteration 5Q (17023.070000 sec): 3 clusters Score: Raw -92517.843637 + Penalty 3134.208184 = -89383.635452 nChanged 6 SP:Iteration 6Q (17023.220000 sec): 3 clusters Score: Raw -92537.464226 + Penalty 3134.208184 = -89403.256041 nChanged 4 SP:Iteration 7Q (17023.440000 sec): 3 clusters Score: Raw -92543.032905 + Penalty 3134.208184 = -89408.824721 nChanged 2 SP:Iteration 8Q (17023.640000 sec): 3 clusters Score: Raw -92544.509914 + Penalty 3134.208184 = -89410.301729 nChanged 1 SP:Iteration 9Q (17023.780000 sec): 3 clusters Score: Raw -92548.765971 + Penalty 3134.208184 = -89414.557786 nChanged 0 SP:Iteration 10F (17023.970000 sec): 3 clusters Score: Raw -92548.765971 + Penalty 3134.208184 = -89414.557786 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 36 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17024.090000 sec): 2 clusters Score: Raw -35493.993163 + Penalty 1345.387604 = -34148.605558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17024.270000 sec): 3 clusters Score: Raw -35666.418447 + Penalty 2690.775209 = -32975.643238 nChanged 16 SP:Iteration 1F (17024.450000 sec): 3 clusters Score: Raw -35750.052815 + Penalty 2690.775209 = -33059.277606 nChanged 3 SP:Iteration 2Q (17024.640000 sec): 3 clusters Score: Raw -35771.150859 + Penalty 2690.775209 = -33080.375651 nChanged 1 SP:Iteration 3Q (17024.780000 sec): 3 clusters Score: Raw -35778.723000 + Penalty 2690.775209 = -33087.947791 nChanged 0 SP:Iteration 4F (17024.990000 sec): 3 clusters Score: Raw -35778.723000 + Penalty 2690.775209 = -33087.947791 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 37 (1448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17025.050000 sec): 2 clusters Score: Raw -244597.109476 + Penalty 1804.928766 = -242792.180710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17025.230000 sec): 3 clusters Score: Raw -244164.342281 + Penalty 3609.857532 = -240554.484749 nChanged 418 SP:Iteration 1F (17025.430000 sec): 3 clusters Score: Raw -244495.322124 + Penalty 3609.857532 = -240885.464592 nChanged 93 SP:Iteration 2F (17025.600000 sec): 3 clusters Score: Raw -244586.473476 + Penalty 3609.857532 = -240976.615943 nChanged 42 SP:Iteration 3Q (17025.850000 sec): 3 clusters Score: Raw -244626.081984 + Penalty 3609.857532 = -241016.224452 nChanged 27 SP:Iteration 4Q (17026.040000 sec): 3 clusters Score: Raw -244651.113891 + Penalty 3609.857532 = -241041.256359 nChanged 23 SP:Iteration 5Q (17026.200000 sec): 3 clusters Score: Raw -244674.166296 + Penalty 3609.857532 = -241064.308763 nChanged 25 SP:Iteration 6Q (17026.400000 sec): 3 clusters Score: Raw -244699.363572 + Penalty 3609.857532 = -241089.506040 nChanged 25 SP:Iteration 7Q (17026.570000 sec): 3 clusters Score: Raw -244728.004217 + Penalty 3609.857532 = -241118.146684 nChanged 17 SP:Iteration 8Q (17026.750000 sec): 3 clusters Score: Raw -244745.836971 + Penalty 3609.857532 = -241135.979439 nChanged 10 SP:Iteration 9Q (17026.930000 sec): 3 clusters Score: Raw -244756.356614 + Penalty 3609.857532 = -241146.499082 nChanged 8 SP:Iteration 10Q (17027.120000 sec): 3 clusters Score: Raw -244762.901454 + Penalty 3609.857532 = -241153.043922 nChanged 3 SP:Iteration 11Q (17027.300000 sec): 3 clusters Score: Raw -244771.179237 + Penalty 3609.857532 = -241161.321705 nChanged 6 SP:Iteration 12Q (17027.500000 sec): 3 clusters Score: Raw -244777.868360 + Penalty 3609.857532 = -241168.010828 nChanged 4 SP:Iteration 13Q (17027.680000 sec): 3 clusters Score: Raw -244784.974815 + Penalty 3609.857532 = -241175.117283 nChanged 6 SP:Iteration 14Q (17027.840000 sec): 3 clusters Score: Raw -244791.098269 + Penalty 3609.857532 = -241181.240737 nChanged 7 SP:Iteration 15Q (17028.060000 sec): 3 clusters Score: Raw -244799.204439 + Penalty 3609.857532 = -241189.346907 nChanged 10 SP:Iteration 16Q (17028.200000 sec): 3 clusters Score: Raw -244807.203696 + Penalty 3609.857532 = -241197.346164 nChanged 6 SP:Iteration 17Q (17028.390000 sec): 3 clusters Score: Raw -244812.002698 + Penalty 3609.857532 = -241202.145166 nChanged 6 SP:Iteration 18Q (17028.620000 sec): 3 clusters Score: Raw -244818.766162 + Penalty 3609.857532 = -241208.908630 nChanged 4 SP:Iteration 19Q (17028.810000 sec): 3 clusters Score: Raw -244826.370199 + Penalty 3609.857532 = -241216.512666 nChanged 8 SP:Iteration 20F (17029.000000 sec): 3 clusters Score: Raw -244833.784340 + Penalty 3609.857532 = -241223.926807 nChanged 6 SP:Iteration 21Q (17029.190000 sec): 3 clusters Score: Raw -244840.647033 + Penalty 3609.857532 = -241230.789501 nChanged 5 SP:Iteration 22Q (17029.400000 sec): 3 clusters Score: Raw -244847.307818 + Penalty 3609.857532 = -241237.450286 nChanged 10 SP:Iteration 23Q (17029.600000 sec): 3 clusters Score: Raw -244859.512367 + Penalty 3609.857532 = -241249.654834 nChanged 13 SP:Iteration 24Q (17029.750000 sec): 3 clusters Score: Raw -244871.946875 + Penalty 3609.857532 = -241262.089343 nChanged 10 SP:Iteration 25Q (17029.950000 sec): 3 clusters Score: Raw -244881.447703 + Penalty 3609.857532 = -241271.590171 nChanged 4 SP:Iteration 26Q (17030.140000 sec): 3 clusters Score: Raw -244886.558634 + Penalty 3609.857532 = -241276.701102 nChanged 2 SP:Iteration 27Q (17030.360000 sec): 3 clusters Score: Raw -244890.321925 + Penalty 3609.857532 = -241280.464392 nChanged 4 SP:Iteration 28Q (17030.540000 sec): 3 clusters Score: Raw -244894.251827 + Penalty 3609.857532 = -241284.394294 nChanged 1 SP:Iteration 29Q (17030.730000 sec): 3 clusters Score: Raw -244895.010623 + Penalty 3609.857532 = -241285.153091 nChanged 1 SP:Iteration 30Q (17030.920000 sec): 3 clusters Score: Raw -244895.539352 + Penalty 3609.857532 = -241285.681819 nChanged 2 SP:Iteration 31Q (17031.110000 sec): 3 clusters Score: Raw -244897.124522 + Penalty 3609.857532 = -241287.266990 nChanged 0 SP:Iteration 32F (17031.320000 sec): 3 clusters Score: Raw -244897.124522 + Penalty 3609.857532 = -241287.266990 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 38 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17031.410000 sec): 2 clusters Score: Raw -35064.646909 + Penalty 1349.719592 = -33714.927317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17031.620000 sec): 3 clusters Score: Raw -35321.887299 + Penalty 2699.439184 = -32622.448115 nChanged 19 SP:Iteration 1F (17031.800000 sec): 3 clusters Score: Raw -35403.672752 + Penalty 2699.439184 = -32704.233568 nChanged 5 SP:Iteration 2Q (17031.980000 sec): 3 clusters Score: Raw -35431.885457 + Penalty 2699.439184 = -32732.446273 nChanged 3 SP:Iteration 3Q (17032.200000 sec): 3 clusters Score: Raw -35458.363152 + Penalty 2699.439184 = -32758.923968 nChanged 1 SP:Iteration 4Q (17032.370000 sec): 3 clusters Score: Raw -35463.964030 + Penalty 2699.439184 = -32764.524846 nChanged 1 SP:Iteration 5Q (17032.580000 sec): 3 clusters Score: Raw -35472.966897 + Penalty 2699.439184 = -32773.527712 nChanged 0 SP:Iteration 6F (17032.750000 sec): 3 clusters Score: Raw -35472.966897 + Penalty 2699.439184 = -32773.527712 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 39 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17032.860000 sec): 2 clusters Score: Raw -16293.194949 + Penalty 1307.703891 = -14985.491059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17033.060000 sec): 3 clusters Score: Raw -16596.658044 + Penalty 2615.407781 = -13981.250263 nChanged 21 SP:Iteration 1F (17033.210000 sec): 3 clusters Score: Raw -16753.518124 + Penalty 2615.407781 = -14138.110343 nChanged 4 SP:Iteration 2Q (17033.360000 sec): 3 clusters Score: Raw -16764.431767 + Penalty 2615.407781 = -14149.023986 nChanged 2 SP:Iteration 3Q (17033.560000 sec): 3 clusters Score: Raw -16779.028940 + Penalty 2615.407781 = -14163.621159 nChanged 1 SP:Iteration 4Q (17033.720000 sec): 3 clusters Score: Raw -16789.641340 + Penalty 2615.407781 = -14174.233559 nChanged 2 SP:Iteration 5Q (17033.910000 sec): 3 clusters Score: Raw -16815.637093 + Penalty 2615.407781 = -14200.229312 nChanged 1 SP:Iteration 6Q (17034.120000 sec): 3 clusters Score: Raw -16824.234265 + Penalty 2615.407781 = -14208.826484 nChanged 2 SP:Iteration 7Q (17034.280000 sec): 3 clusters Score: Raw -16833.954132 + Penalty 2615.407781 = -14218.546351 nChanged 0 SP:Iteration 8F (17034.430000 sec): 3 clusters Score: Raw -16833.954132 + Penalty 2615.407781 = -14218.546351 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 40 (3526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17034.540000 sec): 2 clusters Score: Raw -598374.140091 + Penalty 2025.644002 = -596348.496089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17034.730000 sec): 3 clusters Score: Raw -596782.704576 + Penalty 4051.288004 = -592731.416572 nChanged 1279 SP:Iteration 1F (17034.950000 sec): 3 clusters Score: Raw -597555.643197 + Penalty 4051.288004 = -593504.355193 nChanged 273 SP:Iteration 2F (17035.140000 sec): 3 clusters Score: Raw -597749.551789 + Penalty 4051.288004 = -593698.263785 nChanged 202 SP:Iteration 3F (17035.310000 sec): 3 clusters Score: Raw -597891.987160 + Penalty 4051.288004 = -593840.699156 nChanged 159 SP:Iteration 4Q (17035.490000 sec): 3 clusters Score: Raw -598009.495430 + Penalty 4051.288004 = -593958.207426 nChanged 115 SP:Iteration 5Q (17035.680000 sec): 3 clusters Score: Raw -598086.715766 + Penalty 4051.288004 = -594035.427762 nChanged 88 SP:Iteration 6Q (17035.880000 sec): 3 clusters Score: Raw -598163.674258 + Penalty 4051.288004 = -594112.386254 nChanged 101 SP:Iteration 7Q (17036.080000 sec): 3 clusters Score: Raw -598237.488080 + Penalty 4051.288004 = -594186.200076 nChanged 97 SP:Iteration 8Q (17036.250000 sec): 3 clusters Score: Raw -598314.202362 + Penalty 4051.288004 = -594262.914358 nChanged 85 SP:Iteration 9Q (17036.440000 sec): 3 clusters Score: Raw -598371.034118 + Penalty 4051.288004 = -594319.746114 nChanged 85 SP:Iteration 10Q (17036.640000 sec): 3 clusters Score: Raw -598431.698859 + Penalty 4051.288004 = -594380.410855 nChanged 79 SP:Iteration 11Q (17036.800000 sec): 3 clusters Score: Raw -598487.076268 + Penalty 4051.288004 = -594435.788264 nChanged 61 SP:Iteration 12Q (17037.010000 sec): 3 clusters Score: Raw -598525.530078 + Penalty 4051.288004 = -594474.242074 nChanged 50 SP:Iteration 13Q (17037.190000 sec): 3 clusters Score: Raw -598556.327006 + Penalty 4051.288004 = -594505.039002 nChanged 40 SP:Iteration 14Q (17037.400000 sec): 3 clusters Score: Raw -598577.936758 + Penalty 4051.288004 = -594526.648754 nChanged 31 SP:Iteration 15Q (17037.600000 sec): 3 clusters Score: Raw -598589.692533 + Penalty 4051.288004 = -594538.404529 nChanged 21 SP:Iteration 16Q (17037.790000 sec): 3 clusters Score: Raw -598602.112731 + Penalty 4051.288004 = -594550.824727 nChanged 20 SP:Iteration 17Q (17038.020000 sec): 3 clusters Score: Raw -598613.089367 + Penalty 4051.288004 = -594561.801363 nChanged 20 SP:Iteration 18Q (17038.210000 sec): 3 clusters Score: Raw -598624.154386 + Penalty 4051.288004 = -594572.866382 nChanged 22 SP:Iteration 19Q (17038.420000 sec): 3 clusters Score: Raw -598636.700754 + Penalty 4051.288004 = -594585.412750 nChanged 24 SP:Iteration 20F (17038.610000 sec): 3 clusters Score: Raw -598647.427969 + Penalty 4051.288004 = -594596.139965 nChanged 22 SP:Iteration 21Q (17038.810000 sec): 3 clusters Score: Raw -598656.955780 + Penalty 4051.288004 = -594605.667776 nChanged 20 SP:Iteration 22Q (17038.980000 sec): 3 clusters Score: Raw -598665.719427 + Penalty 4051.288004 = -594614.431423 nChanged 21 SP:Iteration 23Q (17039.240000 sec): 3 clusters Score: Raw -598677.949269 + Penalty 4051.288004 = -594626.661265 nChanged 26 SP:Iteration 24Q (17039.420000 sec): 3 clusters Score: Raw -598690.628782 + Penalty 4051.288004 = -594639.340778 nChanged 22 SP:Iteration 25Q (17039.670000 sec): 3 clusters Score: Raw -598699.445067 + Penalty 4051.288004 = -594648.157063 nChanged 9 SP:Iteration 26Q (17039.840000 sec): 3 clusters Score: Raw -598701.928641 + Penalty 4051.288004 = -594650.640637 nChanged 9 SP:Iteration 27Q (17040.030000 sec): 3 clusters Score: Raw -598704.432951 + Penalty 4051.288004 = -594653.144947 nChanged 7 SP:Iteration 28Q (17040.200000 sec): 3 clusters Score: Raw -598706.238366 + Penalty 4051.288004 = -594654.950362 nChanged 1 SP:Iteration 29Q (17040.410000 sec): 3 clusters Score: Raw -598706.340490 + Penalty 4051.288004 = -594655.052486 nChanged 0 SP:Iteration 30F (17040.640000 sec): 3 clusters Score: Raw -598706.340490 + Penalty 4051.288004 = -594655.052486 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 41 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17040.750000 sec): 2 clusters Score: Raw -23401.374431 + Penalty 1234.229968 = -22167.144463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17040.930000 sec): 3 clusters Score: Raw -23633.098672 + Penalty 2468.459936 = -21164.638736 nChanged 3 SP:Iteration 1Q (17041.120000 sec): 3 clusters Score: Raw -23675.156613 + Penalty 2468.459936 = -21206.696677 nChanged 0 SP:Iteration 2F (17041.320000 sec): 3 clusters Score: Raw -23675.156613 + Penalty 2468.459936 = -21206.696677 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 42 (49448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17041.670000 sec): 2 clusters Score: Raw -9334987.577530 + Penalty 2680.551869 = -9332307.025661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17042.090000 sec): 3 clusters Score: Raw -9304325.730517 + Penalty 5361.103738 = -9298964.626779 nChanged 22628 SP:Iteration 1F (17042.550000 sec): 3 clusters Score: Raw -9316864.965265 + Penalty 5361.103738 = -9311503.861527 nChanged 1936 SP:Iteration 2Q (17042.980000 sec): 3 clusters Score: Raw -9317388.813037 + Penalty 5361.103738 = -9312027.709299 nChanged 1808 SP:Iteration 3Q (17043.440000 sec): 3 clusters Score: Raw -9317861.189673 + Penalty 5361.103738 = -9312500.085934 nChanged 1771 SP:Iteration 4Q (17043.880000 sec): 3 clusters Score: Raw -9318349.433041 + Penalty 5361.103738 = -9312988.329302 nChanged 1745 SP:Iteration 5Q (17044.380000 sec): 3 clusters Score: Raw -9318848.822538 + Penalty 5361.103738 = -9313487.718800 nChanged 1727 SP:Iteration 6Q (17044.800000 sec): 3 clusters Score: Raw -9319351.112588 + Penalty 5361.103738 = -9313990.008850 nChanged 1741 SP:Iteration 7Q (17045.200000 sec): 3 clusters Score: Raw -9319912.953522 + Penalty 5361.103738 = -9314551.849783 nChanged 1791 SP:Iteration 8Q (17045.720000 sec): 3 clusters Score: Raw -9320550.308915 + Penalty 5361.103738 = -9315189.205177 nChanged 1915 SP:Iteration 9Q (17046.100000 sec): 3 clusters Score: Raw -9321315.505237 + Penalty 5361.103738 = -9315954.401499 nChanged 2094 SP:Iteration 10Q (17046.550000 sec): 3 clusters Score: Raw -9322276.298464 + Penalty 5361.103738 = -9316915.194726 nChanged 2172 SP:Iteration 11Q (17047.040000 sec): 3 clusters Score: Raw -9323448.905056 + Penalty 5361.103738 = -9318087.801318 nChanged 2236 SP:Iteration 12Q (17047.460000 sec): 3 clusters Score: Raw -9324813.922510 + Penalty 5361.103738 = -9319452.818772 nChanged 2188 SP:Iteration 13Q (17047.900000 sec): 3 clusters Score: Raw -9326192.095682 + Penalty 5361.103738 = -9320830.991944 nChanged 1976 SP:Iteration 14Q (17048.350000 sec): 3 clusters Score: Raw -9327317.975101 + Penalty 5361.103738 = -9321956.871363 nChanged 1590 SP:Iteration 15Q (17048.780000 sec): 3 clusters Score: Raw -9328064.900034 + Penalty 5361.103738 = -9322703.796296 nChanged 1199 SP:Iteration 16Q (17049.200000 sec): 3 clusters Score: Raw -9328552.123375 + Penalty 5361.103738 = -9323191.019637 nChanged 967 SP:Iteration 17Q (17049.610000 sec): 3 clusters Score: Raw -9328923.728881 + Penalty 5361.103738 = -9323562.625143 nChanged 928 SP:Iteration 18Q (17050.060000 sec): 3 clusters Score: Raw -9329271.842415 + Penalty 5361.103738 = -9323910.738677 nChanged 893 SP:Iteration 19Q (17050.450000 sec): 3 clusters Score: Raw -9329598.843960 + Penalty 5361.103738 = -9324237.740222 nChanged 924 SP:Iteration 20F (17050.900000 sec): 3 clusters Score: Raw -9329940.854892 + Penalty 5361.103738 = -9324579.751154 nChanged 905 SP:Iteration 21Q (17051.290000 sec): 3 clusters Score: Raw -9330287.842328 + Penalty 5361.103738 = -9324926.738590 nChanged 889 SP:Iteration 22Q (17051.720000 sec): 3 clusters Score: Raw -9330634.041723 + Penalty 5361.103738 = -9325272.937985 nChanged 839 SP:Iteration 23Q (17052.130000 sec): 3 clusters Score: Raw -9330973.366824 + Penalty 5361.103738 = -9325612.263086 nChanged 825 SP:Iteration 24Q (17052.550000 sec): 3 clusters Score: Raw -9331332.947258 + Penalty 5361.103738 = -9325971.843520 nChanged 820 SP:Iteration 25Q (17053.000000 sec): 3 clusters Score: Raw -9331707.625111 + Penalty 5361.103738 = -9326346.521373 nChanged 778 SP:Iteration 26Q (17053.350000 sec): 3 clusters Score: Raw -9332088.630196 + Penalty 5361.103738 = -9326727.526458 nChanged 792 SP:Iteration 27Q (17053.770000 sec): 3 clusters Score: Raw -9332501.626169 + Penalty 5361.103738 = -9327140.522431 nChanged 719 SP:Iteration 28Q (17054.140000 sec): 3 clusters Score: Raw -9332899.961238 + Penalty 5361.103738 = -9327538.857499 nChanged 693 SP:Iteration 29Q (17054.560000 sec): 3 clusters Score: Raw -9333308.097809 + Penalty 5361.103738 = -9327946.994071 nChanged 587 SP:Iteration 30Q (17054.930000 sec): 3 clusters Score: Raw -9333648.547000 + Penalty 5361.103738 = -9328287.443262 nChanged 519 SP:Iteration 31Q (17055.330000 sec): 3 clusters Score: Raw -9333955.538771 + Penalty 5361.103738 = -9328594.435033 nChanged 460 SP:Iteration 32Q (17055.700000 sec): 3 clusters Score: Raw -9334222.461410 + Penalty 5361.103738 = -9328861.357672 nChanged 363 SP:Iteration 33Q (17056.110000 sec): 3 clusters Score: Raw -9334444.262789 + Penalty 5361.103738 = -9329083.159051 nChanged 274 SP:Iteration 34Q (17056.450000 sec): 3 clusters Score: Raw -9334604.974244 + Penalty 5361.103738 = -9329243.870506 nChanged 200 SP:Iteration 35Q (17056.820000 sec): 3 clusters Score: Raw -9334723.365176 + Penalty 5361.103738 = -9329362.261438 nChanged 176 SP:Iteration 36Q (17057.240000 sec): 3 clusters Score: Raw -9334840.406937 + Penalty 5361.103738 = -9329479.303199 nChanged 160 SP:Iteration 37Q (17057.710000 sec): 3 clusters Score: Raw -9334959.490665 + Penalty 5361.103738 = -9329598.386927 nChanged 119 SP:Iteration 38Q (17058.110000 sec): 3 clusters Score: Raw -9335040.737690 + Penalty 5361.103738 = -9329679.633952 nChanged 84 SP:Iteration 39Q (17058.540000 sec): 3 clusters Score: Raw -9335093.870138 + Penalty 5361.103738 = -9329732.766400 nChanged 64 SP:Iteration 40F (17058.930000 sec): 3 clusters Score: Raw -9335141.744685 + Penalty 5361.103738 = -9329780.640947 nChanged 49 SP:Iteration 41Q (17059.400000 sec): 3 clusters Score: Raw -9335180.094946 + Penalty 5361.103738 = -9329818.991207 nChanged 49 SP:Iteration 42Q (17059.810000 sec): 3 clusters Score: Raw -9335218.361303 + Penalty 5361.103738 = -9329857.257565 nChanged 39 SP:Iteration 43Q (17060.140000 sec): 3 clusters Score: Raw -9335251.387589 + Penalty 5361.103738 = -9329890.283851 nChanged 31 SP:Iteration 44Q (17060.520000 sec): 3 clusters Score: Raw -9335275.286750 + Penalty 5361.103738 = -9329914.183012 nChanged 23 SP:Iteration 45Q (17060.870000 sec): 3 clusters Score: Raw -9335292.172614 + Penalty 5361.103738 = -9329931.068876 nChanged 12 SP:Iteration 46Q (17061.260000 sec): 3 clusters Score: Raw -9335303.557308 + Penalty 5361.103738 = -9329942.453570 nChanged 16 SP:Iteration 47Q (17061.630000 sec): 3 clusters Score: Raw -9335318.118135 + Penalty 5361.103738 = -9329957.014397 nChanged 14 SP:Iteration 48Q (17062.020000 sec): 3 clusters Score: Raw -9335331.273735 + Penalty 5361.103738 = -9329970.169997 nChanged 12 SP:Iteration 49Q (17062.480000 sec): 3 clusters Score: Raw -9335340.270218 + Penalty 5361.103738 = -9329979.166479 nChanged 8 SP:Iteration 50Q (17062.840000 sec): 3 clusters Score: Raw -9335346.284198 + Penalty 5361.103738 = -9329985.180460 nChanged 7 SP:Iteration 51Q (17063.290000 sec): 3 clusters Score: Raw -9335353.285350 + Penalty 5361.103738 = -9329992.181612 nChanged 8 SP:Iteration 52Q (17063.690000 sec): 3 clusters Score: Raw -9335359.756627 + Penalty 5361.103738 = -9329998.652889 nChanged 3 SP:Iteration 53Q (17064.070000 sec): 3 clusters Score: Raw -9335362.674111 + Penalty 5361.103738 = -9330001.570373 nChanged 6 SP:Iteration 54Q (17064.420000 sec): 3 clusters Score: Raw -9335367.633073 + Penalty 5361.103738 = -9330006.529335 nChanged 5 SP:Iteration 55Q (17064.780000 sec): 3 clusters Score: Raw -9335373.659183 + Penalty 5361.103738 = -9330012.555445 nChanged 4 SP:Iteration 56Q (17065.160000 sec): 3 clusters Score: Raw -9335376.317867 + Penalty 5361.103738 = -9330015.214129 nChanged 3 SP:Iteration 57Q (17065.550000 sec): 3 clusters Score: Raw -9335378.018268 + Penalty 5361.103738 = -9330016.914530 nChanged 0 SP:Iteration 58F (17066.010000 sec): 3 clusters Score: Raw -9335378.018268 + Penalty 5361.103738 = -9330016.914530 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 43 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17066.140000 sec): 2 clusters Score: Raw -99653.962549 + Penalty 1591.349606 = -98062.612943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17066.360000 sec): 3 clusters Score: Raw -99700.303144 + Penalty 3182.699212 = -96517.603932 nChanged 117 SP:Iteration 1F (17066.510000 sec): 3 clusters Score: Raw -99947.562508 + Penalty 3182.699212 = -96764.863295 nChanged 32 SP:Iteration 2F (17066.710000 sec): 3 clusters Score: Raw -100030.438145 + Penalty 3182.699212 = -96847.738933 nChanged 18 SP:Iteration 3Q (17066.860000 sec): 3 clusters Score: Raw -100083.099339 + Penalty 3182.699212 = -96900.400127 nChanged 13 SP:Iteration 4Q (17067.030000 sec): 3 clusters Score: Raw -100107.426348 + Penalty 3182.699212 = -96924.727136 nChanged 7 SP:Iteration 5Q (17067.230000 sec): 3 clusters Score: Raw -100120.601195 + Penalty 3182.699212 = -96937.901983 nChanged 1 SP:Iteration 6Q (17067.430000 sec): 3 clusters Score: Raw -100121.920790 + Penalty 3182.699212 = -96939.221578 nChanged 0 SP:Iteration 7F (17067.610000 sec): 3 clusters Score: Raw -100121.920790 + Penalty 3182.699212 = -96939.221578 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 44 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17067.700000 sec): 2 clusters Score: Raw -104960.532922 + Penalty 1616.382476 = -103344.150446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17067.870000 sec): 3 clusters Score: Raw -104951.472022 + Penalty 3232.764951 = -101718.707071 nChanged 162 SP:Iteration 1F (17068.060000 sec): 3 clusters Score: Raw -105353.788074 + Penalty 3232.764951 = -102121.023123 nChanged 65 SP:Iteration 2F (17068.310000 sec): 3 clusters Score: Raw -105620.301086 + Penalty 3232.764951 = -102387.536135 nChanged 42 SP:Iteration 3F (17068.510000 sec): 3 clusters Score: Raw -105768.911181 + Penalty 3232.764951 = -102536.146229 nChanged 22 SP:Iteration 4Q (17068.640000 sec): 3 clusters Score: Raw -105872.430458 + Penalty 3232.764951 = -102639.665507 nChanged 21 SP:Iteration 5Q (17068.850000 sec): 3 clusters Score: Raw -105978.912972 + Penalty 3232.764951 = -102746.148020 nChanged 24 SP:Iteration 6Q (17069.070000 sec): 3 clusters Score: Raw -106091.657036 + Penalty 3232.764951 = -102858.892085 nChanged 14 SP:Iteration 7Q (17069.260000 sec): 3 clusters Score: Raw -106157.625003 + Penalty 3232.764951 = -102924.860052 nChanged 11 SP:Iteration 8Q (17069.440000 sec): 3 clusters Score: Raw -106211.329323 + Penalty 3232.764951 = -102978.564372 nChanged 14 SP:Iteration 9Q (17069.660000 sec): 3 clusters Score: Raw -106295.853908 + Penalty 3232.764951 = -103063.088956 nChanged 17 SP:Iteration 10Q (17069.840000 sec): 3 clusters Score: Raw -106405.145480 + Penalty 3232.764951 = -103172.380529 nChanged 15 SP:Iteration 11Q (17070.000000 sec): 3 clusters Score: Raw -106485.835743 + Penalty 3232.764951 = -103253.070792 nChanged 9 SP:Iteration 12Q (17070.240000 sec): 3 clusters Score: Raw -106538.833130 + Penalty 3232.764951 = -103306.068179 nChanged 6 SP:Iteration 13Q (17070.440000 sec): 3 clusters Score: Raw -106551.787465 + Penalty 3232.764951 = -103319.022514 nChanged 5 SP:Iteration 14Q (17070.690000 sec): 3 clusters Score: Raw -106562.647807 + Penalty 3232.764951 = -103329.882856 nChanged 2 SP:Iteration 15Q (17070.860000 sec): 3 clusters Score: Raw -106566.027976 + Penalty 3232.764951 = -103333.263025 nChanged 1 SP:Iteration 16Q (17071.020000 sec): 3 clusters Score: Raw -106568.362614 + Penalty 3232.764951 = -103335.597663 nChanged 0 SP:Iteration 17F (17071.260000 sec): 3 clusters Score: Raw -106568.362614 + Penalty 3232.764951 = -103335.597663 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 45 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17071.320000 sec): 2 clusters Score: Raw -42385.478750 + Penalty 1399.192954 = -40986.285796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17071.540000 sec): 3 clusters Score: Raw -42626.924338 + Penalty 2798.385907 = -39828.538431 nChanged 43 SP:Iteration 1F (17071.740000 sec): 3 clusters Score: Raw -42793.576036 + Penalty 2798.385907 = -39995.190129 nChanged 16 SP:Iteration 2F (17071.920000 sec): 3 clusters Score: Raw -42869.535010 + Penalty 2798.385907 = -40071.149103 nChanged 10 SP:Iteration 3Q (17072.120000 sec): 3 clusters Score: Raw -42915.964049 + Penalty 2798.385907 = -40117.578141 nChanged 14 SP:Iteration 4Q (17072.300000 sec): 3 clusters Score: Raw -43032.407404 + Penalty 2798.385907 = -40234.021497 nChanged 11 SP:Iteration 5Q (17072.470000 sec): 3 clusters Score: Raw -43121.731312 + Penalty 2798.385907 = -40323.345405 nChanged 6 SP:Iteration 6Q (17072.680000 sec): 3 clusters Score: Raw -43223.714011 + Penalty 2798.385907 = -40425.328103 nChanged 1 SP:Iteration 7Q (17072.830000 sec): 3 clusters Score: Raw -43229.208005 + Penalty 2798.385907 = -40430.822098 nChanged 0 SP:Iteration 8F (17073.040000 sec): 3 clusters Score: Raw -43229.208005 + Penalty 2798.385907 = -40430.822098 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 46 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17073.140000 sec): 2 clusters Score: Raw -18814.609386 + Penalty 1294.648245 = -17519.961141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17073.340000 sec): 3 clusters Score: Raw -19119.095917 + Penalty 2589.296489 = -16529.799428 nChanged 21 SP:Iteration 1F (17073.500000 sec): 3 clusters Score: Raw -19201.461241 + Penalty 2589.296489 = -16612.164752 nChanged 7 SP:Iteration 2Q (17073.670000 sec): 3 clusters Score: Raw -19263.049721 + Penalty 2589.296489 = -16673.753232 nChanged 6 SP:Iteration 3Q (17073.820000 sec): 3 clusters Score: Raw -19274.473779 + Penalty 2589.296489 = -16685.177290 nChanged 4 SP:Iteration 4Q (17074.020000 sec): 3 clusters Score: Raw -19287.717300 + Penalty 2589.296489 = -16698.420810 nChanged 1 SP:Iteration 5Q (17074.210000 sec): 3 clusters Score: Raw -19294.242355 + Penalty 2589.296489 = -16704.945865 nChanged 1 SP:Iteration 6Q (17074.370000 sec): 3 clusters Score: Raw -19295.122284 + Penalty 2589.296489 = -16705.825795 nChanged 0 SP:Iteration 7F (17074.600000 sec): 3 clusters Score: Raw -19295.122284 + Penalty 2589.296489 = -16705.825795 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 47 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17074.690000 sec): 2 clusters Score: Raw -105217.599158 + Penalty 1590.944046 = -103626.655112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17074.830000 sec): 3 clusters Score: Raw -105169.659079 + Penalty 3181.888092 = -101987.770987 nChanged 124 SP:Iteration 1F (17075.020000 sec): 3 clusters Score: Raw -105403.933807 + Penalty 3181.888092 = -102222.045715 nChanged 46 SP:Iteration 2F (17075.190000 sec): 3 clusters Score: Raw -105523.598631 + Penalty 3181.888092 = -102341.710540 nChanged 21 SP:Iteration 3Q (17075.390000 sec): 3 clusters Score: Raw -105573.707414 + Penalty 3181.888092 = -102391.819322 nChanged 10 SP:Iteration 4Q (17075.570000 sec): 3 clusters Score: Raw -105599.427237 + Penalty 3181.888092 = -102417.539145 nChanged 7 SP:Iteration 5Q (17075.780000 sec): 3 clusters Score: Raw -105621.234049 + Penalty 3181.888092 = -102439.345957 nChanged 3 SP:Iteration 6Q (17075.970000 sec): 3 clusters Score: Raw -105641.882188 + Penalty 3181.888092 = -102459.994096 nChanged 5 SP:Iteration 7Q (17076.160000 sec): 3 clusters Score: Raw -105650.641707 + Penalty 3181.888092 = -102468.753615 nChanged 2 SP:Iteration 8Q (17076.340000 sec): 3 clusters Score: Raw -105653.653131 + Penalty 3181.888092 = -102471.765039 nChanged 1 SP:Iteration 9Q (17076.530000 sec): 3 clusters Score: Raw -105655.817373 + Penalty 3181.888092 = -102473.929282 nChanged 1 SP:Iteration 10Q (17076.780000 sec): 3 clusters Score: Raw -105658.775647 + Penalty 3181.888092 = -102476.887555 nChanged 0 SP:Iteration 11F (17076.960000 sec): 3 clusters Score: Raw -105658.775647 + Penalty 3181.888092 = -102476.887555 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 48 (3865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17077.060000 sec): 2 clusters Score: Raw -637819.874180 + Penalty 2048.409806 = -635771.464374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17077.300000 sec): 3 clusters Score: Raw -636080.509527 + Penalty 4096.819613 = -631983.689914 nChanged 1398 SP:Iteration 1F (17077.490000 sec): 3 clusters Score: Raw -636945.110550 + Penalty 4096.819613 = -632848.290937 nChanged 304 SP:Iteration 2F (17077.690000 sec): 3 clusters Score: Raw -637149.920369 + Penalty 4096.819613 = -633053.100757 nChanged 195 SP:Iteration 3F (17077.870000 sec): 3 clusters Score: Raw -637278.372189 + Penalty 4096.819613 = -633181.552576 nChanged 144 SP:Iteration 4Q (17078.060000 sec): 3 clusters Score: Raw -637401.998159 + Penalty 4096.819613 = -633305.178546 nChanged 145 SP:Iteration 5Q (17078.300000 sec): 3 clusters Score: Raw -637516.476672 + Penalty 4096.819613 = -633419.657059 nChanged 124 SP:Iteration 6Q (17078.490000 sec): 3 clusters Score: Raw -637617.315025 + Penalty 4096.819613 = -633520.495413 nChanged 137 SP:Iteration 7Q (17078.700000 sec): 3 clusters Score: Raw -637703.231001 + Penalty 4096.819613 = -633606.411388 nChanged 115 SP:Iteration 8Q (17078.870000 sec): 3 clusters Score: Raw -637779.567109 + Penalty 4096.819613 = -633682.747497 nChanged 102 SP:Iteration 9Q (17079.060000 sec): 3 clusters Score: Raw -637845.957065 + Penalty 4096.819613 = -633749.137453 nChanged 94 SP:Iteration 10Q (17079.280000 sec): 3 clusters Score: Raw -637903.088333 + Penalty 4096.819613 = -633806.268720 nChanged 89 SP:Iteration 11Q (17079.490000 sec): 3 clusters Score: Raw -637950.479684 + Penalty 4096.819613 = -633853.660071 nChanged 64 SP:Iteration 12Q (17079.680000 sec): 3 clusters Score: Raw -637984.186678 + Penalty 4096.819613 = -633887.367065 nChanged 58 SP:Iteration 13Q (17079.870000 sec): 3 clusters Score: Raw -638016.110855 + Penalty 4096.819613 = -633919.291242 nChanged 45 SP:Iteration 14Q (17080.060000 sec): 3 clusters Score: Raw -638040.466904 + Penalty 4096.819613 = -633943.647291 nChanged 38 SP:Iteration 15Q (17080.270000 sec): 3 clusters Score: Raw -638058.913481 + Penalty 4096.819613 = -633962.093869 nChanged 34 SP:Iteration 16Q (17080.510000 sec): 3 clusters Score: Raw -638078.056796 + Penalty 4096.819613 = -633981.237183 nChanged 45 SP:Iteration 17Q (17080.720000 sec): 3 clusters Score: Raw -638105.113963 + Penalty 4096.819613 = -634008.294351 nChanged 39 SP:Iteration 18Q (17080.930000 sec): 3 clusters Score: Raw -638127.340724 + Penalty 4096.819613 = -634030.521111 nChanged 45 SP:Iteration 19Q (17081.100000 sec): 3 clusters Score: Raw -638149.593525 + Penalty 4096.819613 = -634052.773912 nChanged 37 SP:Iteration 20F (17081.310000 sec): 3 clusters Score: Raw -638173.281018 + Penalty 4096.819613 = -634076.461405 nChanged 40 SP:Iteration 21Q (17081.520000 sec): 3 clusters Score: Raw -638196.420931 + Penalty 4096.819613 = -634099.601318 nChanged 37 SP:Iteration 22Q (17081.710000 sec): 3 clusters Score: Raw -638216.778795 + Penalty 4096.819613 = -634119.959183 nChanged 28 SP:Iteration 23Q (17081.930000 sec): 3 clusters Score: Raw -638228.910658 + Penalty 4096.819613 = -634132.091045 nChanged 26 SP:Iteration 24Q (17082.100000 sec): 3 clusters Score: Raw -638239.930727 + Penalty 4096.819613 = -634143.111114 nChanged 23 SP:Iteration 25Q (17082.320000 sec): 3 clusters Score: Raw -638249.391643 + Penalty 4096.819613 = -634152.572031 nChanged 18 SP:Iteration 26Q (17082.540000 sec): 3 clusters Score: Raw -638257.848987 + Penalty 4096.819613 = -634161.029374 nChanged 15 SP:Iteration 27Q (17082.710000 sec): 3 clusters Score: Raw -638265.265378 + Penalty 4096.819613 = -634168.445765 nChanged 17 SP:Iteration 28Q (17082.950000 sec): 3 clusters Score: Raw -638273.423470 + Penalty 4096.819613 = -634176.603858 nChanged 12 SP:Iteration 29Q (17083.120000 sec): 3 clusters Score: Raw -638279.339693 + Penalty 4096.819613 = -634182.520080 nChanged 11 SP:Iteration 30Q (17083.340000 sec): 3 clusters Score: Raw -638284.906577 + Penalty 4096.819613 = -634188.086965 nChanged 11 SP:Iteration 31Q (17083.520000 sec): 3 clusters Score: Raw -638290.582272 + Penalty 4096.819613 = -634193.762659 nChanged 12 SP:Iteration 32Q (17083.710000 sec): 3 clusters Score: Raw -638296.113051 + Penalty 4096.819613 = -634199.293438 nChanged 10 SP:Iteration 33Q (17083.930000 sec): 3 clusters Score: Raw -638298.447074 + Penalty 4096.819613 = -634201.627461 nChanged 5 SP:Iteration 34Q (17084.130000 sec): 3 clusters Score: Raw -638299.719715 + Penalty 4096.819613 = -634202.900103 nChanged 1 SP:Iteration 35Q (17084.310000 sec): 3 clusters Score: Raw -638301.496503 + Penalty 4096.819613 = -634204.676890 nChanged 7 SP:Iteration 36Q (17084.490000 sec): 3 clusters Score: Raw -638304.983564 + Penalty 4096.819613 = -634208.163951 nChanged 6 SP:Iteration 37Q (17084.670000 sec): 3 clusters Score: Raw -638306.821095 + Penalty 4096.819613 = -634210.001483 nChanged 3 SP:Iteration 38Q (17084.880000 sec): 3 clusters Score: Raw -638308.597442 + Penalty 4096.819613 = -634211.777829 nChanged 9 SP:Iteration 39Q (17085.080000 sec): 3 clusters Score: Raw -638313.168163 + Penalty 4096.819613 = -634216.348550 nChanged 8 SP:Iteration 40F (17085.280000 sec): 3 clusters Score: Raw -638316.325291 + Penalty 4096.819613 = -634219.505678 nChanged 6 SP:Iteration 41Q (17085.470000 sec): 3 clusters Score: Raw -638318.378885 + Penalty 4096.819613 = -634221.559272 nChanged 5 SP:Iteration 42Q (17085.630000 sec): 3 clusters Score: Raw -638319.901850 + Penalty 4096.819613 = -634223.082237 nChanged 6 SP:Iteration 43Q (17085.810000 sec): 3 clusters Score: Raw -638321.861432 + Penalty 4096.819613 = -634225.041819 nChanged 3 SP:Iteration 44Q (17085.990000 sec): 3 clusters Score: Raw -638324.831610 + Penalty 4096.819613 = -634228.011997 nChanged 5 SP:Iteration 45Q (17086.170000 sec): 3 clusters Score: Raw -638327.346324 + Penalty 4096.819613 = -634230.526712 nChanged 3 SP:Iteration 46Q (17086.410000 sec): 3 clusters Score: Raw -638328.541745 + Penalty 4096.819613 = -634231.722133 nChanged 2 SP:Iteration 47Q (17086.580000 sec): 3 clusters Score: Raw -638329.154828 + Penalty 4096.819613 = -634232.335215 nChanged 2 SP:Iteration 48Q (17086.810000 sec): 3 clusters Score: Raw -638329.651052 + Penalty 4096.819613 = -634232.831440 nChanged 2 SP:Iteration 49Q (17087.000000 sec): 3 clusters Score: Raw -638331.333190 + Penalty 4096.819613 = -634234.513578 nChanged 3 SP:Iteration 50Q (17087.200000 sec): 3 clusters Score: Raw -638332.922509 + Penalty 4096.819613 = -634236.102896 nChanged 1 SP:Iteration 51Q (17087.400000 sec): 3 clusters Score: Raw -638333.489988 + Penalty 4096.819613 = -634236.670375 nChanged 2 SP:Iteration 52Q (17087.640000 sec): 3 clusters Score: Raw -638333.980195 + Penalty 4096.819613 = -634237.160582 nChanged 2 SP:Iteration 53Q (17087.840000 sec): 3 clusters Score: Raw -638334.951200 + Penalty 4096.819613 = -634238.131587 nChanged 2 SP:Iteration 54Q (17088.080000 sec): 3 clusters Score: Raw -638335.721378 + Penalty 4096.819613 = -634238.901766 nChanged 2 SP:Iteration 55Q (17088.260000 sec): 3 clusters Score: Raw -638336.783843 + Penalty 4096.819613 = -634239.964230 nChanged 2 SP:Iteration 56Q (17088.510000 sec): 3 clusters Score: Raw -638337.853547 + Penalty 4096.819613 = -634241.033934 nChanged 3 SP:Iteration 57Q (17088.680000 sec): 3 clusters Score: Raw -638338.842542 + Penalty 4096.819613 = -634242.022929 nChanged 3 SP:Iteration 58Q (17088.940000 sec): 3 clusters Score: Raw -638340.025432 + Penalty 4096.819613 = -634243.205819 nChanged 3 SP:Iteration 59Q (17089.130000 sec): 3 clusters Score: Raw -638342.169607 + Penalty 4096.819613 = -634245.349995 nChanged 6 SP:Iteration 60F (17089.360000 sec): 3 clusters Score: Raw -638347.049065 + Penalty 4096.819613 = -634250.229452 nChanged 14 SP:Iteration 61Q (17089.540000 sec): 3 clusters Score: Raw -638360.384487 + Penalty 4096.819613 = -634263.564874 nChanged 17 SP:Iteration 62Q (17089.740000 sec): 3 clusters Score: Raw -638370.002379 + Penalty 4096.819613 = -634273.182767 nChanged 14 SP:Iteration 63Q (17089.930000 sec): 3 clusters Score: Raw -638377.672616 + Penalty 4096.819613 = -634280.853004 nChanged 13 SP:Iteration 64Q (17090.170000 sec): 3 clusters Score: Raw -638384.544042 + Penalty 4096.819613 = -634287.724429 nChanged 20 SP:Iteration 65Q (17090.380000 sec): 3 clusters Score: Raw -638393.768298 + Penalty 4096.819613 = -634296.948685 nChanged 16 SP:Iteration 66Q (17090.560000 sec): 3 clusters Score: Raw -638400.721129 + Penalty 4096.819613 = -634303.901516 nChanged 15 SP:Iteration 67Q (17090.730000 sec): 3 clusters Score: Raw -638407.227305 + Penalty 4096.819613 = -634310.407692 nChanged 19 SP:Iteration 68Q (17090.950000 sec): 3 clusters Score: Raw -638420.395472 + Penalty 4096.819613 = -634323.575859 nChanged 19 SP:Iteration 69Q (17091.180000 sec): 3 clusters Score: Raw -638433.014601 + Penalty 4096.819613 = -634336.194988 nChanged 18 SP:Iteration 70Q (17091.380000 sec): 3 clusters Score: Raw -638440.688126 + Penalty 4096.819613 = -634343.868513 nChanged 17 SP:Iteration 71Q (17091.590000 sec): 3 clusters Score: Raw -638448.836954 + Penalty 4096.819613 = -634352.017341 nChanged 13 SP:Iteration 72Q (17091.760000 sec): 3 clusters Score: Raw -638455.063360 + Penalty 4096.819613 = -634358.243747 nChanged 11 SP:Iteration 73Q (17091.980000 sec): 3 clusters Score: Raw -638462.115767 + Penalty 4096.819613 = -634365.296155 nChanged 9 SP:Iteration 74Q (17092.190000 sec): 3 clusters Score: Raw -638467.616910 + Penalty 4096.819613 = -634370.797297 nChanged 12 SP:Iteration 75Q (17092.320000 sec): 3 clusters Score: Raw -638472.971710 + Penalty 4096.819613 = -634376.152097 nChanged 7 SP:Iteration 76Q (17092.520000 sec): 3 clusters Score: Raw -638475.908079 + Penalty 4096.819613 = -634379.088467 nChanged 4 SP:Iteration 77Q (17092.710000 sec): 3 clusters Score: Raw -638478.680099 + Penalty 4096.819613 = -634381.860486 nChanged 6 SP:Iteration 78Q (17092.900000 sec): 3 clusters Score: Raw -638482.381476 + Penalty 4096.819613 = -634385.561864 nChanged 8 SP:Iteration 79Q (17093.110000 sec): 3 clusters Score: Raw -638486.513390 + Penalty 4096.819613 = -634389.693778 nChanged 6 SP:Iteration 80F (17093.310000 sec): 3 clusters Score: Raw -638489.141538 + Penalty 4096.819613 = -634392.321925 nChanged 4 SP:Iteration 81Q (17093.530000 sec): 3 clusters Score: Raw -638490.322602 + Penalty 4096.819613 = -634393.502989 nChanged 4 SP:Iteration 82Q (17093.740000 sec): 3 clusters Score: Raw -638491.866149 + Penalty 4096.819613 = -634395.046537 nChanged 1 SP:Iteration 83Q (17093.980000 sec): 3 clusters Score: Raw -638492.071392 + Penalty 4096.819613 = -634395.251779 nChanged 0 SP:Iteration 84F (17094.190000 sec): 3 clusters Score: Raw -638492.071392 + Penalty 4096.819613 = -634395.251779 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 49 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17094.270000 sec): 2 clusters Score: Raw -29033.199923 + Penalty 1397.427822 = -27635.772101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17094.460000 sec): 3 clusters Score: Raw -29393.209013 + Penalty 2794.855643 = -26598.353370 nChanged 63 SP:Iteration 1F (17094.630000 sec): 3 clusters Score: Raw -29662.262459 + Penalty 2794.855643 = -26867.406816 nChanged 13 SP:Iteration 2Q (17094.880000 sec): 3 clusters Score: Raw -29693.867021 + Penalty 2794.855643 = -26899.011378 nChanged 3 SP:Iteration 3Q (17095.080000 sec): 3 clusters Score: Raw -29699.246934 + Penalty 2794.855643 = -26904.391291 nChanged 3 SP:Iteration 4Q (17095.260000 sec): 3 clusters Score: Raw -29705.045838 + Penalty 2794.855643 = -26910.190195 nChanged 0 SP:Iteration 5F (17095.410000 sec): 3 clusters Score: Raw -29705.045838 + Penalty 2794.855643 = -26910.190195 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 50 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17095.510000 sec): 2 clusters Score: Raw -28438.253568 + Penalty 1295.985175 = -27142.268393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17095.640000 sec): 3 clusters Score: Raw -28791.489794 + Penalty 2591.970350 = -26199.519444 nChanged 9 SP:Iteration 1Q (17095.840000 sec): 3 clusters Score: Raw -28828.699937 + Penalty 2591.970350 = -26236.729587 nChanged 2 SP:Iteration 2Q (17096.000000 sec): 3 clusters Score: Raw -28837.838216 + Penalty 2591.970350 = -26245.867866 nChanged 1 SP:Iteration 3Q (17096.190000 sec): 3 clusters Score: Raw -28841.053645 + Penalty 2591.970350 = -26249.083295 nChanged 0 SP:Iteration 4F (17096.440000 sec): 3 clusters Score: Raw -28841.053645 + Penalty 2591.970350 = -26249.083295 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 51 (977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17096.530000 sec): 2 clusters Score: Raw -167641.797969 + Penalty 1707.352690 = -165934.445279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17096.750000 sec): 3 clusters Score: Raw -167420.529600 + Penalty 3414.705379 = -164005.824221 nChanged 242 SP:Iteration 1F (17096.930000 sec): 3 clusters Score: Raw -167700.792350 + Penalty 3414.705379 = -164286.086970 nChanged 77 SP:Iteration 2F (17097.150000 sec): 3 clusters Score: Raw -167839.354090 + Penalty 3414.705379 = -164424.648710 nChanged 48 SP:Iteration 3Q (17097.320000 sec): 3 clusters Score: Raw -167952.917271 + Penalty 3414.705379 = -164538.211892 nChanged 51 SP:Iteration 4F (17097.520000 sec): 3 clusters Score: Raw -168100.224079 + Penalty 3414.705379 = -164685.518699 nChanged 54 SP:Iteration 5F (17097.700000 sec): 3 clusters Score: Raw -168244.337523 + Penalty 3414.705379 = -164829.632143 nChanged 51 SP:Iteration 6F (17097.850000 sec): 3 clusters Score: Raw -168394.172707 + Penalty 3414.705379 = -164979.467327 nChanged 38 SP:Iteration 7Q (17098.060000 sec): 3 clusters Score: Raw -168487.604083 + Penalty 3414.705379 = -165072.898703 nChanged 20 SP:Iteration 8Q (17098.260000 sec): 3 clusters Score: Raw -168534.831110 + Penalty 3414.705379 = -165120.125730 nChanged 19 SP:Iteration 9Q (17098.410000 sec): 3 clusters Score: Raw -168586.696959 + Penalty 3414.705379 = -165171.991580 nChanged 15 SP:Iteration 10Q (17098.580000 sec): 3 clusters Score: Raw -168615.342467 + Penalty 3414.705379 = -165200.637088 nChanged 12 SP:Iteration 11Q (17098.770000 sec): 3 clusters Score: Raw -168642.561793 + Penalty 3414.705379 = -165227.856414 nChanged 11 SP:Iteration 12Q (17098.960000 sec): 3 clusters Score: Raw -168661.877429 + Penalty 3414.705379 = -165247.172049 nChanged 8 SP:Iteration 13Q (17099.140000 sec): 3 clusters Score: Raw -168673.808397 + Penalty 3414.705379 = -165259.103018 nChanged 5 SP:Iteration 14Q (17099.320000 sec): 3 clusters Score: Raw -168679.966973 + Penalty 3414.705379 = -165265.261594 nChanged 1 SP:Iteration 15Q (17099.480000 sec): 3 clusters Score: Raw -168680.729731 + Penalty 3414.705379 = -165266.024352 nChanged 1 SP:Iteration 16Q (17099.700000 sec): 3 clusters Score: Raw -168681.723277 + Penalty 3414.705379 = -165267.017898 nChanged 1 SP:Iteration 17Q (17099.850000 sec): 3 clusters Score: Raw -168684.098872 + Penalty 3414.705379 = -165269.393493 nChanged 1 SP:Iteration 18Q (17100.050000 sec): 3 clusters Score: Raw -168685.565300 + Penalty 3414.705379 = -165270.859921 nChanged 0 SP:Iteration 19F (17100.260000 sec): 3 clusters Score: Raw -168685.565300 + Penalty 3414.705379 = -165270.859921 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 52 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17100.360000 sec): 2 clusters Score: Raw -31317.630383 + Penalty 1337.619631 = -29980.010752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17100.580000 sec): 3 clusters Score: Raw -31579.661100 + Penalty 2675.239263 = -28904.421837 nChanged 33 SP:Iteration 1F (17100.790000 sec): 3 clusters Score: Raw -31711.658472 + Penalty 2675.239263 = -29036.419209 nChanged 9 SP:Iteration 2Q (17101.010000 sec): 3 clusters Score: Raw -31764.117208 + Penalty 2675.239263 = -29088.877945 nChanged 9 SP:Iteration 3Q (17101.220000 sec): 3 clusters Score: Raw -31819.933568 + Penalty 2675.239263 = -29144.694305 nChanged 5 SP:Iteration 4Q (17101.380000 sec): 3 clusters Score: Raw -31833.628662 + Penalty 2675.239263 = -29158.389399 nChanged 2 SP:Iteration 5Q (17101.600000 sec): 3 clusters Score: Raw -31839.134871 + Penalty 2675.239263 = -29163.895608 nChanged 2 SP:Iteration 6Q (17101.800000 sec): 3 clusters Score: Raw -31902.714187 + Penalty 2675.239263 = -29227.474924 nChanged 4 SP:Iteration 7Q (17101.970000 sec): 3 clusters Score: Raw -31911.481914 + Penalty 2675.239263 = -29236.242651 nChanged 5 SP:Iteration 8Q (17102.170000 sec): 3 clusters Score: Raw -31927.737481 + Penalty 2675.239263 = -29252.498218 nChanged 1 SP:Iteration 9Q (17102.340000 sec): 3 clusters Score: Raw -31930.420876 + Penalty 2675.239263 = -29255.181613 nChanged 1 SP:Iteration 10Q (17102.560000 sec): 3 clusters Score: Raw -31940.961329 + Penalty 2675.239263 = -29265.722066 nChanged 1 SP:Iteration 11Q (17102.770000 sec): 3 clusters Score: Raw -31943.281747 + Penalty 2675.239263 = -29268.042484 nChanged 1 SP:Iteration 12Q (17102.950000 sec): 3 clusters Score: Raw -31951.404417 + Penalty 2675.239263 = -29276.165154 nChanged 4 SP:Iteration 13Q (17103.160000 sec): 3 clusters Score: Raw -31968.950616 + Penalty 2675.239263 = -29293.711353 nChanged 2 SP:Iteration 14Q (17103.390000 sec): 3 clusters Score: Raw -32015.396408 + Penalty 2675.239263 = -29340.157145 nChanged 3 SP:Iteration 15Q (17103.600000 sec): 3 clusters Score: Raw -32077.776470 + Penalty 2675.239263 = -29402.537207 nChanged 1 SP:Iteration 16Q (17103.830000 sec): 3 clusters Score: Raw -32079.815924 + Penalty 2675.239263 = -29404.576661 nChanged 1 SP:Iteration 17Q (17103.980000 sec): 3 clusters Score: Raw -32084.556262 + Penalty 2675.239263 = -29409.316999 nChanged 1 SP:Iteration 18Q (17104.190000 sec): 3 clusters Score: Raw -32089.110829 + Penalty 2675.239263 = -29413.871566 nChanged 0 SP:Iteration 19F (17104.380000 sec): 3 clusters Score: Raw -32089.328101 + Penalty 2675.239263 = -29414.088838 nChanged 1 SP:Iteration 20F (17104.530000 sec): 3 clusters Score: Raw -32091.853520 + Penalty 2675.239263 = -29416.614257 nChanged 1 SP:Iteration 21Q (17104.700000 sec): 3 clusters Score: Raw -32096.391323 + Penalty 2675.239263 = -29421.152060 nChanged 0 SP:Iteration 22F (17104.910000 sec): 3 clusters Score: Raw -32096.391323 + Penalty 2675.239263 = -29421.152060 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 53 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17104.990000 sec): 2 clusters Score: Raw -55410.369286 + Penalty 1463.174544 = -53947.194743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17105.200000 sec): 3 clusters Score: Raw -55694.350810 + Penalty 2926.349087 = -52768.001722 nChanged 72 SP:Iteration 1F (17105.360000 sec): 3 clusters Score: Raw -55880.032807 + Penalty 2926.349087 = -52953.683719 nChanged 22 SP:Iteration 2F (17105.530000 sec): 3 clusters Score: Raw -55934.263579 + Penalty 2926.349087 = -53007.914492 nChanged 12 SP:Iteration 3Q (17105.700000 sec): 3 clusters Score: Raw -55961.731803 + Penalty 2926.349087 = -53035.382716 nChanged 6 SP:Iteration 4Q (17105.860000 sec): 3 clusters Score: Raw -56017.868457 + Penalty 2926.349087 = -53091.519370 nChanged 7 SP:Iteration 5Q (17106.060000 sec): 3 clusters Score: Raw -56030.949874 + Penalty 2926.349087 = -53104.600787 nChanged 0 SP:Iteration 6F (17106.270000 sec): 3 clusters Score: Raw -56030.949874 + Penalty 2926.349087 = -53104.600787 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 54 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17106.330000 sec): 2 clusters Score: Raw -43777.832489 + Penalty 1447.757151 = -42330.075338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17106.520000 sec): 3 clusters Score: Raw -44037.853797 + Penalty 2895.514302 = -41142.339496 nChanged 80 SP:Iteration 1F (17106.680000 sec): 3 clusters Score: Raw -44218.203811 + Penalty 2895.514302 = -41322.689509 nChanged 24 SP:Iteration 2F (17106.840000 sec): 3 clusters Score: Raw -44308.547128 + Penalty 2895.514302 = -41413.032826 nChanged 25 SP:Iteration 3F (17107.020000 sec): 3 clusters Score: Raw -44421.776668 + Penalty 2895.514302 = -41526.262367 nChanged 19 SP:Iteration 4F (17107.220000 sec): 3 clusters Score: Raw -44538.285564 + Penalty 2895.514302 = -41642.771262 nChanged 8 SP:Iteration 5Q (17107.380000 sec): 3 clusters Score: Raw -44592.193548 + Penalty 2895.514302 = -41696.679246 nChanged 9 SP:Iteration 6Q (17107.550000 sec): 3 clusters Score: Raw -44655.635640 + Penalty 2895.514302 = -41760.121338 nChanged 2 SP:Iteration 7Q (17107.740000 sec): 3 clusters Score: Raw -44669.337491 + Penalty 2895.514302 = -41773.823189 nChanged 2 SP:Iteration 8Q (17107.950000 sec): 3 clusters Score: Raw -44677.772822 + Penalty 2895.514302 = -41782.258520 nChanged 0 SP:Iteration 9F (17108.120000 sec): 3 clusters Score: Raw -44677.772822 + Penalty 2895.514302 = -41782.258520 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 55 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17108.250000 sec): 2 clusters Score: Raw -21643.889321 + Penalty 1253.948960 = -20389.940362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17108.440000 sec): 3 clusters Score: Raw -22008.924937 + Penalty 2507.897919 = -19501.027017 nChanged 13 SP:Iteration 1F (17108.620000 sec): 3 clusters Score: Raw -22057.179964 + Penalty 2507.897919 = -19549.282044 nChanged 2 SP:Iteration 2Q (17108.800000 sec): 3 clusters Score: Raw -22071.427263 + Penalty 2507.897919 = -19563.529344 nChanged 0 SP:Iteration 3F (17109.040000 sec): 3 clusters Score: Raw -22071.427263 + Penalty 2507.897919 = -19563.529344 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 56 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17109.110000 sec): 2 clusters Score: Raw -39693.690980 + Penalty 1397.427822 = -38296.263159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17109.310000 sec): 3 clusters Score: Raw -39891.637941 + Penalty 2794.855643 = -37096.782298 nChanged 47 SP:Iteration 1F (17109.480000 sec): 3 clusters Score: Raw -40201.735303 + Penalty 2794.855643 = -37406.879660 nChanged 19 SP:Iteration 2F (17109.680000 sec): 3 clusters Score: Raw -40317.547133 + Penalty 2794.855643 = -37522.691490 nChanged 8 SP:Iteration 3Q (17109.870000 sec): 3 clusters Score: Raw -40392.867655 + Penalty 2794.855643 = -37598.012011 nChanged 4 SP:Iteration 4Q (17110.090000 sec): 3 clusters Score: Raw -40421.878862 + Penalty 2794.855643 = -37627.023219 nChanged 5 SP:Iteration 5Q (17110.240000 sec): 3 clusters Score: Raw -40450.770919 + Penalty 2794.855643 = -37655.915276 nChanged 2 SP:Iteration 6Q (17110.440000 sec): 3 clusters Score: Raw -40456.001136 + Penalty 2794.855643 = -37661.145493 nChanged 1 SP:Iteration 7Q (17110.640000 sec): 3 clusters Score: Raw -40466.624552 + Penalty 2794.855643 = -37671.768909 nChanged 0 SP:Iteration 8F (17110.830000 sec): 3 clusters Score: Raw -40466.624552 + Penalty 2794.855643 = -37671.768909 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 57 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17110.900000 sec): 2 clusters Score: Raw -29950.709104 + Penalty 1355.030288 = -28595.678816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17111.110000 sec): 3 clusters Score: Raw -30154.364595 + Penalty 2710.060575 = -27444.304020 nChanged 29 SP:Iteration 1F (17111.260000 sec): 3 clusters Score: Raw -30351.012490 + Penalty 2710.060575 = -27640.951915 nChanged 15 SP:Iteration 2F (17111.470000 sec): 3 clusters Score: Raw -30459.288653 + Penalty 2710.060575 = -27749.228078 nChanged 11 SP:Iteration 3Q (17111.650000 sec): 3 clusters Score: Raw -30549.501891 + Penalty 2710.060575 = -27839.441316 nChanged 6 SP:Iteration 4Q (17111.840000 sec): 3 clusters Score: Raw -30657.761838 + Penalty 2710.060575 = -27947.701263 nChanged 4 SP:Iteration 5Q (17111.980000 sec): 3 clusters Score: Raw -30734.093149 + Penalty 2710.060575 = -28024.032574 nChanged 4 SP:Iteration 6Q (17112.200000 sec): 3 clusters Score: Raw -30983.199259 + Penalty 2710.060575 = -28273.138684 nChanged 6 SP:Iteration 7Q (17112.360000 sec): 3 clusters Score: Raw -31033.690943 + Penalty 2710.060575 = -28323.630368 nChanged 5 SP:Iteration 8Q (17112.540000 sec): 3 clusters Score: Raw -31078.975517 + Penalty 2710.060575 = -28368.914942 nChanged 1 SP:Iteration 9Q (17112.750000 sec): 3 clusters Score: Raw -31082.202213 + Penalty 2710.060575 = -28372.141637 nChanged 1 SP:Iteration 10Q (17112.920000 sec): 3 clusters Score: Raw -31088.406364 + Penalty 2710.060575 = -28378.345789 nChanged 0 SP:Iteration 11F (17113.090000 sec): 3 clusters Score: Raw -31088.406364 + Penalty 2710.060575 = -28378.345789 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 58 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17113.190000 sec): 2 clusters Score: Raw -35499.469978 + Penalty 1421.064746 = -34078.405232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17113.420000 sec): 3 clusters Score: Raw -35793.925331 + Penalty 2842.129492 = -32951.795839 nChanged 69 SP:Iteration 1F (17113.610000 sec): 3 clusters Score: Raw -36333.387361 + Penalty 2842.129492 = -33491.257869 nChanged 27 SP:Iteration 2F (17113.800000 sec): 3 clusters Score: Raw -36685.854595 + Penalty 2842.129492 = -33843.725102 nChanged 14 SP:Iteration 3Q (17113.980000 sec): 3 clusters Score: Raw -36842.457524 + Penalty 2842.129492 = -34000.328032 nChanged 10 SP:Iteration 4Q (17114.120000 sec): 3 clusters Score: Raw -36913.693928 + Penalty 2842.129492 = -34071.564436 nChanged 3 SP:Iteration 5Q (17114.330000 sec): 3 clusters Score: Raw -36935.009346 + Penalty 2842.129492 = -34092.879854 nChanged 2 SP:Iteration 6Q (17114.460000 sec): 3 clusters Score: Raw -36944.836014 + Penalty 2842.129492 = -34102.706522 nChanged 1 SP:Iteration 7Q (17114.640000 sec): 3 clusters Score: Raw -36946.190904 + Penalty 2842.129492 = -34104.061412 nChanged 0 SP:Iteration 8F (17114.790000 sec): 3 clusters Score: Raw -36946.190904 + Penalty 2842.129492 = -34104.061412 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 69. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 59 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17114.890000 sec): 2 clusters Score: Raw -15585.096027 + Penalty 1151.808943 = -14433.287084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17115.050000 sec): 3 clusters Score: Raw -15940.105369 + Penalty 2303.617886 = -13636.487483 nChanged 2 SP:Iteration 1Q (17115.240000 sec): 3 clusters Score: Raw -15968.242112 + Penalty 2303.617886 = -13664.624226 nChanged 0 SP:Iteration 2F (17115.420000 sec): 3 clusters Score: Raw -15968.242112 + Penalty 2303.617886 = -13664.624226 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 60 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17115.560000 sec): 2 clusters Score: Raw -35299.306506 + Penalty 1375.204006 = -33924.102500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17115.750000 sec): 3 clusters Score: Raw -35444.924756 + Penalty 2750.408012 = -32694.516743 nChanged 26 SP:Iteration 1F (17115.920000 sec): 3 clusters Score: Raw -35565.417282 + Penalty 2750.408012 = -32815.009270 nChanged 13 SP:Iteration 2F (17116.130000 sec): 3 clusters Score: Raw -35654.866527 + Penalty 2750.408012 = -32904.458514 nChanged 8 SP:Iteration 3Q (17116.300000 sec): 3 clusters Score: Raw -35712.733885 + Penalty 2750.408012 = -32962.325873 nChanged 4 SP:Iteration 4Q (17116.500000 sec): 3 clusters Score: Raw -35747.337311 + Penalty 2750.408012 = -32996.929298 nChanged 7 SP:Iteration 5Q (17116.680000 sec): 3 clusters Score: Raw -35815.029162 + Penalty 2750.408012 = -33064.621149 nChanged 7 SP:Iteration 6Q (17116.870000 sec): 3 clusters Score: Raw -35884.592485 + Penalty 2750.408012 = -33134.184472 nChanged 6 SP:Iteration 7Q (17117.050000 sec): 3 clusters Score: Raw -35927.897453 + Penalty 2750.408012 = -33177.489441 nChanged 6 SP:Iteration 8Q (17117.220000 sec): 3 clusters Score: Raw -35966.953524 + Penalty 2750.408012 = -33216.545512 nChanged 2 SP:Iteration 9Q (17117.420000 sec): 3 clusters Score: Raw -35978.306364 + Penalty 2750.408012 = -33227.898351 nChanged 0 SP:Iteration 10F (17117.610000 sec): 3 clusters Score: Raw -35982.464689 + Penalty 2750.408012 = -33232.056676 nChanged 1 SP:Iteration 11Q (17117.810000 sec): 3 clusters Score: Raw -36008.117172 + Penalty 2750.408012 = -33257.709160 nChanged 0 SP:Iteration 12F (17118.010000 sec): 3 clusters Score: Raw -36008.117172 + Penalty 2750.408012 = -33257.709160 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 61 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17118.090000 sec): 2 clusters Score: Raw -34406.801910 + Penalty 1364.312036 = -33042.489874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17118.260000 sec): 3 clusters Score: Raw -34612.605902 + Penalty 2728.624072 = -31883.981830 nChanged 39 SP:Iteration 1F (17118.480000 sec): 3 clusters Score: Raw -34873.147924 + Penalty 2728.624072 = -32144.523852 nChanged 18 SP:Iteration 2F (17118.640000 sec): 3 clusters Score: Raw -35029.612978 + Penalty 2728.624072 = -32300.988905 nChanged 7 SP:Iteration 3Q (17118.840000 sec): 3 clusters Score: Raw -35097.223488 + Penalty 2728.624072 = -32368.599415 nChanged 4 SP:Iteration 4Q (17118.980000 sec): 3 clusters Score: Raw -35137.659221 + Penalty 2728.624072 = -32409.035149 nChanged 0 SP:Iteration 5F (17119.160000 sec): 3 clusters Score: Raw -35137.659221 + Penalty 2728.624072 = -32409.035149 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 62 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17119.280000 sec): 2 clusters Score: Raw -20352.614755 + Penalty 1223.749535 = -19128.865220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17119.410000 sec): 3 clusters Score: Raw -20715.402381 + Penalty 2447.499071 = -18267.903310 nChanged 7 SP:Iteration 1F (17119.610000 sec): 3 clusters Score: Raw -20777.962038 + Penalty 2447.499071 = -18330.462967 nChanged 1 SP:Iteration 2Q (17119.750000 sec): 3 clusters Score: Raw -20795.228308 + Penalty 2447.499071 = -18347.729237 nChanged 0 SP:Iteration 3F (17119.960000 sec): 3 clusters Score: Raw -20795.228308 + Penalty 2447.499071 = -18347.729237 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 64 (927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17120.010000 sec): 2 clusters Score: Raw -102647.947558 + Penalty 1694.324484 = -100953.623073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17120.220000 sec): 3 clusters Score: Raw -102650.028847 + Penalty 3388.648969 = -99261.379879 nChanged 288 SP:Iteration 1F (17120.380000 sec): 3 clusters Score: Raw -103999.776402 + Penalty 3388.648969 = -100611.127434 nChanged 118 SP:Iteration 2F (17120.570000 sec): 3 clusters Score: Raw -104865.197165 + Penalty 3388.648969 = -101476.548197 nChanged 72 SP:Iteration 3F (17120.760000 sec): 3 clusters Score: Raw -105491.571289 + Penalty 3388.648969 = -102102.922320 nChanged 59 SP:Iteration 4F (17120.920000 sec): 3 clusters Score: Raw -105986.573024 + Penalty 3388.648969 = -102597.924056 nChanged 30 SP:Iteration 5Q (17121.110000 sec): 3 clusters Score: Raw -106235.140724 + Penalty 3388.648969 = -102846.491755 nChanged 26 SP:Iteration 6Q (17121.260000 sec): 3 clusters Score: Raw -106600.998345 + Penalty 3388.648969 = -103212.349376 nChanged 16 SP:Iteration 7Q (17121.460000 sec): 3 clusters Score: Raw -107176.088792 + Penalty 3388.648969 = -103787.439823 nChanged 6 SP:Iteration 8Q (17121.580000 sec): 3 clusters Score: Raw -107194.577108 + Penalty 3388.648969 = -103805.928140 nChanged 1 SP:Iteration 9Q (17121.760000 sec): 3 clusters Score: Raw -107198.085413 + Penalty 3388.648969 = -103809.436444 nChanged 0 SP:Iteration 10F (17121.930000 sec): 3 clusters Score: Raw -107226.305958 + Penalty 3388.648969 = -103837.656990 nChanged 6 SP:Iteration 11Q (17122.130000 sec): 3 clusters Score: Raw -107452.361720 + Penalty 3388.648969 = -104063.712751 nChanged 4 SP:Iteration 12Q (17122.270000 sec): 3 clusters Score: Raw -107557.114895 + Penalty 3388.648969 = -104168.465926 nChanged 4 SP:Iteration 13Q (17122.430000 sec): 3 clusters Score: Raw -107573.367783 + Penalty 3388.648969 = -104184.718814 nChanged 2 SP:Iteration 14Q (17122.620000 sec): 3 clusters Score: Raw -107579.056617 + Penalty 3388.648969 = -104190.407649 nChanged 2 SP:Iteration 15Q (17122.820000 sec): 3 clusters Score: Raw -107582.816034 + Penalty 3388.648969 = -104194.167065 nChanged 0 SP:Iteration 16F (17123.020000 sec): 3 clusters Score: Raw -107594.345839 + Penalty 3388.648969 = -104205.696871 nChanged 2 SP:Iteration 17Q (17123.220000 sec): 3 clusters Score: Raw -107629.540079 + Penalty 3388.648969 = -104240.891110 nChanged 0 SP:Iteration 18F (17123.390000 sec): 3 clusters Score: Raw -107629.540079 + Penalty 3388.648969 = -104240.891110 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 70. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 65 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17123.490000 sec): 2 clusters Score: Raw -51453.109071 + Penalty 1455.585634 = -49997.523437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17123.680000 sec): 3 clusters Score: Raw -51577.956525 + Penalty 2911.171269 = -48666.785256 nChanged 52 SP:Iteration 1F (17123.900000 sec): 3 clusters Score: Raw -51753.598712 + Penalty 2911.171269 = -48842.427443 nChanged 12 SP:Iteration 2Q (17124.090000 sec): 3 clusters Score: Raw -51802.114024 + Penalty 2911.171269 = -48890.942755 nChanged 10 SP:Iteration 3Q (17124.250000 sec): 3 clusters Score: Raw -51858.305598 + Penalty 2911.171269 = -48947.134329 nChanged 6 SP:Iteration 4Q (17124.460000 sec): 3 clusters Score: Raw -51888.370325 + Penalty 2911.171269 = -48977.199057 nChanged 6 SP:Iteration 5Q (17124.640000 sec): 3 clusters Score: Raw -51907.963019 + Penalty 2911.171269 = -48996.791750 nChanged 3 SP:Iteration 6Q (17124.780000 sec): 3 clusters Score: Raw -51928.524586 + Penalty 2911.171269 = -49017.353317 nChanged 3 SP:Iteration 7Q (17124.990000 sec): 3 clusters Score: Raw -51944.198632 + Penalty 2911.171269 = -49033.027363 nChanged 4 SP:Iteration 8Q (17125.170000 sec): 3 clusters Score: Raw -51996.042194 + Penalty 2911.171269 = -49084.870925 nChanged 7 SP:Iteration 9Q (17125.370000 sec): 3 clusters Score: Raw -52031.589199 + Penalty 2911.171269 = -49120.417930 nChanged 2 SP:Iteration 10Q (17125.570000 sec): 3 clusters Score: Raw -52038.363252 + Penalty 2911.171269 = -49127.191983 nChanged 2 SP:Iteration 11Q (17125.730000 sec): 3 clusters Score: Raw -52050.142268 + Penalty 2911.171269 = -49138.970999 nChanged 3 SP:Iteration 12Q (17125.980000 sec): 3 clusters Score: Raw -52062.658837 + Penalty 2911.171269 = -49151.487568 nChanged 2 SP:Iteration 13Q (17126.160000 sec): 3 clusters Score: Raw -52077.710555 + Penalty 2911.171269 = -49166.539286 nChanged 3 SP:Iteration 14Q (17126.330000 sec): 3 clusters Score: Raw -52093.391641 + Penalty 2911.171269 = -49182.220372 nChanged 2 SP:Iteration 15Q (17126.480000 sec): 3 clusters Score: Raw -52109.244933 + Penalty 2911.171269 = -49198.073665 nChanged 2 SP:Iteration 16Q (17126.700000 sec): 3 clusters Score: Raw -52115.723957 + Penalty 2911.171269 = -49204.552688 nChanged 0 SP:Iteration 17F (17126.880000 sec): 3 clusters Score: Raw -52115.723957 + Penalty 2911.171269 = -49204.552688 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 66 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17126.940000 sec): 2 clusters Score: Raw -25585.958953 + Penalty 1365.322221 = -24220.636732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17127.140000 sec): 3 clusters Score: Raw -25962.016501 + Penalty 2730.644442 = -23231.372059 nChanged 42 SP:Iteration 1F (17127.300000 sec): 3 clusters Score: Raw -26173.065334 + Penalty 2730.644442 = -23442.420892 nChanged 10 SP:Iteration 2Q (17127.480000 sec): 3 clusters Score: Raw -26253.504775 + Penalty 2730.644442 = -23522.860333 nChanged 4 SP:Iteration 3Q (17127.700000 sec): 3 clusters Score: Raw -26286.469079 + Penalty 2730.644442 = -23555.824637 nChanged 4 SP:Iteration 4Q (17127.900000 sec): 3 clusters Score: Raw -26316.302741 + Penalty 2730.644442 = -23585.658299 nChanged 4 SP:Iteration 5Q (17128.120000 sec): 3 clusters Score: Raw -26349.424485 + Penalty 2730.644442 = -23618.780043 nChanged 0 SP:Iteration 6F (17128.390000 sec): 3 clusters Score: Raw -26349.424485 + Penalty 2730.644442 = -23618.780043 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 67 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17128.470000 sec): 2 clusters Score: Raw -41901.684430 + Penalty 1406.984170 = -40494.700260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17128.680000 sec): 3 clusters Score: Raw -42049.494398 + Penalty 2813.968341 = -39235.526057 nChanged 43 SP:Iteration 1F (17128.880000 sec): 3 clusters Score: Raw -42230.485176 + Penalty 2813.968341 = -39416.516836 nChanged 13 SP:Iteration 2Q (17129.070000 sec): 3 clusters Score: Raw -42310.877095 + Penalty 2813.968341 = -39496.908755 nChanged 13 SP:Iteration 3Q (17129.230000 sec): 3 clusters Score: Raw -42454.648350 + Penalty 2813.968341 = -39640.680009 nChanged 9 SP:Iteration 4Q (17129.400000 sec): 3 clusters Score: Raw -42617.951940 + Penalty 2813.968341 = -39803.983599 nChanged 8 SP:Iteration 5Q (17129.600000 sec): 3 clusters Score: Raw -42686.032665 + Penalty 2813.968341 = -39872.064324 nChanged 9 SP:Iteration 6Q (17129.770000 sec): 3 clusters Score: Raw -42772.226238 + Penalty 2813.968341 = -39958.257897 nChanged 8 SP:Iteration 7Q (17129.940000 sec): 3 clusters Score: Raw -42827.179408 + Penalty 2813.968341 = -40013.211067 nChanged 2 SP:Iteration 8Q (17130.120000 sec): 3 clusters Score: Raw -42839.003513 + Penalty 2813.968341 = -40025.035173 nChanged 4 SP:Iteration 9Q (17130.310000 sec): 3 clusters Score: Raw -42874.515914 + Penalty 2813.968341 = -40060.547573 nChanged 3 SP:Iteration 10Q (17130.480000 sec): 3 clusters Score: Raw -42933.958606 + Penalty 2813.968341 = -40119.990265 nChanged 1 SP:Iteration 11Q (17130.680000 sec): 3 clusters Score: Raw -42952.803758 + Penalty 2813.968341 = -40138.835417 nChanged 1 SP:Iteration 12Q (17130.870000 sec): 3 clusters Score: Raw -42973.223987 + Penalty 2813.968341 = -40159.255647 nChanged 2 SP:Iteration 13Q (17131.020000 sec): 3 clusters Score: Raw -42993.813130 + Penalty 2813.968341 = -40179.844790 nChanged 1 SP:Iteration 14Q (17131.220000 sec): 3 clusters Score: Raw -43010.212704 + Penalty 2813.968341 = -40196.244363 nChanged 1 SP:Iteration 15Q (17131.360000 sec): 3 clusters Score: Raw -43023.273688 + Penalty 2813.968341 = -40209.305347 nChanged 1 SP:Iteration 16Q (17131.530000 sec): 3 clusters Score: Raw -43056.840645 + Penalty 2813.968341 = -40242.872305 nChanged 1 SP:Iteration 17Q (17131.720000 sec): 3 clusters Score: Raw -43072.406196 + Penalty 2813.968341 = -40258.437856 nChanged 2 SP:Iteration 18Q (17131.900000 sec): 3 clusters Score: Raw -43103.773850 + Penalty 2813.968341 = -40289.805509 nChanged 1 SP:Iteration 19Q (17132.110000 sec): 3 clusters Score: Raw -43120.674819 + Penalty 2813.968341 = -40306.706478 nChanged 1 SP:Iteration 20F (17132.290000 sec): 3 clusters Score: Raw -43130.866539 + Penalty 2813.968341 = -40316.898199 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 68 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17132.370000 sec): 2 clusters Score: Raw -43420.754825 + Penalty 1500.918114 = -41919.836711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17132.560000 sec): 3 clusters Score: Raw -43640.459051 + Penalty 3001.836228 = -40638.622823 nChanged 115 SP:Iteration 1F (17132.790000 sec): 3 clusters Score: Raw -44261.757391 + Penalty 3001.836228 = -41259.921163 nChanged 36 SP:Iteration 2F (17133.010000 sec): 3 clusters Score: Raw -44684.645597 + Penalty 3001.836228 = -41682.809369 nChanged 17 SP:Iteration 3Q (17133.190000 sec): 3 clusters Score: Raw -44798.848079 + Penalty 3001.836228 = -41797.011851 nChanged 11 SP:Iteration 4Q (17133.360000 sec): 3 clusters Score: Raw -44865.654951 + Penalty 3001.836228 = -41863.818723 nChanged 9 SP:Iteration 5Q (17133.540000 sec): 3 clusters Score: Raw -44942.438994 + Penalty 3001.836228 = -41940.602766 nChanged 14 SP:Iteration 6Q (17133.710000 sec): 3 clusters Score: Raw -45090.388973 + Penalty 3001.836228 = -42088.552746 nChanged 13 SP:Iteration 7Q (17133.860000 sec): 3 clusters Score: Raw -45207.937663 + Penalty 3001.836228 = -42206.101435 nChanged 7 SP:Iteration 8Q (17134.060000 sec): 3 clusters Score: Raw -45274.406092 + Penalty 3001.836228 = -42272.569865 nChanged 4 SP:Iteration 9Q (17134.210000 sec): 3 clusters Score: Raw -45309.713354 + Penalty 3001.836228 = -42307.877126 nChanged 4 SP:Iteration 10Q (17134.400000 sec): 3 clusters Score: Raw -45334.956726 + Penalty 3001.836228 = -42333.120498 nChanged 2 SP:Iteration 11Q (17134.550000 sec): 3 clusters Score: Raw -45348.952437 + Penalty 3001.836228 = -42347.116210 nChanged 2 SP:Iteration 12Q (17134.710000 sec): 3 clusters Score: Raw -45366.349807 + Penalty 3001.836228 = -42364.513580 nChanged 1 SP:Iteration 13Q (17134.860000 sec): 3 clusters Score: Raw -45377.961906 + Penalty 3001.836228 = -42376.125679 nChanged 1 SP:Iteration 14Q (17135.010000 sec): 3 clusters Score: Raw -45382.555069 + Penalty 3001.836228 = -42380.718841 nChanged 1 SP:Iteration 15Q (17135.200000 sec): 3 clusters Score: Raw -45395.812632 + Penalty 3001.836228 = -42393.976405 nChanged 2 SP:Iteration 16Q (17135.370000 sec): 3 clusters Score: Raw -45403.357178 + Penalty 3001.836228 = -42401.520950 nChanged 0 SP:Iteration 17F (17135.560000 sec): 3 clusters Score: Raw -45410.486393 + Penalty 3001.836228 = -42408.650165 nChanged 4 SP:Iteration 18Q (17135.730000 sec): 3 clusters Score: Raw -45495.960741 + Penalty 3001.836228 = -42494.124513 nChanged 4 SP:Iteration 19Q (17135.920000 sec): 3 clusters Score: Raw -45764.820722 + Penalty 3001.836228 = -42762.984495 nChanged 0 SP:Iteration 20F (17136.090000 sec): 3 clusters Score: Raw -45764.820722 + Penalty 3001.836228 = -42762.984495 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 71. Iteration 315F (17251.020000 sec): 72 clusters Score: Raw -155293834.596877 + Penalty 240864.269594 = -155052970.327282 nChanged 13 Iteration 316F (17366.760000 sec): 72 clusters Score: Raw -155294035.315039 + Penalty 240864.269594 = -155053171.045445 nChanged 5 Iteration 317Q (17421.130000 sec): 72 clusters Score: Raw -155294094.839581 + Penalty 240864.269594 = -155053230.569987 nChanged 2 Iteration 318Q (17480.310000 sec): 72 clusters Score: Raw -155294115.202629 + Penalty 240864.269594 = -155053250.933035 nChanged 3 Iteration 319Q (17534.060000 sec): 72 clusters Score: Raw -155294149.240361 + Penalty 240864.269594 = -155053284.970767 nChanged 5 Iteration 320F (17650.800000 sec): 72 clusters Score: Raw -155294194.607030 + Penalty 240864.269594 = -155053330.337436 nChanged 5 Iteration 321Q (17702.680000 sec): 72 clusters Score: Raw -155294236.160324 + Penalty 240864.269594 = -155053371.890729 nChanged 6 Iteration 322Q (17751.940000 sec): 72 clusters Score: Raw -155294293.494527 + Penalty 240864.269594 = -155053429.224933 nChanged 4 Iteration 323Q (17798.080000 sec): 72 clusters Score: Raw -155294354.976672 + Penalty 240864.269594 = -155053490.707077 nChanged 4 Iteration 324Q (17848.970000 sec): 72 clusters Score: Raw -155294432.570976 + Penalty 240864.269594 = -155053568.301381 nChanged 4 Iteration 325Q (17903.250000 sec): 72 clusters Score: Raw -155294542.557843 + Penalty 240864.269594 = -155053678.288248 nChanged 1 Iteration 326Q (17953.320000 sec): 72 clusters Score: Raw -155294550.143387 + Penalty 240864.269594 = -155053685.873792 nChanged 0 Iteration 327F (18067.960000 sec): 72 clusters Score: Raw -155294550.143387 + Penalty 240864.269594 = -155053685.873792 nChanged 0 Compute initial score before splitting: Score: Raw -155294550.143387 + Penalty 240864.269594 = -155053685.873792 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 1 (8186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18068.110000 sec): 2 clusters Score: Raw -1515853.679843 + Penalty 2234.524803 = -1513619.155040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18068.300000 sec): 3 clusters Score: Raw -1511526.590310 + Penalty 4469.049606 = -1507057.540704 nChanged 3332 SP:Iteration 1F (18068.550000 sec): 3 clusters Score: Raw -1513333.733369 + Penalty 4469.049606 = -1508864.683763 nChanged 548 SP:Iteration 2F (18068.770000 sec): 3 clusters Score: Raw -1513584.088912 + Penalty 4469.049606 = -1509115.039306 nChanged 384 SP:Iteration 3Q (18069.000000 sec): 3 clusters Score: Raw -1513746.203641 + Penalty 4469.049606 = -1509277.154035 nChanged 318 SP:Iteration 4Q (18069.210000 sec): 3 clusters Score: Raw -1513882.985694 + Penalty 4469.049606 = -1509413.936088 nChanged 277 SP:Iteration 5Q (18069.440000 sec): 3 clusters Score: Raw -1514001.581252 + Penalty 4469.049606 = -1509532.531646 nChanged 276 SP:Iteration 6Q (18069.700000 sec): 3 clusters Score: Raw -1514142.033109 + Penalty 4469.049606 = -1509672.983503 nChanged 305 SP:Iteration 7Q (18069.980000 sec): 3 clusters Score: Raw -1514299.633941 + Penalty 4469.049606 = -1509830.584335 nChanged 317 SP:Iteration 8Q (18070.170000 sec): 3 clusters Score: Raw -1514506.452981 + Penalty 4469.049606 = -1510037.403375 nChanged 352 SP:Iteration 9Q (18070.350000 sec): 3 clusters Score: Raw -1514761.751703 + Penalty 4469.049606 = -1510292.702097 nChanged 382 SP:Iteration 10Q (18070.600000 sec): 3 clusters Score: Raw -1515011.877437 + Penalty 4469.049606 = -1510542.827831 nChanged 350 SP:Iteration 11Q (18070.850000 sec): 3 clusters Score: Raw -1515215.055832 + Penalty 4469.049606 = -1510746.006226 nChanged 293 SP:Iteration 12Q (18071.040000 sec): 3 clusters Score: Raw -1515374.239245 + Penalty 4469.049606 = -1510905.189639 nChanged 256 SP:Iteration 13Q (18071.300000 sec): 3 clusters Score: Raw -1515508.309594 + Penalty 4469.049606 = -1511039.259988 nChanged 235 SP:Iteration 14Q (18071.540000 sec): 3 clusters Score: Raw -1515623.325913 + Penalty 4469.049606 = -1511154.276308 nChanged 185 SP:Iteration 15Q (18071.800000 sec): 3 clusters Score: Raw -1515709.847551 + Penalty 4469.049606 = -1511240.797945 nChanged 135 SP:Iteration 16Q (18071.950000 sec): 3 clusters Score: Raw -1515769.030716 + Penalty 4469.049606 = -1511299.981110 nChanged 131 SP:Iteration 17Q (18072.180000 sec): 3 clusters Score: Raw -1515822.239563 + Penalty 4469.049606 = -1511353.189957 nChanged 100 SP:Iteration 18Q (18072.350000 sec): 3 clusters Score: Raw -1515856.293644 + Penalty 4469.049606 = -1511387.244038 nChanged 62 SP:Iteration 19Q (18072.600000 sec): 3 clusters Score: Raw -1515878.301480 + Penalty 4469.049606 = -1511409.251874 nChanged 54 SP:Iteration 20F (18072.830000 sec): 3 clusters Score: Raw -1515896.825579 + Penalty 4469.049606 = -1511427.775973 nChanged 66 SP:Iteration 21Q (18073.070000 sec): 3 clusters Score: Raw -1515920.113349 + Penalty 4469.049606 = -1511451.063743 nChanged 55 SP:Iteration 22Q (18073.310000 sec): 3 clusters Score: Raw -1515937.140745 + Penalty 4469.049606 = -1511468.091139 nChanged 42 SP:Iteration 23Q (18073.580000 sec): 3 clusters Score: Raw -1515952.441271 + Penalty 4469.049606 = -1511483.391665 nChanged 39 SP:Iteration 24Q (18073.800000 sec): 3 clusters Score: Raw -1515966.968077 + Penalty 4469.049606 = -1511497.918472 nChanged 36 SP:Iteration 25Q (18074.000000 sec): 3 clusters Score: Raw -1515979.343596 + Penalty 4469.049606 = -1511510.293991 nChanged 41 SP:Iteration 26Q (18074.240000 sec): 3 clusters Score: Raw -1515995.628727 + Penalty 4469.049606 = -1511526.579121 nChanged 39 SP:Iteration 27Q (18074.470000 sec): 3 clusters Score: Raw -1516009.854945 + Penalty 4469.049606 = -1511540.805339 nChanged 37 SP:Iteration 28Q (18074.710000 sec): 3 clusters Score: Raw -1516025.890955 + Penalty 4469.049606 = -1511556.841349 nChanged 43 SP:Iteration 29Q (18074.940000 sec): 3 clusters Score: Raw -1516044.144268 + Penalty 4469.049606 = -1511575.094662 nChanged 39 SP:Iteration 30Q (18075.140000 sec): 3 clusters Score: Raw -1516058.948742 + Penalty 4469.049606 = -1511589.899136 nChanged 32 SP:Iteration 31Q (18075.370000 sec): 3 clusters Score: Raw -1516071.994461 + Penalty 4469.049606 = -1511602.944855 nChanged 36 SP:Iteration 32Q (18075.620000 sec): 3 clusters Score: Raw -1516086.711919 + Penalty 4469.049606 = -1511617.662313 nChanged 34 SP:Iteration 33Q (18075.830000 sec): 3 clusters Score: Raw -1516101.219597 + Penalty 4469.049606 = -1511632.169991 nChanged 28 SP:Iteration 34Q (18076.040000 sec): 3 clusters Score: Raw -1516115.615708 + Penalty 4469.049606 = -1511646.566102 nChanged 26 SP:Iteration 35Q (18076.320000 sec): 3 clusters Score: Raw -1516130.365071 + Penalty 4469.049606 = -1511661.315465 nChanged 25 SP:Iteration 36Q (18076.490000 sec): 3 clusters Score: Raw -1516142.817155 + Penalty 4469.049606 = -1511673.767549 nChanged 27 SP:Iteration 37Q (18076.720000 sec): 3 clusters Score: Raw -1516156.423502 + Penalty 4469.049606 = -1511687.373896 nChanged 23 SP:Iteration 38Q (18076.960000 sec): 3 clusters Score: Raw -1516168.635762 + Penalty 4469.049606 = -1511699.586156 nChanged 25 SP:Iteration 39Q (18077.160000 sec): 3 clusters Score: Raw -1516180.214293 + Penalty 4469.049606 = -1511711.164687 nChanged 15 SP:Iteration 40F (18077.420000 sec): 3 clusters Score: Raw -1516186.937467 + Penalty 4469.049606 = -1511717.887861 nChanged 22 SP:Iteration 41Q (18077.620000 sec): 3 clusters Score: Raw -1516198.824765 + Penalty 4469.049606 = -1511729.775159 nChanged 22 SP:Iteration 42Q (18077.820000 sec): 3 clusters Score: Raw -1516212.892707 + Penalty 4469.049606 = -1511743.843102 nChanged 25 SP:Iteration 43Q (18078.090000 sec): 3 clusters Score: Raw -1516224.545483 + Penalty 4469.049606 = -1511755.495877 nChanged 26 SP:Iteration 44Q (18078.300000 sec): 3 clusters Score: Raw -1516235.236270 + Penalty 4469.049606 = -1511766.186664 nChanged 21 SP:Iteration 45Q (18078.500000 sec): 3 clusters Score: Raw -1516243.853216 + Penalty 4469.049606 = -1511774.803610 nChanged 15 SP:Iteration 46Q (18078.730000 sec): 3 clusters Score: Raw -1516251.472920 + Penalty 4469.049606 = -1511782.423315 nChanged 12 SP:Iteration 47Q (18078.910000 sec): 3 clusters Score: Raw -1516257.043769 + Penalty 4469.049606 = -1511787.994163 nChanged 12 SP:Iteration 48Q (18079.140000 sec): 3 clusters Score: Raw -1516263.105485 + Penalty 4469.049606 = -1511794.055879 nChanged 11 SP:Iteration 49Q (18079.340000 sec): 3 clusters Score: Raw -1516268.271218 + Penalty 4469.049606 = -1511799.221612 nChanged 9 SP:Iteration 50Q (18079.550000 sec): 3 clusters Score: Raw -1516271.673152 + Penalty 4469.049606 = -1511802.623546 nChanged 6 SP:Iteration 51Q (18079.830000 sec): 3 clusters Score: Raw -1516274.200488 + Penalty 4469.049606 = -1511805.150882 nChanged 7 SP:Iteration 52Q (18080.060000 sec): 3 clusters Score: Raw -1516277.088553 + Penalty 4469.049606 = -1511808.038947 nChanged 9 SP:Iteration 53Q (18080.300000 sec): 3 clusters Score: Raw -1516279.726865 + Penalty 4469.049606 = -1511810.677259 nChanged 6 SP:Iteration 54Q (18080.560000 sec): 3 clusters Score: Raw -1516282.005369 + Penalty 4469.049606 = -1511812.955763 nChanged 6 SP:Iteration 55Q (18080.770000 sec): 3 clusters Score: Raw -1516284.865270 + Penalty 4469.049606 = -1511815.815664 nChanged 3 SP:Iteration 56Q (18081.060000 sec): 3 clusters Score: Raw -1516285.549729 + Penalty 4469.049606 = -1511816.500124 nChanged 0 SP:Iteration 57F (18081.280000 sec): 3 clusters Score: Raw -1516285.549729 + Penalty 4469.049606 = -1511816.500124 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 2 (732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18081.360000 sec): 2 clusters Score: Raw -121676.909120 + Penalty 1635.753567 = -120041.155553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18081.540000 sec): 3 clusters Score: Raw -121625.173359 + Penalty 3271.507135 = -118353.666224 nChanged 173 SP:Iteration 1F (18081.710000 sec): 3 clusters Score: Raw -121856.557268 + Penalty 3271.507135 = -118585.050133 nChanged 39 SP:Iteration 2F (18081.940000 sec): 3 clusters Score: Raw -121921.639421 + Penalty 3271.507135 = -118650.132286 nChanged 27 SP:Iteration 3Q (18082.130000 sec): 3 clusters Score: Raw -121964.799072 + Penalty 3271.507135 = -118693.291938 nChanged 15 SP:Iteration 4Q (18082.300000 sec): 3 clusters Score: Raw -121985.976810 + Penalty 3271.507135 = -118714.469675 nChanged 4 SP:Iteration 5Q (18082.530000 sec): 3 clusters Score: Raw -121992.340991 + Penalty 3271.507135 = -118720.833856 nChanged 4 SP:Iteration 6Q (18082.690000 sec): 3 clusters Score: Raw -121998.067656 + Penalty 3271.507135 = -118726.560521 nChanged 2 SP:Iteration 7Q (18082.890000 sec): 3 clusters Score: Raw -122000.661384 + Penalty 3271.507135 = -118729.154249 nChanged 2 SP:Iteration 8Q (18083.050000 sec): 3 clusters Score: Raw -122003.265072 + Penalty 3271.507135 = -118731.757937 nChanged 5 SP:Iteration 9Q (18083.230000 sec): 3 clusters Score: Raw -122012.354961 + Penalty 3271.507135 = -118740.847826 nChanged 8 SP:Iteration 10Q (18083.420000 sec): 3 clusters Score: Raw -122025.688831 + Penalty 3271.507135 = -118754.181696 nChanged 5 SP:Iteration 11Q (18083.660000 sec): 3 clusters Score: Raw -122030.724816 + Penalty 3271.507135 = -118759.217681 nChanged 2 SP:Iteration 12Q (18083.850000 sec): 3 clusters Score: Raw -122032.526760 + Penalty 3271.507135 = -118761.019625 nChanged 1 SP:Iteration 13Q (18084.030000 sec): 3 clusters Score: Raw -122033.058830 + Penalty 3271.507135 = -118761.551695 nChanged 0 SP:Iteration 14F (18084.230000 sec): 3 clusters Score: Raw -122033.058830 + Penalty 3271.507135 = -118761.551695 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 3 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18084.290000 sec): 2 clusters Score: Raw -132417.571405 + Penalty 1659.636768 = -130757.934637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18084.520000 sec): 3 clusters Score: Raw -132277.035082 + Penalty 3319.273536 = -128957.761545 nChanged 208 SP:Iteration 1F (18084.730000 sec): 3 clusters Score: Raw -132547.074721 + Penalty 3319.273536 = -129227.801185 nChanged 68 SP:Iteration 2F (18084.930000 sec): 3 clusters Score: Raw -132678.443084 + Penalty 3319.273536 = -129359.169548 nChanged 38 SP:Iteration 3Q (18085.170000 sec): 3 clusters Score: Raw -132749.325743 + Penalty 3319.273536 = -129430.052207 nChanged 31 SP:Iteration 4Q (18085.370000 sec): 3 clusters Score: Raw -132815.310231 + Penalty 3319.273536 = -129496.036695 nChanged 30 SP:Iteration 5Q (18085.580000 sec): 3 clusters Score: Raw -132906.330239 + Penalty 3319.273536 = -129587.056703 nChanged 34 SP:Iteration 6Q (18085.800000 sec): 3 clusters Score: Raw -133001.217606 + Penalty 3319.273536 = -129681.944070 nChanged 21 SP:Iteration 7Q (18086.020000 sec): 3 clusters Score: Raw -133070.477378 + Penalty 3319.273536 = -129751.203842 nChanged 22 SP:Iteration 8Q (18086.220000 sec): 3 clusters Score: Raw -133119.297175 + Penalty 3319.273536 = -129800.023639 nChanged 16 SP:Iteration 9Q (18086.360000 sec): 3 clusters Score: Raw -133164.536757 + Penalty 3319.273536 = -129845.263221 nChanged 17 SP:Iteration 10Q (18086.520000 sec): 3 clusters Score: Raw -133221.757241 + Penalty 3319.273536 = -129902.483705 nChanged 11 SP:Iteration 11Q (18086.690000 sec): 3 clusters Score: Raw -133250.073289 + Penalty 3319.273536 = -129930.799752 nChanged 11 SP:Iteration 12Q (18086.870000 sec): 3 clusters Score: Raw -133295.773212 + Penalty 3319.273536 = -129976.499676 nChanged 11 SP:Iteration 13Q (18087.080000 sec): 3 clusters Score: Raw -133320.932480 + Penalty 3319.273536 = -130001.658944 nChanged 6 SP:Iteration 14Q (18087.280000 sec): 3 clusters Score: Raw -133338.514507 + Penalty 3319.273536 = -130019.240970 nChanged 4 SP:Iteration 15Q (18087.490000 sec): 3 clusters Score: Raw -133345.967885 + Penalty 3319.273536 = -130026.694349 nChanged 3 SP:Iteration 16Q (18087.650000 sec): 3 clusters Score: Raw -133349.019652 + Penalty 3319.273536 = -130029.746116 nChanged 3 SP:Iteration 17Q (18087.860000 sec): 3 clusters Score: Raw -133355.215466 + Penalty 3319.273536 = -130035.941930 nChanged 2 SP:Iteration 18Q (18088.060000 sec): 3 clusters Score: Raw -133358.922688 + Penalty 3319.273536 = -130039.649152 nChanged 2 SP:Iteration 19Q (18088.260000 sec): 3 clusters Score: Raw -133360.556513 + Penalty 3319.273536 = -130041.282977 nChanged 1 SP:Iteration 20F (18088.420000 sec): 3 clusters Score: Raw -133361.284296 + Penalty 3319.273536 = -130042.010759 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 4 (702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18088.490000 sec): 2 clusters Score: Raw -123030.504566 + Penalty 1625.375484 = -121405.129082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18088.700000 sec): 3 clusters Score: Raw -122986.927734 + Penalty 3250.750968 = -119736.176765 nChanged 159 SP:Iteration 1F (18088.880000 sec): 3 clusters Score: Raw -123230.459461 + Penalty 3250.750968 = -119979.708493 nChanged 49 SP:Iteration 2F (18089.060000 sec): 3 clusters Score: Raw -123324.190071 + Penalty 3250.750968 = -120073.439103 nChanged 29 SP:Iteration 3Q (18089.250000 sec): 3 clusters Score: Raw -123420.726264 + Penalty 3250.750968 = -120169.975295 nChanged 28 SP:Iteration 4Q (18089.520000 sec): 3 clusters Score: Raw -123473.245777 + Penalty 3250.750968 = -120222.494809 nChanged 17 SP:Iteration 5Q (18089.670000 sec): 3 clusters Score: Raw -123529.957909 + Penalty 3250.750968 = -120279.206940 nChanged 26 SP:Iteration 6Q (18089.940000 sec): 3 clusters Score: Raw -123604.655648 + Penalty 3250.750968 = -120353.904679 nChanged 27 SP:Iteration 7Q (18090.110000 sec): 3 clusters Score: Raw -123702.897136 + Penalty 3250.750968 = -120452.146167 nChanged 24 SP:Iteration 8Q (18090.310000 sec): 3 clusters Score: Raw -123799.854609 + Penalty 3250.750968 = -120549.103641 nChanged 28 SP:Iteration 9Q (18090.510000 sec): 3 clusters Score: Raw -123892.722740 + Penalty 3250.750968 = -120641.971772 nChanged 19 SP:Iteration 10Q (18090.700000 sec): 3 clusters Score: Raw -123947.301492 + Penalty 3250.750968 = -120696.550523 nChanged 15 SP:Iteration 11Q (18090.870000 sec): 3 clusters Score: Raw -124000.156117 + Penalty 3250.750968 = -120749.405149 nChanged 9 SP:Iteration 12Q (18091.040000 sec): 3 clusters Score: Raw -124031.777237 + Penalty 3250.750968 = -120781.026269 nChanged 6 SP:Iteration 13Q (18091.260000 sec): 3 clusters Score: Raw -124051.179806 + Penalty 3250.750968 = -120800.428838 nChanged 9 SP:Iteration 14Q (18091.440000 sec): 3 clusters Score: Raw -124067.748945 + Penalty 3250.750968 = -120816.997977 nChanged 4 SP:Iteration 15Q (18091.570000 sec): 3 clusters Score: Raw -124082.259332 + Penalty 3250.750968 = -120831.508363 nChanged 3 SP:Iteration 16Q (18091.770000 sec): 3 clusters Score: Raw -124090.396145 + Penalty 3250.750968 = -120839.645176 nChanged 1 SP:Iteration 17Q (18091.930000 sec): 3 clusters Score: Raw -124092.549897 + Penalty 3250.750968 = -120841.798928 nChanged 1 SP:Iteration 18Q (18092.140000 sec): 3 clusters Score: Raw -124093.579334 + Penalty 3250.750968 = -120842.828365 nChanged 0 SP:Iteration 19F (18092.300000 sec): 3 clusters Score: Raw -124100.031553 + Penalty 3250.750968 = -120849.280585 nChanged 2 SP:Iteration 20F (18092.480000 sec): 3 clusters Score: Raw -124109.896564 + Penalty 3250.750968 = -120859.145596 nChanged 2 SP:Iteration 21Q (18092.650000 sec): 3 clusters Score: Raw -124112.291727 + Penalty 3250.750968 = -120861.540758 nChanged 2 SP:Iteration 22Q (18092.840000 sec): 3 clusters Score: Raw -124116.933355 + Penalty 3250.750968 = -120866.182387 nChanged 2 SP:Iteration 23Q (18093.000000 sec): 3 clusters Score: Raw -124122.070681 + Penalty 3250.750968 = -120871.319712 nChanged 1 SP:Iteration 24Q (18093.140000 sec): 3 clusters Score: Raw -124123.682334 + Penalty 3250.750968 = -120872.931366 nChanged 0 SP:Iteration 25F (18093.320000 sec): 3 clusters Score: Raw -124123.682334 + Penalty 3250.750968 = -120872.931366 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 5 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18093.400000 sec): 2 clusters Score: Raw -48470.928028 + Penalty 1417.005736 = -47053.922293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18093.590000 sec): 3 clusters Score: Raw -48598.822039 + Penalty 2834.011472 = -45764.810568 nChanged 34 SP:Iteration 1F (18093.750000 sec): 3 clusters Score: Raw -48718.498666 + Penalty 2834.011472 = -45884.487194 nChanged 9 SP:Iteration 2Q (18093.930000 sec): 3 clusters Score: Raw -48745.046106 + Penalty 2834.011472 = -45911.034634 nChanged 5 SP:Iteration 3Q (18094.160000 sec): 3 clusters Score: Raw -48771.055076 + Penalty 2834.011472 = -45937.043604 nChanged 1 SP:Iteration 4Q (18094.370000 sec): 3 clusters Score: Raw -48780.539632 + Penalty 2834.011472 = -45946.528160 nChanged 1 SP:Iteration 5Q (18094.550000 sec): 3 clusters Score: Raw -48788.267062 + Penalty 2834.011472 = -45954.255590 nChanged 2 SP:Iteration 6Q (18094.770000 sec): 3 clusters Score: Raw -48791.243573 + Penalty 2834.011472 = -45957.232102 nChanged 1 SP:Iteration 7Q (18094.960000 sec): 3 clusters Score: Raw -48792.950187 + Penalty 2834.011472 = -45958.938716 nChanged 0 SP:Iteration 8F (18095.170000 sec): 3 clusters Score: Raw -48792.950187 + Penalty 2834.011472 = -45958.938716 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 6 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18095.270000 sec): 2 clusters Score: Raw -97917.907951 + Penalty 1570.653348 = -96347.254603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18095.490000 sec): 3 clusters Score: Raw -97945.738086 + Penalty 3141.306696 = -94804.431390 nChanged 106 SP:Iteration 1F (18095.670000 sec): 3 clusters Score: Raw -98112.145253 + Penalty 3141.306696 = -94970.838557 nChanged 28 SP:Iteration 2Q (18095.830000 sec): 3 clusters Score: Raw -98158.456136 + Penalty 3141.306696 = -95017.149441 nChanged 7 SP:Iteration 3Q (18096.040000 sec): 3 clusters Score: Raw -98176.651554 + Penalty 3141.306696 = -95035.344859 nChanged 5 SP:Iteration 4Q (18096.200000 sec): 3 clusters Score: Raw -98191.699308 + Penalty 3141.306696 = -95050.392613 nChanged 7 SP:Iteration 5Q (18096.400000 sec): 3 clusters Score: Raw -98206.521446 + Penalty 3141.306696 = -95065.214751 nChanged 5 SP:Iteration 6Q (18096.570000 sec): 3 clusters Score: Raw -98216.489953 + Penalty 3141.306696 = -95075.183257 nChanged 3 SP:Iteration 7Q (18096.750000 sec): 3 clusters Score: Raw -98220.075282 + Penalty 3141.306696 = -95078.768587 nChanged 1 SP:Iteration 8Q (18096.940000 sec): 3 clusters Score: Raw -98220.838151 + Penalty 3141.306696 = -95079.531455 nChanged 0 SP:Iteration 9F (18097.110000 sec): 3 clusters Score: Raw -98220.838151 + Penalty 3141.306696 = -95079.531455 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 7 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18097.230000 sec): 2 clusters Score: Raw -90580.926794 + Penalty 1581.428283 = -88999.498511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18097.460000 sec): 3 clusters Score: Raw -90605.678657 + Penalty 3162.856566 = -87442.822090 nChanged 115 SP:Iteration 1F (18097.650000 sec): 3 clusters Score: Raw -90900.170738 + Penalty 3162.856566 = -87737.314172 nChanged 41 SP:Iteration 2F (18097.840000 sec): 3 clusters Score: Raw -91033.322898 + Penalty 3162.856566 = -87870.466332 nChanged 28 SP:Iteration 3Q (18098.010000 sec): 3 clusters Score: Raw -91108.198662 + Penalty 3162.856566 = -87945.342096 nChanged 19 SP:Iteration 4Q (18098.170000 sec): 3 clusters Score: Raw -91169.147940 + Penalty 3162.856566 = -88006.291374 nChanged 14 SP:Iteration 5Q (18098.370000 sec): 3 clusters Score: Raw -91200.780840 + Penalty 3162.856566 = -88037.924273 nChanged 7 SP:Iteration 6Q (18098.570000 sec): 3 clusters Score: Raw -91227.461128 + Penalty 3162.856566 = -88064.604562 nChanged 12 SP:Iteration 7Q (18098.750000 sec): 3 clusters Score: Raw -91259.102277 + Penalty 3162.856566 = -88096.245711 nChanged 10 SP:Iteration 8Q (18098.910000 sec): 3 clusters Score: Raw -91290.000109 + Penalty 3162.856566 = -88127.143543 nChanged 9 SP:Iteration 9Q (18099.060000 sec): 3 clusters Score: Raw -91318.400771 + Penalty 3162.856566 = -88155.544205 nChanged 9 SP:Iteration 10Q (18099.210000 sec): 3 clusters Score: Raw -91347.659142 + Penalty 3162.856566 = -88184.802576 nChanged 4 SP:Iteration 11Q (18099.420000 sec): 3 clusters Score: Raw -91356.677003 + Penalty 3162.856566 = -88193.820437 nChanged 5 SP:Iteration 12Q (18099.590000 sec): 3 clusters Score: Raw -91369.780190 + Penalty 3162.856566 = -88206.923624 nChanged 2 SP:Iteration 13Q (18099.810000 sec): 3 clusters Score: Raw -91378.386015 + Penalty 3162.856566 = -88215.529449 nChanged 4 SP:Iteration 14Q (18100.010000 sec): 3 clusters Score: Raw -91391.033804 + Penalty 3162.856566 = -88228.177238 nChanged 5 SP:Iteration 15Q (18100.140000 sec): 3 clusters Score: Raw -91418.642881 + Penalty 3162.856566 = -88255.786315 nChanged 10 SP:Iteration 16Q (18100.350000 sec): 3 clusters Score: Raw -91451.027725 + Penalty 3162.856566 = -88288.171159 nChanged 5 SP:Iteration 17Q (18100.540000 sec): 3 clusters Score: Raw -91463.392451 + Penalty 3162.856566 = -88300.535885 nChanged 3 SP:Iteration 18Q (18100.720000 sec): 3 clusters Score: Raw -91469.782866 + Penalty 3162.856566 = -88306.926300 nChanged 2 SP:Iteration 19Q (18100.930000 sec): 3 clusters Score: Raw -91476.049064 + Penalty 3162.856566 = -88313.192498 nChanged 0 SP:Iteration 20F (18101.070000 sec): 3 clusters Score: Raw -91476.896550 + Penalty 3162.856566 = -88314.039984 nChanged 1 SP:Iteration 21Q (18101.290000 sec): 3 clusters Score: Raw -91479.015956 + Penalty 3162.856566 = -88316.159390 nChanged 0 SP:Iteration 22F (18101.470000 sec): 3 clusters Score: Raw -91479.015956 + Penalty 3162.856566 = -88316.159390 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 8 (784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18101.550000 sec): 2 clusters Score: Raw -132752.540585 + Penalty 1652.773437 = -131099.767148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18101.730000 sec): 3 clusters Score: Raw -132638.505382 + Penalty 3305.546874 = -129332.958508 nChanged 170 SP:Iteration 1F (18101.930000 sec): 3 clusters Score: Raw -132881.847892 + Penalty 3305.546874 = -129576.301018 nChanged 46 SP:Iteration 2F (18102.100000 sec): 3 clusters Score: Raw -132968.038449 + Penalty 3305.546874 = -129662.491575 nChanged 33 SP:Iteration 3Q (18102.270000 sec): 3 clusters Score: Raw -133026.352665 + Penalty 3305.546874 = -129720.805791 nChanged 24 SP:Iteration 4Q (18102.450000 sec): 3 clusters Score: Raw -133076.656236 + Penalty 3305.546874 = -129771.109362 nChanged 12 SP:Iteration 5Q (18102.650000 sec): 3 clusters Score: Raw -133103.907468 + Penalty 3305.546874 = -129798.360593 nChanged 9 SP:Iteration 6Q (18102.860000 sec): 3 clusters Score: Raw -133135.557061 + Penalty 3305.546874 = -129830.010187 nChanged 16 SP:Iteration 7Q (18103.050000 sec): 3 clusters Score: Raw -133166.889895 + Penalty 3305.546874 = -129861.343021 nChanged 8 SP:Iteration 8Q (18103.230000 sec): 3 clusters Score: Raw -133182.554831 + Penalty 3305.546874 = -129877.007957 nChanged 12 SP:Iteration 9Q (18103.430000 sec): 3 clusters Score: Raw -133210.929355 + Penalty 3305.546874 = -129905.382481 nChanged 11 SP:Iteration 10Q (18103.610000 sec): 3 clusters Score: Raw -133238.588036 + Penalty 3305.546874 = -129933.041162 nChanged 7 SP:Iteration 11Q (18103.790000 sec): 3 clusters Score: Raw -133251.720236 + Penalty 3305.546874 = -129946.173361 nChanged 5 SP:Iteration 12Q (18103.990000 sec): 3 clusters Score: Raw -133257.502569 + Penalty 3305.546874 = -129951.955695 nChanged 4 SP:Iteration 13Q (18104.180000 sec): 3 clusters Score: Raw -133267.782239 + Penalty 3305.546874 = -129962.235365 nChanged 2 SP:Iteration 14Q (18104.370000 sec): 3 clusters Score: Raw -133273.447043 + Penalty 3305.546874 = -129967.900169 nChanged 0 SP:Iteration 15F (18104.560000 sec): 3 clusters Score: Raw -133273.447043 + Penalty 3305.546874 = -129967.900169 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 9 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18104.670000 sec): 2 clusters Score: Raw -21322.437211 + Penalty 1244.285400 = -20078.151812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18104.820000 sec): 3 clusters Score: Raw -21660.018544 + Penalty 2488.570799 = -19171.447745 nChanged 11 SP:Iteration 1F (18104.990000 sec): 3 clusters Score: Raw -21712.593446 + Penalty 2488.570799 = -19224.022647 nChanged 2 SP:Iteration 2Q (18105.170000 sec): 3 clusters Score: Raw -21725.944358 + Penalty 2488.570799 = -19237.373559 nChanged 1 SP:Iteration 3Q (18105.330000 sec): 3 clusters Score: Raw -21730.407309 + Penalty 2488.570799 = -19241.836510 nChanged 0 SP:Iteration 4F (18105.550000 sec): 3 clusters Score: Raw -21730.407309 + Penalty 2488.570799 = -19241.836510 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 10 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18105.610000 sec): 2 clusters Score: Raw -15778.826961 + Penalty 1176.743168 = -14602.083793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18105.790000 sec): 3 clusters Score: Raw -16173.672263 + Penalty 2353.486336 = -13820.185927 nChanged 7 SP:Iteration 1F (18105.980000 sec): 3 clusters Score: Raw -16216.823796 + Penalty 2353.486336 = -13863.337460 nChanged 1 SP:Iteration 2Q (18106.140000 sec): 3 clusters Score: Raw -16244.015232 + Penalty 2353.486336 = -13890.528896 nChanged 0 SP:Iteration 3F (18106.310000 sec): 3 clusters Score: Raw -16244.015232 + Penalty 2353.486336 = -13890.528896 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 11 (1528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18106.430000 sec): 2 clusters Score: Raw -257360.623811 + Penalty 1818.265312 = -255542.358498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18106.550000 sec): 3 clusters Score: Raw -256862.025928 + Penalty 3636.530625 = -253225.495303 nChanged 448 SP:Iteration 1F (18106.800000 sec): 3 clusters Score: Raw -257317.780872 + Penalty 3636.530625 = -253681.250247 nChanged 133 SP:Iteration 2F (18107.000000 sec): 3 clusters Score: Raw -257490.019247 + Penalty 3636.530625 = -253853.488622 nChanged 81 SP:Iteration 3F (18107.170000 sec): 3 clusters Score: Raw -257601.756765 + Penalty 3636.530625 = -253965.226140 nChanged 64 SP:Iteration 4Q (18107.370000 sec): 3 clusters Score: Raw -257716.229858 + Penalty 3636.530625 = -254079.699233 nChanged 62 SP:Iteration 5Q (18107.610000 sec): 3 clusters Score: Raw -257804.040482 + Penalty 3636.530625 = -254167.509857 nChanged 54 SP:Iteration 6Q (18107.770000 sec): 3 clusters Score: Raw -257900.765968 + Penalty 3636.530625 = -254264.235343 nChanged 71 SP:Iteration 7Q (18107.960000 sec): 3 clusters Score: Raw -258048.512133 + Penalty 3636.530625 = -254411.981508 nChanged 98 SP:Iteration 8F (18108.130000 sec): 3 clusters Score: Raw -258335.951140 + Penalty 3636.530625 = -254699.420515 nChanged 106 SP:Iteration 9F (18108.310000 sec): 3 clusters Score: Raw -258622.366730 + Penalty 3636.530625 = -254985.836105 nChanged 89 SP:Iteration 10F (18108.530000 sec): 3 clusters Score: Raw -258818.655520 + Penalty 3636.530625 = -255182.124895 nChanged 52 SP:Iteration 11Q (18108.720000 sec): 3 clusters Score: Raw -258901.026884 + Penalty 3636.530625 = -255264.496259 nChanged 34 SP:Iteration 12Q (18108.930000 sec): 3 clusters Score: Raw -258942.776895 + Penalty 3636.530625 = -255306.246270 nChanged 25 SP:Iteration 13Q (18109.100000 sec): 3 clusters Score: Raw -258974.735728 + Penalty 3636.530625 = -255338.205103 nChanged 20 SP:Iteration 14Q (18109.250000 sec): 3 clusters Score: Raw -258999.759586 + Penalty 3636.530625 = -255363.228961 nChanged 16 SP:Iteration 15Q (18109.430000 sec): 3 clusters Score: Raw -259034.499914 + Penalty 3636.530625 = -255397.969289 nChanged 15 SP:Iteration 16Q (18109.580000 sec): 3 clusters Score: Raw -259066.057775 + Penalty 3636.530625 = -255429.527150 nChanged 20 SP:Iteration 17Q (18109.770000 sec): 3 clusters Score: Raw -259098.990385 + Penalty 3636.530625 = -255462.459760 nChanged 12 SP:Iteration 18Q (18109.910000 sec): 3 clusters Score: Raw -259109.513065 + Penalty 3636.530625 = -255472.982440 nChanged 9 SP:Iteration 19Q (18110.090000 sec): 3 clusters Score: Raw -259118.878193 + Penalty 3636.530625 = -255482.347568 nChanged 7 SP:Iteration 20F (18110.270000 sec): 3 clusters Score: Raw -259125.979301 + Penalty 3636.530625 = -255489.448676 nChanged 3 SP:Iteration 21Q (18110.430000 sec): 3 clusters Score: Raw -259128.010750 + Penalty 3636.530625 = -255491.480125 nChanged 4 SP:Iteration 22Q (18110.660000 sec): 3 clusters Score: Raw -259130.775736 + Penalty 3636.530625 = -255494.245111 nChanged 1 SP:Iteration 23Q (18110.830000 sec): 3 clusters Score: Raw -259131.841383 + Penalty 3636.530625 = -255495.310758 nChanged 2 SP:Iteration 24Q (18111.010000 sec): 3 clusters Score: Raw -259132.963336 + Penalty 3636.530625 = -255496.432711 nChanged 0 SP:Iteration 25F (18111.170000 sec): 3 clusters Score: Raw -259132.963336 + Penalty 3636.530625 = -255496.432711 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 12 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18111.290000 sec): 2 clusters Score: Raw -65463.810528 + Penalty 1503.818732 = -63959.991796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18111.410000 sec): 3 clusters Score: Raw -65588.783270 + Penalty 3007.637464 = -62581.145806 nChanged 72 SP:Iteration 1F (18111.620000 sec): 3 clusters Score: Raw -65913.447728 + Penalty 3007.637464 = -62905.810265 nChanged 49 SP:Iteration 2F (18111.760000 sec): 3 clusters Score: Raw -66152.716388 + Penalty 3007.637464 = -63145.078925 nChanged 33 SP:Iteration 3F (18111.980000 sec): 3 clusters Score: Raw -66292.201797 + Penalty 3007.637464 = -63284.564333 nChanged 23 SP:Iteration 4F (18112.160000 sec): 3 clusters Score: Raw -66400.840756 + Penalty 3007.637464 = -63393.203292 nChanged 8 SP:Iteration 5Q (18112.330000 sec): 3 clusters Score: Raw -66438.817886 + Penalty 3007.637464 = -63431.180423 nChanged 4 SP:Iteration 6Q (18112.490000 sec): 3 clusters Score: Raw -66447.504562 + Penalty 3007.637464 = -63439.867099 nChanged 2 SP:Iteration 7Q (18112.610000 sec): 3 clusters Score: Raw -66455.635932 + Penalty 3007.637464 = -63447.998468 nChanged 2 SP:Iteration 8Q (18112.800000 sec): 3 clusters Score: Raw -66468.886263 + Penalty 3007.637464 = -63461.248799 nChanged 0 SP:Iteration 9F (18112.960000 sec): 3 clusters Score: Raw -66468.886263 + Penalty 3007.637464 = -63461.248799 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 13 (8494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18113.140000 sec): 2 clusters Score: Raw -1590794.679119 + Penalty 2243.684597 = -1588550.994522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18113.400000 sec): 3 clusters Score: Raw -1586275.900010 + Penalty 4487.369194 = -1581788.530815 nChanged 3462 SP:Iteration 1F (18113.630000 sec): 3 clusters Score: Raw -1588241.681374 + Penalty 4487.369194 = -1583754.312180 nChanged 587 SP:Iteration 2F (18113.810000 sec): 3 clusters Score: Raw -1588568.848962 + Penalty 4487.369194 = -1584081.479768 nChanged 482 SP:Iteration 3F (18114.080000 sec): 3 clusters Score: Raw -1588834.734643 + Penalty 4487.369194 = -1584347.365449 nChanged 385 SP:Iteration 4Q (18114.330000 sec): 3 clusters Score: Raw -1589011.999977 + Penalty 4487.369194 = -1584524.630783 nChanged 290 SP:Iteration 5Q (18114.550000 sec): 3 clusters Score: Raw -1589136.072458 + Penalty 4487.369194 = -1584648.703264 nChanged 260 SP:Iteration 6Q (18114.830000 sec): 3 clusters Score: Raw -1589250.153854 + Penalty 4487.369194 = -1584762.784660 nChanged 236 SP:Iteration 7Q (18115.100000 sec): 3 clusters Score: Raw -1589355.853164 + Penalty 4487.369194 = -1584868.483969 nChanged 233 SP:Iteration 8Q (18115.360000 sec): 3 clusters Score: Raw -1589450.564763 + Penalty 4487.369194 = -1584963.195569 nChanged 242 SP:Iteration 9Q (18115.590000 sec): 3 clusters Score: Raw -1589547.746609 + Penalty 4487.369194 = -1585060.377415 nChanged 196 SP:Iteration 10Q (18115.850000 sec): 3 clusters Score: Raw -1589634.198393 + Penalty 4487.369194 = -1585146.829199 nChanged 195 SP:Iteration 11Q (18116.090000 sec): 3 clusters Score: Raw -1589711.478807 + Penalty 4487.369194 = -1585224.109612 nChanged 193 SP:Iteration 12Q (18116.350000 sec): 3 clusters Score: Raw -1589781.243516 + Penalty 4487.369194 = -1585293.874322 nChanged 164 SP:Iteration 13Q (18116.620000 sec): 3 clusters Score: Raw -1589843.470716 + Penalty 4487.369194 = -1585356.101522 nChanged 158 SP:Iteration 14Q (18116.830000 sec): 3 clusters Score: Raw -1589900.027880 + Penalty 4487.369194 = -1585412.658686 nChanged 140 SP:Iteration 15Q (18117.080000 sec): 3 clusters Score: Raw -1589952.004212 + Penalty 4487.369194 = -1585464.635018 nChanged 147 SP:Iteration 16Q (18117.320000 sec): 3 clusters Score: Raw -1589997.495877 + Penalty 4487.369194 = -1585510.126682 nChanged 136 SP:Iteration 17Q (18117.530000 sec): 3 clusters Score: Raw -1590046.223991 + Penalty 4487.369194 = -1585558.854797 nChanged 132 SP:Iteration 18Q (18117.760000 sec): 3 clusters Score: Raw -1590088.821194 + Penalty 4487.369194 = -1585601.452000 nChanged 110 SP:Iteration 19Q (18117.960000 sec): 3 clusters Score: Raw -1590117.902901 + Penalty 4487.369194 = -1585630.533707 nChanged 79 SP:Iteration 20F (18118.240000 sec): 3 clusters Score: Raw -1590141.603319 + Penalty 4487.369194 = -1585654.234125 nChanged 84 SP:Iteration 21Q (18118.450000 sec): 3 clusters Score: Raw -1590165.049281 + Penalty 4487.369194 = -1585677.680087 nChanged 69 SP:Iteration 22Q (18118.670000 sec): 3 clusters Score: Raw -1590183.934871 + Penalty 4487.369194 = -1585696.565677 nChanged 87 SP:Iteration 23Q (18118.870000 sec): 3 clusters Score: Raw -1590211.608977 + Penalty 4487.369194 = -1585724.239783 nChanged 86 SP:Iteration 24Q (18119.120000 sec): 3 clusters Score: Raw -1590234.891502 + Penalty 4487.369194 = -1585747.522308 nChanged 67 SP:Iteration 25Q (18119.350000 sec): 3 clusters Score: Raw -1590253.430855 + Penalty 4487.369194 = -1585766.061661 nChanged 69 SP:Iteration 26Q (18119.620000 sec): 3 clusters Score: Raw -1590272.863459 + Penalty 4487.369194 = -1585785.494265 nChanged 60 SP:Iteration 27Q (18119.820000 sec): 3 clusters Score: Raw -1590292.199241 + Penalty 4487.369194 = -1585804.830047 nChanged 65 SP:Iteration 28Q (18120.080000 sec): 3 clusters Score: Raw -1590310.828311 + Penalty 4487.369194 = -1585823.459117 nChanged 71 SP:Iteration 29Q (18120.310000 sec): 3 clusters Score: Raw -1590333.164458 + Penalty 4487.369194 = -1585845.795263 nChanged 68 SP:Iteration 30Q (18120.530000 sec): 3 clusters Score: Raw -1590352.208288 + Penalty 4487.369194 = -1585864.839094 nChanged 63 SP:Iteration 31Q (18120.720000 sec): 3 clusters Score: Raw -1590368.105520 + Penalty 4487.369194 = -1585880.736326 nChanged 60 SP:Iteration 32Q (18120.950000 sec): 3 clusters Score: Raw -1590384.944063 + Penalty 4487.369194 = -1585897.574869 nChanged 74 SP:Iteration 33Q (18121.200000 sec): 3 clusters Score: Raw -1590404.964587 + Penalty 4487.369194 = -1585917.595393 nChanged 69 SP:Iteration 34Q (18121.400000 sec): 3 clusters Score: Raw -1590422.917141 + Penalty 4487.369194 = -1585935.547946 nChanged 64 SP:Iteration 35Q (18121.640000 sec): 3 clusters Score: Raw -1590440.601834 + Penalty 4487.369194 = -1585953.232639 nChanged 62 SP:Iteration 36Q (18121.840000 sec): 3 clusters Score: Raw -1590456.435839 + Penalty 4487.369194 = -1585969.066645 nChanged 51 SP:Iteration 37Q (18122.130000 sec): 3 clusters Score: Raw -1590468.001671 + Penalty 4487.369194 = -1585980.632477 nChanged 38 SP:Iteration 38Q (18122.320000 sec): 3 clusters Score: Raw -1590476.557074 + Penalty 4487.369194 = -1585989.187880 nChanged 45 SP:Iteration 39Q (18122.570000 sec): 3 clusters Score: Raw -1590487.033939 + Penalty 4487.369194 = -1585999.664745 nChanged 53 SP:Iteration 40F (18122.810000 sec): 3 clusters Score: Raw -1590501.511983 + Penalty 4487.369194 = -1586014.142789 nChanged 50 SP:Iteration 41Q (18123.030000 sec): 3 clusters Score: Raw -1590515.376345 + Penalty 4487.369194 = -1586028.007151 nChanged 52 SP:Iteration 42Q (18123.310000 sec): 3 clusters Score: Raw -1590530.991443 + Penalty 4487.369194 = -1586043.622249 nChanged 64 SP:Iteration 43Q (18123.490000 sec): 3 clusters Score: Raw -1590551.573043 + Penalty 4487.369194 = -1586064.203848 nChanged 66 SP:Iteration 44Q (18123.700000 sec): 3 clusters Score: Raw -1590575.912819 + Penalty 4487.369194 = -1586088.543625 nChanged 78 SP:Iteration 45Q (18123.970000 sec): 3 clusters Score: Raw -1590605.666879 + Penalty 4487.369194 = -1586118.297685 nChanged 76 SP:Iteration 46Q (18124.210000 sec): 3 clusters Score: Raw -1590635.342788 + Penalty 4487.369194 = -1586147.973594 nChanged 81 SP:Iteration 47Q (18124.450000 sec): 3 clusters Score: Raw -1590669.626179 + Penalty 4487.369194 = -1586182.256985 nChanged 83 SP:Iteration 48Q (18124.650000 sec): 3 clusters Score: Raw -1590697.735222 + Penalty 4487.369194 = -1586210.366027 nChanged 74 SP:Iteration 49Q (18124.930000 sec): 3 clusters Score: Raw -1590723.125091 + Penalty 4487.369194 = -1586235.755897 nChanged 81 SP:Iteration 50Q (18125.170000 sec): 3 clusters Score: Raw -1590756.741169 + Penalty 4487.369194 = -1586269.371975 nChanged 80 SP:Iteration 51Q (18125.380000 sec): 3 clusters Score: Raw -1590787.075245 + Penalty 4487.369194 = -1586299.706051 nChanged 73 SP:Iteration 52Q (18125.620000 sec): 3 clusters Score: Raw -1590817.280371 + Penalty 4487.369194 = -1586329.911177 nChanged 79 SP:Iteration 53Q (18125.820000 sec): 3 clusters Score: Raw -1590848.180586 + Penalty 4487.369194 = -1586360.811392 nChanged 70 SP:Iteration 54Q (18126.060000 sec): 3 clusters Score: Raw -1590876.212144 + Penalty 4487.369194 = -1586388.842950 nChanged 76 SP:Iteration 55Q (18126.300000 sec): 3 clusters Score: Raw -1590907.173665 + Penalty 4487.369194 = -1586419.804471 nChanged 74 SP:Iteration 56Q (18126.530000 sec): 3 clusters Score: Raw -1590938.769475 + Penalty 4487.369194 = -1586451.400281 nChanged 81 SP:Iteration 57Q (18126.760000 sec): 3 clusters Score: Raw -1590972.293488 + Penalty 4487.369194 = -1586484.924293 nChanged 75 SP:Iteration 58Q (18127.010000 sec): 3 clusters Score: Raw -1591008.918136 + Penalty 4487.369194 = -1586521.548942 nChanged 80 SP:Iteration 59Q (18127.300000 sec): 3 clusters Score: Raw -1591044.434008 + Penalty 4487.369194 = -1586557.064814 nChanged 76 SP:Iteration 60F (18127.550000 sec): 3 clusters Score: Raw -1591082.338007 + Penalty 4487.369194 = -1586594.968813 nChanged 77 SP:Iteration 61Q (18127.820000 sec): 3 clusters Score: Raw -1591120.483411 + Penalty 4487.369194 = -1586633.114217 nChanged 67 SP:Iteration 62Q (18128.010000 sec): 3 clusters Score: Raw -1591153.698783 + Penalty 4487.369194 = -1586666.329589 nChanged 73 SP:Iteration 63Q (18128.260000 sec): 3 clusters Score: Raw -1591189.961611 + Penalty 4487.369194 = -1586702.592417 nChanged 56 SP:Iteration 64Q (18128.490000 sec): 3 clusters Score: Raw -1591215.883661 + Penalty 4487.369194 = -1586728.514467 nChanged 53 SP:Iteration 65Q (18128.720000 sec): 3 clusters Score: Raw -1591244.157551 + Penalty 4487.369194 = -1586756.788357 nChanged 42 SP:Iteration 66Q (18128.960000 sec): 3 clusters Score: Raw -1591263.086143 + Penalty 4487.369194 = -1586775.716949 nChanged 35 SP:Iteration 67Q (18129.190000 sec): 3 clusters Score: Raw -1591278.729879 + Penalty 4487.369194 = -1586791.360685 nChanged 32 SP:Iteration 68Q (18129.390000 sec): 3 clusters Score: Raw -1591293.913516 + Penalty 4487.369194 = -1586806.544322 nChanged 29 SP:Iteration 69Q (18129.610000 sec): 3 clusters Score: Raw -1591309.321718 + Penalty 4487.369194 = -1586821.952524 nChanged 38 SP:Iteration 70Q (18129.840000 sec): 3 clusters Score: Raw -1591326.857073 + Penalty 4487.369194 = -1586839.487879 nChanged 43 SP:Iteration 71Q (18130.060000 sec): 3 clusters Score: Raw -1591349.356625 + Penalty 4487.369194 = -1586861.987431 nChanged 31 SP:Iteration 72Q (18130.270000 sec): 3 clusters Score: Raw -1591363.829224 + Penalty 4487.369194 = -1586876.460030 nChanged 22 SP:Iteration 73Q (18130.520000 sec): 3 clusters Score: Raw -1591374.956168 + Penalty 4487.369194 = -1586887.586974 nChanged 16 SP:Iteration 74Q (18130.690000 sec): 3 clusters Score: Raw -1591382.943544 + Penalty 4487.369194 = -1586895.574350 nChanged 14 SP:Iteration 75Q (18130.940000 sec): 3 clusters Score: Raw -1591389.326222 + Penalty 4487.369194 = -1586901.957028 nChanged 9 SP:Iteration 76Q (18131.140000 sec): 3 clusters Score: Raw -1591392.763103 + Penalty 4487.369194 = -1586905.393909 nChanged 3 SP:Iteration 77Q (18131.340000 sec): 3 clusters Score: Raw -1591393.791325 + Penalty 4487.369194 = -1586906.422131 nChanged 7 SP:Iteration 78Q (18131.560000 sec): 3 clusters Score: Raw -1591396.986216 + Penalty 4487.369194 = -1586909.617022 nChanged 5 SP:Iteration 79Q (18131.840000 sec): 3 clusters Score: Raw -1591399.861567 + Penalty 4487.369194 = -1586912.492372 nChanged 5 SP:Iteration 80F (18132.050000 sec): 3 clusters Score: Raw -1591402.415995 + Penalty 4487.369194 = -1586915.046801 nChanged 2 SP:Iteration 81Q (18132.260000 sec): 3 clusters Score: Raw -1591403.620899 + Penalty 4487.369194 = -1586916.251704 nChanged 6 SP:Iteration 82Q (18132.480000 sec): 3 clusters Score: Raw -1591406.799336 + Penalty 4487.369194 = -1586919.430142 nChanged 8 SP:Iteration 83Q (18132.630000 sec): 3 clusters Score: Raw -1591411.530582 + Penalty 4487.369194 = -1586924.161388 nChanged 6 SP:Iteration 84Q (18132.840000 sec): 3 clusters Score: Raw -1591414.282447 + Penalty 4487.369194 = -1586926.913253 nChanged 5 SP:Iteration 85Q (18133.070000 sec): 3 clusters Score: Raw -1591417.046090 + Penalty 4487.369194 = -1586929.676896 nChanged 4 SP:Iteration 86Q (18133.320000 sec): 3 clusters Score: Raw -1591418.556069 + Penalty 4487.369194 = -1586931.186875 nChanged 3 SP:Iteration 87Q (18133.510000 sec): 3 clusters Score: Raw -1591419.404908 + Penalty 4487.369194 = -1586932.035713 nChanged 5 SP:Iteration 88Q (18133.750000 sec): 3 clusters Score: Raw -1591422.012416 + Penalty 4487.369194 = -1586934.643222 nChanged 5 SP:Iteration 89Q (18133.980000 sec): 3 clusters Score: Raw -1591424.737821 + Penalty 4487.369194 = -1586937.368627 nChanged 3 SP:Iteration 90Q (18134.260000 sec): 3 clusters Score: Raw -1591426.057407 + Penalty 4487.369194 = -1586938.688213 nChanged 1 SP:Iteration 91Q (18134.490000 sec): 3 clusters Score: Raw -1591426.468482 + Penalty 4487.369194 = -1586939.099288 nChanged 0 SP:Iteration 92F (18134.690000 sec): 3 clusters Score: Raw -1591426.468482 + Penalty 4487.369194 = -1586939.099288 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 14 (178761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18135.650000 sec): 2 clusters Score: Raw -34386490.316287 + Penalty 2999.263639 = -34383491.052648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18136.780000 sec): 3 clusters Score: Raw -34269763.961463 + Penalty 5998.527279 = -34263765.434184 nChanged 86216 SP:Iteration 1F (18137.890000 sec): 3 clusters Score: Raw -34319581.039208 + Penalty 5998.527279 = -34313582.511929 nChanged 6041 SP:Iteration 2Q (18139.130000 sec): 3 clusters Score: Raw -34321226.206397 + Penalty 5998.527279 = -34315227.679119 nChanged 7490 SP:Iteration 3Q (18140.290000 sec): 3 clusters Score: Raw -34323934.610674 + Penalty 5998.527279 = -34317936.083395 nChanged 9768 SP:Iteration 4F (18141.400000 sec): 3 clusters Score: Raw -34328766.852258 + Penalty 5998.527279 = -34322768.324979 nChanged 12546 SP:Iteration 5F (18142.600000 sec): 3 clusters Score: Raw -34336894.497203 + Penalty 5998.527279 = -34330895.969924 nChanged 14674 SP:Iteration 6F (18143.760000 sec): 3 clusters Score: Raw -34348549.523290 + Penalty 5998.527279 = -34342550.996011 nChanged 14999 SP:Iteration 7F (18144.870000 sec): 3 clusters Score: Raw -34362218.777845 + Penalty 5998.527279 = -34356220.250566 nChanged 12345 SP:Iteration 8F (18145.920000 sec): 3 clusters Score: Raw -34374403.987827 + Penalty 5998.527279 = -34368405.460548 nChanged 7763 SP:Iteration 9Q (18147.020000 sec): 3 clusters Score: Raw -34382093.124522 + Penalty 5998.527279 = -34376094.597243 nChanged 3369 SP:Iteration 10Q (18148.000000 sec): 3 clusters Score: Raw -34385230.674052 + Penalty 5998.527279 = -34379232.146773 nChanged 1044 SP:Iteration 11Q (18148.890000 sec): 3 clusters Score: Raw -34386164.260732 + Penalty 5998.527279 = -34380165.733453 nChanged 328 SP:Iteration 12Q (18149.800000 sec): 3 clusters Score: Raw -34386504.770806 + Penalty 5998.527279 = -34380506.243527 nChanged 124 SP:Iteration 13Q (18150.650000 sec): 3 clusters Score: Raw -34386645.299534 + Penalty 5998.527279 = -34380646.772256 nChanged 44 SP:Iteration 14Q (18151.580000 sec): 3 clusters Score: Raw -34386697.935929 + Penalty 5998.527279 = -34380699.408650 nChanged 28 SP:Iteration 15Q (18152.520000 sec): 3 clusters Score: Raw -34386727.138843 + Penalty 5998.527279 = -34380728.611564 nChanged 17 SP:Iteration 16Q (18153.430000 sec): 3 clusters Score: Raw -34386745.508332 + Penalty 5998.527279 = -34380746.981054 nChanged 11 SP:Iteration 17Q (18154.320000 sec): 3 clusters Score: Raw -34386757.498060 + Penalty 5998.527279 = -34380758.970781 nChanged 12 SP:Iteration 18Q (18155.200000 sec): 3 clusters Score: Raw -34386772.237828 + Penalty 5998.527279 = -34380773.710549 nChanged 17 SP:Iteration 19Q (18156.070000 sec): 3 clusters Score: Raw -34386790.931920 + Penalty 5998.527279 = -34380792.404642 nChanged 12 SP:Iteration 20F (18157.200000 sec): 3 clusters Score: Raw -34386804.213974 + Penalty 5998.527279 = -34380805.686696 nChanged 10 SP:Iteration 21Q (18158.140000 sec): 3 clusters Score: Raw -34386815.792374 + Penalty 5998.527279 = -34380817.265095 nChanged 9 SP:Iteration 22Q (18159.010000 sec): 3 clusters Score: Raw -34386825.599653 + Penalty 5998.527279 = -34380827.072375 nChanged 4 SP:Iteration 23Q (18159.940000 sec): 3 clusters Score: Raw -34386831.468715 + Penalty 5998.527279 = -34380832.941437 nChanged 3 SP:Iteration 24Q (18160.840000 sec): 3 clusters Score: Raw -34386834.832698 + Penalty 5998.527279 = -34380836.305419 nChanged 4 SP:Iteration 25Q (18161.820000 sec): 3 clusters Score: Raw -34386839.944118 + Penalty 5998.527279 = -34380841.416839 nChanged 3 SP:Iteration 26Q (18162.770000 sec): 3 clusters Score: Raw -34386842.803850 + Penalty 5998.527279 = -34380844.276572 nChanged 4 SP:Iteration 27Q (18163.650000 sec): 3 clusters Score: Raw -34386847.792497 + Penalty 5998.527279 = -34380849.265218 nChanged 4 SP:Iteration 28Q (18164.580000 sec): 3 clusters Score: Raw -34386850.475916 + Penalty 5998.527279 = -34380851.948637 nChanged 0 SP:Iteration 29F (18165.650000 sec): 3 clusters Score: Raw -34386850.475916 + Penalty 5998.527279 = -34380851.948637 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 15 (262600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18166.790000 sec): 2 clusters Score: Raw -46560071.474326 + Penalty 3094.640036 = -46556976.834290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18168.290000 sec): 3 clusters Score: Raw -46386797.464112 + Penalty 6189.280071 = -46380608.184041 nChanged 126964 SP:Iteration 1F (18169.790000 sec): 3 clusters Score: Raw -46460840.860554 + Penalty 6189.280071 = -46454651.580483 nChanged 6258 SP:Iteration 2Q (18171.330000 sec): 3 clusters Score: Raw -46461945.031409 + Penalty 6189.280071 = -46455755.751338 nChanged 6535 SP:Iteration 3Q (18172.870000 sec): 3 clusters Score: Raw -46463319.583871 + Penalty 6189.280071 = -46457130.303799 nChanged 7405 SP:Iteration 4Q (18174.390000 sec): 3 clusters Score: Raw -46465380.522153 + Penalty 6189.280071 = -46459191.242082 nChanged 9280 SP:Iteration 5Q (18175.910000 sec): 3 clusters Score: Raw -46468888.664121 + Penalty 6189.280071 = -46462699.384049 nChanged 12373 SP:Iteration 6Q (18177.390000 sec): 3 clusters Score: Raw -46475390.824194 + Penalty 6189.280071 = -46469201.544122 nChanged 16780 SP:Iteration 7F (18178.820000 sec): 3 clusters Score: Raw -46486924.847665 + Penalty 6189.280071 = -46480735.567594 nChanged 21156 SP:Iteration 8F (18180.360000 sec): 3 clusters Score: Raw -46504693.051448 + Penalty 6189.280071 = -46498503.771376 nChanged 22837 SP:Iteration 9F (18181.850000 sec): 3 clusters Score: Raw -46526255.464165 + Penalty 6189.280071 = -46520066.184093 nChanged 18668 SP:Iteration 10F (18183.310000 sec): 3 clusters Score: Raw -46544127.910843 + Penalty 6189.280071 = -46537938.630772 nChanged 10726 SP:Iteration 11Q (18184.800000 sec): 3 clusters Score: Raw -46553823.090380 + Penalty 6189.280071 = -46547633.810308 nChanged 4838 SP:Iteration 12Q (18186.090000 sec): 3 clusters Score: Raw -46557810.715579 + Penalty 6189.280071 = -46551621.435508 nChanged 1975 SP:Iteration 13Q (18187.460000 sec): 3 clusters Score: Raw -46559285.199852 + Penalty 6189.280071 = -46553095.919780 nChanged 858 SP:Iteration 14Q (18188.810000 sec): 3 clusters Score: Raw -46559855.754488 + Penalty 6189.280071 = -46553666.474416 nChanged 407 SP:Iteration 15Q (18190.090000 sec): 3 clusters Score: Raw -46560107.355850 + Penalty 6189.280071 = -46553918.075779 nChanged 238 SP:Iteration 16Q (18191.420000 sec): 3 clusters Score: Raw -46560248.928380 + Penalty 6189.280071 = -46554059.648308 nChanged 157 SP:Iteration 17Q (18192.720000 sec): 3 clusters Score: Raw -46560338.239765 + Penalty 6189.280071 = -46554148.959693 nChanged 114 SP:Iteration 18Q (18193.980000 sec): 3 clusters Score: Raw -46560413.415574 + Penalty 6189.280071 = -46554224.135502 nChanged 92 SP:Iteration 19Q (18195.160000 sec): 3 clusters Score: Raw -46560473.026346 + Penalty 6189.280071 = -46554283.746274 nChanged 78 SP:Iteration 20F (18196.700000 sec): 3 clusters Score: Raw -46560517.657522 + Penalty 6189.280071 = -46554328.377451 nChanged 57 SP:Iteration 21Q (18197.830000 sec): 3 clusters Score: Raw -46560552.512753 + Penalty 6189.280071 = -46554363.232682 nChanged 45 SP:Iteration 22Q (18199.040000 sec): 3 clusters Score: Raw -46560577.428022 + Penalty 6189.280071 = -46554388.147951 nChanged 42 SP:Iteration 23Q (18200.250000 sec): 3 clusters Score: Raw -46560602.684122 + Penalty 6189.280071 = -46554413.404050 nChanged 32 SP:Iteration 24Q (18201.500000 sec): 3 clusters Score: Raw -46560620.476593 + Penalty 6189.280071 = -46554431.196522 nChanged 17 SP:Iteration 25Q (18202.660000 sec): 3 clusters Score: Raw -46560629.374429 + Penalty 6189.280071 = -46554440.094358 nChanged 14 SP:Iteration 26Q (18203.850000 sec): 3 clusters Score: Raw -46560636.801236 + Penalty 6189.280071 = -46554447.521164 nChanged 17 SP:Iteration 27Q (18205.200000 sec): 3 clusters Score: Raw -46560646.642355 + Penalty 6189.280071 = -46554457.362283 nChanged 16 SP:Iteration 28Q (18206.530000 sec): 3 clusters Score: Raw -46560654.679234 + Penalty 6189.280071 = -46554465.399163 nChanged 10 SP:Iteration 29Q (18207.760000 sec): 3 clusters Score: Raw -46560659.844739 + Penalty 6189.280071 = -46554470.564667 nChanged 9 SP:Iteration 30Q (18208.920000 sec): 3 clusters Score: Raw -46560664.861206 + Penalty 6189.280071 = -46554475.581135 nChanged 7 SP:Iteration 31Q (18210.120000 sec): 3 clusters Score: Raw -46560668.709169 + Penalty 6189.280071 = -46554479.429098 nChanged 8 SP:Iteration 32Q (18211.340000 sec): 3 clusters Score: Raw -46560671.865129 + Penalty 6189.280071 = -46554482.585058 nChanged 4 SP:Iteration 33Q (18212.570000 sec): 3 clusters Score: Raw -46560674.340021 + Penalty 6189.280071 = -46554485.059950 nChanged 5 SP:Iteration 34Q (18213.800000 sec): 3 clusters Score: Raw -46560676.342718 + Penalty 6189.280071 = -46554487.062646 nChanged 2 SP:Iteration 35Q (18215.010000 sec): 3 clusters Score: Raw -46560677.066040 + Penalty 6189.280071 = -46554487.785968 nChanged 3 SP:Iteration 36Q (18216.260000 sec): 3 clusters Score: Raw -46560678.258771 + Penalty 6189.280071 = -46554488.978700 nChanged 2 SP:Iteration 37Q (18217.560000 sec): 3 clusters Score: Raw -46560679.402285 + Penalty 6189.280071 = -46554490.122213 nChanged 4 SP:Iteration 38Q (18218.930000 sec): 3 clusters Score: Raw -46560683.218445 + Penalty 6189.280071 = -46554493.938373 nChanged 6 SP:Iteration 39Q (18220.210000 sec): 3 clusters Score: Raw -46560687.963047 + Penalty 6189.280071 = -46554498.682976 nChanged 8 SP:Iteration 40F (18221.670000 sec): 3 clusters Score: Raw -46560692.047799 + Penalty 6189.280071 = -46554502.767727 nChanged 4 SP:Iteration 41Q (18222.910000 sec): 3 clusters Score: Raw -46560693.944416 + Penalty 6189.280071 = -46554504.664345 nChanged 3 SP:Iteration 42Q (18224.110000 sec): 3 clusters Score: Raw -46560695.206517 + Penalty 6189.280071 = -46554505.926446 nChanged 1 SP:Iteration 43Q (18225.270000 sec): 3 clusters Score: Raw -46560695.665307 + Penalty 6189.280071 = -46554506.385235 nChanged 1 SP:Iteration 44Q (18226.450000 sec): 3 clusters Score: Raw -46560696.224104 + Penalty 6189.280071 = -46554506.944032 nChanged 3 SP:Iteration 45Q (18227.660000 sec): 3 clusters Score: Raw -46560697.894177 + Penalty 6189.280071 = -46554508.614105 nChanged 4 SP:Iteration 46Q (18228.860000 sec): 3 clusters Score: Raw -46560699.784279 + Penalty 6189.280071 = -46554510.504207 nChanged 4 SP:Iteration 47Q (18230.090000 sec): 3 clusters Score: Raw -46560701.523201 + Penalty 6189.280071 = -46554512.243129 nChanged 2 SP:Iteration 48Q (18231.320000 sec): 3 clusters Score: Raw -46560702.433215 + Penalty 6189.280071 = -46554513.153144 nChanged 1 SP:Iteration 49Q (18232.570000 sec): 3 clusters Score: Raw -46560702.746740 + Penalty 6189.280071 = -46554513.466669 nChanged 1 SP:Iteration 50Q (18233.850000 sec): 3 clusters Score: Raw -46560703.065919 + Penalty 6189.280071 = -46554513.785847 nChanged 1 SP:Iteration 51Q (18235.350000 sec): 3 clusters Score: Raw -46560703.548902 + Penalty 6189.280071 = -46554514.268830 nChanged 0 SP:Iteration 52F (18236.950000 sec): 3 clusters Score: Raw -46560703.548902 + Penalty 6189.280071 = -46554514.268830 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 16 (24717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18237.270000 sec): 2 clusters Score: Raw -4521336.815818 + Penalty 2508.581143 = -4518828.234675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18237.560000 sec): 3 clusters Score: Raw -4506619.731106 + Penalty 5017.162286 = -4501602.568820 nChanged 11074 SP:Iteration 1F (18237.860000 sec): 3 clusters Score: Raw -4512690.407549 + Penalty 5017.162286 = -4507673.245262 nChanged 1290 SP:Iteration 2F (18238.160000 sec): 3 clusters Score: Raw -4513183.106857 + Penalty 5017.162286 = -4508165.944571 nChanged 1213 SP:Iteration 3Q (18238.460000 sec): 3 clusters Score: Raw -4513714.400623 + Penalty 5017.162286 = -4508697.238337 nChanged 1298 SP:Iteration 4F (18238.790000 sec): 3 clusters Score: Raw -4514349.032788 + Penalty 5017.162286 = -4509331.870502 nChanged 1459 SP:Iteration 5F (18239.090000 sec): 3 clusters Score: Raw -4515231.510556 + Penalty 5017.162286 = -4510214.348270 nChanged 1598 SP:Iteration 6F (18239.420000 sec): 3 clusters Score: Raw -4516374.437093 + Penalty 5017.162286 = -4511357.274807 nChanged 1690 SP:Iteration 7F (18239.730000 sec): 3 clusters Score: Raw -4517743.992140 + Penalty 5017.162286 = -4512726.829854 nChanged 1526 SP:Iteration 8F (18240.010000 sec): 3 clusters Score: Raw -4519119.000930 + Penalty 5017.162286 = -4514101.838644 nChanged 1190 SP:Iteration 9Q (18240.370000 sec): 3 clusters Score: Raw -4520187.180193 + Penalty 5017.162286 = -4515170.017907 nChanged 760 SP:Iteration 10Q (18240.690000 sec): 3 clusters Score: Raw -4520839.551858 + Penalty 5017.162286 = -4515822.389572 nChanged 409 SP:Iteration 11Q (18240.970000 sec): 3 clusters Score: Raw -4521186.162859 + Penalty 5017.162286 = -4516169.000572 nChanged 214 SP:Iteration 12Q (18241.320000 sec): 3 clusters Score: Raw -4521357.370881 + Penalty 5017.162286 = -4516340.208595 nChanged 110 SP:Iteration 13Q (18241.600000 sec): 3 clusters Score: Raw -4521446.100507 + Penalty 5017.162286 = -4516428.938220 nChanged 72 SP:Iteration 14Q (18241.920000 sec): 3 clusters Score: Raw -4521505.130569 + Penalty 5017.162286 = -4516487.968283 nChanged 46 SP:Iteration 15Q (18242.190000 sec): 3 clusters Score: Raw -4521556.878754 + Penalty 5017.162286 = -4516539.716468 nChanged 41 SP:Iteration 16Q (18242.560000 sec): 3 clusters Score: Raw -4521608.200249 + Penalty 5017.162286 = -4516591.037963 nChanged 32 SP:Iteration 17Q (18242.820000 sec): 3 clusters Score: Raw -4521643.508172 + Penalty 5017.162286 = -4516626.345886 nChanged 26 SP:Iteration 18Q (18243.160000 sec): 3 clusters Score: Raw -4521668.378909 + Penalty 5017.162286 = -4516651.216623 nChanged 15 SP:Iteration 19Q (18243.420000 sec): 3 clusters Score: Raw -4521684.851041 + Penalty 5017.162286 = -4516667.688754 nChanged 10 SP:Iteration 20F (18243.720000 sec): 3 clusters Score: Raw -4521694.106393 + Penalty 5017.162286 = -4516676.944107 nChanged 8 SP:Iteration 21Q (18244.000000 sec): 3 clusters Score: Raw -4521703.797347 + Penalty 5017.162286 = -4516686.635060 nChanged 5 SP:Iteration 22Q (18244.290000 sec): 3 clusters Score: Raw -4521709.041326 + Penalty 5017.162286 = -4516691.879039 nChanged 5 SP:Iteration 23Q (18244.580000 sec): 3 clusters Score: Raw -4521714.242581 + Penalty 5017.162286 = -4516697.080295 nChanged 4 SP:Iteration 24Q (18244.880000 sec): 3 clusters Score: Raw -4521718.331014 + Penalty 5017.162286 = -4516701.168728 nChanged 3 SP:Iteration 25Q (18245.140000 sec): 3 clusters Score: Raw -4521721.573681 + Penalty 5017.162286 = -4516704.411395 nChanged 0 SP:Iteration 26F (18245.470000 sec): 3 clusters Score: Raw -4521721.573681 + Penalty 5017.162286 = -4516704.411395 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 17 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18245.610000 sec): 2 clusters Score: Raw -206303.474154 + Penalty 1747.784271 = -204555.689883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18245.780000 sec): 3 clusters Score: Raw -205984.687645 + Penalty 3495.568542 = -202489.119103 nChanged 298 SP:Iteration 1F (18246.010000 sec): 3 clusters Score: Raw -206304.940598 + Penalty 3495.568542 = -202809.372056 nChanged 92 SP:Iteration 2F (18246.180000 sec): 3 clusters Score: Raw -206423.454423 + Penalty 3495.568542 = -202927.885881 nChanged 43 SP:Iteration 3Q (18246.360000 sec): 3 clusters Score: Raw -206491.800644 + Penalty 3495.568542 = -202996.232103 nChanged 35 SP:Iteration 4Q (18246.540000 sec): 3 clusters Score: Raw -206598.711668 + Penalty 3495.568542 = -203103.143126 nChanged 38 SP:Iteration 5Q (18246.760000 sec): 3 clusters Score: Raw -206731.637855 + Penalty 3495.568542 = -203236.069313 nChanged 42 SP:Iteration 6Q (18246.950000 sec): 3 clusters Score: Raw -206845.640892 + Penalty 3495.568542 = -203350.072351 nChanged 40 SP:Iteration 7Q (18247.170000 sec): 3 clusters Score: Raw -206962.194042 + Penalty 3495.568542 = -203466.625500 nChanged 43 SP:Iteration 8Q (18247.310000 sec): 3 clusters Score: Raw -207052.119459 + Penalty 3495.568542 = -203556.550917 nChanged 46 SP:Iteration 9Q (18247.500000 sec): 3 clusters Score: Raw -207134.096326 + Penalty 3495.568542 = -203638.527785 nChanged 36 SP:Iteration 10Q (18247.680000 sec): 3 clusters Score: Raw -207205.696727 + Penalty 3495.568542 = -203710.128186 nChanged 35 SP:Iteration 11Q (18247.890000 sec): 3 clusters Score: Raw -207269.396290 + Penalty 3495.568542 = -203773.827748 nChanged 28 SP:Iteration 12Q (18248.110000 sec): 3 clusters Score: Raw -207307.324836 + Penalty 3495.568542 = -203811.756294 nChanged 16 SP:Iteration 13Q (18248.290000 sec): 3 clusters Score: Raw -207325.442614 + Penalty 3495.568542 = -203829.874072 nChanged 10 SP:Iteration 14Q (18248.430000 sec): 3 clusters Score: Raw -207340.483832 + Penalty 3495.568542 = -203844.915290 nChanged 8 SP:Iteration 15Q (18248.660000 sec): 3 clusters Score: Raw -207354.972685 + Penalty 3495.568542 = -203859.404143 nChanged 14 SP:Iteration 16Q (18248.830000 sec): 3 clusters Score: Raw -207378.659303 + Penalty 3495.568542 = -203883.090761 nChanged 18 SP:Iteration 17Q (18248.980000 sec): 3 clusters Score: Raw -207409.573260 + Penalty 3495.568542 = -203914.004718 nChanged 21 SP:Iteration 18Q (18249.120000 sec): 3 clusters Score: Raw -207470.260337 + Penalty 3495.568542 = -203974.691795 nChanged 16 SP:Iteration 19Q (18249.300000 sec): 3 clusters Score: Raw -207524.738579 + Penalty 3495.568542 = -204029.170037 nChanged 17 SP:Iteration 20F (18249.440000 sec): 3 clusters Score: Raw -207582.558363 + Penalty 3495.568542 = -204086.989821 nChanged 8 SP:Iteration 21Q (18249.570000 sec): 3 clusters Score: Raw -207610.726013 + Penalty 3495.568542 = -204115.157471 nChanged 7 SP:Iteration 22Q (18249.750000 sec): 3 clusters Score: Raw -207636.770500 + Penalty 3495.568542 = -204141.201959 nChanged 4 SP:Iteration 23Q (18249.930000 sec): 3 clusters Score: Raw -207643.537988 + Penalty 3495.568542 = -204147.969447 nChanged 2 SP:Iteration 24Q (18250.110000 sec): 3 clusters Score: Raw -207647.074219 + Penalty 3495.568542 = -204151.505677 nChanged 0 SP:Iteration 25F (18250.240000 sec): 3 clusters Score: Raw -207647.074219 + Penalty 3495.568542 = -204151.505677 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 18 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18250.370000 sec): 2 clusters Score: Raw -126871.141810 + Penalty 1649.589825 = -125221.551985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18250.520000 sec): 3 clusters Score: Raw -126741.392057 + Penalty 3299.179649 = -123442.212408 nChanged 200 SP:Iteration 1F (18250.690000 sec): 3 clusters Score: Raw -127053.720632 + Penalty 3299.179649 = -123754.540983 nChanged 60 SP:Iteration 2F (18250.820000 sec): 3 clusters Score: Raw -127223.547984 + Penalty 3299.179649 = -123924.368335 nChanged 47 SP:Iteration 3F (18251.010000 sec): 3 clusters Score: Raw -127343.869300 + Penalty 3299.179649 = -124044.689650 nChanged 44 SP:Iteration 4F (18251.230000 sec): 3 clusters Score: Raw -127470.325309 + Penalty 3299.179649 = -124171.145660 nChanged 38 SP:Iteration 5Q (18251.440000 sec): 3 clusters Score: Raw -127583.459322 + Penalty 3299.179649 = -124284.279673 nChanged 30 SP:Iteration 6Q (18251.630000 sec): 3 clusters Score: Raw -127685.224568 + Penalty 3299.179649 = -124386.044918 nChanged 30 SP:Iteration 7Q (18251.810000 sec): 3 clusters Score: Raw -127778.306363 + Penalty 3299.179649 = -124479.126714 nChanged 23 SP:Iteration 8Q (18252.030000 sec): 3 clusters Score: Raw -127849.631702 + Penalty 3299.179649 = -124550.452053 nChanged 20 SP:Iteration 9Q (18252.190000 sec): 3 clusters Score: Raw -127921.215389 + Penalty 3299.179649 = -124622.035740 nChanged 18 SP:Iteration 10Q (18252.420000 sec): 3 clusters Score: Raw -128005.296365 + Penalty 3299.179649 = -124706.116716 nChanged 20 SP:Iteration 11Q (18252.590000 sec): 3 clusters Score: Raw -128091.534205 + Penalty 3299.179649 = -124792.354556 nChanged 12 SP:Iteration 12Q (18252.810000 sec): 3 clusters Score: Raw -128170.130427 + Penalty 3299.179649 = -124870.950778 nChanged 11 SP:Iteration 13Q (18253.030000 sec): 3 clusters Score: Raw -128230.724935 + Penalty 3299.179649 = -124931.545286 nChanged 9 SP:Iteration 14Q (18253.220000 sec): 3 clusters Score: Raw -128262.419538 + Penalty 3299.179649 = -124963.239889 nChanged 4 SP:Iteration 15Q (18253.350000 sec): 3 clusters Score: Raw -128275.399663 + Penalty 3299.179649 = -124976.220014 nChanged 4 SP:Iteration 16Q (18253.570000 sec): 3 clusters Score: Raw -128284.011534 + Penalty 3299.179649 = -124984.831884 nChanged 1 SP:Iteration 17Q (18253.750000 sec): 3 clusters Score: Raw -128285.836816 + Penalty 3299.179649 = -124986.657167 nChanged 1 SP:Iteration 18Q (18253.940000 sec): 3 clusters Score: Raw -128287.849589 + Penalty 3299.179649 = -124988.669940 nChanged 0 SP:Iteration 19F (18254.110000 sec): 3 clusters Score: Raw -128287.849589 + Penalty 3299.179649 = -124988.669940 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 19 (1880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18254.220000 sec): 2 clusters Score: Raw -311436.027607 + Penalty 1869.678710 = -309566.348897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18254.400000 sec): 3 clusters Score: Raw -310728.824662 + Penalty 3739.357420 = -306989.467242 nChanged 619 SP:Iteration 1F (18254.590000 sec): 3 clusters Score: Raw -311290.434681 + Penalty 3739.357420 = -307551.077262 nChanged 205 SP:Iteration 2F (18254.790000 sec): 3 clusters Score: Raw -311582.219664 + Penalty 3739.357420 = -307842.862244 nChanged 133 SP:Iteration 3F (18254.980000 sec): 3 clusters Score: Raw -311778.345558 + Penalty 3739.357420 = -308038.988139 nChanged 107 SP:Iteration 4F (18255.170000 sec): 3 clusters Score: Raw -311955.575672 + Penalty 3739.357420 = -308216.218252 nChanged 104 SP:Iteration 5F (18255.360000 sec): 3 clusters Score: Raw -312096.831284 + Penalty 3739.357420 = -308357.473864 nChanged 81 SP:Iteration 6Q (18255.530000 sec): 3 clusters Score: Raw -312180.536206 + Penalty 3739.357420 = -308441.178786 nChanged 52 SP:Iteration 7Q (18255.700000 sec): 3 clusters Score: Raw -312237.296119 + Penalty 3739.357420 = -308497.938699 nChanged 34 SP:Iteration 8Q (18255.850000 sec): 3 clusters Score: Raw -312267.679062 + Penalty 3739.357420 = -308528.321642 nChanged 21 SP:Iteration 9Q (18256.030000 sec): 3 clusters Score: Raw -312288.139030 + Penalty 3739.357420 = -308548.781611 nChanged 12 SP:Iteration 10Q (18256.240000 sec): 3 clusters Score: Raw -312302.445770 + Penalty 3739.357420 = -308563.088351 nChanged 13 SP:Iteration 11Q (18256.450000 sec): 3 clusters Score: Raw -312312.834768 + Penalty 3739.357420 = -308573.477348 nChanged 4 SP:Iteration 12Q (18256.600000 sec): 3 clusters Score: Raw -312316.741653 + Penalty 3739.357420 = -308577.384233 nChanged 1 SP:Iteration 13Q (18256.800000 sec): 3 clusters Score: Raw -312318.351146 + Penalty 3739.357420 = -308578.993726 nChanged 1 SP:Iteration 14Q (18256.980000 sec): 3 clusters Score: Raw -312319.261488 + Penalty 3739.357420 = -308579.904069 nChanged 0 SP:Iteration 15F (18257.180000 sec): 3 clusters Score: Raw -312319.261488 + Penalty 3739.357420 = -308579.904069 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 20 (1600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18257.300000 sec): 2 clusters Score: Raw -290405.363294 + Penalty 1829.684209 = -288575.679085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18257.530000 sec): 3 clusters Score: Raw -289871.233850 + Penalty 3659.368418 = -286211.865431 nChanged 477 SP:Iteration 1F (18257.670000 sec): 3 clusters Score: Raw -290242.789266 + Penalty 3659.368418 = -286583.420847 nChanged 119 SP:Iteration 2F (18257.810000 sec): 3 clusters Score: Raw -290362.299507 + Penalty 3659.368418 = -286702.931088 nChanged 71 SP:Iteration 3Q (18258.020000 sec): 3 clusters Score: Raw -290435.445071 + Penalty 3659.368418 = -286776.076652 nChanged 43 SP:Iteration 4Q (18258.160000 sec): 3 clusters Score: Raw -290485.666026 + Penalty 3659.368418 = -286826.297608 nChanged 38 SP:Iteration 5Q (18258.340000 sec): 3 clusters Score: Raw -290536.565440 + Penalty 3659.368418 = -286877.197021 nChanged 43 SP:Iteration 6Q (18258.500000 sec): 3 clusters Score: Raw -290615.719149 + Penalty 3659.368418 = -286956.350731 nChanged 56 SP:Iteration 7Q (18258.670000 sec): 3 clusters Score: Raw -290708.541449 + Penalty 3659.368418 = -287049.173031 nChanged 64 SP:Iteration 8Q (18258.880000 sec): 3 clusters Score: Raw -290810.319888 + Penalty 3659.368418 = -287150.951469 nChanged 62 SP:Iteration 9Q (18259.080000 sec): 3 clusters Score: Raw -290913.809405 + Penalty 3659.368418 = -287254.440987 nChanged 61 SP:Iteration 10Q (18259.220000 sec): 3 clusters Score: Raw -290998.865908 + Penalty 3659.368418 = -287339.497490 nChanged 47 SP:Iteration 11Q (18259.390000 sec): 3 clusters Score: Raw -291063.020308 + Penalty 3659.368418 = -287403.651890 nChanged 43 SP:Iteration 12Q (18259.620000 sec): 3 clusters Score: Raw -291109.769724 + Penalty 3659.368418 = -287450.401305 nChanged 40 SP:Iteration 13Q (18259.780000 sec): 3 clusters Score: Raw -291148.880549 + Penalty 3659.368418 = -287489.512130 nChanged 24 SP:Iteration 14Q (18260.000000 sec): 3 clusters Score: Raw -291177.196815 + Penalty 3659.368418 = -287517.828397 nChanged 25 SP:Iteration 15Q (18260.140000 sec): 3 clusters Score: Raw -291213.117617 + Penalty 3659.368418 = -287553.749198 nChanged 33 SP:Iteration 16Q (18260.350000 sec): 3 clusters Score: Raw -291264.587074 + Penalty 3659.368418 = -287605.218656 nChanged 33 SP:Iteration 17Q (18260.540000 sec): 3 clusters Score: Raw -291304.932504 + Penalty 3659.368418 = -287645.564086 nChanged 27 SP:Iteration 18Q (18260.760000 sec): 3 clusters Score: Raw -291349.336307 + Penalty 3659.368418 = -287689.967889 nChanged 32 SP:Iteration 19Q (18261.020000 sec): 3 clusters Score: Raw -291397.958993 + Penalty 3659.368418 = -287738.590575 nChanged 28 SP:Iteration 20F (18261.180000 sec): 3 clusters Score: Raw -291434.537161 + Penalty 3659.368418 = -287775.168742 nChanged 16 SP:Iteration 21Q (18261.400000 sec): 3 clusters Score: Raw -291454.551673 + Penalty 3659.368418 = -287795.183254 nChanged 12 SP:Iteration 22Q (18261.620000 sec): 3 clusters Score: Raw -291465.462121 + Penalty 3659.368418 = -287806.093702 nChanged 6 SP:Iteration 23Q (18261.770000 sec): 3 clusters Score: Raw -291469.868457 + Penalty 3659.368418 = -287810.500039 nChanged 2 SP:Iteration 24Q (18262.020000 sec): 3 clusters Score: Raw -291470.677835 + Penalty 3659.368418 = -287811.309417 nChanged 0 SP:Iteration 25F (18262.180000 sec): 3 clusters Score: Raw -291470.677835 + Penalty 3659.368418 = -287811.309417 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 21 (864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18262.300000 sec): 2 clusters Score: Raw -136028.553107 + Penalty 1676.870047 = -134351.683061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18262.470000 sec): 3 clusters Score: Raw -135928.102095 + Penalty 3353.740093 = -132574.362002 nChanged 207 SP:Iteration 1F (18262.700000 sec): 3 clusters Score: Raw -136295.252799 + Penalty 3353.740093 = -132941.512706 nChanged 73 SP:Iteration 2F (18262.830000 sec): 3 clusters Score: Raw -136488.263572 + Penalty 3353.740093 = -133134.523479 nChanged 49 SP:Iteration 3F (18263.010000 sec): 3 clusters Score: Raw -136645.839808 + Penalty 3353.740093 = -133292.099715 nChanged 31 SP:Iteration 4Q (18263.180000 sec): 3 clusters Score: Raw -136776.635297 + Penalty 3353.740093 = -133422.895204 nChanged 32 SP:Iteration 5Q (18263.340000 sec): 3 clusters Score: Raw -136883.057378 + Penalty 3353.740093 = -133529.317285 nChanged 28 SP:Iteration 6Q (18263.550000 sec): 3 clusters Score: Raw -136974.493969 + Penalty 3353.740093 = -133620.753875 nChanged 23 SP:Iteration 7Q (18263.730000 sec): 3 clusters Score: Raw -137036.437212 + Penalty 3353.740093 = -133682.697118 nChanged 22 SP:Iteration 8Q (18263.870000 sec): 3 clusters Score: Raw -137084.332397 + Penalty 3353.740093 = -133730.592304 nChanged 13 SP:Iteration 9Q (18264.050000 sec): 3 clusters Score: Raw -137112.666814 + Penalty 3353.740093 = -133758.926721 nChanged 11 SP:Iteration 10Q (18264.200000 sec): 3 clusters Score: Raw -137139.008746 + Penalty 3353.740093 = -133785.268653 nChanged 12 SP:Iteration 11Q (18264.370000 sec): 3 clusters Score: Raw -137168.954601 + Penalty 3353.740093 = -133815.214508 nChanged 17 SP:Iteration 12Q (18264.560000 sec): 3 clusters Score: Raw -137202.133216 + Penalty 3353.740093 = -133848.393123 nChanged 20 SP:Iteration 13Q (18264.770000 sec): 3 clusters Score: Raw -137244.655456 + Penalty 3353.740093 = -133890.915363 nChanged 15 SP:Iteration 14Q (18264.920000 sec): 3 clusters Score: Raw -137276.507843 + Penalty 3353.740093 = -133922.767750 nChanged 10 SP:Iteration 15Q (18265.110000 sec): 3 clusters Score: Raw -137304.424271 + Penalty 3353.740093 = -133950.684178 nChanged 9 SP:Iteration 16Q (18265.250000 sec): 3 clusters Score: Raw -137350.702225 + Penalty 3353.740093 = -133996.962132 nChanged 10 SP:Iteration 17Q (18265.440000 sec): 3 clusters Score: Raw -137392.656911 + Penalty 3353.740093 = -134038.916817 nChanged 13 SP:Iteration 18Q (18265.650000 sec): 3 clusters Score: Raw -137422.409691 + Penalty 3353.740093 = -134068.669598 nChanged 6 SP:Iteration 19Q (18265.820000 sec): 3 clusters Score: Raw -137432.442668 + Penalty 3353.740093 = -134078.702575 nChanged 2 SP:Iteration 20F (18265.990000 sec): 3 clusters Score: Raw -137434.987851 + Penalty 3353.740093 = -134081.247757 nChanged 1 SP:Iteration 21Q (18266.150000 sec): 3 clusters Score: Raw -137436.069944 + Penalty 3353.740093 = -134082.329850 nChanged 0 SP:Iteration 22F (18266.350000 sec): 3 clusters Score: Raw -137436.069944 + Penalty 3353.740093 = -134082.329850 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 22 (7610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18266.480000 sec): 2 clusters Score: Raw -1329151.731146 + Penalty 2216.430176 = -1326935.300970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18266.740000 sec): 3 clusters Score: Raw -1325235.054032 + Penalty 4432.860352 = -1320802.193680 nChanged 3054 SP:Iteration 1F (18266.980000 sec): 3 clusters Score: Raw -1326913.850349 + Penalty 4432.860352 = -1322480.989998 nChanged 571 SP:Iteration 2F (18267.140000 sec): 3 clusters Score: Raw -1327232.033917 + Penalty 4432.860352 = -1322799.173566 nChanged 419 SP:Iteration 3F (18267.370000 sec): 3 clusters Score: Raw -1327444.063989 + Penalty 4432.860352 = -1323011.203637 nChanged 326 SP:Iteration 4Q (18267.620000 sec): 3 clusters Score: Raw -1327623.820356 + Penalty 4432.860352 = -1323190.960004 nChanged 298 SP:Iteration 5Q (18267.830000 sec): 3 clusters Score: Raw -1327790.835522 + Penalty 4432.860352 = -1323357.975170 nChanged 289 SP:Iteration 6Q (18268.040000 sec): 3 clusters Score: Raw -1327944.208642 + Penalty 4432.860352 = -1323511.348291 nChanged 292 SP:Iteration 7Q (18268.290000 sec): 3 clusters Score: Raw -1328130.722273 + Penalty 4432.860352 = -1323697.861921 nChanged 304 SP:Iteration 8Q (18268.540000 sec): 3 clusters Score: Raw -1328334.953470 + Penalty 4432.860352 = -1323902.093118 nChanged 302 SP:Iteration 9Q (18268.720000 sec): 3 clusters Score: Raw -1328560.466034 + Penalty 4432.860352 = -1324127.605682 nChanged 297 SP:Iteration 10Q (18268.930000 sec): 3 clusters Score: Raw -1328793.402474 + Penalty 4432.860352 = -1324360.542122 nChanged 278 SP:Iteration 11Q (18269.160000 sec): 3 clusters Score: Raw -1328992.908630 + Penalty 4432.860352 = -1324560.048279 nChanged 225 SP:Iteration 12Q (18269.390000 sec): 3 clusters Score: Raw -1329137.396046 + Penalty 4432.860352 = -1324704.535694 nChanged 192 SP:Iteration 13Q (18269.660000 sec): 3 clusters Score: Raw -1329248.414217 + Penalty 4432.860352 = -1324815.553866 nChanged 148 SP:Iteration 14Q (18269.870000 sec): 3 clusters Score: Raw -1329336.980860 + Penalty 4432.860352 = -1324904.120509 nChanged 140 SP:Iteration 15Q (18270.090000 sec): 3 clusters Score: Raw -1329414.619856 + Penalty 4432.860352 = -1324981.759504 nChanged 121 SP:Iteration 16Q (18270.270000 sec): 3 clusters Score: Raw -1329487.800377 + Penalty 4432.860352 = -1325054.940026 nChanged 125 SP:Iteration 17Q (18270.520000 sec): 3 clusters Score: Raw -1329569.574383 + Penalty 4432.860352 = -1325136.714032 nChanged 99 SP:Iteration 18Q (18270.760000 sec): 3 clusters Score: Raw -1329637.114752 + Penalty 4432.860352 = -1325204.254400 nChanged 94 SP:Iteration 19Q (18270.960000 sec): 3 clusters Score: Raw -1329700.272499 + Penalty 4432.860352 = -1325267.412147 nChanged 85 SP:Iteration 20F (18271.180000 sec): 3 clusters Score: Raw -1329741.680460 + Penalty 4432.860352 = -1325308.820109 nChanged 63 SP:Iteration 21Q (18271.440000 sec): 3 clusters Score: Raw -1329763.091820 + Penalty 4432.860352 = -1325330.231469 nChanged 37 SP:Iteration 22Q (18271.700000 sec): 3 clusters Score: Raw -1329774.188443 + Penalty 4432.860352 = -1325341.328091 nChanged 29 SP:Iteration 23Q (18271.920000 sec): 3 clusters Score: Raw -1329781.474995 + Penalty 4432.860352 = -1325348.614643 nChanged 17 SP:Iteration 24Q (18272.140000 sec): 3 clusters Score: Raw -1329787.004354 + Penalty 4432.860352 = -1325354.144003 nChanged 15 SP:Iteration 25Q (18272.380000 sec): 3 clusters Score: Raw -1329791.264052 + Penalty 4432.860352 = -1325358.403700 nChanged 11 SP:Iteration 26Q (18272.600000 sec): 3 clusters Score: Raw -1329792.988511 + Penalty 4432.860352 = -1325360.128159 nChanged 4 SP:Iteration 27Q (18272.810000 sec): 3 clusters Score: Raw -1329793.661134 + Penalty 4432.860352 = -1325360.800782 nChanged 2 SP:Iteration 28Q (18273.080000 sec): 3 clusters Score: Raw -1329793.972441 + Penalty 4432.860352 = -1325361.112089 nChanged 2 SP:Iteration 29Q (18273.320000 sec): 3 clusters Score: Raw -1329794.628944 + Penalty 4432.860352 = -1325361.768592 nChanged 2 SP:Iteration 30Q (18273.560000 sec): 3 clusters Score: Raw -1329795.368896 + Penalty 4432.860352 = -1325362.508544 nChanged 4 SP:Iteration 31Q (18273.830000 sec): 3 clusters Score: Raw -1329796.463591 + Penalty 4432.860352 = -1325363.603240 nChanged 2 SP:Iteration 32Q (18274.120000 sec): 3 clusters Score: Raw -1329796.757255 + Penalty 4432.860352 = -1325363.896903 nChanged 1 SP:Iteration 33Q (18274.310000 sec): 3 clusters Score: Raw -1329796.951905 + Penalty 4432.860352 = -1325364.091553 nChanged 1 SP:Iteration 34Q (18274.560000 sec): 3 clusters Score: Raw -1329797.166381 + Penalty 4432.860352 = -1325364.306030 nChanged 3 SP:Iteration 35Q (18274.780000 sec): 3 clusters Score: Raw -1329797.853761 + Penalty 4432.860352 = -1325364.993410 nChanged 1 SP:Iteration 36Q (18274.990000 sec): 3 clusters Score: Raw -1329797.984048 + Penalty 4432.860352 = -1325365.123697 nChanged 0 SP:Iteration 37F (18275.230000 sec): 3 clusters Score: Raw -1329797.984048 + Penalty 4432.860352 = -1325365.123697 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 23 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18275.320000 sec): 2 clusters Score: Raw -45502.804747 + Penalty 1401.817317 = -44100.987431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18275.550000 sec): 3 clusters Score: Raw -45733.794056 + Penalty 2803.634633 = -42930.159423 nChanged 53 SP:Iteration 1F (18275.670000 sec): 3 clusters Score: Raw -45880.693446 + Penalty 2803.634633 = -43077.058813 nChanged 11 SP:Iteration 2Q (18275.810000 sec): 3 clusters Score: Raw -45926.052500 + Penalty 2803.634633 = -43122.417867 nChanged 9 SP:Iteration 3Q (18275.910000 sec): 3 clusters Score: Raw -45949.165323 + Penalty 2803.634633 = -43145.530689 nChanged 3 SP:Iteration 4Q (18276.000000 sec): 3 clusters Score: Raw -45954.703013 + Penalty 2803.634633 = -43151.068379 nChanged 2 SP:Iteration 5Q (18276.100000 sec): 3 clusters Score: Raw -45963.839912 + Penalty 2803.634633 = -43160.205279 nChanged 1 SP:Iteration 6Q (18276.260000 sec): 3 clusters Score: Raw -45966.692136 + Penalty 2803.634633 = -43163.057503 nChanged 0 SP:Iteration 7F (18276.470000 sec): 3 clusters Score: Raw -45966.692136 + Penalty 2803.634633 = -43163.057503 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 24 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18276.530000 sec): 2 clusters Score: Raw -44048.308343 + Penalty 1440.419338 = -42607.889006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18276.730000 sec): 3 clusters Score: Raw -44247.104636 + Penalty 2880.838675 = -41366.265960 nChanged 60 SP:Iteration 1F (18276.920000 sec): 3 clusters Score: Raw -44384.287224 + Penalty 2880.838675 = -41503.448549 nChanged 16 SP:Iteration 2Q (18277.070000 sec): 3 clusters Score: Raw -44414.985246 + Penalty 2880.838675 = -41534.146571 nChanged 11 SP:Iteration 3Q (18277.260000 sec): 3 clusters Score: Raw -44453.616471 + Penalty 2880.838675 = -41572.777796 nChanged 6 SP:Iteration 4Q (18277.460000 sec): 3 clusters Score: Raw -44463.221705 + Penalty 2880.838675 = -41582.383030 nChanged 4 SP:Iteration 5Q (18277.610000 sec): 3 clusters Score: Raw -44477.651336 + Penalty 2880.838675 = -41596.812661 nChanged 1 SP:Iteration 6Q (18277.810000 sec): 3 clusters Score: Raw -44493.985698 + Penalty 2880.838675 = -41613.147023 nChanged 4 SP:Iteration 7Q (18278.010000 sec): 3 clusters Score: Raw -44520.103903 + Penalty 2880.838675 = -41639.265228 nChanged 6 SP:Iteration 8Q (18278.210000 sec): 3 clusters Score: Raw -44536.662567 + Penalty 2880.838675 = -41655.823892 nChanged 4 SP:Iteration 9Q (18278.400000 sec): 3 clusters Score: Raw -44548.757957 + Penalty 2880.838675 = -41667.919282 nChanged 3 SP:Iteration 10Q (18278.580000 sec): 3 clusters Score: Raw -44558.138923 + Penalty 2880.838675 = -41677.300248 nChanged 2 SP:Iteration 11Q (18278.760000 sec): 3 clusters Score: Raw -44562.903438 + Penalty 2880.838675 = -41682.064763 nChanged 5 SP:Iteration 12Q (18278.950000 sec): 3 clusters Score: Raw -44568.086422 + Penalty 2880.838675 = -41687.247747 nChanged 1 SP:Iteration 13Q (18279.130000 sec): 3 clusters Score: Raw -44571.323501 + Penalty 2880.838675 = -41690.484826 nChanged 4 SP:Iteration 14Q (18279.280000 sec): 3 clusters Score: Raw -44586.420474 + Penalty 2880.838675 = -41705.581799 nChanged 2 SP:Iteration 15Q (18279.450000 sec): 3 clusters Score: Raw -44588.188367 + Penalty 2880.838675 = -41707.349692 nChanged 0 SP:Iteration 16F (18279.580000 sec): 3 clusters Score: Raw -44588.188367 + Penalty 2880.838675 = -41707.349692 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 25 (27425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18279.840000 sec): 2 clusters Score: Raw -4711005.794713 + Penalty 2534.364151 = -4708471.430563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18280.210000 sec): 3 clusters Score: Raw -4694666.699491 + Penalty 5068.728301 = -4689597.971189 nChanged 12308 SP:Iteration 1F (18280.520000 sec): 3 clusters Score: Raw -4701456.678974 + Penalty 5068.728301 = -4696387.950673 nChanged 1380 SP:Iteration 2F (18280.870000 sec): 3 clusters Score: Raw -4701981.352985 + Penalty 5068.728301 = -4696912.624683 nChanged 1277 SP:Iteration 3Q (18281.210000 sec): 3 clusters Score: Raw -4702478.199202 + Penalty 5068.728301 = -4697409.470900 nChanged 1236 SP:Iteration 4Q (18281.530000 sec): 3 clusters Score: Raw -4702998.095543 + Penalty 5068.728301 = -4697929.367242 nChanged 1248 SP:Iteration 5Q (18281.850000 sec): 3 clusters Score: Raw -4703576.353842 + Penalty 5068.728301 = -4698507.625540 nChanged 1306 SP:Iteration 6Q (18282.230000 sec): 3 clusters Score: Raw -4704275.117981 + Penalty 5068.728301 = -4699206.389679 nChanged 1354 SP:Iteration 7Q (18282.550000 sec): 3 clusters Score: Raw -4705102.638038 + Penalty 5068.728301 = -4700033.909736 nChanged 1466 SP:Iteration 8F (18282.870000 sec): 3 clusters Score: Raw -4706081.850455 + Penalty 5068.728301 = -4701013.122154 nChanged 1484 SP:Iteration 9F (18283.200000 sec): 3 clusters Score: Raw -4707132.152574 + Penalty 5068.728301 = -4702063.424273 nChanged 1349 SP:Iteration 10Q (18283.550000 sec): 3 clusters Score: Raw -4708130.158934 + Penalty 5068.728301 = -4703061.430632 nChanged 1151 SP:Iteration 11Q (18283.910000 sec): 3 clusters Score: Raw -4708996.171993 + Penalty 5068.728301 = -4703927.443691 nChanged 882 SP:Iteration 12Q (18284.240000 sec): 3 clusters Score: Raw -4709653.646688 + Penalty 5068.728301 = -4704584.918386 nChanged 661 SP:Iteration 13Q (18284.580000 sec): 3 clusters Score: Raw -4710139.574377 + Penalty 5068.728301 = -4705070.846076 nChanged 482 SP:Iteration 14Q (18284.910000 sec): 3 clusters Score: Raw -4710475.688266 + Penalty 5068.728301 = -4705406.959964 nChanged 325 SP:Iteration 15Q (18285.240000 sec): 3 clusters Score: Raw -4710679.866806 + Penalty 5068.728301 = -4705611.138504 nChanged 227 SP:Iteration 16Q (18285.590000 sec): 3 clusters Score: Raw -4710809.002838 + Penalty 5068.728301 = -4705740.274536 nChanged 172 SP:Iteration 17Q (18285.930000 sec): 3 clusters Score: Raw -4710904.506229 + Penalty 5068.728301 = -4705835.777927 nChanged 148 SP:Iteration 18Q (18286.250000 sec): 3 clusters Score: Raw -4710986.994910 + Penalty 5068.728301 = -4705918.266609 nChanged 106 SP:Iteration 19Q (18286.580000 sec): 3 clusters Score: Raw -4711042.462075 + Penalty 5068.728301 = -4705973.733774 nChanged 81 SP:Iteration 20F (18286.880000 sec): 3 clusters Score: Raw -4711089.693544 + Penalty 5068.728301 = -4706020.965243 nChanged 76 SP:Iteration 21Q (18287.190000 sec): 3 clusters Score: Raw -4711135.040881 + Penalty 5068.728301 = -4706066.312579 nChanged 65 SP:Iteration 22Q (18287.540000 sec): 3 clusters Score: Raw -4711175.786700 + Penalty 5068.728301 = -4706107.058399 nChanged 61 SP:Iteration 23Q (18287.810000 sec): 3 clusters Score: Raw -4711216.990528 + Penalty 5068.728301 = -4706148.262227 nChanged 57 SP:Iteration 24Q (18288.150000 sec): 3 clusters Score: Raw -4711250.512853 + Penalty 5068.728301 = -4706181.784552 nChanged 40 SP:Iteration 25Q (18288.490000 sec): 3 clusters Score: Raw -4711272.752144 + Penalty 5068.728301 = -4706204.023842 nChanged 29 SP:Iteration 26Q (18288.780000 sec): 3 clusters Score: Raw -4711288.468612 + Penalty 5068.728301 = -4706219.740310 nChanged 20 SP:Iteration 27Q (18289.100000 sec): 3 clusters Score: Raw -4711298.875343 + Penalty 5068.728301 = -4706230.147042 nChanged 15 SP:Iteration 28Q (18289.440000 sec): 3 clusters Score: Raw -4711308.607108 + Penalty 5068.728301 = -4706239.878806 nChanged 16 SP:Iteration 29Q (18289.810000 sec): 3 clusters Score: Raw -4711316.498423 + Penalty 5068.728301 = -4706247.770122 nChanged 13 SP:Iteration 30Q (18290.090000 sec): 3 clusters Score: Raw -4711322.932037 + Penalty 5068.728301 = -4706254.203736 nChanged 8 SP:Iteration 31Q (18290.350000 sec): 3 clusters Score: Raw -4711326.890083 + Penalty 5068.728301 = -4706258.161782 nChanged 9 SP:Iteration 32Q (18290.720000 sec): 3 clusters Score: Raw -4711331.974293 + Penalty 5068.728301 = -4706263.245991 nChanged 7 SP:Iteration 33Q (18291.040000 sec): 3 clusters Score: Raw -4711335.186047 + Penalty 5068.728301 = -4706266.457745 nChanged 8 SP:Iteration 34Q (18291.330000 sec): 3 clusters Score: Raw -4711339.497039 + Penalty 5068.728301 = -4706270.768738 nChanged 5 SP:Iteration 35Q (18291.600000 sec): 3 clusters Score: Raw -4711342.635253 + Penalty 5068.728301 = -4706273.906952 nChanged 5 SP:Iteration 36Q (18291.970000 sec): 3 clusters Score: Raw -4711345.192663 + Penalty 5068.728301 = -4706276.464362 nChanged 6 SP:Iteration 37Q (18292.320000 sec): 3 clusters Score: Raw -4711349.259254 + Penalty 5068.728301 = -4706280.530952 nChanged 6 SP:Iteration 38Q (18292.620000 sec): 3 clusters Score: Raw -4711352.470958 + Penalty 5068.728301 = -4706283.742657 nChanged 7 SP:Iteration 39Q (18292.930000 sec): 3 clusters Score: Raw -4711355.369811 + Penalty 5068.728301 = -4706286.641509 nChanged 5 SP:Iteration 40F (18293.280000 sec): 3 clusters Score: Raw -4711358.218720 + Penalty 5068.728301 = -4706289.490419 nChanged 2 SP:Iteration 41Q (18293.580000 sec): 3 clusters Score: Raw -4711359.028249 + Penalty 5068.728301 = -4706290.299947 nChanged 0 SP:Iteration 42F (18293.880000 sec): 3 clusters Score: Raw -4711359.028249 + Penalty 5068.728301 = -4706290.299947 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 26 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18293.970000 sec): 2 clusters Score: Raw -10288.992880 + Penalty 1167.963490 = -9121.029390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18294.150000 sec): 3 clusters Score: Raw -10689.295973 + Penalty 2335.926980 = -8353.368993 nChanged 12 SP:Iteration 1F (18294.350000 sec): 3 clusters Score: Raw -10790.650103 + Penalty 2335.926980 = -8454.723123 nChanged 1 SP:Iteration 2Q (18294.510000 sec): 3 clusters Score: Raw -10809.434166 + Penalty 2335.926980 = -8473.507186 nChanged 1 SP:Iteration 3Q (18294.710000 sec): 3 clusters Score: Raw -10814.877857 + Penalty 2335.926980 = -8478.950877 nChanged 0 SP:Iteration 4F (18294.860000 sec): 3 clusters Score: Raw -10814.877857 + Penalty 2335.926980 = -8478.950877 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 27 (209980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18295.910000 sec): 2 clusters Score: Raw -37155356.339906 + Penalty 3039.182357 = -37152317.157549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18297.030000 sec): 3 clusters Score: Raw -37017423.198083 + Penalty 6078.364713 = -37011344.833370 nChanged 101241 SP:Iteration 1F (18298.270000 sec): 3 clusters Score: Raw -37076342.964380 + Penalty 6078.364713 = -37070264.599667 nChanged 6295 SP:Iteration 2Q (18299.600000 sec): 3 clusters Score: Raw -37077783.528516 + Penalty 6078.364713 = -37071705.163802 nChanged 7315 SP:Iteration 3Q (18300.860000 sec): 3 clusters Score: Raw -37079774.232831 + Penalty 6078.364713 = -37073695.868117 nChanged 8385 SP:Iteration 4Q (18302.110000 sec): 3 clusters Score: Raw -37082439.500027 + Penalty 6078.364713 = -37076361.135314 nChanged 9584 SP:Iteration 5Q (18303.370000 sec): 3 clusters Score: Raw -37085885.258396 + Penalty 6078.364713 = -37079806.893683 nChanged 10726 SP:Iteration 6F (18304.630000 sec): 3 clusters Score: Raw -37090267.712225 + Penalty 6078.364713 = -37084189.347512 nChanged 11752 SP:Iteration 7F (18305.890000 sec): 3 clusters Score: Raw -37095918.091806 + Penalty 6078.364713 = -37089839.727093 nChanged 12751 SP:Iteration 8F (18307.170000 sec): 3 clusters Score: Raw -37103360.488300 + Penalty 6078.364713 = -37097282.123586 nChanged 13981 SP:Iteration 9F (18308.390000 sec): 3 clusters Score: Raw -37113123.415528 + Penalty 6078.364713 = -37107045.050814 nChanged 14770 SP:Iteration 10F (18309.720000 sec): 3 clusters Score: Raw -37125051.772157 + Penalty 6078.364713 = -37118973.407443 nChanged 13733 SP:Iteration 11F (18311.010000 sec): 3 clusters Score: Raw -37137147.783492 + Penalty 6078.364713 = -37131069.418778 nChanged 10411 SP:Iteration 12Q (18312.240000 sec): 3 clusters Score: Raw -37146420.895321 + Penalty 6078.364713 = -37140342.530607 nChanged 6221 SP:Iteration 13Q (18313.490000 sec): 3 clusters Score: Raw -37151741.838963 + Penalty 6078.364713 = -37145663.474250 nChanged 2930 SP:Iteration 14Q (18314.650000 sec): 3 clusters Score: Raw -37154119.549322 + Penalty 6078.364713 = -37148041.184608 nChanged 1115 SP:Iteration 15Q (18315.840000 sec): 3 clusters Score: Raw -37155001.534753 + Penalty 6078.364713 = -37148923.170040 nChanged 438 SP:Iteration 16Q (18316.990000 sec): 3 clusters Score: Raw -37155347.119625 + Penalty 6078.364713 = -37149268.754912 nChanged 167 SP:Iteration 17Q (18317.960000 sec): 3 clusters Score: Raw -37155506.098966 + Penalty 6078.364713 = -37149427.734253 nChanged 60 SP:Iteration 18Q (18318.880000 sec): 3 clusters Score: Raw -37155572.812887 + Penalty 6078.364713 = -37149494.448174 nChanged 32 SP:Iteration 19Q (18319.850000 sec): 3 clusters Score: Raw -37155615.008805 + Penalty 6078.364713 = -37149536.644092 nChanged 26 SP:Iteration 20F (18320.990000 sec): 3 clusters Score: Raw -37155643.046549 + Penalty 6078.364713 = -37149564.681836 nChanged 17 SP:Iteration 21Q (18321.990000 sec): 3 clusters Score: Raw -37155663.721138 + Penalty 6078.364713 = -37149585.356425 nChanged 14 SP:Iteration 22Q (18323.060000 sec): 3 clusters Score: Raw -37155678.297406 + Penalty 6078.364713 = -37149599.932693 nChanged 6 SP:Iteration 23Q (18323.990000 sec): 3 clusters Score: Raw -37155683.575618 + Penalty 6078.364713 = -37149605.210904 nChanged 4 SP:Iteration 24Q (18325.070000 sec): 3 clusters Score: Raw -37155688.321354 + Penalty 6078.364713 = -37149609.956641 nChanged 2 SP:Iteration 25Q (18326.170000 sec): 3 clusters Score: Raw -37155690.503922 + Penalty 6078.364713 = -37149612.139208 nChanged 0 SP:Iteration 26F (18327.440000 sec): 3 clusters Score: Raw -37155690.503922 + Penalty 6078.364713 = -37149612.139208 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 28 (20515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18327.710000 sec): 2 clusters Score: Raw -3454831.005129 + Penalty 2462.370078 = -3452368.635051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18328.040000 sec): 3 clusters Score: Raw -3442891.672597 + Penalty 4924.740156 = -3437966.932441 nChanged 9022 SP:Iteration 1F (18328.320000 sec): 3 clusters Score: Raw -3447743.644579 + Penalty 4924.740156 = -3442818.904423 nChanged 1134 SP:Iteration 2F (18328.670000 sec): 3 clusters Score: Raw -3448201.240089 + Penalty 4924.740156 = -3443276.499933 nChanged 968 SP:Iteration 3Q (18329.040000 sec): 3 clusters Score: Raw -3448645.691674 + Penalty 4924.740156 = -3443720.951518 nChanged 988 SP:Iteration 4Q (18329.350000 sec): 3 clusters Score: Raw -3449156.156849 + Penalty 4924.740156 = -3444231.416693 nChanged 989 SP:Iteration 5Q (18329.650000 sec): 3 clusters Score: Raw -3449768.161580 + Penalty 4924.740156 = -3444843.421424 nChanged 963 SP:Iteration 6Q (18330.010000 sec): 3 clusters Score: Raw -3450379.360027 + Penalty 4924.740156 = -3445454.619871 nChanged 1000 SP:Iteration 7Q (18330.300000 sec): 3 clusters Score: Raw -3450939.331709 + Penalty 4924.740156 = -3446014.591553 nChanged 917 SP:Iteration 8Q (18330.590000 sec): 3 clusters Score: Raw -3451393.300612 + Penalty 4924.740156 = -3446468.560456 nChanged 818 SP:Iteration 9Q (18330.880000 sec): 3 clusters Score: Raw -3451801.119507 + Penalty 4924.740156 = -3446876.379351 nChanged 738 SP:Iteration 10Q (18331.210000 sec): 3 clusters Score: Raw -3452167.917001 + Penalty 4924.740156 = -3447243.176845 nChanged 688 SP:Iteration 11Q (18331.470000 sec): 3 clusters Score: Raw -3452507.443046 + Penalty 4924.740156 = -3447582.702890 nChanged 651 SP:Iteration 12Q (18331.750000 sec): 3 clusters Score: Raw -3452797.207069 + Penalty 4924.740156 = -3447872.466913 nChanged 553 SP:Iteration 13Q (18332.070000 sec): 3 clusters Score: Raw -3453032.329612 + Penalty 4924.740156 = -3448107.589456 nChanged 456 SP:Iteration 14Q (18332.370000 sec): 3 clusters Score: Raw -3453219.337336 + Penalty 4924.740156 = -3448294.597180 nChanged 377 SP:Iteration 15Q (18332.680000 sec): 3 clusters Score: Raw -3453342.965718 + Penalty 4924.740156 = -3448418.225562 nChanged 287 SP:Iteration 16Q (18332.930000 sec): 3 clusters Score: Raw -3453432.086941 + Penalty 4924.740156 = -3448507.346785 nChanged 244 SP:Iteration 17Q (18333.270000 sec): 3 clusters Score: Raw -3453497.237365 + Penalty 4924.740156 = -3448572.497209 nChanged 197 SP:Iteration 18Q (18333.570000 sec): 3 clusters Score: Raw -3453548.924899 + Penalty 4924.740156 = -3448624.184743 nChanged 160 SP:Iteration 19Q (18333.830000 sec): 3 clusters Score: Raw -3453587.762422 + Penalty 4924.740156 = -3448663.022266 nChanged 145 SP:Iteration 20F (18334.110000 sec): 3 clusters Score: Raw -3453619.192510 + Penalty 4924.740156 = -3448694.452354 nChanged 128 SP:Iteration 21Q (18334.460000 sec): 3 clusters Score: Raw -3453646.840851 + Penalty 4924.740156 = -3448722.100695 nChanged 115 SP:Iteration 22Q (18334.740000 sec): 3 clusters Score: Raw -3453667.544545 + Penalty 4924.740156 = -3448742.804389 nChanged 100 SP:Iteration 23Q (18335.060000 sec): 3 clusters Score: Raw -3453683.234466 + Penalty 4924.740156 = -3448758.494310 nChanged 66 SP:Iteration 24Q (18335.390000 sec): 3 clusters Score: Raw -3453696.006647 + Penalty 4924.740156 = -3448771.266491 nChanged 79 SP:Iteration 25Q (18335.690000 sec): 3 clusters Score: Raw -3453712.061882 + Penalty 4924.740156 = -3448787.321726 nChanged 81 SP:Iteration 26Q (18336.020000 sec): 3 clusters Score: Raw -3453726.037453 + Penalty 4924.740156 = -3448801.297297 nChanged 74 SP:Iteration 27Q (18336.320000 sec): 3 clusters Score: Raw -3453739.497289 + Penalty 4924.740156 = -3448814.757133 nChanged 71 SP:Iteration 28Q (18336.580000 sec): 3 clusters Score: Raw -3453753.482341 + Penalty 4924.740156 = -3448828.742185 nChanged 70 SP:Iteration 29Q (18336.890000 sec): 3 clusters Score: Raw -3453765.639408 + Penalty 4924.740156 = -3448840.899252 nChanged 67 SP:Iteration 30Q (18337.240000 sec): 3 clusters Score: Raw -3453777.574583 + Penalty 4924.740156 = -3448852.834427 nChanged 66 SP:Iteration 31Q (18337.530000 sec): 3 clusters Score: Raw -3453787.150079 + Penalty 4924.740156 = -3448862.409923 nChanged 60 SP:Iteration 32Q (18337.810000 sec): 3 clusters Score: Raw -3453797.269365 + Penalty 4924.740156 = -3448872.529209 nChanged 73 SP:Iteration 33Q (18338.090000 sec): 3 clusters Score: Raw -3453809.100153 + Penalty 4924.740156 = -3448884.359997 nChanged 63 SP:Iteration 34Q (18338.420000 sec): 3 clusters Score: Raw -3453819.111167 + Penalty 4924.740156 = -3448894.371011 nChanged 54 SP:Iteration 35Q (18338.690000 sec): 3 clusters Score: Raw -3453827.935637 + Penalty 4924.740156 = -3448903.195481 nChanged 62 SP:Iteration 36Q (18338.970000 sec): 3 clusters Score: Raw -3453839.976164 + Penalty 4924.740156 = -3448915.236008 nChanged 77 SP:Iteration 37Q (18339.240000 sec): 3 clusters Score: Raw -3453852.808559 + Penalty 4924.740156 = -3448928.068403 nChanged 68 SP:Iteration 38Q (18339.520000 sec): 3 clusters Score: Raw -3453864.781009 + Penalty 4924.740156 = -3448940.040853 nChanged 71 SP:Iteration 39Q (18339.810000 sec): 3 clusters Score: Raw -3453878.168660 + Penalty 4924.740156 = -3448953.428504 nChanged 69 SP:Iteration 40F (18340.110000 sec): 3 clusters Score: Raw -3453889.048186 + Penalty 4924.740156 = -3448964.308030 nChanged 73 SP:Iteration 41Q (18340.410000 sec): 3 clusters Score: Raw -3453901.915904 + Penalty 4924.740156 = -3448977.175748 nChanged 83 SP:Iteration 42Q (18340.730000 sec): 3 clusters Score: Raw -3453917.029735 + Penalty 4924.740156 = -3448992.289579 nChanged 63 SP:Iteration 43Q (18341.040000 sec): 3 clusters Score: Raw -3453926.354290 + Penalty 4924.740156 = -3449001.614134 nChanged 55 SP:Iteration 44Q (18341.280000 sec): 3 clusters Score: Raw -3453934.046466 + Penalty 4924.740156 = -3449009.306310 nChanged 46 SP:Iteration 45Q (18341.570000 sec): 3 clusters Score: Raw -3453941.347303 + Penalty 4924.740156 = -3449016.607147 nChanged 46 SP:Iteration 46Q (18341.870000 sec): 3 clusters Score: Raw -3453947.994293 + Penalty 4924.740156 = -3449023.254137 nChanged 39 SP:Iteration 47Q (18342.160000 sec): 3 clusters Score: Raw -3453952.834641 + Penalty 4924.740156 = -3449028.094485 nChanged 32 SP:Iteration 48Q (18342.420000 sec): 3 clusters Score: Raw -3453956.833238 + Penalty 4924.740156 = -3449032.093082 nChanged 24 SP:Iteration 49Q (18342.710000 sec): 3 clusters Score: Raw -3453960.113442 + Penalty 4924.740156 = -3449035.373286 nChanged 31 SP:Iteration 50Q (18343.010000 sec): 3 clusters Score: Raw -3453964.409933 + Penalty 4924.740156 = -3449039.669777 nChanged 29 SP:Iteration 51Q (18343.320000 sec): 3 clusters Score: Raw -3453967.677588 + Penalty 4924.740156 = -3449042.937432 nChanged 25 SP:Iteration 52Q (18343.640000 sec): 3 clusters Score: Raw -3453969.914269 + Penalty 4924.740156 = -3449045.174113 nChanged 21 SP:Iteration 53Q (18343.950000 sec): 3 clusters Score: Raw -3453972.479253 + Penalty 4924.740156 = -3449047.739097 nChanged 24 SP:Iteration 54Q (18344.200000 sec): 3 clusters Score: Raw -3453975.732003 + Penalty 4924.740156 = -3449050.991847 nChanged 23 SP:Iteration 55Q (18344.510000 sec): 3 clusters Score: Raw -3453978.383505 + Penalty 4924.740156 = -3449053.643349 nChanged 13 SP:Iteration 56Q (18344.790000 sec): 3 clusters Score: Raw -3453979.643668 + Penalty 4924.740156 = -3449054.903512 nChanged 12 SP:Iteration 57Q (18345.050000 sec): 3 clusters Score: Raw -3453980.978614 + Penalty 4924.740156 = -3449056.238458 nChanged 15 SP:Iteration 58Q (18345.290000 sec): 3 clusters Score: Raw -3453982.316668 + Penalty 4924.740156 = -3449057.576512 nChanged 8 SP:Iteration 59Q (18345.600000 sec): 3 clusters Score: Raw -3453983.082106 + Penalty 4924.740156 = -3449058.341950 nChanged 9 SP:Iteration 60F (18345.890000 sec): 3 clusters Score: Raw -3453983.866060 + Penalty 4924.740156 = -3449059.125904 nChanged 10 SP:Iteration 61Q (18346.200000 sec): 3 clusters Score: Raw -3453984.921150 + Penalty 4924.740156 = -3449060.180994 nChanged 10 SP:Iteration 62Q (18346.460000 sec): 3 clusters Score: Raw -3453985.838180 + Penalty 4924.740156 = -3449061.098024 nChanged 10 SP:Iteration 63Q (18346.710000 sec): 3 clusters Score: Raw -3453986.781299 + Penalty 4924.740156 = -3449062.041143 nChanged 6 SP:Iteration 64Q (18347.000000 sec): 3 clusters Score: Raw -3453987.252096 + Penalty 4924.740156 = -3449062.511940 nChanged 4 SP:Iteration 65Q (18347.250000 sec): 3 clusters Score: Raw -3453987.595730 + Penalty 4924.740156 = -3449062.855574 nChanged 6 SP:Iteration 66Q (18347.510000 sec): 3 clusters Score: Raw -3453988.076372 + Penalty 4924.740156 = -3449063.336216 nChanged 5 SP:Iteration 67Q (18347.770000 sec): 3 clusters Score: Raw -3453988.478385 + Penalty 4924.740156 = -3449063.738229 nChanged 4 SP:Iteration 68Q (18348.060000 sec): 3 clusters Score: Raw -3453988.810307 + Penalty 4924.740156 = -3449064.070151 nChanged 5 SP:Iteration 69Q (18348.350000 sec): 3 clusters Score: Raw -3453989.251975 + Penalty 4924.740156 = -3449064.511819 nChanged 2 SP:Iteration 70Q (18348.630000 sec): 3 clusters Score: Raw -3453989.362817 + Penalty 4924.740156 = -3449064.622661 nChanged 2 SP:Iteration 71Q (18348.930000 sec): 3 clusters Score: Raw -3453989.671117 + Penalty 4924.740156 = -3449064.930961 nChanged 3 SP:Iteration 72Q (18349.290000 sec): 3 clusters Score: Raw -3453989.860480 + Penalty 4924.740156 = -3449065.120324 nChanged 4 SP:Iteration 73Q (18349.610000 sec): 3 clusters Score: Raw -3453990.282060 + Penalty 4924.740156 = -3449065.541904 nChanged 5 SP:Iteration 74Q (18349.910000 sec): 3 clusters Score: Raw -3453990.739066 + Penalty 4924.740156 = -3449065.998910 nChanged 2 SP:Iteration 75Q (18350.190000 sec): 3 clusters Score: Raw -3453990.839389 + Penalty 4924.740156 = -3449066.099233 nChanged 1 SP:Iteration 76Q (18350.480000 sec): 3 clusters Score: Raw -3453990.917606 + Penalty 4924.740156 = -3449066.177450 nChanged 0 SP:Iteration 77F (18350.790000 sec): 3 clusters Score: Raw -3453990.917606 + Penalty 4924.740156 = -3449066.177450 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 29 (1390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18350.930000 sec): 2 clusters Score: Raw -232840.681834 + Penalty 1794.790638 = -231045.891195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18351.180000 sec): 3 clusters Score: Raw -232468.602696 + Penalty 3589.581277 = -228879.021419 nChanged 378 SP:Iteration 1F (18351.360000 sec): 3 clusters Score: Raw -232893.773091 + Penalty 3589.581277 = -229304.191814 nChanged 119 SP:Iteration 2F (18351.530000 sec): 3 clusters Score: Raw -233077.058219 + Penalty 3589.581277 = -229487.476942 nChanged 73 SP:Iteration 3F (18351.720000 sec): 3 clusters Score: Raw -233215.249329 + Penalty 3589.581277 = -229625.668052 nChanged 72 SP:Iteration 4F (18351.920000 sec): 3 clusters Score: Raw -233385.612244 + Penalty 3589.581277 = -229796.030967 nChanged 67 SP:Iteration 5Q (18352.160000 sec): 3 clusters Score: Raw -233563.522451 + Penalty 3589.581277 = -229973.941174 nChanged 59 SP:Iteration 6Q (18352.430000 sec): 3 clusters Score: Raw -233762.953793 + Penalty 3589.581277 = -230173.372516 nChanged 60 SP:Iteration 7Q (18352.640000 sec): 3 clusters Score: Raw -233944.209815 + Penalty 3589.581277 = -230354.628538 nChanged 54 SP:Iteration 8Q (18352.800000 sec): 3 clusters Score: Raw -234084.521282 + Penalty 3589.581277 = -230494.940005 nChanged 42 SP:Iteration 9Q (18353.010000 sec): 3 clusters Score: Raw -234172.276639 + Penalty 3589.581277 = -230582.695362 nChanged 35 SP:Iteration 10Q (18353.190000 sec): 3 clusters Score: Raw -234240.237795 + Penalty 3589.581277 = -230650.656518 nChanged 29 SP:Iteration 11Q (18353.440000 sec): 3 clusters Score: Raw -234295.053169 + Penalty 3589.581277 = -230705.471892 nChanged 26 SP:Iteration 12Q (18353.660000 sec): 3 clusters Score: Raw -234340.715386 + Penalty 3589.581277 = -230751.134109 nChanged 13 SP:Iteration 13Q (18353.840000 sec): 3 clusters Score: Raw -234356.499285 + Penalty 3589.581277 = -230766.918008 nChanged 4 SP:Iteration 14Q (18354.070000 sec): 3 clusters Score: Raw -234360.367453 + Penalty 3589.581277 = -230770.786176 nChanged 2 SP:Iteration 15Q (18354.230000 sec): 3 clusters Score: Raw -234361.988106 + Penalty 3589.581277 = -230772.406829 nChanged 1 SP:Iteration 16Q (18354.410000 sec): 3 clusters Score: Raw -234362.907830 + Penalty 3589.581277 = -230773.326553 nChanged 1 SP:Iteration 17Q (18354.570000 sec): 3 clusters Score: Raw -234364.306902 + Penalty 3589.581277 = -230774.725625 nChanged 1 SP:Iteration 18Q (18354.810000 sec): 3 clusters Score: Raw -234365.171439 + Penalty 3589.581277 = -230775.590162 nChanged 1 SP:Iteration 19Q (18355.000000 sec): 3 clusters Score: Raw -234366.084934 + Penalty 3589.581277 = -230776.503657 nChanged 0 SP:Iteration 20F (18355.240000 sec): 3 clusters Score: Raw -234366.084934 + Penalty 3589.581277 = -230776.503657 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 30 (2983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18355.380000 sec): 2 clusters Score: Raw -508952.594044 + Penalty 1984.169827 = -506968.424217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18355.530000 sec): 3 clusters Score: Raw -507689.948224 + Penalty 3968.339653 = -503721.608570 nChanged 1074 SP:Iteration 1F (18355.780000 sec): 3 clusters Score: Raw -508487.622913 + Penalty 3968.339653 = -504519.283260 nChanged 258 SP:Iteration 2F (18355.990000 sec): 3 clusters Score: Raw -508730.684437 + Penalty 3968.339653 = -504762.344784 nChanged 177 SP:Iteration 3F (18356.220000 sec): 3 clusters Score: Raw -508878.677710 + Penalty 3968.339653 = -504910.338057 nChanged 131 SP:Iteration 4Q (18356.440000 sec): 3 clusters Score: Raw -508995.144241 + Penalty 3968.339653 = -505026.804587 nChanged 109 SP:Iteration 5Q (18356.670000 sec): 3 clusters Score: Raw -509114.091283 + Penalty 3968.339653 = -505145.751630 nChanged 105 SP:Iteration 6Q (18356.850000 sec): 3 clusters Score: Raw -509208.470284 + Penalty 3968.339653 = -505240.130631 nChanged 89 SP:Iteration 7Q (18357.060000 sec): 3 clusters Score: Raw -509276.917692 + Penalty 3968.339653 = -505308.578039 nChanged 74 SP:Iteration 8Q (18357.230000 sec): 3 clusters Score: Raw -509341.951416 + Penalty 3968.339653 = -505373.611762 nChanged 60 SP:Iteration 9Q (18357.440000 sec): 3 clusters Score: Raw -509390.017335 + Penalty 3968.339653 = -505421.677682 nChanged 57 SP:Iteration 10Q (18357.590000 sec): 3 clusters Score: Raw -509433.527435 + Penalty 3968.339653 = -505465.187782 nChanged 64 SP:Iteration 11Q (18357.810000 sec): 3 clusters Score: Raw -509474.916781 + Penalty 3968.339653 = -505506.577127 nChanged 53 SP:Iteration 12Q (18357.970000 sec): 3 clusters Score: Raw -509512.642972 + Penalty 3968.339653 = -505544.303319 nChanged 60 SP:Iteration 13Q (18358.200000 sec): 3 clusters Score: Raw -509557.572934 + Penalty 3968.339653 = -505589.233281 nChanged 42 SP:Iteration 14Q (18358.350000 sec): 3 clusters Score: Raw -509584.281118 + Penalty 3968.339653 = -505615.941465 nChanged 34 SP:Iteration 15Q (18358.560000 sec): 3 clusters Score: Raw -509601.275814 + Penalty 3968.339653 = -505632.936161 nChanged 29 SP:Iteration 16Q (18358.720000 sec): 3 clusters Score: Raw -509616.002649 + Penalty 3968.339653 = -505647.662996 nChanged 21 SP:Iteration 17Q (18358.920000 sec): 3 clusters Score: Raw -509628.720089 + Penalty 3968.339653 = -505660.380436 nChanged 23 SP:Iteration 18Q (18359.100000 sec): 3 clusters Score: Raw -509639.649345 + Penalty 3968.339653 = -505671.309692 nChanged 16 SP:Iteration 19Q (18359.280000 sec): 3 clusters Score: Raw -509646.278821 + Penalty 3968.339653 = -505677.939168 nChanged 14 SP:Iteration 20F (18359.470000 sec): 3 clusters Score: Raw -509653.843099 + Penalty 3968.339653 = -505685.503445 nChanged 16 SP:Iteration 21Q (18359.630000 sec): 3 clusters Score: Raw -509659.282915 + Penalty 3968.339653 = -505690.943262 nChanged 11 SP:Iteration 22Q (18359.850000 sec): 3 clusters Score: Raw -509664.249171 + Penalty 3968.339653 = -505695.909518 nChanged 15 SP:Iteration 23Q (18360.040000 sec): 3 clusters Score: Raw -509673.602465 + Penalty 3968.339653 = -505705.262812 nChanged 11 SP:Iteration 24Q (18360.210000 sec): 3 clusters Score: Raw -509679.313791 + Penalty 3968.339653 = -505710.974138 nChanged 10 SP:Iteration 25Q (18360.410000 sec): 3 clusters Score: Raw -509684.222967 + Penalty 3968.339653 = -505715.883314 nChanged 8 SP:Iteration 26Q (18360.590000 sec): 3 clusters Score: Raw -509688.093316 + Penalty 3968.339653 = -505719.753663 nChanged 12 SP:Iteration 27Q (18360.800000 sec): 3 clusters Score: Raw -509696.702610 + Penalty 3968.339653 = -505728.362957 nChanged 13 SP:Iteration 28Q (18360.990000 sec): 3 clusters Score: Raw -509705.385298 + Penalty 3968.339653 = -505737.045644 nChanged 12 SP:Iteration 29Q (18361.170000 sec): 3 clusters Score: Raw -509709.330310 + Penalty 3968.339653 = -505740.990657 nChanged 6 SP:Iteration 30Q (18361.360000 sec): 3 clusters Score: Raw -509711.895464 + Penalty 3968.339653 = -505743.555811 nChanged 5 SP:Iteration 31Q (18361.530000 sec): 3 clusters Score: Raw -509714.706966 + Penalty 3968.339653 = -505746.367313 nChanged 15 SP:Iteration 32Q (18361.710000 sec): 3 clusters Score: Raw -509724.086381 + Penalty 3968.339653 = -505755.746728 nChanged 16 SP:Iteration 33Q (18361.890000 sec): 3 clusters Score: Raw -509732.704962 + Penalty 3968.339653 = -505764.365309 nChanged 15 SP:Iteration 34Q (18362.080000 sec): 3 clusters Score: Raw -509739.458646 + Penalty 3968.339653 = -505771.118993 nChanged 14 SP:Iteration 35Q (18362.230000 sec): 3 clusters Score: Raw -509746.214605 + Penalty 3968.339653 = -505777.874952 nChanged 8 SP:Iteration 36Q (18362.420000 sec): 3 clusters Score: Raw -509749.756636 + Penalty 3968.339653 = -505781.416983 nChanged 9 SP:Iteration 37Q (18362.620000 sec): 3 clusters Score: Raw -509753.976611 + Penalty 3968.339653 = -505785.636958 nChanged 7 SP:Iteration 38Q (18362.770000 sec): 3 clusters Score: Raw -509756.797473 + Penalty 3968.339653 = -505788.457820 nChanged 5 SP:Iteration 39Q (18362.970000 sec): 3 clusters Score: Raw -509760.767307 + Penalty 3968.339653 = -505792.427654 nChanged 8 SP:Iteration 40F (18363.140000 sec): 3 clusters Score: Raw -509764.405389 + Penalty 3968.339653 = -505796.065735 nChanged 10 SP:Iteration 41Q (18363.380000 sec): 3 clusters Score: Raw -509768.885170 + Penalty 3968.339653 = -505800.545517 nChanged 11 SP:Iteration 42Q (18363.560000 sec): 3 clusters Score: Raw -509773.897333 + Penalty 3968.339653 = -505805.557680 nChanged 10 SP:Iteration 43Q (18363.780000 sec): 3 clusters Score: Raw -509777.191469 + Penalty 3968.339653 = -505808.851816 nChanged 7 SP:Iteration 44Q (18363.970000 sec): 3 clusters Score: Raw -509780.220035 + Penalty 3968.339653 = -505811.880382 nChanged 4 SP:Iteration 45Q (18364.170000 sec): 3 clusters Score: Raw -509781.682426 + Penalty 3968.339653 = -505813.342773 nChanged 3 SP:Iteration 46Q (18364.360000 sec): 3 clusters Score: Raw -509783.916131 + Penalty 3968.339653 = -505815.576478 nChanged 6 SP:Iteration 47Q (18364.580000 sec): 3 clusters Score: Raw -509786.501221 + Penalty 3968.339653 = -505818.161568 nChanged 6 SP:Iteration 48Q (18364.770000 sec): 3 clusters Score: Raw -509789.162961 + Penalty 3968.339653 = -505820.823308 nChanged 8 SP:Iteration 49Q (18364.990000 sec): 3 clusters Score: Raw -509792.647562 + Penalty 3968.339653 = -505824.307909 nChanged 6 SP:Iteration 50Q (18365.250000 sec): 3 clusters Score: Raw -509795.556367 + Penalty 3968.339653 = -505827.216714 nChanged 7 SP:Iteration 51Q (18365.430000 sec): 3 clusters Score: Raw -509798.510516 + Penalty 3968.339653 = -505830.170862 nChanged 3 SP:Iteration 52Q (18365.660000 sec): 3 clusters Score: Raw -509799.873235 + Penalty 3968.339653 = -505831.533582 nChanged 5 SP:Iteration 53Q (18365.850000 sec): 3 clusters Score: Raw -509801.798254 + Penalty 3968.339653 = -505833.458601 nChanged 3 SP:Iteration 54Q (18366.030000 sec): 3 clusters Score: Raw -509802.549210 + Penalty 3968.339653 = -505834.209557 nChanged 2 SP:Iteration 55Q (18366.200000 sec): 3 clusters Score: Raw -509803.660036 + Penalty 3968.339653 = -505835.320383 nChanged 4 SP:Iteration 56Q (18366.430000 sec): 3 clusters Score: Raw -509805.778443 + Penalty 3968.339653 = -505837.438789 nChanged 5 SP:Iteration 57Q (18366.600000 sec): 3 clusters Score: Raw -509807.506716 + Penalty 3968.339653 = -505839.167063 nChanged 1 SP:Iteration 58Q (18366.800000 sec): 3 clusters Score: Raw -509807.677054 + Penalty 3968.339653 = -505839.337401 nChanged 0 SP:Iteration 59F (18366.940000 sec): 3 clusters Score: Raw -509807.677054 + Penalty 3968.339653 = -505839.337401 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 31 (33328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18367.230000 sec): 2 clusters Score: Raw -5814702.107757 + Penalty 2582.709985 = -5812119.397773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18367.550000 sec): 3 clusters Score: Raw -5794474.244942 + Penalty 5165.419969 = -5789308.824973 nChanged 15113 SP:Iteration 1F (18367.870000 sec): 3 clusters Score: Raw -5802824.748156 + Penalty 5165.419969 = -5797659.328187 nChanged 1661 SP:Iteration 2Q (18368.230000 sec): 3 clusters Score: Raw -5803434.928207 + Penalty 5165.419969 = -5798269.508238 nChanged 1533 SP:Iteration 3Q (18368.550000 sec): 3 clusters Score: Raw -5804031.413608 + Penalty 5165.419969 = -5798865.993639 nChanged 1541 SP:Iteration 4Q (18368.910000 sec): 3 clusters Score: Raw -5804662.830195 + Penalty 5165.419969 = -5799497.410226 nChanged 1607 SP:Iteration 5Q (18369.280000 sec): 3 clusters Score: Raw -5805438.001900 + Penalty 5165.419969 = -5800272.581931 nChanged 1732 SP:Iteration 6F (18369.600000 sec): 3 clusters Score: Raw -5806336.301912 + Penalty 5165.419969 = -5801170.881943 nChanged 1786 SP:Iteration 7F (18369.920000 sec): 3 clusters Score: Raw -5807305.235657 + Penalty 5165.419969 = -5802139.815688 nChanged 1777 SP:Iteration 8F (18370.290000 sec): 3 clusters Score: Raw -5808297.092440 + Penalty 5165.419969 = -5803131.672471 nChanged 1616 SP:Iteration 9Q (18370.670000 sec): 3 clusters Score: Raw -5809219.310758 + Penalty 5165.419969 = -5804053.890789 nChanged 1490 SP:Iteration 10Q (18371.010000 sec): 3 clusters Score: Raw -5810131.487540 + Penalty 5165.419969 = -5804966.067571 nChanged 1312 SP:Iteration 11Q (18371.360000 sec): 3 clusters Score: Raw -5810976.859970 + Penalty 5165.419969 = -5805811.440001 nChanged 1165 SP:Iteration 12Q (18371.720000 sec): 3 clusters Score: Raw -5811696.775537 + Penalty 5165.419969 = -5806531.355568 nChanged 977 SP:Iteration 13Q (18372.140000 sec): 3 clusters Score: Raw -5812267.835061 + Penalty 5165.419969 = -5807102.415091 nChanged 754 SP:Iteration 14Q (18372.530000 sec): 3 clusters Score: Raw -5812672.933875 + Penalty 5165.419969 = -5807507.513906 nChanged 619 SP:Iteration 15Q (18372.940000 sec): 3 clusters Score: Raw -5813002.266283 + Penalty 5165.419969 = -5807836.846314 nChanged 508 SP:Iteration 16Q (18373.310000 sec): 3 clusters Score: Raw -5813279.711805 + Penalty 5165.419969 = -5808114.291836 nChanged 449 SP:Iteration 17Q (18373.700000 sec): 3 clusters Score: Raw -5813522.995580 + Penalty 5165.419969 = -5808357.575611 nChanged 418 SP:Iteration 18Q (18373.990000 sec): 3 clusters Score: Raw -5813732.244532 + Penalty 5165.419969 = -5808566.824563 nChanged 357 SP:Iteration 19Q (18374.380000 sec): 3 clusters Score: Raw -5813932.863566 + Penalty 5165.419969 = -5808767.443597 nChanged 365 SP:Iteration 20F (18374.810000 sec): 3 clusters Score: Raw -5814151.612735 + Penalty 5165.419969 = -5808986.192766 nChanged 360 SP:Iteration 21Q (18375.190000 sec): 3 clusters Score: Raw -5814355.805302 + Penalty 5165.419969 = -5809190.385333 nChanged 315 SP:Iteration 22Q (18375.550000 sec): 3 clusters Score: Raw -5814531.272011 + Penalty 5165.419969 = -5809365.852042 nChanged 282 SP:Iteration 23Q (18375.910000 sec): 3 clusters Score: Raw -5814688.422063 + Penalty 5165.419969 = -5809523.002094 nChanged 260 SP:Iteration 24Q (18376.260000 sec): 3 clusters Score: Raw -5814822.100136 + Penalty 5165.419969 = -5809656.680167 nChanged 231 SP:Iteration 25Q (18376.580000 sec): 3 clusters Score: Raw -5814940.278772 + Penalty 5165.419969 = -5809774.858803 nChanged 201 SP:Iteration 26Q (18376.930000 sec): 3 clusters Score: Raw -5815051.090795 + Penalty 5165.419969 = -5809885.670826 nChanged 212 SP:Iteration 27Q (18377.250000 sec): 3 clusters Score: Raw -5815153.619256 + Penalty 5165.419969 = -5809988.199287 nChanged 175 SP:Iteration 28Q (18377.580000 sec): 3 clusters Score: Raw -5815235.580327 + Penalty 5165.419969 = -5810070.160358 nChanged 163 SP:Iteration 29Q (18377.970000 sec): 3 clusters Score: Raw -5815311.252241 + Penalty 5165.419969 = -5810145.832272 nChanged 148 SP:Iteration 30Q (18378.330000 sec): 3 clusters Score: Raw -5815373.864382 + Penalty 5165.419969 = -5810208.444413 nChanged 133 SP:Iteration 31Q (18378.720000 sec): 3 clusters Score: Raw -5815418.253870 + Penalty 5165.419969 = -5810252.833901 nChanged 92 SP:Iteration 32Q (18379.020000 sec): 3 clusters Score: Raw -5815444.867888 + Penalty 5165.419969 = -5810279.447918 nChanged 84 SP:Iteration 33Q (18379.340000 sec): 3 clusters Score: Raw -5815464.483296 + Penalty 5165.419969 = -5810299.063327 nChanged 65 SP:Iteration 34Q (18379.650000 sec): 3 clusters Score: Raw -5815482.696608 + Penalty 5165.419969 = -5810317.276639 nChanged 59 SP:Iteration 35Q (18379.940000 sec): 3 clusters Score: Raw -5815498.611860 + Penalty 5165.419969 = -5810333.191890 nChanged 48 SP:Iteration 36Q (18380.260000 sec): 3 clusters Score: Raw -5815508.395097 + Penalty 5165.419969 = -5810342.975128 nChanged 41 SP:Iteration 37Q (18380.610000 sec): 3 clusters Score: Raw -5815515.305464 + Penalty 5165.419969 = -5810349.885495 nChanged 34 SP:Iteration 38Q (18380.930000 sec): 3 clusters Score: Raw -5815522.617730 + Penalty 5165.419969 = -5810357.197760 nChanged 35 SP:Iteration 39Q (18381.290000 sec): 3 clusters Score: Raw -5815529.462850 + Penalty 5165.419969 = -5810364.042881 nChanged 30 SP:Iteration 40F (18381.620000 sec): 3 clusters Score: Raw -5815536.324706 + Penalty 5165.419969 = -5810370.904736 nChanged 31 SP:Iteration 41Q (18381.970000 sec): 3 clusters Score: Raw -5815542.570818 + Penalty 5165.419969 = -5810377.150849 nChanged 21 SP:Iteration 42Q (18382.280000 sec): 3 clusters Score: Raw -5815545.638081 + Penalty 5165.419969 = -5810380.218112 nChanged 17 SP:Iteration 43Q (18382.620000 sec): 3 clusters Score: Raw -5815547.888230 + Penalty 5165.419969 = -5810382.468261 nChanged 21 SP:Iteration 44Q (18382.950000 sec): 3 clusters Score: Raw -5815551.485469 + Penalty 5165.419969 = -5810386.065500 nChanged 12 SP:Iteration 45Q (18383.280000 sec): 3 clusters Score: Raw -5815553.333946 + Penalty 5165.419969 = -5810387.913977 nChanged 5 SP:Iteration 46Q (18383.630000 sec): 3 clusters Score: Raw -5815554.205031 + Penalty 5165.419969 = -5810388.785062 nChanged 5 SP:Iteration 47Q (18384.000000 sec): 3 clusters Score: Raw -5815554.746409 + Penalty 5165.419969 = -5810389.326440 nChanged 1 SP:Iteration 48Q (18384.320000 sec): 3 clusters Score: Raw -5815554.855155 + Penalty 5165.419969 = -5810389.435186 nChanged 2 SP:Iteration 49Q (18384.620000 sec): 3 clusters Score: Raw -5815555.155869 + Penalty 5165.419969 = -5810389.735900 nChanged 2 SP:Iteration 50Q (18385.000000 sec): 3 clusters Score: Raw -5815555.259385 + Penalty 5165.419969 = -5810389.839416 nChanged 0 SP:Iteration 51F (18385.340000 sec): 3 clusters Score: Raw -5815555.259385 + Penalty 5165.419969 = -5810389.839416 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 32 (3361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18385.450000 sec): 2 clusters Score: Raw -602877.563890 + Penalty 2013.758469 = -600863.805421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18385.610000 sec): 3 clusters Score: Raw -601325.808409 + Penalty 4027.516939 = -597298.291470 nChanged 1227 SP:Iteration 1F (18385.820000 sec): 3 clusters Score: Raw -602118.453267 + Penalty 4027.516939 = -598090.936328 nChanged 302 SP:Iteration 2F (18386.000000 sec): 3 clusters Score: Raw -602347.247606 + Penalty 4027.516939 = -598319.730667 nChanged 191 SP:Iteration 3F (18386.230000 sec): 3 clusters Score: Raw -602528.021749 + Penalty 4027.516939 = -598500.504810 nChanged 164 SP:Iteration 4Q (18386.420000 sec): 3 clusters Score: Raw -602702.054013 + Penalty 4027.516939 = -598674.537075 nChanged 144 SP:Iteration 5Q (18386.590000 sec): 3 clusters Score: Raw -602817.486292 + Penalty 4027.516939 = -598789.969354 nChanged 138 SP:Iteration 6Q (18386.790000 sec): 3 clusters Score: Raw -602930.222387 + Penalty 4027.516939 = -598902.705448 nChanged 102 SP:Iteration 7Q (18386.980000 sec): 3 clusters Score: Raw -603014.856597 + Penalty 4027.516939 = -598987.339659 nChanged 94 SP:Iteration 8Q (18387.170000 sec): 3 clusters Score: Raw -603093.112465 + Penalty 4027.516939 = -599065.595526 nChanged 80 SP:Iteration 9Q (18387.380000 sec): 3 clusters Score: Raw -603149.412412 + Penalty 4027.516939 = -599121.895474 nChanged 64 SP:Iteration 10Q (18387.580000 sec): 3 clusters Score: Raw -603186.573087 + Penalty 4027.516939 = -599159.056149 nChanged 59 SP:Iteration 11Q (18387.800000 sec): 3 clusters Score: Raw -603227.223556 + Penalty 4027.516939 = -599199.706618 nChanged 54 SP:Iteration 12Q (18388.030000 sec): 3 clusters Score: Raw -603272.956622 + Penalty 4027.516939 = -599245.439683 nChanged 55 SP:Iteration 13Q (18388.240000 sec): 3 clusters Score: Raw -603317.210703 + Penalty 4027.516939 = -599289.693765 nChanged 61 SP:Iteration 14Q (18388.440000 sec): 3 clusters Score: Raw -603361.226634 + Penalty 4027.516939 = -599333.709695 nChanged 56 SP:Iteration 15Q (18388.650000 sec): 3 clusters Score: Raw -603396.784549 + Penalty 4027.516939 = -599369.267610 nChanged 41 SP:Iteration 16Q (18388.890000 sec): 3 clusters Score: Raw -603424.668573 + Penalty 4027.516939 = -599397.151634 nChanged 36 SP:Iteration 17Q (18389.030000 sec): 3 clusters Score: Raw -603454.829518 + Penalty 4027.516939 = -599427.312579 nChanged 46 SP:Iteration 18Q (18389.220000 sec): 3 clusters Score: Raw -603485.425669 + Penalty 4027.516939 = -599457.908731 nChanged 35 SP:Iteration 19Q (18389.390000 sec): 3 clusters Score: Raw -603505.746263 + Penalty 4027.516939 = -599478.229324 nChanged 32 SP:Iteration 20F (18389.580000 sec): 3 clusters Score: Raw -603525.384743 + Penalty 4027.516939 = -599497.867804 nChanged 24 SP:Iteration 21Q (18389.830000 sec): 3 clusters Score: Raw -603542.910829 + Penalty 4027.516939 = -599515.393891 nChanged 24 SP:Iteration 22Q (18390.020000 sec): 3 clusters Score: Raw -603553.480048 + Penalty 4027.516939 = -599525.963109 nChanged 15 SP:Iteration 23Q (18390.250000 sec): 3 clusters Score: Raw -603561.551793 + Penalty 4027.516939 = -599534.034854 nChanged 13 SP:Iteration 24Q (18390.430000 sec): 3 clusters Score: Raw -603568.963427 + Penalty 4027.516939 = -599541.446488 nChanged 19 SP:Iteration 25Q (18390.630000 sec): 3 clusters Score: Raw -603579.971358 + Penalty 4027.516939 = -599552.454420 nChanged 15 SP:Iteration 26Q (18390.790000 sec): 3 clusters Score: Raw -603588.542835 + Penalty 4027.516939 = -599561.025897 nChanged 12 SP:Iteration 27Q (18390.960000 sec): 3 clusters Score: Raw -603595.037689 + Penalty 4027.516939 = -599567.520750 nChanged 12 SP:Iteration 28Q (18391.180000 sec): 3 clusters Score: Raw -603600.199723 + Penalty 4027.516939 = -599572.682784 nChanged 11 SP:Iteration 29Q (18391.370000 sec): 3 clusters Score: Raw -603604.896838 + Penalty 4027.516939 = -599577.379899 nChanged 10 SP:Iteration 30Q (18391.610000 sec): 3 clusters Score: Raw -603610.345586 + Penalty 4027.516939 = -599582.828648 nChanged 10 SP:Iteration 31Q (18391.840000 sec): 3 clusters Score: Raw -603615.697168 + Penalty 4027.516939 = -599588.180230 nChanged 15 SP:Iteration 32Q (18392.030000 sec): 3 clusters Score: Raw -603622.120551 + Penalty 4027.516939 = -599594.603612 nChanged 11 SP:Iteration 33Q (18392.230000 sec): 3 clusters Score: Raw -603627.231701 + Penalty 4027.516939 = -599599.714763 nChanged 6 SP:Iteration 34Q (18392.400000 sec): 3 clusters Score: Raw -603630.622302 + Penalty 4027.516939 = -599603.105363 nChanged 5 SP:Iteration 35Q (18392.600000 sec): 3 clusters Score: Raw -603632.244475 + Penalty 4027.516939 = -599604.727536 nChanged 5 SP:Iteration 36Q (18392.760000 sec): 3 clusters Score: Raw -603634.239174 + Penalty 4027.516939 = -599606.722235 nChanged 5 SP:Iteration 37Q (18392.960000 sec): 3 clusters Score: Raw -603635.573160 + Penalty 4027.516939 = -599608.056221 nChanged 3 SP:Iteration 38Q (18393.200000 sec): 3 clusters Score: Raw -603637.331125 + Penalty 4027.516939 = -599609.814186 nChanged 3 SP:Iteration 39Q (18393.370000 sec): 3 clusters Score: Raw -603639.901615 + Penalty 4027.516939 = -599612.384676 nChanged 7 SP:Iteration 40F (18393.580000 sec): 3 clusters Score: Raw -603642.379640 + Penalty 4027.516939 = -599614.862701 nChanged 8 SP:Iteration 41Q (18393.760000 sec): 3 clusters Score: Raw -603647.579283 + Penalty 4027.516939 = -599620.062344 nChanged 15 SP:Iteration 42Q (18393.940000 sec): 3 clusters Score: Raw -603653.934298 + Penalty 4027.516939 = -599626.417360 nChanged 8 SP:Iteration 43Q (18394.110000 sec): 3 clusters Score: Raw -603658.396332 + Penalty 4027.516939 = -599630.879393 nChanged 8 SP:Iteration 44Q (18394.300000 sec): 3 clusters Score: Raw -603661.605950 + Penalty 4027.516939 = -599634.089011 nChanged 2 SP:Iteration 45Q (18394.490000 sec): 3 clusters Score: Raw -603661.980114 + Penalty 4027.516939 = -599634.463176 nChanged 1 SP:Iteration 46Q (18394.660000 sec): 3 clusters Score: Raw -603662.375789 + Penalty 4027.516939 = -599634.858850 nChanged 0 SP:Iteration 47F (18394.840000 sec): 3 clusters Score: Raw -603662.375789 + Penalty 4027.516939 = -599634.858850 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 33 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18394.940000 sec): 2 clusters Score: Raw -69498.648824 + Penalty 1473.814245 = -68024.834579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18395.130000 sec): 3 clusters Score: Raw -69589.196519 + Penalty 2947.628490 = -66641.568029 nChanged 55 SP:Iteration 1F (18395.310000 sec): 3 clusters Score: Raw -69719.805653 + Penalty 2947.628490 = -66772.177163 nChanged 18 SP:Iteration 2Q (18395.520000 sec): 3 clusters Score: Raw -69774.791817 + Penalty 2947.628490 = -66827.163327 nChanged 8 SP:Iteration 3Q (18395.690000 sec): 3 clusters Score: Raw -69805.065228 + Penalty 2947.628490 = -66857.436738 nChanged 3 SP:Iteration 4Q (18395.880000 sec): 3 clusters Score: Raw -69816.903869 + Penalty 2947.628490 = -66869.275379 nChanged 3 SP:Iteration 5Q (18396.050000 sec): 3 clusters Score: Raw -69824.102329 + Penalty 2947.628490 = -66876.473839 nChanged 1 SP:Iteration 6Q (18396.220000 sec): 3 clusters Score: Raw -69829.737805 + Penalty 2947.628490 = -66882.109315 nChanged 1 SP:Iteration 7Q (18396.400000 sec): 3 clusters Score: Raw -69833.848732 + Penalty 2947.628490 = -66886.220242 nChanged 0 SP:Iteration 8F (18396.600000 sec): 3 clusters Score: Raw -69833.848732 + Penalty 2947.628490 = -66886.220242 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 34 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18396.660000 sec): 2 clusters Score: Raw -91915.459080 + Penalty 1581.428283 = -90334.030797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18396.880000 sec): 3 clusters Score: Raw -91985.529613 + Penalty 3162.856566 = -88822.673047 nChanged 131 SP:Iteration 1F (18397.070000 sec): 3 clusters Score: Raw -92241.338646 + Penalty 3162.856566 = -89078.482080 nChanged 42 SP:Iteration 2F (18397.220000 sec): 3 clusters Score: Raw -92397.458180 + Penalty 3162.856566 = -89234.601614 nChanged 38 SP:Iteration 3F (18397.450000 sec): 3 clusters Score: Raw -92559.530929 + Penalty 3162.856566 = -89396.674363 nChanged 45 SP:Iteration 4F (18397.590000 sec): 3 clusters Score: Raw -92753.905767 + Penalty 3162.856566 = -89591.049201 nChanged 32 SP:Iteration 5F (18397.780000 sec): 3 clusters Score: Raw -92875.248702 + Penalty 3162.856566 = -89712.392136 nChanged 19 SP:Iteration 6Q (18397.910000 sec): 3 clusters Score: Raw -93004.239939 + Penalty 3162.856566 = -89841.383373 nChanged 13 SP:Iteration 7Q (18398.090000 sec): 3 clusters Score: Raw -93063.412797 + Penalty 3162.856566 = -89900.556231 nChanged 8 SP:Iteration 8Q (18398.260000 sec): 3 clusters Score: Raw -93115.147927 + Penalty 3162.856566 = -89952.291361 nChanged 4 SP:Iteration 9Q (18398.480000 sec): 3 clusters Score: Raw -93130.260791 + Penalty 3162.856566 = -89967.404225 nChanged 4 SP:Iteration 10Q (18398.670000 sec): 3 clusters Score: Raw -93144.299245 + Penalty 3162.856566 = -89981.442679 nChanged 1 SP:Iteration 11Q (18398.890000 sec): 3 clusters Score: Raw -93152.074302 + Penalty 3162.856566 = -89989.217736 nChanged 0 SP:Iteration 12F (18399.120000 sec): 3 clusters Score: Raw -93152.074302 + Penalty 3162.856566 = -89989.217736 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 35 (555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18399.200000 sec): 2 clusters Score: Raw -91906.295459 + Penalty 1567.104092 = -90339.191367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18399.430000 sec): 3 clusters Score: Raw -91969.398921 + Penalty 3134.208184 = -88835.190737 nChanged 130 SP:Iteration 1F (18399.630000 sec): 3 clusters Score: Raw -92266.614370 + Penalty 3134.208184 = -89132.406185 nChanged 45 SP:Iteration 2F (18399.840000 sec): 3 clusters Score: Raw -92441.249682 + Penalty 3134.208184 = -89307.041497 nChanged 28 SP:Iteration 3F (18399.990000 sec): 3 clusters Score: Raw -92527.870314 + Penalty 3134.208184 = -89393.662129 nChanged 16 SP:Iteration 4Q (18400.210000 sec): 3 clusters Score: Raw -92571.588654 + Penalty 3134.208184 = -89437.380470 nChanged 8 SP:Iteration 5Q (18400.400000 sec): 3 clusters Score: Raw -92586.967265 + Penalty 3134.208184 = -89452.759080 nChanged 3 SP:Iteration 6Q (18400.580000 sec): 3 clusters Score: Raw -92598.083909 + Penalty 3134.208184 = -89463.875725 nChanged 3 SP:Iteration 7Q (18400.750000 sec): 3 clusters Score: Raw -92602.853912 + Penalty 3134.208184 = -89468.645728 nChanged 2 SP:Iteration 8Q (18400.930000 sec): 3 clusters Score: Raw -92606.069327 + Penalty 3134.208184 = -89471.861143 nChanged 1 SP:Iteration 9Q (18401.120000 sec): 3 clusters Score: Raw -92607.332358 + Penalty 3134.208184 = -89473.124174 nChanged 0 SP:Iteration 10F (18401.280000 sec): 3 clusters Score: Raw -92607.332358 + Penalty 3134.208184 = -89473.124174 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 36 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18401.370000 sec): 2 clusters Score: Raw -35493.993163 + Penalty 1345.387604 = -34148.605558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18401.550000 sec): 3 clusters Score: Raw -35681.246882 + Penalty 2690.775209 = -32990.471673 nChanged 19 SP:Iteration 1F (18401.720000 sec): 3 clusters Score: Raw -35761.340152 + Penalty 2690.775209 = -33070.564944 nChanged 4 SP:Iteration 2Q (18401.890000 sec): 3 clusters Score: Raw -35786.360477 + Penalty 2690.775209 = -33095.585268 nChanged 5 SP:Iteration 3Q (18402.100000 sec): 3 clusters Score: Raw -35805.558925 + Penalty 2690.775209 = -33114.783716 nChanged 0 SP:Iteration 4F (18402.290000 sec): 3 clusters Score: Raw -35805.558925 + Penalty 2690.775209 = -33114.783716 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 37 (1448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18402.370000 sec): 2 clusters Score: Raw -244597.109476 + Penalty 1804.928766 = -242792.180710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18402.550000 sec): 3 clusters Score: Raw -244214.156965 + Penalty 3609.857532 = -240604.299432 nChanged 408 SP:Iteration 1F (18402.720000 sec): 3 clusters Score: Raw -244577.885854 + Penalty 3609.857532 = -240968.028322 nChanged 99 SP:Iteration 2F (18402.910000 sec): 3 clusters Score: Raw -244705.625066 + Penalty 3609.857532 = -241095.767534 nChanged 54 SP:Iteration 3Q (18403.130000 sec): 3 clusters Score: Raw -244761.784845 + Penalty 3609.857532 = -241151.927313 nChanged 45 SP:Iteration 4Q (18403.350000 sec): 3 clusters Score: Raw -244807.905616 + Penalty 3609.857532 = -241198.048084 nChanged 32 SP:Iteration 5Q (18403.540000 sec): 3 clusters Score: Raw -244837.119233 + Penalty 3609.857532 = -241227.261701 nChanged 14 SP:Iteration 6Q (18403.690000 sec): 3 clusters Score: Raw -244851.468739 + Penalty 3609.857532 = -241241.611207 nChanged 13 SP:Iteration 7Q (18403.840000 sec): 3 clusters Score: Raw -244864.214558 + Penalty 3609.857532 = -241254.357025 nChanged 20 SP:Iteration 8Q (18404.050000 sec): 3 clusters Score: Raw -244889.423883 + Penalty 3609.857532 = -241279.566350 nChanged 24 SP:Iteration 9Q (18404.210000 sec): 3 clusters Score: Raw -244910.232095 + Penalty 3609.857532 = -241300.374563 nChanged 18 SP:Iteration 10Q (18404.390000 sec): 3 clusters Score: Raw -244927.934897 + Penalty 3609.857532 = -241318.077365 nChanged 16 SP:Iteration 11Q (18404.600000 sec): 3 clusters Score: Raw -244940.085833 + Penalty 3609.857532 = -241330.228301 nChanged 15 SP:Iteration 12Q (18404.840000 sec): 3 clusters Score: Raw -244950.985974 + Penalty 3609.857532 = -241341.128442 nChanged 12 SP:Iteration 13Q (18405.000000 sec): 3 clusters Score: Raw -244961.713875 + Penalty 3609.857532 = -241351.856342 nChanged 11 SP:Iteration 14Q (18405.170000 sec): 3 clusters Score: Raw -244969.469614 + Penalty 3609.857532 = -241359.612082 nChanged 10 SP:Iteration 15Q (18405.390000 sec): 3 clusters Score: Raw -244977.659504 + Penalty 3609.857532 = -241367.801972 nChanged 7 SP:Iteration 16Q (18405.570000 sec): 3 clusters Score: Raw -244983.564599 + Penalty 3609.857532 = -241373.707067 nChanged 11 SP:Iteration 17Q (18405.790000 sec): 3 clusters Score: Raw -244992.314749 + Penalty 3609.857532 = -241382.457217 nChanged 10 SP:Iteration 18Q (18405.980000 sec): 3 clusters Score: Raw -245003.295651 + Penalty 3609.857532 = -241393.438119 nChanged 14 SP:Iteration 19Q (18406.220000 sec): 3 clusters Score: Raw -245016.883496 + Penalty 3609.857532 = -241407.025964 nChanged 22 SP:Iteration 20F (18406.450000 sec): 3 clusters Score: Raw -245036.841401 + Penalty 3609.857532 = -241426.983869 nChanged 13 SP:Iteration 21Q (18406.640000 sec): 3 clusters Score: Raw -245052.243479 + Penalty 3609.857532 = -241442.385947 nChanged 18 SP:Iteration 22Q (18406.810000 sec): 3 clusters Score: Raw -245075.272614 + Penalty 3609.857532 = -241465.415082 nChanged 24 SP:Iteration 23Q (18407.010000 sec): 3 clusters Score: Raw -245115.430179 + Penalty 3609.857532 = -241505.572647 nChanged 35 SP:Iteration 24Q (18407.230000 sec): 3 clusters Score: Raw -245177.733559 + Penalty 3609.857532 = -241567.876026 nChanged 35 SP:Iteration 25Q (18407.410000 sec): 3 clusters Score: Raw -245227.952532 + Penalty 3609.857532 = -241618.095000 nChanged 26 SP:Iteration 26Q (18407.560000 sec): 3 clusters Score: Raw -245258.861189 + Penalty 3609.857532 = -241649.003657 nChanged 18 SP:Iteration 27Q (18407.760000 sec): 3 clusters Score: Raw -245277.369715 + Penalty 3609.857532 = -241667.512183 nChanged 18 SP:Iteration 28Q (18407.970000 sec): 3 clusters Score: Raw -245299.486150 + Penalty 3609.857532 = -241689.628618 nChanged 15 SP:Iteration 29Q (18408.140000 sec): 3 clusters Score: Raw -245312.656918 + Penalty 3609.857532 = -241702.799386 nChanged 9 SP:Iteration 30Q (18408.370000 sec): 3 clusters Score: Raw -245327.119121 + Penalty 3609.857532 = -241717.261589 nChanged 12 SP:Iteration 31Q (18408.610000 sec): 3 clusters Score: Raw -245340.714059 + Penalty 3609.857532 = -241730.856527 nChanged 8 SP:Iteration 32Q (18408.810000 sec): 3 clusters Score: Raw -245346.319173 + Penalty 3609.857532 = -241736.461641 nChanged 6 SP:Iteration 33Q (18409.000000 sec): 3 clusters Score: Raw -245352.755653 + Penalty 3609.857532 = -241742.898120 nChanged 4 SP:Iteration 34Q (18409.190000 sec): 3 clusters Score: Raw -245357.956964 + Penalty 3609.857532 = -241748.099431 nChanged 4 SP:Iteration 35Q (18409.350000 sec): 3 clusters Score: Raw -245360.336632 + Penalty 3609.857532 = -241750.479100 nChanged 2 SP:Iteration 36Q (18409.550000 sec): 3 clusters Score: Raw -245362.129838 + Penalty 3609.857532 = -241752.272306 nChanged 1 SP:Iteration 37Q (18409.740000 sec): 3 clusters Score: Raw -245362.848503 + Penalty 3609.857532 = -241752.990971 nChanged 0 SP:Iteration 38F (18409.960000 sec): 3 clusters Score: Raw -245362.848503 + Penalty 3609.857532 = -241752.990971 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 38 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18410.090000 sec): 2 clusters Score: Raw -35064.646909 + Penalty 1349.719592 = -33714.927317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18410.310000 sec): 3 clusters Score: Raw -35291.855621 + Penalty 2699.439184 = -32592.416437 nChanged 25 SP:Iteration 1F (18410.490000 sec): 3 clusters Score: Raw -35452.690218 + Penalty 2699.439184 = -32753.251034 nChanged 11 SP:Iteration 2Q (18410.680000 sec): 3 clusters Score: Raw -35595.278811 + Penalty 2699.439184 = -32895.839627 nChanged 4 SP:Iteration 3Q (18410.820000 sec): 3 clusters Score: Raw -35617.288565 + Penalty 2699.439184 = -32917.849380 nChanged 3 SP:Iteration 4Q (18411.020000 sec): 3 clusters Score: Raw -35642.642749 + Penalty 2699.439184 = -32943.203565 nChanged 4 SP:Iteration 5Q (18411.220000 sec): 3 clusters Score: Raw -35663.360213 + Penalty 2699.439184 = -32963.921028 nChanged 3 SP:Iteration 6Q (18411.400000 sec): 3 clusters Score: Raw -35679.505148 + Penalty 2699.439184 = -32980.065964 nChanged 1 SP:Iteration 7Q (18411.570000 sec): 3 clusters Score: Raw -35685.521325 + Penalty 2699.439184 = -32986.082141 nChanged 1 SP:Iteration 8Q (18411.810000 sec): 3 clusters Score: Raw -35695.388345 + Penalty 2699.439184 = -32995.949161 nChanged 1 SP:Iteration 9Q (18412.050000 sec): 3 clusters Score: Raw -35707.210148 + Penalty 2699.439184 = -33007.770964 nChanged 1 SP:Iteration 10Q (18412.250000 sec): 3 clusters Score: Raw -35724.389453 + Penalty 2699.439184 = -33024.950268 nChanged 0 SP:Iteration 11F (18412.470000 sec): 3 clusters Score: Raw -35724.389453 + Penalty 2699.439184 = -33024.950268 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 39 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18412.590000 sec): 2 clusters Score: Raw -16293.194949 + Penalty 1307.703891 = -14985.491059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18412.750000 sec): 3 clusters Score: Raw -16639.124960 + Penalty 2615.407781 = -14023.717179 nChanged 29 SP:Iteration 1F (18412.990000 sec): 3 clusters Score: Raw -16738.637345 + Penalty 2615.407781 = -14123.229564 nChanged 4 SP:Iteration 2Q (18413.160000 sec): 3 clusters Score: Raw -16765.204062 + Penalty 2615.407781 = -14149.796281 nChanged 2 SP:Iteration 3Q (18413.370000 sec): 3 clusters Score: Raw -16774.567462 + Penalty 2615.407781 = -14159.159681 nChanged 0 SP:Iteration 4F (18413.610000 sec): 3 clusters Score: Raw -16774.567462 + Penalty 2615.407781 = -14159.159681 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 40 (3526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18413.700000 sec): 2 clusters Score: Raw -598374.140091 + Penalty 2025.644002 = -596348.496089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18413.880000 sec): 3 clusters Score: Raw -596851.312751 + Penalty 4051.288004 = -592800.024747 nChanged 1218 SP:Iteration 1F (18414.140000 sec): 3 clusters Score: Raw -597574.996062 + Penalty 4051.288004 = -593523.708058 nChanged 257 SP:Iteration 2F (18414.330000 sec): 3 clusters Score: Raw -597736.874526 + Penalty 4051.288004 = -593685.586522 nChanged 163 SP:Iteration 3Q (18414.540000 sec): 3 clusters Score: Raw -597854.595751 + Penalty 4051.288004 = -593803.307747 nChanged 127 SP:Iteration 4Q (18414.770000 sec): 3 clusters Score: Raw -597940.375415 + Penalty 4051.288004 = -593889.087411 nChanged 113 SP:Iteration 5Q (18414.980000 sec): 3 clusters Score: Raw -598020.717427 + Penalty 4051.288004 = -593969.429423 nChanged 99 SP:Iteration 6Q (18415.190000 sec): 3 clusters Score: Raw -598081.926507 + Penalty 4051.288004 = -594030.638503 nChanged 80 SP:Iteration 7Q (18415.440000 sec): 3 clusters Score: Raw -598138.831550 + Penalty 4051.288004 = -594087.543546 nChanged 75 SP:Iteration 8Q (18415.620000 sec): 3 clusters Score: Raw -598186.559665 + Penalty 4051.288004 = -594135.271661 nChanged 84 SP:Iteration 9Q (18415.860000 sec): 3 clusters Score: Raw -598229.608789 + Penalty 4051.288004 = -594178.320785 nChanged 71 SP:Iteration 10Q (18416.040000 sec): 3 clusters Score: Raw -598271.511064 + Penalty 4051.288004 = -594220.223060 nChanged 55 SP:Iteration 11Q (18416.240000 sec): 3 clusters Score: Raw -598295.762552 + Penalty 4051.288004 = -594244.474548 nChanged 53 SP:Iteration 12Q (18416.420000 sec): 3 clusters Score: Raw -598322.941375 + Penalty 4051.288004 = -594271.653371 nChanged 58 SP:Iteration 13Q (18416.640000 sec): 3 clusters Score: Raw -598362.647823 + Penalty 4051.288004 = -594311.359819 nChanged 59 SP:Iteration 14Q (18416.870000 sec): 3 clusters Score: Raw -598400.731864 + Penalty 4051.288004 = -594349.443860 nChanged 71 SP:Iteration 15Q (18417.090000 sec): 3 clusters Score: Raw -598440.829470 + Penalty 4051.288004 = -594389.541466 nChanged 63 SP:Iteration 16Q (18417.280000 sec): 3 clusters Score: Raw -598473.840212 + Penalty 4051.288004 = -594422.552208 nChanged 42 SP:Iteration 17Q (18417.480000 sec): 3 clusters Score: Raw -598502.250011 + Penalty 4051.288004 = -594450.962007 nChanged 48 SP:Iteration 18Q (18417.700000 sec): 3 clusters Score: Raw -598533.779363 + Penalty 4051.288004 = -594482.491359 nChanged 45 SP:Iteration 19Q (18417.900000 sec): 3 clusters Score: Raw -598555.747091 + Penalty 4051.288004 = -594504.459087 nChanged 33 SP:Iteration 20F (18418.090000 sec): 3 clusters Score: Raw -598571.652113 + Penalty 4051.288004 = -594520.364109 nChanged 34 SP:Iteration 21Q (18418.330000 sec): 3 clusters Score: Raw -598592.431661 + Penalty 4051.288004 = -594541.143657 nChanged 37 SP:Iteration 22Q (18418.510000 sec): 3 clusters Score: Raw -598615.040635 + Penalty 4051.288004 = -594563.752631 nChanged 34 SP:Iteration 23Q (18418.710000 sec): 3 clusters Score: Raw -598636.487799 + Penalty 4051.288004 = -594585.199795 nChanged 34 SP:Iteration 24Q (18418.920000 sec): 3 clusters Score: Raw -598655.928680 + Penalty 4051.288004 = -594604.640676 nChanged 30 SP:Iteration 25Q (18419.100000 sec): 3 clusters Score: Raw -598673.823077 + Penalty 4051.288004 = -594622.535073 nChanged 33 SP:Iteration 26Q (18419.310000 sec): 3 clusters Score: Raw -598696.287790 + Penalty 4051.288004 = -594644.999786 nChanged 31 SP:Iteration 27Q (18419.480000 sec): 3 clusters Score: Raw -598716.967399 + Penalty 4051.288004 = -594665.679395 nChanged 27 SP:Iteration 28Q (18419.690000 sec): 3 clusters Score: Raw -598736.438358 + Penalty 4051.288004 = -594685.150354 nChanged 27 SP:Iteration 29Q (18419.840000 sec): 3 clusters Score: Raw -598759.042795 + Penalty 4051.288004 = -594707.754791 nChanged 35 SP:Iteration 30Q (18420.020000 sec): 3 clusters Score: Raw -598785.367462 + Penalty 4051.288004 = -594734.079458 nChanged 27 SP:Iteration 31Q (18420.240000 sec): 3 clusters Score: Raw -598806.642033 + Penalty 4051.288004 = -594755.354029 nChanged 29 SP:Iteration 32Q (18420.400000 sec): 3 clusters Score: Raw -598828.071272 + Penalty 4051.288004 = -594776.783268 nChanged 15 SP:Iteration 33Q (18420.590000 sec): 3 clusters Score: Raw -598839.868387 + Penalty 4051.288004 = -594788.580383 nChanged 15 SP:Iteration 34Q (18420.790000 sec): 3 clusters Score: Raw -598848.443062 + Penalty 4051.288004 = -594797.155058 nChanged 10 SP:Iteration 35Q (18420.950000 sec): 3 clusters Score: Raw -598855.833442 + Penalty 4051.288004 = -594804.545438 nChanged 9 SP:Iteration 36Q (18421.160000 sec): 3 clusters Score: Raw -598860.588671 + Penalty 4051.288004 = -594809.300667 nChanged 3 SP:Iteration 37Q (18421.320000 sec): 3 clusters Score: Raw -598862.731163 + Penalty 4051.288004 = -594811.443159 nChanged 3 SP:Iteration 38Q (18421.500000 sec): 3 clusters Score: Raw -598863.965447 + Penalty 4051.288004 = -594812.677443 nChanged 2 SP:Iteration 39Q (18421.680000 sec): 3 clusters Score: Raw -598864.549038 + Penalty 4051.288004 = -594813.261033 nChanged 1 SP:Iteration 40F (18421.860000 sec): 3 clusters Score: Raw -598865.150607 + Penalty 4051.288004 = -594813.862603 nChanged 2 SP:Iteration 41Q (18422.050000 sec): 3 clusters Score: Raw -598866.165536 + Penalty 4051.288004 = -594814.877532 nChanged 1 SP:Iteration 42Q (18422.210000 sec): 3 clusters Score: Raw -598866.767197 + Penalty 4051.288004 = -594815.479193 nChanged 3 SP:Iteration 43Q (18422.420000 sec): 3 clusters Score: Raw -598867.987304 + Penalty 4051.288004 = -594816.699300 nChanged 2 SP:Iteration 44Q (18422.630000 sec): 3 clusters Score: Raw -598869.313204 + Penalty 4051.288004 = -594818.025200 nChanged 1 SP:Iteration 45Q (18422.810000 sec): 3 clusters Score: Raw -598869.575247 + Penalty 4051.288004 = -594818.287243 nChanged 0 SP:Iteration 46F (18423.030000 sec): 3 clusters Score: Raw -598869.575247 + Penalty 4051.288004 = -594818.287243 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 41 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18423.110000 sec): 2 clusters Score: Raw -23401.374431 + Penalty 1234.229968 = -22167.144463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18423.310000 sec): 3 clusters Score: Raw -23654.599556 + Penalty 2468.459936 = -21186.139619 nChanged 5 SP:Iteration 1Q (18423.460000 sec): 3 clusters Score: Raw -23693.277053 + Penalty 2468.459936 = -21224.817117 nChanged 2 SP:Iteration 2Q (18423.670000 sec): 3 clusters Score: Raw -23708.073122 + Penalty 2468.459936 = -21239.613186 nChanged 0 SP:Iteration 3F (18423.910000 sec): 3 clusters Score: Raw -23708.073122 + Penalty 2468.459936 = -21239.613186 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 42 (49448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18424.300000 sec): 2 clusters Score: Raw -9334987.577530 + Penalty 2680.551869 = -9332307.025661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18424.820000 sec): 3 clusters Score: Raw -9304536.953057 + Penalty 5361.103738 = -9299175.849319 nChanged 22761 SP:Iteration 1F (18425.320000 sec): 3 clusters Score: Raw -9317082.114489 + Penalty 5361.103738 = -9311721.010751 nChanged 2039 SP:Iteration 2Q (18425.800000 sec): 3 clusters Score: Raw -9317765.265165 + Penalty 5361.103738 = -9312404.161427 nChanged 2102 SP:Iteration 3Q (18426.240000 sec): 3 clusters Score: Raw -9318569.405154 + Penalty 5361.103738 = -9313208.301416 nChanged 2383 SP:Iteration 4Q (18426.720000 sec): 3 clusters Score: Raw -9319706.361430 + Penalty 5361.103738 = -9314345.257692 nChanged 2828 SP:Iteration 5F (18427.180000 sec): 3 clusters Score: Raw -9321416.184699 + Penalty 5361.103738 = -9316055.080961 nChanged 3429 SP:Iteration 6F (18427.620000 sec): 3 clusters Score: Raw -9323927.837296 + Penalty 5361.103738 = -9318566.733558 nChanged 3760 SP:Iteration 7F (18428.060000 sec): 3 clusters Score: Raw -9327149.539707 + Penalty 5361.103738 = -9321788.435969 nChanged 3448 SP:Iteration 8F (18428.510000 sec): 3 clusters Score: Raw -9330301.393457 + Penalty 5361.103738 = -9324940.289719 nChanged 2613 SP:Iteration 9F (18428.900000 sec): 3 clusters Score: Raw -9332763.410424 + Penalty 5361.103738 = -9327402.306686 nChanged 1442 SP:Iteration 10Q (18429.350000 sec): 3 clusters Score: Raw -9334114.322999 + Penalty 5361.103738 = -9328753.219261 nChanged 650 SP:Iteration 11Q (18429.770000 sec): 3 clusters Score: Raw -9334735.243601 + Penalty 5361.103738 = -9329374.139863 nChanged 285 SP:Iteration 12Q (18430.200000 sec): 3 clusters Score: Raw -9335020.357327 + Penalty 5361.103738 = -9329659.253589 nChanged 116 SP:Iteration 13Q (18430.550000 sec): 3 clusters Score: Raw -9335131.875510 + Penalty 5361.103738 = -9329770.771772 nChanged 55 SP:Iteration 14Q (18430.900000 sec): 3 clusters Score: Raw -9335180.723019 + Penalty 5361.103738 = -9329819.619281 nChanged 41 SP:Iteration 15Q (18431.270000 sec): 3 clusters Score: Raw -9335223.554375 + Penalty 5361.103738 = -9329862.450637 nChanged 32 SP:Iteration 16Q (18431.670000 sec): 3 clusters Score: Raw -9335254.321487 + Penalty 5361.103738 = -9329893.217749 nChanged 21 SP:Iteration 17Q (18432.110000 sec): 3 clusters Score: Raw -9335276.381264 + Penalty 5361.103738 = -9329915.277526 nChanged 20 SP:Iteration 18Q (18432.510000 sec): 3 clusters Score: Raw -9335296.945034 + Penalty 5361.103738 = -9329935.841296 nChanged 9 SP:Iteration 19Q (18432.970000 sec): 3 clusters Score: Raw -9335306.741491 + Penalty 5361.103738 = -9329945.637753 nChanged 12 SP:Iteration 20F (18433.410000 sec): 3 clusters Score: Raw -9335318.128698 + Penalty 5361.103738 = -9329957.024960 nChanged 5 SP:Iteration 21Q (18433.810000 sec): 3 clusters Score: Raw -9335324.610346 + Penalty 5361.103738 = -9329963.506608 nChanged 6 SP:Iteration 22Q (18434.210000 sec): 3 clusters Score: Raw -9335331.433481 + Penalty 5361.103738 = -9329970.329743 nChanged 3 SP:Iteration 23Q (18434.660000 sec): 3 clusters Score: Raw -9335334.276975 + Penalty 5361.103738 = -9329973.173237 nChanged 2 SP:Iteration 24Q (18435.030000 sec): 3 clusters Score: Raw -9335335.627011 + Penalty 5361.103738 = -9329974.523273 nChanged 0 SP:Iteration 25F (18435.460000 sec): 3 clusters Score: Raw -9335335.627011 + Penalty 5361.103738 = -9329974.523273 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 43 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18435.590000 sec): 2 clusters Score: Raw -99653.962549 + Penalty 1591.349606 = -98062.612943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18435.840000 sec): 3 clusters Score: Raw -99678.700451 + Penalty 3182.699212 = -96496.001239 nChanged 119 SP:Iteration 1F (18436.040000 sec): 3 clusters Score: Raw -99974.043308 + Penalty 3182.699212 = -96791.344096 nChanged 42 SP:Iteration 2F (18436.180000 sec): 3 clusters Score: Raw -100126.175908 + Penalty 3182.699212 = -96943.476696 nChanged 29 SP:Iteration 3Q (18436.370000 sec): 3 clusters Score: Raw -100252.189854 + Penalty 3182.699212 = -97069.490642 nChanged 21 SP:Iteration 4Q (18436.530000 sec): 3 clusters Score: Raw -100310.942365 + Penalty 3182.699212 = -97128.243153 nChanged 22 SP:Iteration 5Q (18436.760000 sec): 3 clusters Score: Raw -100364.098187 + Penalty 3182.699212 = -97181.398975 nChanged 15 SP:Iteration 6Q (18436.910000 sec): 3 clusters Score: Raw -100399.757256 + Penalty 3182.699212 = -97217.058043 nChanged 16 SP:Iteration 7Q (18437.140000 sec): 3 clusters Score: Raw -100441.710326 + Penalty 3182.699212 = -97259.011114 nChanged 11 SP:Iteration 8Q (18437.330000 sec): 3 clusters Score: Raw -100463.897349 + Penalty 3182.699212 = -97281.198137 nChanged 6 SP:Iteration 9Q (18437.520000 sec): 3 clusters Score: Raw -100481.070526 + Penalty 3182.699212 = -97298.371314 nChanged 5 SP:Iteration 10Q (18437.680000 sec): 3 clusters Score: Raw -100494.824631 + Penalty 3182.699212 = -97312.125419 nChanged 4 SP:Iteration 11Q (18437.830000 sec): 3 clusters Score: Raw -100502.252560 + Penalty 3182.699212 = -97319.553347 nChanged 2 SP:Iteration 12Q (18437.980000 sec): 3 clusters Score: Raw -100509.467569 + Penalty 3182.699212 = -97326.768356 nChanged 2 SP:Iteration 13Q (18438.150000 sec): 3 clusters Score: Raw -100518.087643 + Penalty 3182.699212 = -97335.388431 nChanged 2 SP:Iteration 14Q (18438.310000 sec): 3 clusters Score: Raw -100524.590966 + Penalty 3182.699212 = -97341.891754 nChanged 2 SP:Iteration 15Q (18438.490000 sec): 3 clusters Score: Raw -100531.680551 + Penalty 3182.699212 = -97348.981339 nChanged 1 SP:Iteration 16Q (18438.640000 sec): 3 clusters Score: Raw -100533.439149 + Penalty 3182.699212 = -97350.739936 nChanged 0 SP:Iteration 17F (18438.840000 sec): 3 clusters Score: Raw -100533.439149 + Penalty 3182.699212 = -97350.739936 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 44 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18438.940000 sec): 2 clusters Score: Raw -104960.532922 + Penalty 1616.382476 = -103344.150446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18439.110000 sec): 3 clusters Score: Raw -104923.342960 + Penalty 3232.764951 = -101690.578009 nChanged 167 SP:Iteration 1F (18439.290000 sec): 3 clusters Score: Raw -105416.739704 + Penalty 3232.764951 = -102183.974753 nChanged 66 SP:Iteration 2F (18439.490000 sec): 3 clusters Score: Raw -105679.924995 + Penalty 3232.764951 = -102447.160043 nChanged 45 SP:Iteration 3F (18439.720000 sec): 3 clusters Score: Raw -105817.210105 + Penalty 3232.764951 = -102584.445153 nChanged 27 SP:Iteration 4Q (18439.930000 sec): 3 clusters Score: Raw -105900.472968 + Penalty 3232.764951 = -102667.708016 nChanged 16 SP:Iteration 5Q (18440.130000 sec): 3 clusters Score: Raw -105949.757364 + Penalty 3232.764951 = -102716.992412 nChanged 13 SP:Iteration 6Q (18440.340000 sec): 3 clusters Score: Raw -105984.041872 + Penalty 3232.764951 = -102751.276921 nChanged 11 SP:Iteration 7Q (18440.530000 sec): 3 clusters Score: Raw -106011.135983 + Penalty 3232.764951 = -102778.371031 nChanged 2 SP:Iteration 8Q (18440.760000 sec): 3 clusters Score: Raw -106014.750330 + Penalty 3232.764951 = -102781.985379 nChanged 0 SP:Iteration 9F (18440.970000 sec): 3 clusters Score: Raw -106014.750330 + Penalty 3232.764951 = -102781.985379 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 45 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18441.050000 sec): 2 clusters Score: Raw -42385.478750 + Penalty 1399.192954 = -40986.285796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18441.310000 sec): 3 clusters Score: Raw -42634.097324 + Penalty 2798.385907 = -39835.711417 nChanged 39 SP:Iteration 1F (18441.510000 sec): 3 clusters Score: Raw -42787.743066 + Penalty 2798.385907 = -39989.357159 nChanged 17 SP:Iteration 2F (18441.650000 sec): 3 clusters Score: Raw -42848.115501 + Penalty 2798.385907 = -40049.729593 nChanged 17 SP:Iteration 3F (18441.790000 sec): 3 clusters Score: Raw -42899.082457 + Penalty 2798.385907 = -40100.696550 nChanged 10 SP:Iteration 4Q (18442.010000 sec): 3 clusters Score: Raw -42954.567301 + Penalty 2798.385907 = -40156.181394 nChanged 11 SP:Iteration 5Q (18442.190000 sec): 3 clusters Score: Raw -43011.252748 + Penalty 2798.385907 = -40212.866841 nChanged 6 SP:Iteration 6Q (18442.340000 sec): 3 clusters Score: Raw -43040.953611 + Penalty 2798.385907 = -40242.567704 nChanged 4 SP:Iteration 7Q (18442.550000 sec): 3 clusters Score: Raw -43077.521467 + Penalty 2798.385907 = -40279.135560 nChanged 3 SP:Iteration 8Q (18442.710000 sec): 3 clusters Score: Raw -43163.551136 + Penalty 2798.385907 = -40365.165229 nChanged 1 SP:Iteration 9Q (18442.910000 sec): 3 clusters Score: Raw -43172.629346 + Penalty 2798.385907 = -40374.243439 nChanged 0 SP:Iteration 10F (18443.090000 sec): 3 clusters Score: Raw -43172.629346 + Penalty 2798.385907 = -40374.243439 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 46 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18443.150000 sec): 2 clusters Score: Raw -18735.601787 + Penalty 1293.304068 = -17442.297719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18443.370000 sec): 3 clusters Score: Raw -19066.699630 + Penalty 2586.608136 = -16480.091494 nChanged 24 SP:Iteration 1F (18443.610000 sec): 3 clusters Score: Raw -19235.730873 + Penalty 2586.608136 = -16649.122737 nChanged 7 SP:Iteration 2Q (18443.810000 sec): 3 clusters Score: Raw -19295.311894 + Penalty 2586.608136 = -16708.703758 nChanged 5 SP:Iteration 3Q (18443.990000 sec): 3 clusters Score: Raw -19364.643176 + Penalty 2586.608136 = -16778.035040 nChanged 9 SP:Iteration 4Q (18444.180000 sec): 3 clusters Score: Raw -19442.521171 + Penalty 2586.608136 = -16855.913035 nChanged 3 SP:Iteration 5Q (18444.350000 sec): 3 clusters Score: Raw -19453.459152 + Penalty 2586.608136 = -16866.851016 nChanged 1 SP:Iteration 6Q (18444.550000 sec): 3 clusters Score: Raw -19455.252479 + Penalty 2586.608136 = -16868.644344 nChanged 1 SP:Iteration 7Q (18444.680000 sec): 3 clusters Score: Raw -19456.901232 + Penalty 2586.608136 = -16870.293096 nChanged 1 SP:Iteration 8Q (18444.840000 sec): 3 clusters Score: Raw -19459.949330 + Penalty 2586.608136 = -16873.341195 nChanged 1 SP:Iteration 9Q (18445.000000 sec): 3 clusters Score: Raw -19460.364996 + Penalty 2586.608136 = -16873.756861 nChanged 0 SP:Iteration 10F (18445.160000 sec): 3 clusters Score: Raw -19460.364996 + Penalty 2586.608136 = -16873.756861 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 47 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18445.270000 sec): 2 clusters Score: Raw -105217.599158 + Penalty 1590.944046 = -103626.655112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18445.480000 sec): 3 clusters Score: Raw -105201.362068 + Penalty 3181.888092 = -102019.473977 nChanged 114 SP:Iteration 1F (18445.650000 sec): 3 clusters Score: Raw -105442.254173 + Penalty 3181.888092 = -102260.366081 nChanged 47 SP:Iteration 2F (18445.840000 sec): 3 clusters Score: Raw -105537.859051 + Penalty 3181.888092 = -102355.970959 nChanged 26 SP:Iteration 3Q (18446.060000 sec): 3 clusters Score: Raw -105650.966988 + Penalty 3181.888092 = -102469.078896 nChanged 27 SP:Iteration 4Q (18446.250000 sec): 3 clusters Score: Raw -105720.717340 + Penalty 3181.888092 = -102538.829249 nChanged 27 SP:Iteration 5Q (18446.480000 sec): 3 clusters Score: Raw -105782.150385 + Penalty 3181.888092 = -102600.262294 nChanged 14 SP:Iteration 6Q (18446.660000 sec): 3 clusters Score: Raw -105814.482177 + Penalty 3181.888092 = -102632.594085 nChanged 10 SP:Iteration 7Q (18446.930000 sec): 3 clusters Score: Raw -105841.610848 + Penalty 3181.888092 = -102659.722756 nChanged 9 SP:Iteration 8Q (18447.090000 sec): 3 clusters Score: Raw -105859.249413 + Penalty 3181.888092 = -102677.361322 nChanged 8 SP:Iteration 9Q (18447.330000 sec): 3 clusters Score: Raw -105872.719884 + Penalty 3181.888092 = -102690.831792 nChanged 3 SP:Iteration 10Q (18447.540000 sec): 3 clusters Score: Raw -105879.015765 + Penalty 3181.888092 = -102697.127673 nChanged 1 SP:Iteration 11Q (18447.810000 sec): 3 clusters Score: Raw -105883.133688 + Penalty 3181.888092 = -102701.245596 nChanged 1 SP:Iteration 12Q (18447.980000 sec): 3 clusters Score: Raw -105885.771509 + Penalty 3181.888092 = -102703.883418 nChanged 1 SP:Iteration 13Q (18448.220000 sec): 3 clusters Score: Raw -105886.469060 + Penalty 3181.888092 = -102704.580968 nChanged 1 SP:Iteration 14Q (18448.440000 sec): 3 clusters Score: Raw -105887.434020 + Penalty 3181.888092 = -102705.545928 nChanged 1 SP:Iteration 15Q (18448.640000 sec): 3 clusters Score: Raw -105887.998003 + Penalty 3181.888092 = -102706.109911 nChanged 0 SP:Iteration 16F (18448.840000 sec): 3 clusters Score: Raw -105887.998003 + Penalty 3181.888092 = -102706.109911 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 48 (3865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18448.980000 sec): 2 clusters Score: Raw -637819.874180 + Penalty 2048.409806 = -635771.464374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18449.180000 sec): 3 clusters Score: Raw -636078.227122 + Penalty 4096.819613 = -631981.407509 nChanged 1386 SP:Iteration 1F (18449.380000 sec): 3 clusters Score: Raw -636888.006984 + Penalty 4096.819613 = -632791.187371 nChanged 273 SP:Iteration 2F (18449.570000 sec): 3 clusters Score: Raw -637102.985581 + Penalty 4096.819613 = -633006.165969 nChanged 211 SP:Iteration 3F (18449.800000 sec): 3 clusters Score: Raw -637277.034941 + Penalty 4096.819613 = -633180.215329 nChanged 190 SP:Iteration 4Q (18449.980000 sec): 3 clusters Score: Raw -637475.048568 + Penalty 4096.819613 = -633378.228955 nChanged 208 SP:Iteration 5F (18450.180000 sec): 3 clusters Score: Raw -637673.560007 + Penalty 4096.819613 = -633576.740394 nChanged 181 SP:Iteration 6Q (18450.390000 sec): 3 clusters Score: Raw -637814.932974 + Penalty 4096.819613 = -633718.113361 nChanged 144 SP:Iteration 7Q (18450.590000 sec): 3 clusters Score: Raw -637926.676090 + Penalty 4096.819613 = -633829.856477 nChanged 129 SP:Iteration 8Q (18450.760000 sec): 3 clusters Score: Raw -638028.429930 + Penalty 4096.819613 = -633931.610317 nChanged 100 SP:Iteration 9Q (18451.000000 sec): 3 clusters Score: Raw -638098.038255 + Penalty 4096.819613 = -634001.218642 nChanged 93 SP:Iteration 10Q (18451.230000 sec): 3 clusters Score: Raw -638158.191245 + Penalty 4096.819613 = -634061.371632 nChanged 71 SP:Iteration 11Q (18451.470000 sec): 3 clusters Score: Raw -638205.440994 + Penalty 4096.819613 = -634108.621381 nChanged 65 SP:Iteration 12Q (18451.660000 sec): 3 clusters Score: Raw -638253.937234 + Penalty 4096.819613 = -634157.117621 nChanged 61 SP:Iteration 13Q (18451.860000 sec): 3 clusters Score: Raw -638300.613698 + Penalty 4096.819613 = -634203.794085 nChanged 48 SP:Iteration 14Q (18452.040000 sec): 3 clusters Score: Raw -638329.305937 + Penalty 4096.819613 = -634232.486325 nChanged 35 SP:Iteration 15Q (18452.240000 sec): 3 clusters Score: Raw -638352.770705 + Penalty 4096.819613 = -634255.951093 nChanged 41 SP:Iteration 16Q (18452.420000 sec): 3 clusters Score: Raw -638381.655121 + Penalty 4096.819613 = -634284.835508 nChanged 35 SP:Iteration 17Q (18452.620000 sec): 3 clusters Score: Raw -638403.151936 + Penalty 4096.819613 = -634306.332323 nChanged 26 SP:Iteration 18Q (18452.860000 sec): 3 clusters Score: Raw -638418.449456 + Penalty 4096.819613 = -634321.629843 nChanged 22 SP:Iteration 19Q (18453.050000 sec): 3 clusters Score: Raw -638430.857263 + Penalty 4096.819613 = -634334.037650 nChanged 24 SP:Iteration 20F (18453.300000 sec): 3 clusters Score: Raw -638443.658566 + Penalty 4096.819613 = -634346.838953 nChanged 18 SP:Iteration 21Q (18453.490000 sec): 3 clusters Score: Raw -638453.331198 + Penalty 4096.819613 = -634356.511585 nChanged 17 SP:Iteration 22Q (18453.720000 sec): 3 clusters Score: Raw -638463.453908 + Penalty 4096.819613 = -634366.634295 nChanged 17 SP:Iteration 23Q (18453.900000 sec): 3 clusters Score: Raw -638472.444166 + Penalty 4096.819613 = -634375.624554 nChanged 11 SP:Iteration 24Q (18454.160000 sec): 3 clusters Score: Raw -638478.471870 + Penalty 4096.819613 = -634381.652257 nChanged 10 SP:Iteration 25Q (18454.340000 sec): 3 clusters Score: Raw -638482.268698 + Penalty 4096.819613 = -634385.449086 nChanged 7 SP:Iteration 26Q (18454.570000 sec): 3 clusters Score: Raw -638484.600393 + Penalty 4096.819613 = -634387.780780 nChanged 2 SP:Iteration 27Q (18454.760000 sec): 3 clusters Score: Raw -638485.240550 + Penalty 4096.819613 = -634388.420938 nChanged 0 SP:Iteration 28F (18454.950000 sec): 3 clusters Score: Raw -638485.240550 + Penalty 4096.819613 = -634388.420938 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 49 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18455.060000 sec): 2 clusters Score: Raw -28947.396286 + Penalty 1396.540522 = -27550.855764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18455.280000 sec): 3 clusters Score: Raw -29330.965896 + Penalty 2793.081044 = -26537.884852 nChanged 59 SP:Iteration 1F (18455.440000 sec): 3 clusters Score: Raw -29546.868187 + Penalty 2793.081044 = -26753.787143 nChanged 14 SP:Iteration 2F (18455.650000 sec): 3 clusters Score: Raw -29613.982977 + Penalty 2793.081044 = -26820.901934 nChanged 11 SP:Iteration 3Q (18455.820000 sec): 3 clusters Score: Raw -29653.071612 + Penalty 2793.081044 = -26859.990568 nChanged 13 SP:Iteration 4Q (18455.990000 sec): 3 clusters Score: Raw -29708.109169 + Penalty 2793.081044 = -26915.028126 nChanged 8 SP:Iteration 5Q (18456.140000 sec): 3 clusters Score: Raw -29738.430472 + Penalty 2793.081044 = -26945.349428 nChanged 4 SP:Iteration 6Q (18456.340000 sec): 3 clusters Score: Raw -29762.469746 + Penalty 2793.081044 = -26969.388702 nChanged 4 SP:Iteration 7Q (18456.470000 sec): 3 clusters Score: Raw -29794.562156 + Penalty 2793.081044 = -27001.481113 nChanged 1 SP:Iteration 8Q (18456.690000 sec): 3 clusters Score: Raw -29809.019644 + Penalty 2793.081044 = -27015.938600 nChanged 1 SP:Iteration 9Q (18456.870000 sec): 3 clusters Score: Raw -29813.416568 + Penalty 2793.081044 = -27020.335524 nChanged 1 SP:Iteration 10Q (18457.000000 sec): 3 clusters Score: Raw -29817.990988 + Penalty 2793.081044 = -27024.909944 nChanged 2 SP:Iteration 11Q (18457.200000 sec): 3 clusters Score: Raw -29825.208109 + Penalty 2793.081044 = -27032.127065 nChanged 2 SP:Iteration 12Q (18457.380000 sec): 3 clusters Score: Raw -29863.122573 + Penalty 2793.081044 = -27070.041529 nChanged 2 SP:Iteration 13Q (18457.580000 sec): 3 clusters Score: Raw -29870.713643 + Penalty 2793.081044 = -27077.632600 nChanged 0 SP:Iteration 14F (18457.760000 sec): 3 clusters Score: Raw -29870.713643 + Penalty 2793.081044 = -27077.632600 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 50 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18457.850000 sec): 2 clusters Score: Raw -28438.253568 + Penalty 1295.985175 = -27142.268393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18458.050000 sec): 3 clusters Score: Raw -28840.597248 + Penalty 2591.970350 = -26248.626898 nChanged 8 SP:Iteration 1Q (18458.240000 sec): 3 clusters Score: Raw -28892.847911 + Penalty 2591.970350 = -26300.877561 nChanged 2 SP:Iteration 2Q (18458.440000 sec): 3 clusters Score: Raw -28905.917581 + Penalty 2591.970350 = -26313.947231 nChanged 1 SP:Iteration 3Q (18458.620000 sec): 3 clusters Score: Raw -28912.533335 + Penalty 2591.970350 = -26320.562985 nChanged 0 SP:Iteration 4F (18458.880000 sec): 3 clusters Score: Raw -28912.533335 + Penalty 2591.970350 = -26320.562985 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 51 (977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18458.950000 sec): 2 clusters Score: Raw -167641.797969 + Penalty 1707.352690 = -165934.445279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18459.160000 sec): 3 clusters Score: Raw -167435.893319 + Penalty 3414.705379 = -164021.187939 nChanged 231 SP:Iteration 1F (18459.340000 sec): 3 clusters Score: Raw -167688.863714 + Penalty 3414.705379 = -164274.158334 nChanged 54 SP:Iteration 2F (18459.560000 sec): 3 clusters Score: Raw -167756.196040 + Penalty 3414.705379 = -164341.490660 nChanged 29 SP:Iteration 3Q (18459.760000 sec): 3 clusters Score: Raw -167787.170218 + Penalty 3414.705379 = -164372.464839 nChanged 14 SP:Iteration 4Q (18459.940000 sec): 3 clusters Score: Raw -167802.227872 + Penalty 3414.705379 = -164387.522493 nChanged 10 SP:Iteration 5Q (18460.120000 sec): 3 clusters Score: Raw -167813.995067 + Penalty 3414.705379 = -164399.289687 nChanged 6 SP:Iteration 6Q (18460.320000 sec): 3 clusters Score: Raw -167820.861050 + Penalty 3414.705379 = -164406.155670 nChanged 4 SP:Iteration 7Q (18460.520000 sec): 3 clusters Score: Raw -167825.029871 + Penalty 3414.705379 = -164410.324491 nChanged 2 SP:Iteration 8Q (18460.670000 sec): 3 clusters Score: Raw -167829.157810 + Penalty 3414.705379 = -164414.452430 nChanged 1 SP:Iteration 9Q (18460.880000 sec): 3 clusters Score: Raw -167831.628678 + Penalty 3414.705379 = -164416.923298 nChanged 3 SP:Iteration 10Q (18461.050000 sec): 3 clusters Score: Raw -167836.523539 + Penalty 3414.705379 = -164421.818159 nChanged 4 SP:Iteration 11Q (18461.220000 sec): 3 clusters Score: Raw -167841.240521 + Penalty 3414.705379 = -164426.535141 nChanged 2 SP:Iteration 12Q (18461.380000 sec): 3 clusters Score: Raw -167843.515548 + Penalty 3414.705379 = -164428.810169 nChanged 1 SP:Iteration 13Q (18461.520000 sec): 3 clusters Score: Raw -167845.090109 + Penalty 3414.705379 = -164430.384730 nChanged 3 SP:Iteration 14Q (18461.670000 sec): 3 clusters Score: Raw -167848.958723 + Penalty 3414.705379 = -164434.253343 nChanged 3 SP:Iteration 15Q (18461.830000 sec): 3 clusters Score: Raw -167852.889229 + Penalty 3414.705379 = -164438.183849 nChanged 4 SP:Iteration 16Q (18462.040000 sec): 3 clusters Score: Raw -167856.160818 + Penalty 3414.705379 = -164441.455439 nChanged 3 SP:Iteration 17Q (18462.210000 sec): 3 clusters Score: Raw -167859.411875 + Penalty 3414.705379 = -164444.706496 nChanged 4 SP:Iteration 18Q (18462.370000 sec): 3 clusters Score: Raw -167865.529502 + Penalty 3414.705379 = -164450.824123 nChanged 2 SP:Iteration 19Q (18462.570000 sec): 3 clusters Score: Raw -167867.989824 + Penalty 3414.705379 = -164453.284445 nChanged 2 SP:Iteration 20F (18462.770000 sec): 3 clusters Score: Raw -167870.032458 + Penalty 3414.705379 = -164455.327078 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 52 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18462.870000 sec): 2 clusters Score: Raw -31317.630383 + Penalty 1337.619631 = -29980.010752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18463.050000 sec): 3 clusters Score: Raw -31598.388205 + Penalty 2675.239263 = -28923.148942 nChanged 24 SP:Iteration 1F (18463.260000 sec): 3 clusters Score: Raw -31704.675493 + Penalty 2675.239263 = -29029.436230 nChanged 7 SP:Iteration 2Q (18463.420000 sec): 3 clusters Score: Raw -31732.280938 + Penalty 2675.239263 = -29057.041675 nChanged 1 SP:Iteration 3Q (18463.640000 sec): 3 clusters Score: Raw -31742.143170 + Penalty 2675.239263 = -29066.903907 nChanged 2 SP:Iteration 4Q (18463.810000 sec): 3 clusters Score: Raw -31757.872678 + Penalty 2675.239263 = -29082.633415 nChanged 3 SP:Iteration 5Q (18463.940000 sec): 3 clusters Score: Raw -31776.990587 + Penalty 2675.239263 = -29101.751324 nChanged 3 SP:Iteration 6Q (18464.160000 sec): 3 clusters Score: Raw -31809.775425 + Penalty 2675.239263 = -29134.536162 nChanged 0 SP:Iteration 7F (18464.350000 sec): 3 clusters Score: Raw -31809.775425 + Penalty 2675.239263 = -29134.536162 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 53 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18464.440000 sec): 2 clusters Score: Raw -55410.369286 + Penalty 1463.174544 = -53947.194743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18464.640000 sec): 3 clusters Score: Raw -55674.735600 + Penalty 2926.349087 = -52748.386513 nChanged 65 SP:Iteration 1F (18464.830000 sec): 3 clusters Score: Raw -55850.180141 + Penalty 2926.349087 = -52923.831054 nChanged 18 SP:Iteration 2Q (18465.040000 sec): 3 clusters Score: Raw -55883.547510 + Penalty 2926.349087 = -52957.198422 nChanged 3 SP:Iteration 3Q (18465.250000 sec): 3 clusters Score: Raw -55892.385817 + Penalty 2926.349087 = -52966.036730 nChanged 4 SP:Iteration 4Q (18465.470000 sec): 3 clusters Score: Raw -55920.987172 + Penalty 2926.349087 = -52994.638085 nChanged 4 SP:Iteration 5Q (18465.660000 sec): 3 clusters Score: Raw -55944.869771 + Penalty 2926.349087 = -53018.520684 nChanged 4 SP:Iteration 6Q (18465.820000 sec): 3 clusters Score: Raw -55976.454718 + Penalty 2926.349087 = -53050.105631 nChanged 6 SP:Iteration 7Q (18466.010000 sec): 3 clusters Score: Raw -56007.931032 + Penalty 2926.349087 = -53081.581945 nChanged 4 SP:Iteration 8Q (18466.230000 sec): 3 clusters Score: Raw -56019.643056 + Penalty 2926.349087 = -53093.293969 nChanged 1 SP:Iteration 9Q (18466.380000 sec): 3 clusters Score: Raw -56020.779887 + Penalty 2926.349087 = -53094.430800 nChanged 0 SP:Iteration 10F (18466.580000 sec): 3 clusters Score: Raw -56020.779887 + Penalty 2926.349087 = -53094.430800 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 54 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18466.650000 sec): 2 clusters Score: Raw -43777.832489 + Penalty 1447.757151 = -42330.075338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18466.870000 sec): 3 clusters Score: Raw -43980.935492 + Penalty 2895.514302 = -41085.421190 nChanged 66 SP:Iteration 1F (18467.070000 sec): 3 clusters Score: Raw -44189.987138 + Penalty 2895.514302 = -41294.472836 nChanged 41 SP:Iteration 2F (18467.190000 sec): 3 clusters Score: Raw -44369.529652 + Penalty 2895.514302 = -41474.015350 nChanged 19 SP:Iteration 3F (18467.440000 sec): 3 clusters Score: Raw -44497.387344 + Penalty 2895.514302 = -41601.873043 nChanged 8 SP:Iteration 4Q (18467.650000 sec): 3 clusters Score: Raw -44550.817852 + Penalty 2895.514302 = -41655.303550 nChanged 5 SP:Iteration 5Q (18467.850000 sec): 3 clusters Score: Raw -44614.812588 + Penalty 2895.514302 = -41719.298287 nChanged 3 SP:Iteration 6Q (18468.010000 sec): 3 clusters Score: Raw -44650.370486 + Penalty 2895.514302 = -41754.856185 nChanged 2 SP:Iteration 7Q (18468.230000 sec): 3 clusters Score: Raw -44682.739558 + Penalty 2895.514302 = -41787.225257 nChanged 1 SP:Iteration 8Q (18468.410000 sec): 3 clusters Score: Raw -44703.303469 + Penalty 2895.514302 = -41807.789167 nChanged 1 SP:Iteration 9Q (18468.560000 sec): 3 clusters Score: Raw -44760.372555 + Penalty 2895.514302 = -41864.858253 nChanged 0 SP:Iteration 10F (18468.700000 sec): 3 clusters Score: Raw -44760.372555 + Penalty 2895.514302 = -41864.858253 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 55 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18468.810000 sec): 2 clusters Score: Raw -21643.889321 + Penalty 1253.948960 = -20389.940362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18468.990000 sec): 3 clusters Score: Raw -22024.139102 + Penalty 2507.897919 = -19516.241183 nChanged 26 SP:Iteration 1F (18469.210000 sec): 3 clusters Score: Raw -22141.351140 + Penalty 2507.897919 = -19633.453220 nChanged 3 SP:Iteration 2Q (18469.370000 sec): 3 clusters Score: Raw -22160.043854 + Penalty 2507.897919 = -19652.145935 nChanged 2 SP:Iteration 3Q (18469.570000 sec): 3 clusters Score: Raw -22177.144135 + Penalty 2507.897919 = -19669.246215 nChanged 1 SP:Iteration 4Q (18469.760000 sec): 3 clusters Score: Raw -22178.052200 + Penalty 2507.897919 = -19670.154280 nChanged 0 SP:Iteration 5F (18469.970000 sec): 3 clusters Score: Raw -22178.052200 + Penalty 2507.897919 = -19670.154280 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 56 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18470.030000 sec): 2 clusters Score: Raw -39693.690980 + Penalty 1397.427822 = -38296.263159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18470.240000 sec): 3 clusters Score: Raw -39916.393140 + Penalty 2794.855643 = -37121.537497 nChanged 32 SP:Iteration 1F (18470.390000 sec): 3 clusters Score: Raw -40103.842273 + Penalty 2794.855643 = -37308.986630 nChanged 8 SP:Iteration 2Q (18470.580000 sec): 3 clusters Score: Raw -40159.929112 + Penalty 2794.855643 = -37365.073469 nChanged 10 SP:Iteration 3Q (18470.780000 sec): 3 clusters Score: Raw -40227.126625 + Penalty 2794.855643 = -37432.270981 nChanged 4 SP:Iteration 4Q (18470.960000 sec): 3 clusters Score: Raw -40276.998473 + Penalty 2794.855643 = -37482.142830 nChanged 5 SP:Iteration 5Q (18471.130000 sec): 3 clusters Score: Raw -40357.770906 + Penalty 2794.855643 = -37562.915262 nChanged 3 SP:Iteration 6Q (18471.310000 sec): 3 clusters Score: Raw -40397.221707 + Penalty 2794.855643 = -37602.366064 nChanged 2 SP:Iteration 7Q (18471.530000 sec): 3 clusters Score: Raw -40404.528086 + Penalty 2794.855643 = -37609.672442 nChanged 2 SP:Iteration 8Q (18471.700000 sec): 3 clusters Score: Raw -40415.856449 + Penalty 2794.855643 = -37621.000806 nChanged 1 SP:Iteration 9Q (18471.850000 sec): 3 clusters Score: Raw -40418.993845 + Penalty 2794.855643 = -37624.138202 nChanged 1 SP:Iteration 10Q (18472.080000 sec): 3 clusters Score: Raw -40421.229507 + Penalty 2794.855643 = -37626.373864 nChanged 1 SP:Iteration 11Q (18472.270000 sec): 3 clusters Score: Raw -40424.819855 + Penalty 2794.855643 = -37629.964212 nChanged 0 SP:Iteration 12F (18472.440000 sec): 3 clusters Score: Raw -40424.819855 + Penalty 2794.855643 = -37629.964212 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 57 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18472.520000 sec): 2 clusters Score: Raw -29950.709104 + Penalty 1355.030288 = -28595.678816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18472.710000 sec): 3 clusters Score: Raw -30187.628715 + Penalty 2710.060575 = -27477.568140 nChanged 28 SP:Iteration 1F (18472.910000 sec): 3 clusters Score: Raw -30327.910627 + Penalty 2710.060575 = -27617.850052 nChanged 7 SP:Iteration 2Q (18473.130000 sec): 3 clusters Score: Raw -30359.730380 + Penalty 2710.060575 = -27649.669805 nChanged 2 SP:Iteration 3Q (18473.340000 sec): 3 clusters Score: Raw -30371.899559 + Penalty 2710.060575 = -27661.838984 nChanged 0 SP:Iteration 4F (18473.470000 sec): 3 clusters Score: Raw -30371.899559 + Penalty 2710.060575 = -27661.838984 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 58 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18473.580000 sec): 2 clusters Score: Raw -17070.906850 + Penalty 1230.785468 = -15840.121382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18473.770000 sec): 3 clusters Score: Raw -17494.662243 + Penalty 2461.570937 = -15033.091307 nChanged 9 SP:Iteration 1F (18473.980000 sec): 3 clusters Score: Raw -17655.505686 + Penalty 2461.570937 = -15193.934750 nChanged 3 SP:Iteration 2Q (18474.130000 sec): 3 clusters Score: Raw -17683.088354 + Penalty 2461.570937 = -15221.517418 nChanged 5 SP:Iteration 3Q (18474.330000 sec): 3 clusters Score: Raw -17725.857328 + Penalty 2461.570937 = -15264.286391 nChanged 3 SP:Iteration 4Q (18474.540000 sec): 3 clusters Score: Raw -17815.534611 + Penalty 2461.570937 = -15353.963674 nChanged 0 SP:Iteration 5F (18474.720000 sec): 3 clusters Score: Raw -17815.534611 + Penalty 2461.570937 = -15353.963674 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 59 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18474.860000 sec): 2 clusters Score: Raw -15585.096027 + Penalty 1151.808943 = -14433.287084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18475.040000 sec): 3 clusters Score: Raw -15906.920782 + Penalty 2303.617886 = -13603.302896 nChanged 1 SP:Iteration 1Q (18475.250000 sec): 3 clusters Score: Raw -15923.475056 + Penalty 2303.617886 = -13619.857170 nChanged 0 SP:Iteration 2F (18475.450000 sec): 3 clusters Score: Raw -15923.475056 + Penalty 2303.617886 = -13619.857170 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 60 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18475.510000 sec): 2 clusters Score: Raw -35299.306506 + Penalty 1375.204006 = -33924.102500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18475.710000 sec): 3 clusters Score: Raw -35434.295546 + Penalty 2750.408012 = -32683.887533 nChanged 30 SP:Iteration 1F (18475.940000 sec): 3 clusters Score: Raw -35620.317302 + Penalty 2750.408012 = -32869.909290 nChanged 16 SP:Iteration 2F (18476.130000 sec): 3 clusters Score: Raw -35743.247941 + Penalty 2750.408012 = -32992.839928 nChanged 5 SP:Iteration 3Q (18476.380000 sec): 3 clusters Score: Raw -35799.027833 + Penalty 2750.408012 = -33048.619820 nChanged 3 SP:Iteration 4Q (18476.570000 sec): 3 clusters Score: Raw -35830.041877 + Penalty 2750.408012 = -33079.633864 nChanged 4 SP:Iteration 5Q (18476.750000 sec): 3 clusters Score: Raw -35849.794989 + Penalty 2750.408012 = -33099.386977 nChanged 4 SP:Iteration 6Q (18477.020000 sec): 3 clusters Score: Raw -35871.334774 + Penalty 2750.408012 = -33120.926762 nChanged 2 SP:Iteration 7Q (18477.200000 sec): 3 clusters Score: Raw -35896.616076 + Penalty 2750.408012 = -33146.208063 nChanged 4 SP:Iteration 8Q (18477.440000 sec): 3 clusters Score: Raw -35923.950297 + Penalty 2750.408012 = -33173.542284 nChanged 2 SP:Iteration 9Q (18477.620000 sec): 3 clusters Score: Raw -35946.889820 + Penalty 2750.408012 = -33196.481808 nChanged 2 SP:Iteration 10Q (18477.810000 sec): 3 clusters Score: Raw -35962.797435 + Penalty 2750.408012 = -33212.389423 nChanged 1 SP:Iteration 11Q (18477.960000 sec): 3 clusters Score: Raw -35965.375504 + Penalty 2750.408012 = -33214.967492 nChanged 0 SP:Iteration 12F (18478.170000 sec): 3 clusters Score: Raw -35965.375504 + Penalty 2750.408012 = -33214.967492 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 61 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18478.250000 sec): 2 clusters Score: Raw -34406.801910 + Penalty 1364.312036 = -33042.489874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18478.410000 sec): 3 clusters Score: Raw -34672.840101 + Penalty 2728.624072 = -31944.216028 nChanged 32 SP:Iteration 1F (18478.600000 sec): 3 clusters Score: Raw -34828.877466 + Penalty 2728.624072 = -32100.253393 nChanged 10 SP:Iteration 2Q (18478.780000 sec): 3 clusters Score: Raw -34874.174670 + Penalty 2728.624072 = -32145.550597 nChanged 6 SP:Iteration 3Q (18478.960000 sec): 3 clusters Score: Raw -34915.270860 + Penalty 2728.624072 = -32186.646788 nChanged 3 SP:Iteration 4Q (18479.140000 sec): 3 clusters Score: Raw -34930.704795 + Penalty 2728.624072 = -32202.080722 nChanged 1 SP:Iteration 5Q (18479.280000 sec): 3 clusters Score: Raw -34937.540105 + Penalty 2728.624072 = -32208.916032 nChanged 1 SP:Iteration 6Q (18479.470000 sec): 3 clusters Score: Raw -34943.354128 + Penalty 2728.624072 = -32214.730056 nChanged 1 SP:Iteration 7Q (18479.590000 sec): 3 clusters Score: Raw -34952.053992 + Penalty 2728.624072 = -32223.429919 nChanged 0 SP:Iteration 8F (18479.790000 sec): 3 clusters Score: Raw -34952.053992 + Penalty 2728.624072 = -32223.429919 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 62 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18479.890000 sec): 2 clusters Score: Raw -20352.614755 + Penalty 1223.749535 = -19128.865220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18480.060000 sec): 3 clusters Score: Raw -20711.242183 + Penalty 2447.499071 = -18263.743112 nChanged 9 SP:Iteration 1F (18480.270000 sec): 3 clusters Score: Raw -20765.574484 + Penalty 2447.499071 = -18318.075414 nChanged 1 SP:Iteration 2Q (18480.380000 sec): 3 clusters Score: Raw -20767.775030 + Penalty 2447.499071 = -18320.275959 nChanged 0 SP:Iteration 3F (18480.540000 sec): 3 clusters Score: Raw -20767.775030 + Penalty 2447.499071 = -18320.275959 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 63 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18480.620000 sec): 2 clusters Score: Raw -16789.072177 + Penalty 1269.262465 = -15519.809712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18480.790000 sec): 3 clusters Score: Raw -17289.752711 + Penalty 2538.524931 = -14751.227780 nChanged 34 SP:Iteration 1F (18480.950000 sec): 3 clusters Score: Raw -17578.043106 + Penalty 2538.524931 = -15039.518175 nChanged 6 SP:Iteration 2Q (18481.160000 sec): 3 clusters Score: Raw -17625.450197 + Penalty 2538.524931 = -15086.925266 nChanged 1 SP:Iteration 3Q (18481.350000 sec): 3 clusters Score: Raw -17631.012872 + Penalty 2538.524931 = -15092.487941 nChanged 1 SP:Iteration 4Q (18481.530000 sec): 3 clusters Score: Raw -17636.919312 + Penalty 2538.524931 = -15098.394381 nChanged 0 SP:Iteration 5F (18481.710000 sec): 3 clusters Score: Raw -17636.919312 + Penalty 2538.524931 = -15098.394381 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 64 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18481.830000 sec): 2 clusters Score: Raw -56169.738637 + Penalty 1523.758037 = -54645.980600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18482.030000 sec): 3 clusters Score: Raw -56313.959671 + Penalty 3047.516075 = -53266.443596 nChanged 114 SP:Iteration 1F (18482.230000 sec): 3 clusters Score: Raw -56713.237336 + Penalty 3047.516075 = -53665.721261 nChanged 38 SP:Iteration 2F (18482.430000 sec): 3 clusters Score: Raw -56919.035278 + Penalty 3047.516075 = -53871.519203 nChanged 27 SP:Iteration 3F (18482.630000 sec): 3 clusters Score: Raw -57162.132061 + Penalty 3047.516075 = -54114.615986 nChanged 26 SP:Iteration 4F (18482.870000 sec): 3 clusters Score: Raw -57477.312487 + Penalty 3047.516075 = -54429.796412 nChanged 29 SP:Iteration 5F (18483.050000 sec): 3 clusters Score: Raw -57726.347898 + Penalty 3047.516075 = -54678.831824 nChanged 15 SP:Iteration 6Q (18483.270000 sec): 3 clusters Score: Raw -57838.151500 + Penalty 3047.516075 = -54790.635426 nChanged 9 SP:Iteration 7Q (18483.490000 sec): 3 clusters Score: Raw -57955.072997 + Penalty 3047.516075 = -54907.556923 nChanged 4 SP:Iteration 8Q (18483.720000 sec): 3 clusters Score: Raw -57975.653885 + Penalty 3047.516075 = -54928.137810 nChanged 5 SP:Iteration 9Q (18483.860000 sec): 3 clusters Score: Raw -57988.713327 + Penalty 3047.516075 = -54941.197252 nChanged 0 SP:Iteration 10F (18484.050000 sec): 3 clusters Score: Raw -57988.713327 + Penalty 3047.516075 = -54941.197252 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 72. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 65 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18484.180000 sec): 2 clusters Score: Raw -51453.109071 + Penalty 1455.585634 = -49997.523437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18484.370000 sec): 3 clusters Score: Raw -51570.365627 + Penalty 2911.171269 = -48659.194358 nChanged 60 SP:Iteration 1F (18484.530000 sec): 3 clusters Score: Raw -51719.717262 + Penalty 2911.171269 = -48808.545993 nChanged 10 SP:Iteration 2Q (18484.750000 sec): 3 clusters Score: Raw -51754.950023 + Penalty 2911.171269 = -48843.778754 nChanged 4 SP:Iteration 3Q (18484.910000 sec): 3 clusters Score: Raw -51770.855764 + Penalty 2911.171269 = -48859.684495 nChanged 3 SP:Iteration 4Q (18485.090000 sec): 3 clusters Score: Raw -51788.719264 + Penalty 2911.171269 = -48877.547995 nChanged 2 SP:Iteration 5Q (18485.270000 sec): 3 clusters Score: Raw -51802.793054 + Penalty 2911.171269 = -48891.621785 nChanged 4 SP:Iteration 6Q (18485.430000 sec): 3 clusters Score: Raw -51816.577559 + Penalty 2911.171269 = -48905.406290 nChanged 0 SP:Iteration 7F (18485.590000 sec): 3 clusters Score: Raw -51816.577559 + Penalty 2911.171269 = -48905.406290 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 66 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18485.690000 sec): 2 clusters Score: Raw -22613.242600 + Penalty 1330.762052 = -21282.480548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18485.860000 sec): 3 clusters Score: Raw -23011.441203 + Penalty 2661.524103 = -20349.917100 nChanged 31 SP:Iteration 1F (18486.050000 sec): 3 clusters Score: Raw -23237.504255 + Penalty 2661.524103 = -20575.980151 nChanged 9 SP:Iteration 2Q (18486.260000 sec): 3 clusters Score: Raw -23324.199631 + Penalty 2661.524103 = -20662.675527 nChanged 3 SP:Iteration 3Q (18486.440000 sec): 3 clusters Score: Raw -23355.999407 + Penalty 2661.524103 = -20694.475304 nChanged 2 SP:Iteration 4Q (18486.650000 sec): 3 clusters Score: Raw -23368.176027 + Penalty 2661.524103 = -20706.651923 nChanged 0 SP:Iteration 5F (18486.810000 sec): 3 clusters Score: Raw -23368.176027 + Penalty 2661.524103 = -20706.651923 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 67 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18486.900000 sec): 2 clusters Score: Raw -41901.684430 + Penalty 1406.984170 = -40494.700260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18487.120000 sec): 3 clusters Score: Raw -42027.018099 + Penalty 2813.968341 = -39213.049758 nChanged 39 SP:Iteration 1F (18487.320000 sec): 3 clusters Score: Raw -42176.131308 + Penalty 2813.968341 = -39362.162968 nChanged 14 SP:Iteration 2Q (18487.470000 sec): 3 clusters Score: Raw -42245.262974 + Penalty 2813.968341 = -39431.294634 nChanged 5 SP:Iteration 3Q (18487.680000 sec): 3 clusters Score: Raw -42282.482859 + Penalty 2813.968341 = -39468.514519 nChanged 3 SP:Iteration 4Q (18487.830000 sec): 3 clusters Score: Raw -42315.468205 + Penalty 2813.968341 = -39501.499865 nChanged 4 SP:Iteration 5Q (18488.010000 sec): 3 clusters Score: Raw -42384.154959 + Penalty 2813.968341 = -39570.186619 nChanged 6 SP:Iteration 6Q (18488.220000 sec): 3 clusters Score: Raw -42412.856036 + Penalty 2813.968341 = -39598.887696 nChanged 2 SP:Iteration 7Q (18488.380000 sec): 3 clusters Score: Raw -42421.246939 + Penalty 2813.968341 = -39607.278599 nChanged 1 SP:Iteration 8Q (18488.530000 sec): 3 clusters Score: Raw -42428.135761 + Penalty 2813.968341 = -39614.167421 nChanged 0 SP:Iteration 9F (18488.710000 sec): 3 clusters Score: Raw -42428.857272 + Penalty 2813.968341 = -39614.888932 nChanged 1 SP:Iteration 10Q (18488.920000 sec): 3 clusters Score: Raw -42444.166119 + Penalty 2813.968341 = -39630.197778 nChanged 3 SP:Iteration 11Q (18489.080000 sec): 3 clusters Score: Raw -42478.729155 + Penalty 2813.968341 = -39664.760814 nChanged 4 SP:Iteration 12Q (18489.270000 sec): 3 clusters Score: Raw -42506.544556 + Penalty 2813.968341 = -39692.576216 nChanged 4 SP:Iteration 13Q (18489.450000 sec): 3 clusters Score: Raw -42526.516099 + Penalty 2813.968341 = -39712.547759 nChanged 0 SP:Iteration 14F (18489.650000 sec): 3 clusters Score: Raw -42526.516099 + Penalty 2813.968341 = -39712.547759 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 68 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18489.750000 sec): 2 clusters Score: Raw -17697.388845 + Penalty 1278.016315 = -16419.372530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18489.940000 sec): 3 clusters Score: Raw -18002.826399 + Penalty 2556.032631 = -15446.793768 nChanged 20 SP:Iteration 1F (18490.130000 sec): 3 clusters Score: Raw -18122.333986 + Penalty 2556.032631 = -15566.301355 nChanged 6 SP:Iteration 2Q (18490.340000 sec): 3 clusters Score: Raw -18174.157302 + Penalty 2556.032631 = -15618.124672 nChanged 1 SP:Iteration 3Q (18490.510000 sec): 3 clusters Score: Raw -18176.971863 + Penalty 2556.032631 = -15620.939232 nChanged 2 SP:Iteration 4Q (18490.680000 sec): 3 clusters Score: Raw -18191.326829 + Penalty 2556.032631 = -15635.294198 nChanged 3 SP:Iteration 5Q (18490.870000 sec): 3 clusters Score: Raw -18211.864451 + Penalty 2556.032631 = -15655.831820 nChanged 0 SP:Iteration 6F (18491.050000 sec): 3 clusters Score: Raw -18211.864451 + Penalty 2556.032631 = -15655.831820 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 69 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18491.160000 sec): 2 clusters Score: Raw -20056.346606 + Penalty 1264.766874 = -18791.579732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18491.330000 sec): 3 clusters Score: Raw -20416.144587 + Penalty 2529.533748 = -17886.610839 nChanged 12 SP:Iteration 1F (18491.490000 sec): 3 clusters Score: Raw -20476.141336 + Penalty 2529.533748 = -17946.607587 nChanged 2 SP:Iteration 2Q (18491.630000 sec): 3 clusters Score: Raw -20487.435800 + Penalty 2529.533748 = -17957.902052 nChanged 1 SP:Iteration 3Q (18491.790000 sec): 3 clusters Score: Raw -20498.280474 + Penalty 2529.533748 = -17968.746726 nChanged 0 SP:Iteration 4F (18491.950000 sec): 3 clusters Score: Raw -20498.280474 + Penalty 2529.533748 = -17968.746726 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 70 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18492.030000 sec): 2 clusters Score: Raw -52548.684230 + Penalty 1522.691369 = -51025.992862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18492.170000 sec): 3 clusters Score: Raw -52703.137299 + Penalty 3045.382738 = -49657.754561 nChanged 108 SP:Iteration 1F (18492.370000 sec): 3 clusters Score: Raw -53185.839815 + Penalty 3045.382738 = -50140.457077 nChanged 41 SP:Iteration 2F (18492.560000 sec): 3 clusters Score: Raw -53461.807516 + Penalty 3045.382738 = -50416.424778 nChanged 20 SP:Iteration 3Q (18492.750000 sec): 3 clusters Score: Raw -53578.616648 + Penalty 3045.382738 = -50533.233910 nChanged 18 SP:Iteration 4Q (18492.980000 sec): 3 clusters Score: Raw -53706.303252 + Penalty 3045.382738 = -50660.920514 nChanged 20 SP:Iteration 5Q (18493.120000 sec): 3 clusters Score: Raw -53853.286042 + Penalty 3045.382738 = -50807.903304 nChanged 9 SP:Iteration 6Q (18493.330000 sec): 3 clusters Score: Raw -53930.265932 + Penalty 3045.382738 = -50884.883194 nChanged 10 SP:Iteration 7Q (18493.480000 sec): 3 clusters Score: Raw -54066.512761 + Penalty 3045.382738 = -51021.130024 nChanged 7 SP:Iteration 8Q (18493.690000 sec): 3 clusters Score: Raw -54121.697005 + Penalty 3045.382738 = -51076.314267 nChanged 3 SP:Iteration 9Q (18493.870000 sec): 3 clusters Score: Raw -54156.670476 + Penalty 3045.382738 = -51111.287739 nChanged 5 SP:Iteration 10Q (18494.100000 sec): 3 clusters Score: Raw -54190.802970 + Penalty 3045.382738 = -51145.420232 nChanged 3 SP:Iteration 11Q (18494.280000 sec): 3 clusters Score: Raw -54212.154797 + Penalty 3045.382738 = -51166.772059 nChanged 2 SP:Iteration 12Q (18494.450000 sec): 3 clusters Score: Raw -54219.235457 + Penalty 3045.382738 = -51173.852719 nChanged 0 SP:Iteration 13F (18494.620000 sec): 3 clusters Score: Raw -54219.235457 + Penalty 3045.382738 = -51173.852719 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 73. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 71 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18494.760000 sec): 2 clusters Score: Raw -31641.294165 + Penalty 1400.070831 = -30241.223334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18494.910000 sec): 3 clusters Score: Raw -32009.257988 + Penalty 2800.141661 = -29209.116327 nChanged 50 SP:Iteration 1F (18495.140000 sec): 3 clusters Score: Raw -32280.963279 + Penalty 2800.141661 = -29480.821618 nChanged 14 SP:Iteration 2Q (18495.310000 sec): 3 clusters Score: Raw -32387.127125 + Penalty 2800.141661 = -29586.985464 nChanged 7 SP:Iteration 3Q (18495.480000 sec): 3 clusters Score: Raw -32451.842851 + Penalty 2800.141661 = -29651.701190 nChanged 6 SP:Iteration 4Q (18495.680000 sec): 3 clusters Score: Raw -32479.057083 + Penalty 2800.141661 = -29678.915422 nChanged 2 SP:Iteration 5Q (18495.820000 sec): 3 clusters Score: Raw -32487.361920 + Penalty 2800.141661 = -29687.220259 nChanged 0 SP:Iteration 6F (18495.970000 sec): 3 clusters Score: Raw -32491.585748 + Penalty 2800.141661 = -29691.444087 nChanged 1 SP:Iteration 7Q (18496.180000 sec): 3 clusters Score: Raw -32497.472862 + Penalty 2800.141661 = -29697.331200 nChanged 2 SP:Iteration 8Q (18496.370000 sec): 3 clusters Score: Raw -32507.369395 + Penalty 2800.141661 = -29707.227733 nChanged 1 SP:Iteration 9Q (18496.540000 sec): 3 clusters Score: Raw -32517.172381 + Penalty 2800.141661 = -29717.030719 nChanged 2 SP:Iteration 10Q (18496.740000 sec): 3 clusters Score: Raw -32529.746255 + Penalty 2800.141661 = -29729.604594 nChanged 2 SP:Iteration 11Q (18496.890000 sec): 3 clusters Score: Raw -32585.178179 + Penalty 2800.141661 = -29785.036518 nChanged 1 SP:Iteration 12Q (18497.080000 sec): 3 clusters Score: Raw -32634.708911 + Penalty 2800.141661 = -29834.567250 nChanged 0 SP:Iteration 13F (18497.220000 sec): 3 clusters Score: Raw -32634.708911 + Penalty 2800.141661 = -29834.567250 nChanged 0 Iteration 328F (18615.780000 sec): 74 clusters Score: Raw -155298051.888043 + Penalty 247649.178597 = -155050402.709446 nChanged 9 Iteration 329F (18735.580000 sec): 74 clusters Score: Raw -155298109.913883 + Penalty 247649.178597 = -155050460.735286 nChanged 4 Iteration 330Q (18795.200000 sec): 74 clusters Score: Raw -155298127.757346 + Penalty 247649.178597 = -155050478.578748 nChanged 2 Iteration 331Q (18853.090000 sec): 74 clusters Score: Raw -155298150.089804 + Penalty 247649.178597 = -155050500.911207 nChanged 2 Iteration 332Q (18909.080000 sec): 74 clusters Score: Raw -155298171.756911 + Penalty 247649.178597 = -155050522.578314 nChanged 1 Iteration 333Q (18967.780000 sec): 74 clusters Score: Raw -155298179.008121 + Penalty 247649.178597 = -155050529.829524 nChanged 1 Iteration 334Q (19025.410000 sec): 74 clusters Score: Raw -155298185.673160 + Penalty 247649.178597 = -155050536.494563 nChanged 0 Iteration 335F (19142.840000 sec): 74 clusters Score: Raw -155298185.673160 + Penalty 247649.178597 = -155050536.494563 nChanged 0 Compute initial score before splitting: Score: Raw -155298185.673160 + Penalty 247649.178597 = -155050536.494563 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 1 (8186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19142.970000 sec): 2 clusters Score: Raw -1515853.679843 + Penalty 2234.524803 = -1513619.155040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19143.220000 sec): 3 clusters Score: Raw -1511545.380122 + Penalty 4469.049606 = -1507076.330516 nChanged 3359 SP:Iteration 1F (19143.440000 sec): 3 clusters Score: Raw -1513395.558104 + Penalty 4469.049606 = -1508926.508498 nChanged 553 SP:Iteration 2F (19143.680000 sec): 3 clusters Score: Raw -1513679.169788 + Penalty 4469.049606 = -1509210.120182 nChanged 407 SP:Iteration 3Q (19143.930000 sec): 3 clusters Score: Raw -1513865.760728 + Penalty 4469.049606 = -1509396.711122 nChanged 366 SP:Iteration 4Q (19144.170000 sec): 3 clusters Score: Raw -1514042.144129 + Penalty 4469.049606 = -1509573.094523 nChanged 320 SP:Iteration 5Q (19144.370000 sec): 3 clusters Score: Raw -1514188.701191 + Penalty 4469.049606 = -1509719.651585 nChanged 264 SP:Iteration 6Q (19144.590000 sec): 3 clusters Score: Raw -1514323.710246 + Penalty 4469.049606 = -1509854.660640 nChanged 255 SP:Iteration 7Q (19144.820000 sec): 3 clusters Score: Raw -1514454.214778 + Penalty 4469.049606 = -1509985.165172 nChanged 219 SP:Iteration 8Q (19145.090000 sec): 3 clusters Score: Raw -1514548.816482 + Penalty 4469.049606 = -1510079.766876 nChanged 171 SP:Iteration 9Q (19145.300000 sec): 3 clusters Score: Raw -1514629.548537 + Penalty 4469.049606 = -1510160.498931 nChanged 200 SP:Iteration 10Q (19145.550000 sec): 3 clusters Score: Raw -1514725.820560 + Penalty 4469.049606 = -1510256.770954 nChanged 190 SP:Iteration 11Q (19145.730000 sec): 3 clusters Score: Raw -1514819.523622 + Penalty 4469.049606 = -1510350.474016 nChanged 184 SP:Iteration 12Q (19145.960000 sec): 3 clusters Score: Raw -1514909.467764 + Penalty 4469.049606 = -1510440.418158 nChanged 175 SP:Iteration 13Q (19146.210000 sec): 3 clusters Score: Raw -1515002.224321 + Penalty 4469.049606 = -1510533.174715 nChanged 181 SP:Iteration 14Q (19146.420000 sec): 3 clusters Score: Raw -1515087.055691 + Penalty 4469.049606 = -1510618.006086 nChanged 161 SP:Iteration 15Q (19146.660000 sec): 3 clusters Score: Raw -1515185.762703 + Penalty 4469.049606 = -1510716.713097 nChanged 159 SP:Iteration 16Q (19146.900000 sec): 3 clusters Score: Raw -1515274.600160 + Penalty 4469.049606 = -1510805.550554 nChanged 134 SP:Iteration 17Q (19147.130000 sec): 3 clusters Score: Raw -1515344.799471 + Penalty 4469.049606 = -1510875.749865 nChanged 115 SP:Iteration 18Q (19147.320000 sec): 3 clusters Score: Raw -1515404.579767 + Penalty 4469.049606 = -1510935.530161 nChanged 120 SP:Iteration 19Q (19147.560000 sec): 3 clusters Score: Raw -1515474.992411 + Penalty 4469.049606 = -1511005.942805 nChanged 136 SP:Iteration 20F (19147.850000 sec): 3 clusters Score: Raw -1515554.630855 + Penalty 4469.049606 = -1511085.581249 nChanged 122 SP:Iteration 21Q (19148.050000 sec): 3 clusters Score: Raw -1515622.936323 + Penalty 4469.049606 = -1511153.886717 nChanged 99 SP:Iteration 22Q (19148.290000 sec): 3 clusters Score: Raw -1515680.323822 + Penalty 4469.049606 = -1511211.274216 nChanged 93 SP:Iteration 23Q (19148.510000 sec): 3 clusters Score: Raw -1515732.341265 + Penalty 4469.049606 = -1511263.291659 nChanged 74 SP:Iteration 24Q (19148.800000 sec): 3 clusters Score: Raw -1515774.305189 + Penalty 4469.049606 = -1511305.255583 nChanged 77 SP:Iteration 25Q (19149.050000 sec): 3 clusters Score: Raw -1515818.458736 + Penalty 4469.049606 = -1511349.409130 nChanged 84 SP:Iteration 26Q (19149.300000 sec): 3 clusters Score: Raw -1515871.600225 + Penalty 4469.049606 = -1511402.550619 nChanged 77 SP:Iteration 27Q (19149.500000 sec): 3 clusters Score: Raw -1515922.676935 + Penalty 4469.049606 = -1511453.627329 nChanged 59 SP:Iteration 28Q (19149.730000 sec): 3 clusters Score: Raw -1515959.104863 + Penalty 4469.049606 = -1511490.055257 nChanged 57 SP:Iteration 29Q (19149.980000 sec): 3 clusters Score: Raw -1515992.176968 + Penalty 4469.049606 = -1511523.127362 nChanged 50 SP:Iteration 30Q (19150.250000 sec): 3 clusters Score: Raw -1516020.028703 + Penalty 4469.049606 = -1511550.979098 nChanged 41 SP:Iteration 31Q (19150.480000 sec): 3 clusters Score: Raw -1516043.074187 + Penalty 4469.049606 = -1511574.024581 nChanged 29 SP:Iteration 32Q (19150.680000 sec): 3 clusters Score: Raw -1516056.162351 + Penalty 4469.049606 = -1511587.112745 nChanged 17 SP:Iteration 33Q (19150.880000 sec): 3 clusters Score: Raw -1516064.257115 + Penalty 4469.049606 = -1511595.207509 nChanged 16 SP:Iteration 34Q (19151.070000 sec): 3 clusters Score: Raw -1516070.820649 + Penalty 4469.049606 = -1511601.771043 nChanged 15 SP:Iteration 35Q (19151.310000 sec): 3 clusters Score: Raw -1516078.078730 + Penalty 4469.049606 = -1511609.029124 nChanged 9 SP:Iteration 36Q (19151.530000 sec): 3 clusters Score: Raw -1516082.704632 + Penalty 4469.049606 = -1511613.655027 nChanged 11 SP:Iteration 37Q (19151.690000 sec): 3 clusters Score: Raw -1516088.085544 + Penalty 4469.049606 = -1511619.035938 nChanged 12 SP:Iteration 38Q (19151.940000 sec): 3 clusters Score: Raw -1516095.305576 + Penalty 4469.049606 = -1511626.255970 nChanged 20 SP:Iteration 39Q (19152.190000 sec): 3 clusters Score: Raw -1516106.490164 + Penalty 4469.049606 = -1511637.440558 nChanged 18 SP:Iteration 40F (19152.410000 sec): 3 clusters Score: Raw -1516116.724161 + Penalty 4469.049606 = -1511647.674555 nChanged 16 SP:Iteration 41Q (19152.640000 sec): 3 clusters Score: Raw -1516124.920561 + Penalty 4469.049606 = -1511655.870955 nChanged 13 SP:Iteration 42Q (19152.890000 sec): 3 clusters Score: Raw -1516133.383725 + Penalty 4469.049606 = -1511664.334119 nChanged 18 SP:Iteration 43Q (19153.170000 sec): 3 clusters Score: Raw -1516142.863292 + Penalty 4469.049606 = -1511673.813686 nChanged 7 SP:Iteration 44Q (19153.370000 sec): 3 clusters Score: Raw -1516146.742345 + Penalty 4469.049606 = -1511677.692739 nChanged 11 SP:Iteration 45Q (19153.630000 sec): 3 clusters Score: Raw -1516153.929440 + Penalty 4469.049606 = -1511684.879834 nChanged 8 SP:Iteration 46Q (19153.810000 sec): 3 clusters Score: Raw -1516159.081964 + Penalty 4469.049606 = -1511690.032358 nChanged 10 SP:Iteration 47Q (19154.030000 sec): 3 clusters Score: Raw -1516165.163571 + Penalty 4469.049606 = -1511696.113965 nChanged 9 SP:Iteration 48Q (19154.290000 sec): 3 clusters Score: Raw -1516170.030427 + Penalty 4469.049606 = -1511700.980821 nChanged 8 SP:Iteration 49Q (19154.510000 sec): 3 clusters Score: Raw -1516175.689542 + Penalty 4469.049606 = -1511706.639936 nChanged 12 SP:Iteration 50Q (19154.730000 sec): 3 clusters Score: Raw -1516184.137029 + Penalty 4469.049606 = -1511715.087424 nChanged 9 SP:Iteration 51Q (19154.950000 sec): 3 clusters Score: Raw -1516191.334990 + Penalty 4469.049606 = -1511722.285384 nChanged 10 SP:Iteration 52Q (19155.180000 sec): 3 clusters Score: Raw -1516196.216402 + Penalty 4469.049606 = -1511727.166796 nChanged 5 SP:Iteration 53Q (19155.400000 sec): 3 clusters Score: Raw -1516198.846842 + Penalty 4469.049606 = -1511729.797236 nChanged 3 SP:Iteration 54Q (19155.620000 sec): 3 clusters Score: Raw -1516200.234082 + Penalty 4469.049606 = -1511731.184476 nChanged 2 SP:Iteration 55Q (19155.860000 sec): 3 clusters Score: Raw -1516200.853955 + Penalty 4469.049606 = -1511731.804349 nChanged 1 SP:Iteration 56Q (19156.070000 sec): 3 clusters Score: Raw -1516201.238850 + Penalty 4469.049606 = -1511732.189244 nChanged 1 SP:Iteration 57Q (19156.310000 sec): 3 clusters Score: Raw -1516201.705125 + Penalty 4469.049606 = -1511732.655519 nChanged 0 SP:Iteration 58F (19156.500000 sec): 3 clusters Score: Raw -1516201.705125 + Penalty 4469.049606 = -1511732.655519 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 2 (732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19156.630000 sec): 2 clusters Score: Raw -121676.909120 + Penalty 1635.753567 = -120041.155553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19156.800000 sec): 3 clusters Score: Raw -121552.519171 + Penalty 3271.507135 = -118281.012036 nChanged 163 SP:Iteration 1F (19156.990000 sec): 3 clusters Score: Raw -121833.023961 + Penalty 3271.507135 = -118561.516826 nChanged 54 SP:Iteration 2F (19157.180000 sec): 3 clusters Score: Raw -121945.887712 + Penalty 3271.507135 = -118674.380577 nChanged 26 SP:Iteration 3Q (19157.370000 sec): 3 clusters Score: Raw -122006.782251 + Penalty 3271.507135 = -118735.275116 nChanged 20 SP:Iteration 4Q (19157.590000 sec): 3 clusters Score: Raw -122063.148265 + Penalty 3271.507135 = -118791.641130 nChanged 16 SP:Iteration 5Q (19157.750000 sec): 3 clusters Score: Raw -122109.944606 + Penalty 3271.507135 = -118838.437471 nChanged 12 SP:Iteration 6Q (19157.960000 sec): 3 clusters Score: Raw -122133.990627 + Penalty 3271.507135 = -118862.483492 nChanged 13 SP:Iteration 7Q (19158.130000 sec): 3 clusters Score: Raw -122158.273016 + Penalty 3271.507135 = -118886.765881 nChanged 6 SP:Iteration 8Q (19158.300000 sec): 3 clusters Score: Raw -122171.969360 + Penalty 3271.507135 = -118900.462226 nChanged 10 SP:Iteration 9Q (19158.510000 sec): 3 clusters Score: Raw -122191.836636 + Penalty 3271.507135 = -118920.329501 nChanged 5 SP:Iteration 10Q (19158.690000 sec): 3 clusters Score: Raw -122200.019332 + Penalty 3271.507135 = -118928.512197 nChanged 5 SP:Iteration 11Q (19158.850000 sec): 3 clusters Score: Raw -122204.984054 + Penalty 3271.507135 = -118933.476919 nChanged 3 SP:Iteration 12Q (19159.030000 sec): 3 clusters Score: Raw -122207.202365 + Penalty 3271.507135 = -118935.695230 nChanged 5 SP:Iteration 13Q (19159.240000 sec): 3 clusters Score: Raw -122213.562419 + Penalty 3271.507135 = -118942.055284 nChanged 3 SP:Iteration 14Q (19159.440000 sec): 3 clusters Score: Raw -122218.881486 + Penalty 3271.507135 = -118947.374351 nChanged 1 SP:Iteration 15Q (19159.630000 sec): 3 clusters Score: Raw -122219.480104 + Penalty 3271.507135 = -118947.972969 nChanged 0 SP:Iteration 16F (19159.820000 sec): 3 clusters Score: Raw -122219.480104 + Penalty 3271.507135 = -118947.972969 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 3 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19159.920000 sec): 2 clusters Score: Raw -132417.571405 + Penalty 1659.636768 = -130757.934637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19160.120000 sec): 3 clusters Score: Raw -132317.234014 + Penalty 3319.273536 = -128997.960477 nChanged 200 SP:Iteration 1F (19160.320000 sec): 3 clusters Score: Raw -132606.580114 + Penalty 3319.273536 = -129287.306578 nChanged 51 SP:Iteration 2F (19160.560000 sec): 3 clusters Score: Raw -132699.229353 + Penalty 3319.273536 = -129379.955817 nChanged 33 SP:Iteration 3Q (19160.740000 sec): 3 clusters Score: Raw -132780.316781 + Penalty 3319.273536 = -129461.043244 nChanged 23 SP:Iteration 4Q (19160.960000 sec): 3 clusters Score: Raw -132842.229425 + Penalty 3319.273536 = -129522.955889 nChanged 20 SP:Iteration 5Q (19161.130000 sec): 3 clusters Score: Raw -132900.999887 + Penalty 3319.273536 = -129581.726351 nChanged 13 SP:Iteration 6Q (19161.340000 sec): 3 clusters Score: Raw -132964.767955 + Penalty 3319.273536 = -129645.494419 nChanged 18 SP:Iteration 7Q (19161.460000 sec): 3 clusters Score: Raw -133047.958386 + Penalty 3319.273536 = -129728.684849 nChanged 24 SP:Iteration 8Q (19161.660000 sec): 3 clusters Score: Raw -133139.017842 + Penalty 3319.273536 = -129819.744306 nChanged 19 SP:Iteration 9Q (19161.900000 sec): 3 clusters Score: Raw -133186.979130 + Penalty 3319.273536 = -129867.705593 nChanged 22 SP:Iteration 10Q (19162.050000 sec): 3 clusters Score: Raw -133235.806973 + Penalty 3319.273536 = -129916.533436 nChanged 17 SP:Iteration 11Q (19162.220000 sec): 3 clusters Score: Raw -133259.109500 + Penalty 3319.273536 = -129939.835963 nChanged 7 SP:Iteration 12Q (19162.420000 sec): 3 clusters Score: Raw -133268.869973 + Penalty 3319.273536 = -129949.596436 nChanged 6 SP:Iteration 13Q (19162.640000 sec): 3 clusters Score: Raw -133282.404628 + Penalty 3319.273536 = -129963.131092 nChanged 5 SP:Iteration 14Q (19162.890000 sec): 3 clusters Score: Raw -133287.670016 + Penalty 3319.273536 = -129968.396480 nChanged 2 SP:Iteration 15Q (19163.060000 sec): 3 clusters Score: Raw -133288.490739 + Penalty 3319.273536 = -129969.217203 nChanged 0 SP:Iteration 16F (19163.280000 sec): 3 clusters Score: Raw -133289.140323 + Penalty 3319.273536 = -129969.866787 nChanged 1 SP:Iteration 17Q (19163.440000 sec): 3 clusters Score: Raw -133296.285911 + Penalty 3319.273536 = -129977.012375 nChanged 2 SP:Iteration 18Q (19163.620000 sec): 3 clusters Score: Raw -133299.252054 + Penalty 3319.273536 = -129979.978517 nChanged 2 SP:Iteration 19Q (19163.810000 sec): 3 clusters Score: Raw -133306.407723 + Penalty 3319.273536 = -129987.134187 nChanged 5 SP:Iteration 20F (19163.990000 sec): 3 clusters Score: Raw -133314.218216 + Penalty 3319.273536 = -129994.944680 nChanged 1 SP:Iteration 21Q (19164.220000 sec): 3 clusters Score: Raw -133315.494541 + Penalty 3319.273536 = -129996.221004 nChanged 0 SP:Iteration 22F (19164.370000 sec): 3 clusters Score: Raw -133315.494541 + Penalty 3319.273536 = -129996.221004 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 4 (702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19164.450000 sec): 2 clusters Score: Raw -123030.504566 + Penalty 1625.375484 = -121405.129082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19164.640000 sec): 3 clusters Score: Raw -122991.897829 + Penalty 3250.750968 = -119741.146860 nChanged 156 SP:Iteration 1F (19164.860000 sec): 3 clusters Score: Raw -123285.018716 + Penalty 3250.750968 = -120034.267747 nChanged 58 SP:Iteration 2F (19165.060000 sec): 3 clusters Score: Raw -123427.614825 + Penalty 3250.750968 = -120176.863857 nChanged 40 SP:Iteration 3F (19165.280000 sec): 3 clusters Score: Raw -123531.676301 + Penalty 3250.750968 = -120280.925333 nChanged 29 SP:Iteration 4Q (19165.490000 sec): 3 clusters Score: Raw -123618.324281 + Penalty 3250.750968 = -120367.573312 nChanged 30 SP:Iteration 5Q (19165.620000 sec): 3 clusters Score: Raw -123717.383575 + Penalty 3250.750968 = -120466.632607 nChanged 23 SP:Iteration 6Q (19165.800000 sec): 3 clusters Score: Raw -123825.934939 + Penalty 3250.750968 = -120575.183971 nChanged 20 SP:Iteration 7Q (19165.990000 sec): 3 clusters Score: Raw -123911.698862 + Penalty 3250.750968 = -120660.947894 nChanged 17 SP:Iteration 8Q (19166.210000 sec): 3 clusters Score: Raw -123977.032283 + Penalty 3250.750968 = -120726.281314 nChanged 10 SP:Iteration 9Q (19166.410000 sec): 3 clusters Score: Raw -124010.403534 + Penalty 3250.750968 = -120759.652566 nChanged 10 SP:Iteration 10Q (19166.570000 sec): 3 clusters Score: Raw -124037.258224 + Penalty 3250.750968 = -120786.507255 nChanged 9 SP:Iteration 11Q (19166.760000 sec): 3 clusters Score: Raw -124095.902543 + Penalty 3250.750968 = -120845.151575 nChanged 13 SP:Iteration 12Q (19166.950000 sec): 3 clusters Score: Raw -124132.510134 + Penalty 3250.750968 = -120881.759166 nChanged 7 SP:Iteration 13Q (19167.140000 sec): 3 clusters Score: Raw -124161.395627 + Penalty 3250.750968 = -120910.644658 nChanged 10 SP:Iteration 14Q (19167.250000 sec): 3 clusters Score: Raw -124193.040481 + Penalty 3250.750968 = -120942.289513 nChanged 5 SP:Iteration 15Q (19167.410000 sec): 3 clusters Score: Raw -124208.455141 + Penalty 3250.750968 = -120957.704173 nChanged 8 SP:Iteration 16Q (19167.660000 sec): 3 clusters Score: Raw -124234.637593 + Penalty 3250.750968 = -120983.886624 nChanged 9 SP:Iteration 17Q (19167.880000 sec): 3 clusters Score: Raw -124267.455063 + Penalty 3250.750968 = -121016.704095 nChanged 10 SP:Iteration 18Q (19168.020000 sec): 3 clusters Score: Raw -124305.061270 + Penalty 3250.750968 = -121054.310301 nChanged 11 SP:Iteration 19Q (19168.230000 sec): 3 clusters Score: Raw -124342.841002 + Penalty 3250.750968 = -121092.090033 nChanged 10 SP:Iteration 20F (19168.420000 sec): 3 clusters Score: Raw -124370.180403 + Penalty 3250.750968 = -121119.429434 nChanged 6 SP:Iteration 21Q (19168.620000 sec): 3 clusters Score: Raw -124384.593778 + Penalty 3250.750968 = -121133.842810 nChanged 5 SP:Iteration 22Q (19168.790000 sec): 3 clusters Score: Raw -124399.898191 + Penalty 3250.750968 = -121149.147222 nChanged 9 SP:Iteration 23Q (19168.990000 sec): 3 clusters Score: Raw -124435.994838 + Penalty 3250.750968 = -121185.243870 nChanged 8 SP:Iteration 24Q (19169.140000 sec): 3 clusters Score: Raw -124465.369180 + Penalty 3250.750968 = -121214.618212 nChanged 6 SP:Iteration 25Q (19169.350000 sec): 3 clusters Score: Raw -124486.702235 + Penalty 3250.750968 = -121235.951266 nChanged 7 SP:Iteration 26Q (19169.550000 sec): 3 clusters Score: Raw -124508.619817 + Penalty 3250.750968 = -121257.868849 nChanged 8 SP:Iteration 27Q (19169.750000 sec): 3 clusters Score: Raw -124529.625128 + Penalty 3250.750968 = -121278.874160 nChanged 7 SP:Iteration 28Q (19169.960000 sec): 3 clusters Score: Raw -124550.092002 + Penalty 3250.750968 = -121299.341034 nChanged 3 SP:Iteration 29Q (19170.120000 sec): 3 clusters Score: Raw -124560.603879 + Penalty 3250.750968 = -121309.852911 nChanged 1 SP:Iteration 30Q (19170.310000 sec): 3 clusters Score: Raw -124565.867552 + Penalty 3250.750968 = -121315.116583 nChanged 3 SP:Iteration 31Q (19170.500000 sec): 3 clusters Score: Raw -124576.583322 + Penalty 3250.750968 = -121325.832354 nChanged 1 SP:Iteration 32Q (19170.660000 sec): 3 clusters Score: Raw -124578.773188 + Penalty 3250.750968 = -121328.022220 nChanged 0 SP:Iteration 33F (19170.890000 sec): 3 clusters Score: Raw -124578.773188 + Penalty 3250.750968 = -121328.022220 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 5 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19170.940000 sec): 2 clusters Score: Raw -48470.928028 + Penalty 1417.005736 = -47053.922293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19171.130000 sec): 3 clusters Score: Raw -48666.660404 + Penalty 2834.011472 = -45832.648933 nChanged 40 SP:Iteration 1F (19171.300000 sec): 3 clusters Score: Raw -48790.639248 + Penalty 2834.011472 = -45956.627777 nChanged 12 SP:Iteration 2Q (19171.490000 sec): 3 clusters Score: Raw -48833.807760 + Penalty 2834.011472 = -45999.796289 nChanged 6 SP:Iteration 3Q (19171.700000 sec): 3 clusters Score: Raw -48852.192394 + Penalty 2834.011472 = -46018.180923 nChanged 5 SP:Iteration 4Q (19171.940000 sec): 3 clusters Score: Raw -48871.261345 + Penalty 2834.011472 = -46037.249873 nChanged 4 SP:Iteration 5Q (19172.140000 sec): 3 clusters Score: Raw -48882.896916 + Penalty 2834.011472 = -46048.885445 nChanged 3 SP:Iteration 6Q (19172.300000 sec): 3 clusters Score: Raw -48896.766004 + Penalty 2834.011472 = -46062.754532 nChanged 1 SP:Iteration 7Q (19172.500000 sec): 3 clusters Score: Raw -48902.307187 + Penalty 2834.011472 = -46068.295715 nChanged 1 SP:Iteration 8Q (19172.710000 sec): 3 clusters Score: Raw -48904.557578 + Penalty 2834.011472 = -46070.546107 nChanged 0 SP:Iteration 9F (19172.910000 sec): 3 clusters Score: Raw -48904.557578 + Penalty 2834.011472 = -46070.546107 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 6 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19173.020000 sec): 2 clusters Score: Raw -97917.907951 + Penalty 1570.653348 = -96347.254603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19173.220000 sec): 3 clusters Score: Raw -97942.342185 + Penalty 3141.306696 = -94801.035489 nChanged 112 SP:Iteration 1F (19173.420000 sec): 3 clusters Score: Raw -98167.215789 + Penalty 3141.306696 = -95025.909093 nChanged 30 SP:Iteration 2F (19173.570000 sec): 3 clusters Score: Raw -98231.421995 + Penalty 3141.306696 = -95090.115300 nChanged 22 SP:Iteration 3Q (19173.740000 sec): 3 clusters Score: Raw -98273.364531 + Penalty 3141.306696 = -95132.057835 nChanged 9 SP:Iteration 4Q (19173.970000 sec): 3 clusters Score: Raw -98290.200820 + Penalty 3141.306696 = -95148.894124 nChanged 5 SP:Iteration 5Q (19174.150000 sec): 3 clusters Score: Raw -98305.937622 + Penalty 3141.306696 = -95164.630926 nChanged 3 SP:Iteration 6Q (19174.350000 sec): 3 clusters Score: Raw -98309.940449 + Penalty 3141.306696 = -95168.633754 nChanged 4 SP:Iteration 7Q (19174.550000 sec): 3 clusters Score: Raw -98316.738225 + Penalty 3141.306696 = -95175.431529 nChanged 4 SP:Iteration 8Q (19174.750000 sec): 3 clusters Score: Raw -98327.577022 + Penalty 3141.306696 = -95186.270326 nChanged 3 SP:Iteration 9Q (19174.930000 sec): 3 clusters Score: Raw -98346.313962 + Penalty 3141.306696 = -95205.007267 nChanged 6 SP:Iteration 10Q (19175.140000 sec): 3 clusters Score: Raw -98360.860187 + Penalty 3141.306696 = -95219.553492 nChanged 6 SP:Iteration 11Q (19175.310000 sec): 3 clusters Score: Raw -98382.488080 + Penalty 3141.306696 = -95241.181384 nChanged 6 SP:Iteration 12Q (19175.530000 sec): 3 clusters Score: Raw -98409.570060 + Penalty 3141.306696 = -95268.263364 nChanged 6 SP:Iteration 13Q (19175.790000 sec): 3 clusters Score: Raw -98432.561731 + Penalty 3141.306696 = -95291.255036 nChanged 6 SP:Iteration 14Q (19175.990000 sec): 3 clusters Score: Raw -98451.245425 + Penalty 3141.306696 = -95309.938729 nChanged 5 SP:Iteration 15Q (19176.160000 sec): 3 clusters Score: Raw -98461.618105 + Penalty 3141.306696 = -95320.311410 nChanged 1 SP:Iteration 16Q (19176.390000 sec): 3 clusters Score: Raw -98464.615257 + Penalty 3141.306696 = -95323.308561 nChanged 0 SP:Iteration 17F (19176.630000 sec): 3 clusters Score: Raw -98464.615257 + Penalty 3141.306696 = -95323.308561 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 7 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19176.730000 sec): 2 clusters Score: Raw -90580.926794 + Penalty 1581.428283 = -88999.498511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19176.910000 sec): 3 clusters Score: Raw -90570.777124 + Penalty 3162.856566 = -87407.920558 nChanged 111 SP:Iteration 1F (19177.090000 sec): 3 clusters Score: Raw -90760.241794 + Penalty 3162.856566 = -87597.385228 nChanged 33 SP:Iteration 2F (19177.290000 sec): 3 clusters Score: Raw -90834.886263 + Penalty 3162.856566 = -87672.029697 nChanged 22 SP:Iteration 3Q (19177.480000 sec): 3 clusters Score: Raw -90893.369441 + Penalty 3162.856566 = -87730.512875 nChanged 17 SP:Iteration 4Q (19177.660000 sec): 3 clusters Score: Raw -90985.909870 + Penalty 3162.856566 = -87823.053304 nChanged 15 SP:Iteration 5Q (19177.820000 sec): 3 clusters Score: Raw -91059.113168 + Penalty 3162.856566 = -87896.256602 nChanged 24 SP:Iteration 6Q (19177.980000 sec): 3 clusters Score: Raw -91142.632918 + Penalty 3162.856566 = -87979.776351 nChanged 13 SP:Iteration 7Q (19178.160000 sec): 3 clusters Score: Raw -91187.513701 + Penalty 3162.856566 = -88024.657135 nChanged 12 SP:Iteration 8Q (19178.330000 sec): 3 clusters Score: Raw -91232.205609 + Penalty 3162.856566 = -88069.349043 nChanged 17 SP:Iteration 9Q (19178.610000 sec): 3 clusters Score: Raw -91273.291195 + Penalty 3162.856566 = -88110.434629 nChanged 15 SP:Iteration 10Q (19178.790000 sec): 3 clusters Score: Raw -91316.980333 + Penalty 3162.856566 = -88154.123767 nChanged 15 SP:Iteration 11Q (19179.040000 sec): 3 clusters Score: Raw -91376.747380 + Penalty 3162.856566 = -88213.890814 nChanged 16 SP:Iteration 12Q (19179.230000 sec): 3 clusters Score: Raw -91477.852067 + Penalty 3162.856566 = -88314.995501 nChanged 19 SP:Iteration 13Q (19179.410000 sec): 3 clusters Score: Raw -91563.276483 + Penalty 3162.856566 = -88400.419917 nChanged 14 SP:Iteration 14Q (19179.640000 sec): 3 clusters Score: Raw -91648.664016 + Penalty 3162.856566 = -88485.807450 nChanged 19 SP:Iteration 15Q (19179.820000 sec): 3 clusters Score: Raw -91765.411694 + Penalty 3162.856566 = -88602.555128 nChanged 14 SP:Iteration 16Q (19180.000000 sec): 3 clusters Score: Raw -91855.729316 + Penalty 3162.856566 = -88692.872750 nChanged 15 SP:Iteration 17Q (19180.260000 sec): 3 clusters Score: Raw -91949.262056 + Penalty 3162.856566 = -88786.405489 nChanged 13 SP:Iteration 18Q (19180.470000 sec): 3 clusters Score: Raw -92035.352145 + Penalty 3162.856566 = -88872.495579 nChanged 11 SP:Iteration 19Q (19180.680000 sec): 3 clusters Score: Raw -92158.073001 + Penalty 3162.856566 = -88995.216435 nChanged 14 SP:Iteration 20F (19180.910000 sec): 3 clusters Score: Raw -92370.267883 + Penalty 3162.856566 = -89207.411316 nChanged 5 SP:Iteration 21Q (19181.060000 sec): 3 clusters Score: Raw -92439.516103 + Penalty 3162.856566 = -89276.659537 nChanged 2 SP:Iteration 22Q (19181.170000 sec): 3 clusters Score: Raw -92453.049685 + Penalty 3162.856566 = -89290.193118 nChanged 0 SP:Iteration 23F (19181.310000 sec): 3 clusters Score: Raw -92453.049685 + Penalty 3162.856566 = -89290.193118 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 74. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 8 (784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19181.410000 sec): 2 clusters Score: Raw -132752.540585 + Penalty 1652.773437 = -131099.767148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19181.520000 sec): 3 clusters Score: Raw -132657.279949 + Penalty 3305.546874 = -129351.733074 nChanged 170 SP:Iteration 1F (19181.630000 sec): 3 clusters Score: Raw -132864.040690 + Penalty 3305.546874 = -129558.493816 nChanged 35 SP:Iteration 2Q (19181.760000 sec): 3 clusters Score: Raw -132922.089120 + Penalty 3305.546874 = -129616.542246 nChanged 20 SP:Iteration 3Q (19181.880000 sec): 3 clusters Score: Raw -132957.885186 + Penalty 3305.546874 = -129652.338312 nChanged 17 SP:Iteration 4Q (19182.100000 sec): 3 clusters Score: Raw -132989.254350 + Penalty 3305.546874 = -129683.707476 nChanged 9 SP:Iteration 5Q (19182.210000 sec): 3 clusters Score: Raw -133002.412617 + Penalty 3305.546874 = -129696.865743 nChanged 5 SP:Iteration 6Q (19182.340000 sec): 3 clusters Score: Raw -133010.632350 + Penalty 3305.546874 = -129705.085476 nChanged 6 SP:Iteration 7Q (19182.480000 sec): 3 clusters Score: Raw -133016.228940 + Penalty 3305.546874 = -129710.682065 nChanged 0 SP:Iteration 8F (19182.590000 sec): 3 clusters Score: Raw -133016.228940 + Penalty 3305.546874 = -129710.682065 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 9 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19182.690000 sec): 2 clusters Score: Raw -21322.437211 + Penalty 1244.285400 = -20078.151812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19182.850000 sec): 3 clusters Score: Raw -21647.707768 + Penalty 2488.570799 = -19159.136969 nChanged 10 SP:Iteration 1F (19182.990000 sec): 3 clusters Score: Raw -21747.154762 + Penalty 2488.570799 = -19258.583963 nChanged 4 SP:Iteration 2Q (19183.150000 sec): 3 clusters Score: Raw -21802.484352 + Penalty 2488.570799 = -19313.913553 nChanged 0 SP:Iteration 3F (19183.300000 sec): 3 clusters Score: Raw -21802.484352 + Penalty 2488.570799 = -19313.913553 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 10 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19183.400000 sec): 2 clusters Score: Raw -15778.826961 + Penalty 1176.743168 = -14602.083793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19183.620000 sec): 3 clusters Score: Raw -16239.020193 + Penalty 2353.486336 = -13885.533857 nChanged 1 SP:Iteration 1Q (19183.770000 sec): 3 clusters Score: Raw -16244.141193 + Penalty 2353.486336 = -13890.654857 nChanged 0 SP:Iteration 2F (19183.990000 sec): 3 clusters Score: Raw -16244.141193 + Penalty 2353.486336 = -13890.654857 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 11 (1528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19184.080000 sec): 2 clusters Score: Raw -257360.623811 + Penalty 1818.265312 = -255542.358498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19184.230000 sec): 3 clusters Score: Raw -256839.030877 + Penalty 3636.530625 = -253202.500252 nChanged 451 SP:Iteration 1F (19184.440000 sec): 3 clusters Score: Raw -257292.761805 + Penalty 3636.530625 = -253656.231180 nChanged 124 SP:Iteration 2F (19184.630000 sec): 3 clusters Score: Raw -257467.751114 + Penalty 3636.530625 = -253831.220489 nChanged 95 SP:Iteration 3F (19184.790000 sec): 3 clusters Score: Raw -257656.339036 + Penalty 3636.530625 = -254019.808411 nChanged 92 SP:Iteration 4F (19185.000000 sec): 3 clusters Score: Raw -257886.703757 + Penalty 3636.530625 = -254250.173132 nChanged 107 SP:Iteration 5F (19185.170000 sec): 3 clusters Score: Raw -258139.787245 + Penalty 3636.530625 = -254503.256620 nChanged 93 SP:Iteration 6F (19185.320000 sec): 3 clusters Score: Raw -258379.123326 + Penalty 3636.530625 = -254742.592701 nChanged 80 SP:Iteration 7F (19185.480000 sec): 3 clusters Score: Raw -258597.346196 + Penalty 3636.530625 = -254960.815571 nChanged 70 SP:Iteration 8Q (19185.670000 sec): 3 clusters Score: Raw -258780.307296 + Penalty 3636.530625 = -255143.776672 nChanged 58 SP:Iteration 9Q (19185.810000 sec): 3 clusters Score: Raw -258936.316878 + Penalty 3636.530625 = -255299.786253 nChanged 53 SP:Iteration 10Q (19185.950000 sec): 3 clusters Score: Raw -259050.413872 + Penalty 3636.530625 = -255413.883247 nChanged 33 SP:Iteration 11Q (19186.120000 sec): 3 clusters Score: Raw -259111.093944 + Penalty 3636.530625 = -255474.563319 nChanged 13 SP:Iteration 12Q (19186.310000 sec): 3 clusters Score: Raw -259122.228730 + Penalty 3636.530625 = -255485.698105 nChanged 1 SP:Iteration 13Q (19186.460000 sec): 3 clusters Score: Raw -259122.710139 + Penalty 3636.530625 = -255486.179514 nChanged 0 SP:Iteration 14F (19186.640000 sec): 3 clusters Score: Raw -259122.710139 + Penalty 3636.530625 = -255486.179514 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 12 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19186.750000 sec): 2 clusters Score: Raw -65463.810528 + Penalty 1503.818732 = -63959.991796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19186.940000 sec): 3 clusters Score: Raw -65640.896530 + Penalty 3007.637464 = -62633.259067 nChanged 90 SP:Iteration 1F (19187.160000 sec): 3 clusters Score: Raw -66058.647390 + Penalty 3007.637464 = -63051.009926 nChanged 42 SP:Iteration 2F (19187.300000 sec): 3 clusters Score: Raw -66278.509767 + Penalty 3007.637464 = -63270.872304 nChanged 19 SP:Iteration 3Q (19187.520000 sec): 3 clusters Score: Raw -66375.653083 + Penalty 3007.637464 = -63368.015620 nChanged 18 SP:Iteration 4Q (19187.680000 sec): 3 clusters Score: Raw -66517.995811 + Penalty 3007.637464 = -63510.358347 nChanged 9 SP:Iteration 5Q (19187.880000 sec): 3 clusters Score: Raw -66555.724525 + Penalty 3007.637464 = -63548.087062 nChanged 5 SP:Iteration 6Q (19188.070000 sec): 3 clusters Score: Raw -66581.141319 + Penalty 3007.637464 = -63573.503856 nChanged 4 SP:Iteration 7Q (19188.230000 sec): 3 clusters Score: Raw -66599.044180 + Penalty 3007.637464 = -63591.406716 nChanged 3 SP:Iteration 8Q (19188.420000 sec): 3 clusters Score: Raw -66605.895693 + Penalty 3007.637464 = -63598.258229 nChanged 0 SP:Iteration 9F (19188.610000 sec): 3 clusters Score: Raw -66605.895693 + Penalty 3007.637464 = -63598.258229 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 13 (8494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19188.700000 sec): 2 clusters Score: Raw -1590794.679119 + Penalty 2243.684597 = -1588550.994522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19188.950000 sec): 3 clusters Score: Raw -1586286.785589 + Penalty 4487.369194 = -1581799.416395 nChanged 3471 SP:Iteration 1F (19189.200000 sec): 3 clusters Score: Raw -1588086.749098 + Penalty 4487.369194 = -1583599.379904 nChanged 601 SP:Iteration 2F (19189.390000 sec): 3 clusters Score: Raw -1588413.305223 + Penalty 4487.369194 = -1583925.936029 nChanged 486 SP:Iteration 3F (19189.630000 sec): 3 clusters Score: Raw -1588684.462291 + Penalty 4487.369194 = -1584197.093096 nChanged 434 SP:Iteration 4F (19189.810000 sec): 3 clusters Score: Raw -1588956.308644 + Penalty 4487.369194 = -1584468.939449 nChanged 439 SP:Iteration 5F (19190.030000 sec): 3 clusters Score: Raw -1589264.450124 + Penalty 4487.369194 = -1584777.080930 nChanged 448 SP:Iteration 6F (19190.270000 sec): 3 clusters Score: Raw -1589612.977052 + Penalty 4487.369194 = -1585125.607858 nChanged 479 SP:Iteration 7F (19190.510000 sec): 3 clusters Score: Raw -1590002.283405 + Penalty 4487.369194 = -1585514.914211 nChanged 476 SP:Iteration 8F (19190.790000 sec): 3 clusters Score: Raw -1590414.324683 + Penalty 4487.369194 = -1585926.955489 nChanged 483 SP:Iteration 9F (19191.010000 sec): 3 clusters Score: Raw -1590853.046963 + Penalty 4487.369194 = -1586365.677769 nChanged 379 SP:Iteration 10Q (19191.260000 sec): 3 clusters Score: Raw -1591146.071336 + Penalty 4487.369194 = -1586658.702142 nChanged 242 SP:Iteration 11Q (19191.450000 sec): 3 clusters Score: Raw -1591299.531865 + Penalty 4487.369194 = -1586812.162671 nChanged 156 SP:Iteration 12Q (19191.660000 sec): 3 clusters Score: Raw -1591381.472973 + Penalty 4487.369194 = -1586894.103779 nChanged 97 SP:Iteration 13Q (19191.870000 sec): 3 clusters Score: Raw -1591418.133663 + Penalty 4487.369194 = -1586930.764469 nChanged 64 SP:Iteration 14Q (19192.090000 sec): 3 clusters Score: Raw -1591438.021734 + Penalty 4487.369194 = -1586950.652540 nChanged 40 SP:Iteration 15Q (19192.320000 sec): 3 clusters Score: Raw -1591450.569387 + Penalty 4487.369194 = -1586963.200193 nChanged 34 SP:Iteration 16Q (19192.560000 sec): 3 clusters Score: Raw -1591462.097682 + Penalty 4487.369194 = -1586974.728488 nChanged 24 SP:Iteration 17Q (19192.770000 sec): 3 clusters Score: Raw -1591468.270680 + Penalty 4487.369194 = -1586980.901486 nChanged 12 SP:Iteration 18Q (19192.980000 sec): 3 clusters Score: Raw -1591471.093752 + Penalty 4487.369194 = -1586983.724557 nChanged 9 SP:Iteration 19Q (19193.230000 sec): 3 clusters Score: Raw -1591473.651473 + Penalty 4487.369194 = -1586986.282279 nChanged 9 SP:Iteration 20F (19193.490000 sec): 3 clusters Score: Raw -1591476.179132 + Penalty 4487.369194 = -1586988.809937 nChanged 9 SP:Iteration 21Q (19193.710000 sec): 3 clusters Score: Raw -1591478.502075 + Penalty 4487.369194 = -1586991.132881 nChanged 10 SP:Iteration 22Q (19193.950000 sec): 3 clusters Score: Raw -1591481.291980 + Penalty 4487.369194 = -1586993.922786 nChanged 6 SP:Iteration 23Q (19194.210000 sec): 3 clusters Score: Raw -1591482.699684 + Penalty 4487.369194 = -1586995.330490 nChanged 6 SP:Iteration 24Q (19194.390000 sec): 3 clusters Score: Raw -1591483.998425 + Penalty 4487.369194 = -1586996.629231 nChanged 5 SP:Iteration 25Q (19194.610000 sec): 3 clusters Score: Raw -1591485.301370 + Penalty 4487.369194 = -1586997.932176 nChanged 3 SP:Iteration 26Q (19194.880000 sec): 3 clusters Score: Raw -1591485.875448 + Penalty 4487.369194 = -1586998.506254 nChanged 3 SP:Iteration 27Q (19195.140000 sec): 3 clusters Score: Raw -1591486.776247 + Penalty 4487.369194 = -1586999.407053 nChanged 4 SP:Iteration 28Q (19195.340000 sec): 3 clusters Score: Raw -1591487.749534 + Penalty 4487.369194 = -1587000.380340 nChanged 1 SP:Iteration 29Q (19195.590000 sec): 3 clusters Score: Raw -1591487.905023 + Penalty 4487.369194 = -1587000.535829 nChanged 1 SP:Iteration 30Q (19195.830000 sec): 3 clusters Score: Raw -1591488.067549 + Penalty 4487.369194 = -1587000.698355 nChanged 0 SP:Iteration 31F (19196.090000 sec): 3 clusters Score: Raw -1591488.067549 + Penalty 4487.369194 = -1587000.698355 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 14 (178761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19197.030000 sec): 2 clusters Score: Raw -34386490.316287 + Penalty 2999.263639 = -34383491.052648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19198.150000 sec): 3 clusters Score: Raw -34269439.802999 + Penalty 5998.527279 = -34263441.275720 nChanged 85869 SP:Iteration 1F (19199.190000 sec): 3 clusters Score: Raw -34319883.930056 + Penalty 5998.527279 = -34313885.402777 nChanged 5654 SP:Iteration 2Q (19200.350000 sec): 3 clusters Score: Raw -34321252.227931 + Penalty 5998.527279 = -34315253.700652 nChanged 6079 SP:Iteration 3Q (19201.510000 sec): 3 clusters Score: Raw -34322926.238046 + Penalty 5998.527279 = -34316927.710768 nChanged 6716 SP:Iteration 4Q (19202.650000 sec): 3 clusters Score: Raw -34325137.226176 + Penalty 5998.527279 = -34319138.698898 nChanged 7614 SP:Iteration 5Q (19203.810000 sec): 3 clusters Score: Raw -34327944.910497 + Penalty 5998.527279 = -34321946.383219 nChanged 8414 SP:Iteration 6Q (19205.020000 sec): 3 clusters Score: Raw -34331416.176232 + Penalty 5998.527279 = -34325417.648954 nChanged 8976 SP:Iteration 7F (19206.090000 sec): 3 clusters Score: Raw -34335203.014924 + Penalty 5998.527279 = -34329204.487646 nChanged 8921 SP:Iteration 8Q (19207.230000 sec): 3 clusters Score: Raw -34338988.710831 + Penalty 5998.527279 = -34332990.183552 nChanged 8387 SP:Iteration 9Q (19208.290000 sec): 3 clusters Score: Raw -34342517.588753 + Penalty 5998.527279 = -34336519.061474 nChanged 7789 SP:Iteration 10Q (19209.310000 sec): 3 clusters Score: Raw -34345784.452933 + Penalty 5998.527279 = -34339785.925654 nChanged 7338 SP:Iteration 11Q (19210.440000 sec): 3 clusters Score: Raw -34349063.944917 + Penalty 5998.527279 = -34343065.417639 nChanged 7198 SP:Iteration 12Q (19211.610000 sec): 3 clusters Score: Raw -34352697.184979 + Penalty 5998.527279 = -34346698.657700 nChanged 7247 SP:Iteration 13Q (19212.770000 sec): 3 clusters Score: Raw -34356638.974085 + Penalty 5998.527279 = -34350640.446807 nChanged 6873 SP:Iteration 14Q (19213.910000 sec): 3 clusters Score: Raw -34359982.529404 + Penalty 5998.527279 = -34353984.002125 nChanged 5643 SP:Iteration 15Q (19214.960000 sec): 3 clusters Score: Raw -34362021.385202 + Penalty 5998.527279 = -34356022.857924 nChanged 4172 SP:Iteration 16Q (19216.000000 sec): 3 clusters Score: Raw -34363260.048575 + Penalty 5998.527279 = -34357261.521296 nChanged 3191 SP:Iteration 17Q (19217.130000 sec): 3 clusters Score: Raw -34364151.116289 + Penalty 5998.527279 = -34358152.589010 nChanged 2680 SP:Iteration 18Q (19218.190000 sec): 3 clusters Score: Raw -34364913.950491 + Penalty 5998.527279 = -34358915.423212 nChanged 2647 SP:Iteration 19Q (19219.300000 sec): 3 clusters Score: Raw -34365725.375437 + Penalty 5998.527279 = -34359726.848158 nChanged 2646 SP:Iteration 20F (19220.430000 sec): 3 clusters Score: Raw -34366539.543010 + Penalty 5998.527279 = -34360541.015731 nChanged 2613 SP:Iteration 21Q (19221.530000 sec): 3 clusters Score: Raw -34367316.743378 + Penalty 5998.527279 = -34361318.216100 nChanged 2473 SP:Iteration 22Q (19222.600000 sec): 3 clusters Score: Raw -34368040.802044 + Penalty 5998.527279 = -34362042.274766 nChanged 2555 SP:Iteration 23Q (19223.610000 sec): 3 clusters Score: Raw -34368797.391357 + Penalty 5998.527279 = -34362798.864079 nChanged 2485 SP:Iteration 24Q (19224.660000 sec): 3 clusters Score: Raw -34369523.095559 + Penalty 5998.527279 = -34363524.568280 nChanged 2463 SP:Iteration 25Q (19225.740000 sec): 3 clusters Score: Raw -34370218.755627 + Penalty 5998.527279 = -34364220.228348 nChanged 2388 SP:Iteration 26Q (19226.760000 sec): 3 clusters Score: Raw -34370886.143786 + Penalty 5998.527279 = -34364887.616507 nChanged 2369 SP:Iteration 27Q (19227.820000 sec): 3 clusters Score: Raw -34371557.410343 + Penalty 5998.527279 = -34365558.883065 nChanged 2284 SP:Iteration 28Q (19228.970000 sec): 3 clusters Score: Raw -34372189.144258 + Penalty 5998.527279 = -34366190.616979 nChanged 2203 SP:Iteration 29Q (19230.010000 sec): 3 clusters Score: Raw -34372798.918396 + Penalty 5998.527279 = -34366800.391117 nChanged 2214 SP:Iteration 30Q (19231.000000 sec): 3 clusters Score: Raw -34373413.686525 + Penalty 5998.527279 = -34367415.159247 nChanged 2070 SP:Iteration 31Q (19232.020000 sec): 3 clusters Score: Raw -34373990.898738 + Penalty 5998.527279 = -34367992.371460 nChanged 2108 SP:Iteration 32Q (19233.090000 sec): 3 clusters Score: Raw -34374585.762176 + Penalty 5998.527279 = -34368587.234897 nChanged 2113 SP:Iteration 33Q (19234.120000 sec): 3 clusters Score: Raw -34375198.754805 + Penalty 5998.527279 = -34369200.227527 nChanged 2004 SP:Iteration 34Q (19235.140000 sec): 3 clusters Score: Raw -34375777.355285 + Penalty 5998.527279 = -34369778.828006 nChanged 1934 SP:Iteration 35Q (19236.230000 sec): 3 clusters Score: Raw -34376358.405335 + Penalty 5998.527279 = -34370359.878057 nChanged 1928 SP:Iteration 36Q (19237.430000 sec): 3 clusters Score: Raw -34376961.075197 + Penalty 5998.527279 = -34370962.547918 nChanged 1869 SP:Iteration 37Q (19238.430000 sec): 3 clusters Score: Raw -34377551.539792 + Penalty 5998.527279 = -34371553.012513 nChanged 1738 SP:Iteration 38Q (19239.530000 sec): 3 clusters Score: Raw -34378104.348281 + Penalty 5998.527279 = -34372105.821003 nChanged 1686 SP:Iteration 39Q (19240.630000 sec): 3 clusters Score: Raw -34378657.739981 + Penalty 5998.527279 = -34372659.212703 nChanged 1610 SP:Iteration 40F (19241.840000 sec): 3 clusters Score: Raw -34379186.055465 + Penalty 5998.527279 = -34373187.528186 nChanged 1540 SP:Iteration 41Q (19242.790000 sec): 3 clusters Score: Raw -34379697.532494 + Penalty 5998.527279 = -34373699.005215 nChanged 1444 SP:Iteration 42Q (19243.790000 sec): 3 clusters Score: Raw -34380194.552525 + Penalty 5998.527279 = -34374196.025246 nChanged 1441 SP:Iteration 43Q (19244.770000 sec): 3 clusters Score: Raw -34380714.915463 + Penalty 5998.527279 = -34374716.388184 nChanged 1338 SP:Iteration 44Q (19245.700000 sec): 3 clusters Score: Raw -34381191.787525 + Penalty 5998.527279 = -34375193.260246 nChanged 1240 SP:Iteration 45Q (19246.630000 sec): 3 clusters Score: Raw -34381642.749672 + Penalty 5998.527279 = -34375644.222393 nChanged 1213 SP:Iteration 46Q (19247.570000 sec): 3 clusters Score: Raw -34382097.066584 + Penalty 5998.527279 = -34376098.539306 nChanged 1147 SP:Iteration 47Q (19248.560000 sec): 3 clusters Score: Raw -34382552.333441 + Penalty 5998.527279 = -34376553.806162 nChanged 1075 SP:Iteration 48Q (19249.480000 sec): 3 clusters Score: Raw -34382994.963829 + Penalty 5998.527279 = -34376996.436550 nChanged 1022 SP:Iteration 49Q (19250.510000 sec): 3 clusters Score: Raw -34383395.912118 + Penalty 5998.527279 = -34377397.384840 nChanged 942 SP:Iteration 50Q (19251.460000 sec): 3 clusters Score: Raw -34383764.695620 + Penalty 5998.527279 = -34377766.168342 nChanged 891 SP:Iteration 51Q (19252.420000 sec): 3 clusters Score: Raw -34384117.354992 + Penalty 5998.527279 = -34378118.827714 nChanged 852 SP:Iteration 52Q (19253.320000 sec): 3 clusters Score: Raw -34384483.656505 + Penalty 5998.527279 = -34378485.129226 nChanged 809 SP:Iteration 53Q (19254.210000 sec): 3 clusters Score: Raw -34384845.112211 + Penalty 5998.527279 = -34378846.584933 nChanged 730 SP:Iteration 54Q (19255.080000 sec): 3 clusters Score: Raw -34385185.591588 + Penalty 5998.527279 = -34379187.064309 nChanged 650 SP:Iteration 55Q (19256.000000 sec): 3 clusters Score: Raw -34385491.779780 + Penalty 5998.527279 = -34379493.252502 nChanged 576 SP:Iteration 56Q (19256.860000 sec): 3 clusters Score: Raw -34385753.991907 + Penalty 5998.527279 = -34379755.464628 nChanged 458 SP:Iteration 57Q (19257.730000 sec): 3 clusters Score: Raw -34385961.065677 + Penalty 5998.527279 = -34379962.538398 nChanged 362 SP:Iteration 58Q (19258.680000 sec): 3 clusters Score: Raw -34386120.637520 + Penalty 5998.527279 = -34380122.110242 nChanged 300 SP:Iteration 59Q (19259.650000 sec): 3 clusters Score: Raw -34386268.134600 + Penalty 5998.527279 = -34380269.607321 nChanged 263 SP:Iteration 60F (19260.760000 sec): 3 clusters Score: Raw -34386394.398219 + Penalty 5998.527279 = -34380395.870941 nChanged 209 SP:Iteration 61Q (19261.670000 sec): 3 clusters Score: Raw -34386497.894022 + Penalty 5998.527279 = -34380499.366744 nChanged 153 SP:Iteration 62Q (19262.590000 sec): 3 clusters Score: Raw -34386578.447532 + Penalty 5998.527279 = -34380579.920253 nChanged 128 SP:Iteration 63Q (19263.370000 sec): 3 clusters Score: Raw -34386647.766440 + Penalty 5998.527279 = -34380649.239161 nChanged 103 SP:Iteration 64Q (19264.250000 sec): 3 clusters Score: Raw -34386697.796547 + Penalty 5998.527279 = -34380699.269268 nChanged 88 SP:Iteration 65Q (19265.120000 sec): 3 clusters Score: Raw -34386736.045286 + Penalty 5998.527279 = -34380737.518007 nChanged 56 SP:Iteration 66Q (19266.140000 sec): 3 clusters Score: Raw -34386760.204098 + Penalty 5998.527279 = -34380761.676819 nChanged 63 SP:Iteration 67Q (19267.090000 sec): 3 clusters Score: Raw -34386791.860385 + Penalty 5998.527279 = -34380793.333106 nChanged 50 SP:Iteration 68Q (19268.090000 sec): 3 clusters Score: Raw -34386818.794000 + Penalty 5998.527279 = -34380820.266721 nChanged 43 SP:Iteration 69Q (19269.030000 sec): 3 clusters Score: Raw -34386843.896246 + Penalty 5998.527279 = -34380845.368967 nChanged 44 SP:Iteration 70Q (19269.910000 sec): 3 clusters Score: Raw -34386867.152268 + Penalty 5998.527279 = -34380868.624990 nChanged 40 SP:Iteration 71Q (19270.770000 sec): 3 clusters Score: Raw -34386890.623845 + Penalty 5998.527279 = -34380892.096567 nChanged 43 SP:Iteration 72Q (19271.620000 sec): 3 clusters Score: Raw -34386914.276460 + Penalty 5998.527279 = -34380915.749182 nChanged 33 SP:Iteration 73Q (19272.520000 sec): 3 clusters Score: Raw -34386929.236882 + Penalty 5998.527279 = -34380930.709604 nChanged 27 SP:Iteration 74Q (19273.380000 sec): 3 clusters Score: Raw -34386942.584937 + Penalty 5998.527279 = -34380944.057659 nChanged 24 SP:Iteration 75Q (19274.290000 sec): 3 clusters Score: Raw -34386958.961989 + Penalty 5998.527279 = -34380960.434710 nChanged 20 SP:Iteration 76Q (19275.180000 sec): 3 clusters Score: Raw -34386969.050401 + Penalty 5998.527279 = -34380970.523122 nChanged 15 SP:Iteration 77Q (19276.030000 sec): 3 clusters Score: Raw -34386975.830513 + Penalty 5998.527279 = -34380977.303234 nChanged 10 SP:Iteration 78Q (19276.910000 sec): 3 clusters Score: Raw -34386981.163072 + Penalty 5998.527279 = -34380982.635793 nChanged 11 SP:Iteration 79Q (19277.890000 sec): 3 clusters Score: Raw -34386986.252794 + Penalty 5998.527279 = -34380987.725515 nChanged 10 SP:Iteration 80F (19279.020000 sec): 3 clusters Score: Raw -34386991.180400 + Penalty 5998.527279 = -34380992.653121 nChanged 8 SP:Iteration 81Q (19280.000000 sec): 3 clusters Score: Raw -34386994.714180 + Penalty 5998.527279 = -34380996.186902 nChanged 6 SP:Iteration 82Q (19280.900000 sec): 3 clusters Score: Raw -34386997.360220 + Penalty 5998.527279 = -34380998.832941 nChanged 7 SP:Iteration 83Q (19281.780000 sec): 3 clusters Score: Raw -34387001.166059 + Penalty 5998.527279 = -34381002.638780 nChanged 4 SP:Iteration 84Q (19282.670000 sec): 3 clusters Score: Raw -34387003.023669 + Penalty 5998.527279 = -34381004.496390 nChanged 2 SP:Iteration 85Q (19283.630000 sec): 3 clusters Score: Raw -34387003.745903 + Penalty 5998.527279 = -34381005.218625 nChanged 3 SP:Iteration 86Q (19284.690000 sec): 3 clusters Score: Raw -34387005.380085 + Penalty 5998.527279 = -34381006.852807 nChanged 5 SP:Iteration 87Q (19285.600000 sec): 3 clusters Score: Raw -34387008.202856 + Penalty 5998.527279 = -34381009.675577 nChanged 6 SP:Iteration 88Q (19286.660000 sec): 3 clusters Score: Raw -34387011.391895 + Penalty 5998.527279 = -34381012.864617 nChanged 6 SP:Iteration 89Q (19287.600000 sec): 3 clusters Score: Raw -34387014.697087 + Penalty 5998.527279 = -34381016.169809 nChanged 5 SP:Iteration 90Q (19288.470000 sec): 3 clusters Score: Raw -34387016.514390 + Penalty 5998.527279 = -34381017.987112 nChanged 4 SP:Iteration 91Q (19289.400000 sec): 3 clusters Score: Raw -34387018.680683 + Penalty 5998.527279 = -34381020.153404 nChanged 2 SP:Iteration 92Q (19290.300000 sec): 3 clusters Score: Raw -34387019.707195 + Penalty 5998.527279 = -34381021.179916 nChanged 2 SP:Iteration 93Q (19291.320000 sec): 3 clusters Score: Raw -34387020.537893 + Penalty 5998.527279 = -34381022.010614 nChanged 3 SP:Iteration 94Q (19292.260000 sec): 3 clusters Score: Raw -34387021.669900 + Penalty 5998.527279 = -34381023.142621 nChanged 0 SP:Iteration 95F (19293.340000 sec): 3 clusters Score: Raw -34387021.669900 + Penalty 5998.527279 = -34381023.142621 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 15 (262600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19294.520000 sec): 2 clusters Score: Raw -46560071.474326 + Penalty 3094.640036 = -46556976.834290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19296.040000 sec): 3 clusters Score: Raw -46386352.506119 + Penalty 6189.280071 = -46380163.226048 nChanged 126915 SP:Iteration 1F (19297.620000 sec): 3 clusters Score: Raw -46461192.495967 + Penalty 6189.280071 = -46455003.215896 nChanged 6689 SP:Iteration 2Q (19299.130000 sec): 3 clusters Score: Raw -46462491.218140 + Penalty 6189.280071 = -46456301.938069 nChanged 7576 SP:Iteration 3Q (19300.620000 sec): 3 clusters Score: Raw -46464285.280313 + Penalty 6189.280071 = -46458096.000241 nChanged 9288 SP:Iteration 4Q (19302.180000 sec): 3 clusters Score: Raw -46467146.766686 + Penalty 6189.280071 = -46460957.486614 nChanged 11636 SP:Iteration 5Q (19303.700000 sec): 3 clusters Score: Raw -46471858.982130 + Penalty 6189.280071 = -46465669.702058 nChanged 14780 SP:Iteration 6F (19305.320000 sec): 3 clusters Score: Raw -46479570.194065 + Penalty 6189.280071 = -46473380.913994 nChanged 17805 SP:Iteration 7F (19306.940000 sec): 3 clusters Score: Raw -46490868.281158 + Penalty 6189.280071 = -46484679.001086 nChanged 19450 SP:Iteration 8F (19308.510000 sec): 3 clusters Score: Raw -46504835.345741 + Penalty 6189.280071 = -46498646.065670 nChanged 18879 SP:Iteration 9F (19310.110000 sec): 3 clusters Score: Raw -46519362.245216 + Penalty 6189.280071 = -46513172.965145 nChanged 16013 SP:Iteration 10F (19311.650000 sec): 3 clusters Score: Raw -46532000.707932 + Penalty 6189.280071 = -46525811.427860 nChanged 12753 SP:Iteration 11Q (19313.150000 sec): 3 clusters Score: Raw -46542362.583677 + Penalty 6189.280071 = -46536173.303605 nChanged 9170 SP:Iteration 12Q (19314.600000 sec): 3 clusters Score: Raw -46549893.349128 + Penalty 6189.280071 = -46543704.069057 nChanged 6106 SP:Iteration 13Q (19316.070000 sec): 3 clusters Score: Raw -46554873.205648 + Penalty 6189.280071 = -46548683.925577 nChanged 3580 SP:Iteration 14Q (19317.470000 sec): 3 clusters Score: Raw -46557616.087285 + Penalty 6189.280071 = -46551426.807213 nChanged 1897 SP:Iteration 15Q (19318.800000 sec): 3 clusters Score: Raw -46558954.951538 + Penalty 6189.280071 = -46552765.671467 nChanged 1017 SP:Iteration 16Q (19320.130000 sec): 3 clusters Score: Raw -46559620.654396 + Penalty 6189.280071 = -46553431.374325 nChanged 565 SP:Iteration 17Q (19321.440000 sec): 3 clusters Score: Raw -46559966.346205 + Penalty 6189.280071 = -46553777.066134 nChanged 358 SP:Iteration 18Q (19322.840000 sec): 3 clusters Score: Raw -46560187.618146 + Penalty 6189.280071 = -46553998.338075 nChanged 224 SP:Iteration 19Q (19324.180000 sec): 3 clusters Score: Raw -46560309.787825 + Penalty 6189.280071 = -46554120.507754 nChanged 151 SP:Iteration 20F (19325.690000 sec): 3 clusters Score: Raw -46560389.852178 + Penalty 6189.280071 = -46554200.572107 nChanged 110 SP:Iteration 21Q (19327.090000 sec): 3 clusters Score: Raw -46560450.126691 + Penalty 6189.280071 = -46554260.846620 nChanged 79 SP:Iteration 22Q (19328.460000 sec): 3 clusters Score: Raw -46560489.946631 + Penalty 6189.280071 = -46554300.666560 nChanged 65 SP:Iteration 23Q (19329.780000 sec): 3 clusters Score: Raw -46560517.450726 + Penalty 6189.280071 = -46554328.170654 nChanged 40 SP:Iteration 24Q (19331.070000 sec): 3 clusters Score: Raw -46560537.979204 + Penalty 6189.280071 = -46554348.699132 nChanged 42 SP:Iteration 25Q (19332.360000 sec): 3 clusters Score: Raw -46560555.618286 + Penalty 6189.280071 = -46554366.338215 nChanged 37 SP:Iteration 26Q (19333.600000 sec): 3 clusters Score: Raw -46560572.566656 + Penalty 6189.280071 = -46554383.286585 nChanged 27 SP:Iteration 27Q (19334.830000 sec): 3 clusters Score: Raw -46560583.800821 + Penalty 6189.280071 = -46554394.520750 nChanged 21 SP:Iteration 28Q (19336.160000 sec): 3 clusters Score: Raw -46560592.088372 + Penalty 6189.280071 = -46554402.808301 nChanged 20 SP:Iteration 29Q (19337.440000 sec): 3 clusters Score: Raw -46560600.805157 + Penalty 6189.280071 = -46554411.525086 nChanged 23 SP:Iteration 30Q (19338.700000 sec): 3 clusters Score: Raw -46560611.367670 + Penalty 6189.280071 = -46554422.087599 nChanged 23 SP:Iteration 31Q (19339.920000 sec): 3 clusters Score: Raw -46560624.138255 + Penalty 6189.280071 = -46554434.858183 nChanged 28 SP:Iteration 32Q (19341.220000 sec): 3 clusters Score: Raw -46560636.661882 + Penalty 6189.280071 = -46554447.381810 nChanged 17 SP:Iteration 33Q (19342.580000 sec): 3 clusters Score: Raw -46560643.048557 + Penalty 6189.280071 = -46554453.768486 nChanged 14 SP:Iteration 34Q (19343.800000 sec): 3 clusters Score: Raw -46560647.321222 + Penalty 6189.280071 = -46554458.041150 nChanged 10 SP:Iteration 35Q (19345.020000 sec): 3 clusters Score: Raw -46560650.649343 + Penalty 6189.280071 = -46554461.369272 nChanged 9 SP:Iteration 36Q (19346.280000 sec): 3 clusters Score: Raw -46560654.541668 + Penalty 6189.280071 = -46554465.261597 nChanged 10 SP:Iteration 37Q (19347.530000 sec): 3 clusters Score: Raw -46560658.280410 + Penalty 6189.280071 = -46554469.000339 nChanged 8 SP:Iteration 38Q (19348.700000 sec): 3 clusters Score: Raw -46560662.243458 + Penalty 6189.280071 = -46554472.963386 nChanged 14 SP:Iteration 39Q (19350.090000 sec): 3 clusters Score: Raw -46560670.645930 + Penalty 6189.280071 = -46554481.365859 nChanged 15 SP:Iteration 40F (19351.610000 sec): 3 clusters Score: Raw -46560676.286217 + Penalty 6189.280071 = -46554487.006145 nChanged 9 SP:Iteration 41Q (19352.800000 sec): 3 clusters Score: Raw -46560679.726747 + Penalty 6189.280071 = -46554490.446676 nChanged 6 SP:Iteration 42Q (19354.090000 sec): 3 clusters Score: Raw -46560683.308435 + Penalty 6189.280071 = -46554494.028363 nChanged 8 SP:Iteration 43Q (19355.320000 sec): 3 clusters Score: Raw -46560686.231114 + Penalty 6189.280071 = -46554496.951043 nChanged 10 SP:Iteration 44Q (19356.670000 sec): 3 clusters Score: Raw -46560689.177719 + Penalty 6189.280071 = -46554499.897647 nChanged 3 SP:Iteration 45Q (19358.020000 sec): 3 clusters Score: Raw -46560690.311099 + Penalty 6189.280071 = -46554501.031028 nChanged 1 SP:Iteration 46Q (19359.390000 sec): 3 clusters Score: Raw -46560690.604811 + Penalty 6189.280071 = -46554501.324740 nChanged 1 SP:Iteration 47Q (19360.610000 sec): 3 clusters Score: Raw -46560691.098742 + Penalty 6189.280071 = -46554501.818670 nChanged 1 SP:Iteration 48Q (19361.830000 sec): 3 clusters Score: Raw -46560691.342048 + Penalty 6189.280071 = -46554502.061976 nChanged 2 SP:Iteration 49Q (19363.140000 sec): 3 clusters Score: Raw -46560691.695139 + Penalty 6189.280071 = -46554502.415068 nChanged 0 SP:Iteration 50F (19364.570000 sec): 3 clusters Score: Raw -46560691.695139 + Penalty 6189.280071 = -46554502.415068 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 16 (24717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19364.890000 sec): 2 clusters Score: Raw -4521336.815818 + Penalty 2508.581143 = -4518828.234675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19365.210000 sec): 3 clusters Score: Raw -4506751.872098 + Penalty 5017.162286 = -4501734.709812 nChanged 10941 SP:Iteration 1F (19365.520000 sec): 3 clusters Score: Raw -4512401.095041 + Penalty 5017.162286 = -4507383.932755 nChanged 1159 SP:Iteration 2Q (19365.850000 sec): 3 clusters Score: Raw -4512801.496480 + Penalty 5017.162286 = -4507784.334194 nChanged 1069 SP:Iteration 3Q (19366.150000 sec): 3 clusters Score: Raw -4513200.364412 + Penalty 5017.162286 = -4508183.202126 nChanged 1096 SP:Iteration 4Q (19366.460000 sec): 3 clusters Score: Raw -4513669.968144 + Penalty 5017.162286 = -4508652.805858 nChanged 1201 SP:Iteration 5Q (19366.800000 sec): 3 clusters Score: Raw -4514290.394371 + Penalty 5017.162286 = -4509273.232085 nChanged 1400 SP:Iteration 6F (19367.160000 sec): 3 clusters Score: Raw -4515153.089311 + Penalty 5017.162286 = -4510135.927025 nChanged 1632 SP:Iteration 7F (19367.520000 sec): 3 clusters Score: Raw -4516370.163309 + Penalty 5017.162286 = -4511353.001023 nChanged 1754 SP:Iteration 8F (19367.900000 sec): 3 clusters Score: Raw -4517844.531220 + Penalty 5017.162286 = -4512827.368933 nChanged 1640 SP:Iteration 9F (19368.250000 sec): 3 clusters Score: Raw -4519355.427316 + Penalty 5017.162286 = -4514338.265029 nChanged 1176 SP:Iteration 10Q (19368.580000 sec): 3 clusters Score: Raw -4520494.975355 + Penalty 5017.162286 = -4515477.813069 nChanged 634 SP:Iteration 11Q (19368.900000 sec): 3 clusters Score: Raw -4521102.512095 + Penalty 5017.162286 = -4516085.349809 nChanged 248 SP:Iteration 12Q (19369.300000 sec): 3 clusters Score: Raw -4521345.316537 + Penalty 5017.162286 = -4516328.154251 nChanged 97 SP:Iteration 13Q (19369.590000 sec): 3 clusters Score: Raw -4521453.315485 + Penalty 5017.162286 = -4516436.153198 nChanged 47 SP:Iteration 14Q (19369.950000 sec): 3 clusters Score: Raw -4521505.979155 + Penalty 5017.162286 = -4516488.816869 nChanged 39 SP:Iteration 15Q (19370.230000 sec): 3 clusters Score: Raw -4521561.544971 + Penalty 5017.162286 = -4516544.382685 nChanged 23 SP:Iteration 16Q (19370.540000 sec): 3 clusters Score: Raw -4521594.576860 + Penalty 5017.162286 = -4516577.414573 nChanged 15 SP:Iteration 17Q (19370.870000 sec): 3 clusters Score: Raw -4521615.394949 + Penalty 5017.162286 = -4516598.232663 nChanged 11 SP:Iteration 18Q (19371.190000 sec): 3 clusters Score: Raw -4521631.245808 + Penalty 5017.162286 = -4516614.083522 nChanged 4 SP:Iteration 19Q (19371.510000 sec): 3 clusters Score: Raw -4521635.035886 + Penalty 5017.162286 = -4516617.873599 nChanged 0 SP:Iteration 20F (19371.840000 sec): 3 clusters Score: Raw -4521635.035886 + Penalty 5017.162286 = -4516617.873599 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 17 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19371.930000 sec): 2 clusters Score: Raw -206303.474154 + Penalty 1747.784271 = -204555.689883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19372.160000 sec): 3 clusters Score: Raw -206016.259223 + Penalty 3495.568542 = -202520.690681 nChanged 313 SP:Iteration 1F (19372.350000 sec): 3 clusters Score: Raw -206386.781325 + Penalty 3495.568542 = -202891.212783 nChanged 87 SP:Iteration 2F (19372.580000 sec): 3 clusters Score: Raw -206546.363113 + Penalty 3495.568542 = -203050.794571 nChanged 61 SP:Iteration 3F (19372.770000 sec): 3 clusters Score: Raw -206693.500989 + Penalty 3495.568542 = -203197.932447 nChanged 54 SP:Iteration 4Q (19372.920000 sec): 3 clusters Score: Raw -206796.767655 + Penalty 3495.568542 = -203301.199113 nChanged 38 SP:Iteration 5Q (19373.090000 sec): 3 clusters Score: Raw -206862.240421 + Penalty 3495.568542 = -203366.671879 nChanged 42 SP:Iteration 6Q (19373.310000 sec): 3 clusters Score: Raw -206945.915285 + Penalty 3495.568542 = -203450.346743 nChanged 42 SP:Iteration 7Q (19373.490000 sec): 3 clusters Score: Raw -207025.659014 + Penalty 3495.568542 = -203530.090472 nChanged 48 SP:Iteration 8Q (19373.660000 sec): 3 clusters Score: Raw -207139.628505 + Penalty 3495.568542 = -203644.059963 nChanged 42 SP:Iteration 9Q (19373.860000 sec): 3 clusters Score: Raw -207222.504130 + Penalty 3495.568542 = -203726.935588 nChanged 34 SP:Iteration 10Q (19374.010000 sec): 3 clusters Score: Raw -207304.620199 + Penalty 3495.568542 = -203809.051657 nChanged 34 SP:Iteration 11Q (19374.200000 sec): 3 clusters Score: Raw -207398.372310 + Penalty 3495.568542 = -203902.803768 nChanged 33 SP:Iteration 12Q (19374.380000 sec): 3 clusters Score: Raw -207469.099021 + Penalty 3495.568542 = -203973.530480 nChanged 15 SP:Iteration 13Q (19374.580000 sec): 3 clusters Score: Raw -207495.405257 + Penalty 3495.568542 = -203999.836715 nChanged 10 SP:Iteration 14Q (19374.750000 sec): 3 clusters Score: Raw -207515.573876 + Penalty 3495.568542 = -204020.005334 nChanged 8 SP:Iteration 15Q (19374.960000 sec): 3 clusters Score: Raw -207526.433739 + Penalty 3495.568542 = -204030.865197 nChanged 7 SP:Iteration 16Q (19375.160000 sec): 3 clusters Score: Raw -207537.421885 + Penalty 3495.568542 = -204041.853343 nChanged 4 SP:Iteration 17Q (19375.340000 sec): 3 clusters Score: Raw -207545.191335 + Penalty 3495.568542 = -204049.622793 nChanged 7 SP:Iteration 18Q (19375.550000 sec): 3 clusters Score: Raw -207557.441376 + Penalty 3495.568542 = -204061.872834 nChanged 4 SP:Iteration 19Q (19375.740000 sec): 3 clusters Score: Raw -207562.580547 + Penalty 3495.568542 = -204067.012006 nChanged 3 SP:Iteration 20F (19375.920000 sec): 3 clusters Score: Raw -207565.278411 + Penalty 3495.568542 = -204069.709869 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 18 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19376.040000 sec): 2 clusters Score: Raw -126871.141810 + Penalty 1649.589825 = -125221.551985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19376.190000 sec): 3 clusters Score: Raw -126756.278350 + Penalty 3299.179649 = -123457.098701 nChanged 172 SP:Iteration 1F (19376.330000 sec): 3 clusters Score: Raw -127049.147220 + Penalty 3299.179649 = -123749.967570 nChanged 54 SP:Iteration 2F (19376.510000 sec): 3 clusters Score: Raw -127141.953962 + Penalty 3299.179649 = -123842.774312 nChanged 32 SP:Iteration 3Q (19376.740000 sec): 3 clusters Score: Raw -127197.418924 + Penalty 3299.179649 = -123898.239275 nChanged 20 SP:Iteration 4Q (19376.940000 sec): 3 clusters Score: Raw -127252.079789 + Penalty 3299.179649 = -123952.900140 nChanged 16 SP:Iteration 5Q (19377.140000 sec): 3 clusters Score: Raw -127286.490580 + Penalty 3299.179649 = -123987.310931 nChanged 16 SP:Iteration 6Q (19377.360000 sec): 3 clusters Score: Raw -127317.579553 + Penalty 3299.179649 = -124018.399904 nChanged 18 SP:Iteration 7Q (19377.610000 sec): 3 clusters Score: Raw -127361.098384 + Penalty 3299.179649 = -124061.918735 nChanged 25 SP:Iteration 8Q (19377.820000 sec): 3 clusters Score: Raw -127460.028677 + Penalty 3299.179649 = -124160.849028 nChanged 27 SP:Iteration 9Q (19378.020000 sec): 3 clusters Score: Raw -127558.143632 + Penalty 3299.179649 = -124258.963982 nChanged 27 SP:Iteration 10Q (19378.180000 sec): 3 clusters Score: Raw -127684.545175 + Penalty 3299.179649 = -124385.365525 nChanged 21 SP:Iteration 11Q (19378.380000 sec): 3 clusters Score: Raw -127796.731767 + Penalty 3299.179649 = -124497.552118 nChanged 24 SP:Iteration 12Q (19378.550000 sec): 3 clusters Score: Raw -127874.926711 + Penalty 3299.179649 = -124575.747062 nChanged 15 SP:Iteration 13Q (19378.740000 sec): 3 clusters Score: Raw -127909.179157 + Penalty 3299.179649 = -124609.999508 nChanged 16 SP:Iteration 14Q (19378.960000 sec): 3 clusters Score: Raw -127952.246671 + Penalty 3299.179649 = -124653.067022 nChanged 13 SP:Iteration 15Q (19379.160000 sec): 3 clusters Score: Raw -127978.169020 + Penalty 3299.179649 = -124678.989370 nChanged 5 SP:Iteration 16Q (19379.360000 sec): 3 clusters Score: Raw -127987.742947 + Penalty 3299.179649 = -124688.563298 nChanged 6 SP:Iteration 17Q (19379.540000 sec): 3 clusters Score: Raw -128001.108936 + Penalty 3299.179649 = -124701.929287 nChanged 4 SP:Iteration 18Q (19379.740000 sec): 3 clusters Score: Raw -128009.281803 + Penalty 3299.179649 = -124710.102154 nChanged 6 SP:Iteration 19Q (19379.950000 sec): 3 clusters Score: Raw -128016.921006 + Penalty 3299.179649 = -124717.741356 nChanged 3 SP:Iteration 20F (19380.140000 sec): 3 clusters Score: Raw -128021.881989 + Penalty 3299.179649 = -124722.702339 nChanged 2 SP:Iteration 21Q (19380.330000 sec): 3 clusters Score: Raw -128024.881544 + Penalty 3299.179649 = -124725.701894 nChanged 2 SP:Iteration 22Q (19380.510000 sec): 3 clusters Score: Raw -128028.130715 + Penalty 3299.179649 = -124728.951066 nChanged 1 SP:Iteration 23Q (19380.740000 sec): 3 clusters Score: Raw -128029.088936 + Penalty 3299.179649 = -124729.909287 nChanged 2 SP:Iteration 24Q (19380.920000 sec): 3 clusters Score: Raw -128032.117544 + Penalty 3299.179649 = -124732.937895 nChanged 1 SP:Iteration 25Q (19381.080000 sec): 3 clusters Score: Raw -128033.995104 + Penalty 3299.179649 = -124734.815455 nChanged 1 SP:Iteration 26Q (19381.270000 sec): 3 clusters Score: Raw -128035.286082 + Penalty 3299.179649 = -124736.106433 nChanged 2 SP:Iteration 27Q (19381.430000 sec): 3 clusters Score: Raw -128040.569788 + Penalty 3299.179649 = -124741.390139 nChanged 6 SP:Iteration 28Q (19381.600000 sec): 3 clusters Score: Raw -128049.350181 + Penalty 3299.179649 = -124750.170532 nChanged 1 SP:Iteration 29Q (19381.830000 sec): 3 clusters Score: Raw -128051.257491 + Penalty 3299.179649 = -124752.077842 nChanged 0 SP:Iteration 30F (19382.030000 sec): 3 clusters Score: Raw -128051.257491 + Penalty 3299.179649 = -124752.077842 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 19 (1880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19382.160000 sec): 2 clusters Score: Raw -311436.027607 + Penalty 1869.678710 = -309566.348897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19382.320000 sec): 3 clusters Score: Raw -310771.773933 + Penalty 3739.357420 = -307032.416513 nChanged 607 SP:Iteration 1F (19382.490000 sec): 3 clusters Score: Raw -311316.320215 + Penalty 3739.357420 = -307576.962795 nChanged 171 SP:Iteration 2F (19382.710000 sec): 3 clusters Score: Raw -311580.702206 + Penalty 3739.357420 = -307841.344786 nChanged 125 SP:Iteration 3F (19382.890000 sec): 3 clusters Score: Raw -311788.952032 + Penalty 3739.357420 = -308049.594613 nChanged 120 SP:Iteration 4F (19383.120000 sec): 3 clusters Score: Raw -311966.931319 + Penalty 3739.357420 = -308227.573899 nChanged 90 SP:Iteration 5Q (19383.310000 sec): 3 clusters Score: Raw -312096.259275 + Penalty 3739.357420 = -308356.901855 nChanged 94 SP:Iteration 6Q (19383.560000 sec): 3 clusters Score: Raw -312230.936440 + Penalty 3739.357420 = -308491.579020 nChanged 68 SP:Iteration 7Q (19383.790000 sec): 3 clusters Score: Raw -312328.095181 + Penalty 3739.357420 = -308588.737761 nChanged 54 SP:Iteration 8Q (19383.930000 sec): 3 clusters Score: Raw -312412.101704 + Penalty 3739.357420 = -308672.744285 nChanged 39 SP:Iteration 9Q (19384.170000 sec): 3 clusters Score: Raw -312463.077539 + Penalty 3739.357420 = -308723.720120 nChanged 22 SP:Iteration 10Q (19384.360000 sec): 3 clusters Score: Raw -312488.931105 + Penalty 3739.357420 = -308749.573686 nChanged 28 SP:Iteration 11Q (19384.540000 sec): 3 clusters Score: Raw -312520.080266 + Penalty 3739.357420 = -308780.722846 nChanged 19 SP:Iteration 12Q (19384.730000 sec): 3 clusters Score: Raw -312541.066980 + Penalty 3739.357420 = -308801.709560 nChanged 15 SP:Iteration 13Q (19384.930000 sec): 3 clusters Score: Raw -312560.217453 + Penalty 3739.357420 = -308820.860034 nChanged 14 SP:Iteration 14Q (19385.120000 sec): 3 clusters Score: Raw -312576.216165 + Penalty 3739.357420 = -308836.858745 nChanged 13 SP:Iteration 15Q (19385.280000 sec): 3 clusters Score: Raw -312594.997958 + Penalty 3739.357420 = -308855.640538 nChanged 10 SP:Iteration 16Q (19385.500000 sec): 3 clusters Score: Raw -312619.241127 + Penalty 3739.357420 = -308879.883707 nChanged 8 SP:Iteration 17Q (19385.700000 sec): 3 clusters Score: Raw -312625.806917 + Penalty 3739.357420 = -308886.449497 nChanged 4 SP:Iteration 18Q (19385.980000 sec): 3 clusters Score: Raw -312628.848196 + Penalty 3739.357420 = -308889.490777 nChanged 3 SP:Iteration 19Q (19386.160000 sec): 3 clusters Score: Raw -312631.597147 + Penalty 3739.357420 = -308892.239727 nChanged 1 SP:Iteration 20F (19386.320000 sec): 3 clusters Score: Raw -312632.034073 + Penalty 3739.357420 = -308892.676653 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 20 (1600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19386.470000 sec): 2 clusters Score: Raw -290405.363294 + Penalty 1829.684209 = -288575.679085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19386.700000 sec): 3 clusters Score: Raw -289882.006707 + Penalty 3659.368418 = -286222.638288 nChanged 483 SP:Iteration 1F (19386.900000 sec): 3 clusters Score: Raw -290324.033134 + Penalty 3659.368418 = -286664.664715 nChanged 141 SP:Iteration 2F (19387.070000 sec): 3 clusters Score: Raw -290491.632003 + Penalty 3659.368418 = -286832.263585 nChanged 95 SP:Iteration 3F (19387.290000 sec): 3 clusters Score: Raw -290635.514552 + Penalty 3659.368418 = -286976.146134 nChanged 79 SP:Iteration 4Q (19387.460000 sec): 3 clusters Score: Raw -290781.513480 + Penalty 3659.368418 = -287122.145062 nChanged 77 SP:Iteration 5Q (19387.670000 sec): 3 clusters Score: Raw -290910.755818 + Penalty 3659.368418 = -287251.387399 nChanged 61 SP:Iteration 6Q (19387.830000 sec): 3 clusters Score: Raw -291034.390912 + Penalty 3659.368418 = -287375.022494 nChanged 62 SP:Iteration 7Q (19388.060000 sec): 3 clusters Score: Raw -291137.428901 + Penalty 3659.368418 = -287478.060482 nChanged 46 SP:Iteration 8Q (19388.240000 sec): 3 clusters Score: Raw -291204.477119 + Penalty 3659.368418 = -287545.108701 nChanged 35 SP:Iteration 9Q (19388.430000 sec): 3 clusters Score: Raw -291255.505137 + Penalty 3659.368418 = -287596.136718 nChanged 28 SP:Iteration 10Q (19388.600000 sec): 3 clusters Score: Raw -291294.419235 + Penalty 3659.368418 = -287635.050816 nChanged 27 SP:Iteration 11Q (19388.810000 sec): 3 clusters Score: Raw -291333.289358 + Penalty 3659.368418 = -287673.920940 nChanged 19 SP:Iteration 12Q (19389.030000 sec): 3 clusters Score: Raw -291361.804896 + Penalty 3659.368418 = -287702.436477 nChanged 17 SP:Iteration 13Q (19389.190000 sec): 3 clusters Score: Raw -291383.950425 + Penalty 3659.368418 = -287724.582007 nChanged 11 SP:Iteration 14Q (19389.410000 sec): 3 clusters Score: Raw -291398.108396 + Penalty 3659.368418 = -287738.739978 nChanged 11 SP:Iteration 15Q (19389.610000 sec): 3 clusters Score: Raw -291417.325419 + Penalty 3659.368418 = -287757.957000 nChanged 15 SP:Iteration 16Q (19389.760000 sec): 3 clusters Score: Raw -291433.289571 + Penalty 3659.368418 = -287773.921152 nChanged 6 SP:Iteration 17Q (19389.920000 sec): 3 clusters Score: Raw -291439.897901 + Penalty 3659.368418 = -287780.529482 nChanged 4 SP:Iteration 18Q (19390.110000 sec): 3 clusters Score: Raw -291445.189344 + Penalty 3659.368418 = -287785.820925 nChanged 6 SP:Iteration 19Q (19390.290000 sec): 3 clusters Score: Raw -291450.210796 + Penalty 3659.368418 = -287790.842377 nChanged 5 SP:Iteration 20F (19390.490000 sec): 3 clusters Score: Raw -291454.762638 + Penalty 3659.368418 = -287795.394219 nChanged 3 SP:Iteration 21Q (19390.730000 sec): 3 clusters Score: Raw -291456.318914 + Penalty 3659.368418 = -287796.950495 nChanged 3 SP:Iteration 22Q (19390.900000 sec): 3 clusters Score: Raw -291458.965042 + Penalty 3659.368418 = -287799.596623 nChanged 3 SP:Iteration 23Q (19391.130000 sec): 3 clusters Score: Raw -291460.888443 + Penalty 3659.368418 = -287801.520024 nChanged 4 SP:Iteration 24Q (19391.310000 sec): 3 clusters Score: Raw -291464.641760 + Penalty 3659.368418 = -287805.273341 nChanged 4 SP:Iteration 25Q (19391.550000 sec): 3 clusters Score: Raw -291468.571848 + Penalty 3659.368418 = -287809.203430 nChanged 5 SP:Iteration 26Q (19391.720000 sec): 3 clusters Score: Raw -291474.804686 + Penalty 3659.368418 = -287815.436268 nChanged 5 SP:Iteration 27Q (19391.890000 sec): 3 clusters Score: Raw -291481.392551 + Penalty 3659.368418 = -287822.024132 nChanged 6 SP:Iteration 28Q (19392.050000 sec): 3 clusters Score: Raw -291486.687342 + Penalty 3659.368418 = -287827.318924 nChanged 4 SP:Iteration 29Q (19392.230000 sec): 3 clusters Score: Raw -291490.099913 + Penalty 3659.368418 = -287830.731495 nChanged 2 SP:Iteration 30Q (19392.430000 sec): 3 clusters Score: Raw -291492.199745 + Penalty 3659.368418 = -287832.831326 nChanged 4 SP:Iteration 31Q (19392.580000 sec): 3 clusters Score: Raw -291496.141669 + Penalty 3659.368418 = -287836.773250 nChanged 6 SP:Iteration 32Q (19392.780000 sec): 3 clusters Score: Raw -291501.132718 + Penalty 3659.368418 = -287841.764299 nChanged 2 SP:Iteration 33Q (19392.990000 sec): 3 clusters Score: Raw -291502.809082 + Penalty 3659.368418 = -287843.440663 nChanged 3 SP:Iteration 34Q (19393.180000 sec): 3 clusters Score: Raw -291505.975847 + Penalty 3659.368418 = -287846.607429 nChanged 4 SP:Iteration 35Q (19393.350000 sec): 3 clusters Score: Raw -291507.768758 + Penalty 3659.368418 = -287848.400340 nChanged 2 SP:Iteration 36Q (19393.510000 sec): 3 clusters Score: Raw -291508.853168 + Penalty 3659.368418 = -287849.484750 nChanged 0 SP:Iteration 37F (19393.680000 sec): 3 clusters Score: Raw -291508.853168 + Penalty 3659.368418 = -287849.484750 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 21 (864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19393.850000 sec): 2 clusters Score: Raw -136028.553107 + Penalty 1676.870047 = -134351.683061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19394.010000 sec): 3 clusters Score: Raw -135898.435954 + Penalty 3353.740093 = -132544.695861 nChanged 223 SP:Iteration 1F (19394.270000 sec): 3 clusters Score: Raw -136265.107386 + Penalty 3353.740093 = -132911.367292 nChanged 81 SP:Iteration 2F (19394.470000 sec): 3 clusters Score: Raw -136487.528066 + Penalty 3353.740093 = -133133.787973 nChanged 52 SP:Iteration 3F (19394.670000 sec): 3 clusters Score: Raw -136619.979279 + Penalty 3353.740093 = -133266.239185 nChanged 39 SP:Iteration 4Q (19394.840000 sec): 3 clusters Score: Raw -136740.938951 + Penalty 3353.740093 = -133387.198858 nChanged 34 SP:Iteration 5Q (19395.030000 sec): 3 clusters Score: Raw -136869.103335 + Penalty 3353.740093 = -133515.363242 nChanged 31 SP:Iteration 6Q (19395.200000 sec): 3 clusters Score: Raw -136978.450901 + Penalty 3353.740093 = -133624.710808 nChanged 23 SP:Iteration 7Q (19395.370000 sec): 3 clusters Score: Raw -137046.317508 + Penalty 3353.740093 = -133692.577415 nChanged 15 SP:Iteration 8Q (19395.580000 sec): 3 clusters Score: Raw -137081.017879 + Penalty 3353.740093 = -133727.277785 nChanged 13 SP:Iteration 9Q (19395.800000 sec): 3 clusters Score: Raw -137105.246342 + Penalty 3353.740093 = -133751.506248 nChanged 6 SP:Iteration 10Q (19396.030000 sec): 3 clusters Score: Raw -137116.069556 + Penalty 3353.740093 = -133762.329462 nChanged 6 SP:Iteration 11Q (19396.230000 sec): 3 clusters Score: Raw -137135.370347 + Penalty 3353.740093 = -133781.630254 nChanged 2 SP:Iteration 12Q (19396.480000 sec): 3 clusters Score: Raw -137137.650344 + Penalty 3353.740093 = -133783.910251 nChanged 1 SP:Iteration 13Q (19396.660000 sec): 3 clusters Score: Raw -137138.554362 + Penalty 3353.740093 = -133784.814268 nChanged 1 SP:Iteration 14Q (19396.830000 sec): 3 clusters Score: Raw -137139.786537 + Penalty 3353.740093 = -133786.046444 nChanged 1 SP:Iteration 15Q (19397.040000 sec): 3 clusters Score: Raw -137141.255700 + Penalty 3353.740093 = -133787.515607 nChanged 1 SP:Iteration 16Q (19397.260000 sec): 3 clusters Score: Raw -137142.587852 + Penalty 3353.740093 = -133788.847758 nChanged 0 SP:Iteration 17F (19397.410000 sec): 3 clusters Score: Raw -137142.587852 + Penalty 3353.740093 = -133788.847758 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 22 (7610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19397.570000 sec): 2 clusters Score: Raw -1329151.731146 + Penalty 2216.430176 = -1326935.300970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19397.790000 sec): 3 clusters Score: Raw -1325179.642414 + Penalty 4432.860352 = -1320746.782063 nChanged 3069 SP:Iteration 1F (19398.050000 sec): 3 clusters Score: Raw -1326855.988765 + Penalty 4432.860352 = -1322423.128413 nChanged 528 SP:Iteration 2F (19398.310000 sec): 3 clusters Score: Raw -1327099.668507 + Penalty 4432.860352 = -1322666.808155 nChanged 351 SP:Iteration 3Q (19398.510000 sec): 3 clusters Score: Raw -1327284.841297 + Penalty 4432.860352 = -1322851.980945 nChanged 329 SP:Iteration 4Q (19398.770000 sec): 3 clusters Score: Raw -1327469.630868 + Penalty 4432.860352 = -1323036.770516 nChanged 335 SP:Iteration 5Q (19399.010000 sec): 3 clusters Score: Raw -1327688.077410 + Penalty 4432.860352 = -1323255.217059 nChanged 324 SP:Iteration 6Q (19399.260000 sec): 3 clusters Score: Raw -1327924.907353 + Penalty 4432.860352 = -1323492.047002 nChanged 345 SP:Iteration 7Q (19399.520000 sec): 3 clusters Score: Raw -1328187.446325 + Penalty 4432.860352 = -1323754.585974 nChanged 344 SP:Iteration 8Q (19399.730000 sec): 3 clusters Score: Raw -1328468.368548 + Penalty 4432.860352 = -1324035.508196 nChanged 350 SP:Iteration 9Q (19399.950000 sec): 3 clusters Score: Raw -1328789.776098 + Penalty 4432.860352 = -1324356.915746 nChanged 327 SP:Iteration 10Q (19400.180000 sec): 3 clusters Score: Raw -1329080.948738 + Penalty 4432.860352 = -1324648.088386 nChanged 274 SP:Iteration 11Q (19400.430000 sec): 3 clusters Score: Raw -1329307.465650 + Penalty 4432.860352 = -1324874.605299 nChanged 231 SP:Iteration 12Q (19400.670000 sec): 3 clusters Score: Raw -1329464.981519 + Penalty 4432.860352 = -1325032.121167 nChanged 173 SP:Iteration 13Q (19400.880000 sec): 3 clusters Score: Raw -1329574.090245 + Penalty 4432.860352 = -1325141.229894 nChanged 129 SP:Iteration 14Q (19401.130000 sec): 3 clusters Score: Raw -1329649.248236 + Penalty 4432.860352 = -1325216.387884 nChanged 98 SP:Iteration 15Q (19401.350000 sec): 3 clusters Score: Raw -1329698.196459 + Penalty 4432.860352 = -1325265.336108 nChanged 74 SP:Iteration 16Q (19401.540000 sec): 3 clusters Score: Raw -1329728.365129 + Penalty 4432.860352 = -1325295.504777 nChanged 54 SP:Iteration 17Q (19401.750000 sec): 3 clusters Score: Raw -1329752.251971 + Penalty 4432.860352 = -1325319.391619 nChanged 54 SP:Iteration 18Q (19402.010000 sec): 3 clusters Score: Raw -1329769.638674 + Penalty 4432.860352 = -1325336.778322 nChanged 38 SP:Iteration 19Q (19402.210000 sec): 3 clusters Score: Raw -1329782.031878 + Penalty 4432.860352 = -1325349.171527 nChanged 31 SP:Iteration 20F (19402.480000 sec): 3 clusters Score: Raw -1329790.037904 + Penalty 4432.860352 = -1325357.177552 nChanged 17 SP:Iteration 21Q (19402.690000 sec): 3 clusters Score: Raw -1329795.908925 + Penalty 4432.860352 = -1325363.048574 nChanged 18 SP:Iteration 22Q (19402.930000 sec): 3 clusters Score: Raw -1329800.356790 + Penalty 4432.860352 = -1325367.496438 nChanged 10 SP:Iteration 23Q (19403.130000 sec): 3 clusters Score: Raw -1329802.499376 + Penalty 4432.860352 = -1325369.639024 nChanged 8 SP:Iteration 24Q (19403.360000 sec): 3 clusters Score: Raw -1329804.460795 + Penalty 4432.860352 = -1325371.600444 nChanged 7 SP:Iteration 25Q (19403.630000 sec): 3 clusters Score: Raw -1329806.020459 + Penalty 4432.860352 = -1325373.160107 nChanged 7 SP:Iteration 26Q (19403.830000 sec): 3 clusters Score: Raw -1329807.287176 + Penalty 4432.860352 = -1325374.426824 nChanged 7 SP:Iteration 27Q (19404.050000 sec): 3 clusters Score: Raw -1329808.424017 + Penalty 4432.860352 = -1325375.563666 nChanged 6 SP:Iteration 28Q (19404.350000 sec): 3 clusters Score: Raw -1329809.859585 + Penalty 4432.860352 = -1325376.999234 nChanged 3 SP:Iteration 29Q (19404.530000 sec): 3 clusters Score: Raw -1329810.797964 + Penalty 4432.860352 = -1325377.937613 nChanged 1 SP:Iteration 30Q (19404.780000 sec): 3 clusters Score: Raw -1329811.172475 + Penalty 4432.860352 = -1325378.312124 nChanged 1 SP:Iteration 31Q (19405.000000 sec): 3 clusters Score: Raw -1329811.788298 + Penalty 4432.860352 = -1325378.927947 nChanged 4 SP:Iteration 32Q (19405.270000 sec): 3 clusters Score: Raw -1329812.921412 + Penalty 4432.860352 = -1325380.061061 nChanged 2 SP:Iteration 33Q (19405.470000 sec): 3 clusters Score: Raw -1329813.292792 + Penalty 4432.860352 = -1325380.432440 nChanged 2 SP:Iteration 34Q (19405.660000 sec): 3 clusters Score: Raw -1329813.510419 + Penalty 4432.860352 = -1325380.650067 nChanged 0 SP:Iteration 35F (19405.880000 sec): 3 clusters Score: Raw -1329813.510419 + Penalty 4432.860352 = -1325380.650067 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 23 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19405.980000 sec): 2 clusters Score: Raw -45502.804747 + Penalty 1401.817317 = -44100.987431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19406.170000 sec): 3 clusters Score: Raw -45745.522864 + Penalty 2803.634633 = -42941.888231 nChanged 54 SP:Iteration 1F (19406.400000 sec): 3 clusters Score: Raw -45930.621281 + Penalty 2803.634633 = -43126.986647 nChanged 22 SP:Iteration 2F (19406.580000 sec): 3 clusters Score: Raw -46050.184031 + Penalty 2803.634633 = -43246.549397 nChanged 8 SP:Iteration 3Q (19406.790000 sec): 3 clusters Score: Raw -46074.896130 + Penalty 2803.634633 = -43271.261497 nChanged 6 SP:Iteration 4Q (19406.980000 sec): 3 clusters Score: Raw -46092.838736 + Penalty 2803.634633 = -43289.204103 nChanged 2 SP:Iteration 5Q (19407.140000 sec): 3 clusters Score: Raw -46097.638932 + Penalty 2803.634633 = -43294.004299 nChanged 1 SP:Iteration 6Q (19407.340000 sec): 3 clusters Score: Raw -46100.347156 + Penalty 2803.634633 = -43296.712523 nChanged 0 SP:Iteration 7F (19407.580000 sec): 3 clusters Score: Raw -46100.347156 + Penalty 2803.634633 = -43296.712523 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 24 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19407.670000 sec): 2 clusters Score: Raw -44048.308343 + Penalty 1440.419338 = -42607.889006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19407.870000 sec): 3 clusters Score: Raw -44283.489434 + Penalty 2880.838675 = -41402.650759 nChanged 78 SP:Iteration 1F (19408.080000 sec): 3 clusters Score: Raw -44560.597652 + Penalty 2880.838675 = -41679.758977 nChanged 22 SP:Iteration 2F (19408.270000 sec): 3 clusters Score: Raw -44636.999102 + Penalty 2880.838675 = -41756.160427 nChanged 14 SP:Iteration 3Q (19408.410000 sec): 3 clusters Score: Raw -44700.409882 + Penalty 2880.838675 = -41819.571206 nChanged 7 SP:Iteration 4Q (19408.500000 sec): 3 clusters Score: Raw -44783.717752 + Penalty 2880.838675 = -41902.879077 nChanged 3 SP:Iteration 5Q (19408.700000 sec): 3 clusters Score: Raw -44826.319078 + Penalty 2880.838675 = -41945.480403 nChanged 0 SP:Iteration 6F (19408.850000 sec): 3 clusters Score: Raw -44826.319078 + Penalty 2880.838675 = -41945.480403 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 25 (27425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19409.090000 sec): 2 clusters Score: Raw -4711005.794713 + Penalty 2534.364151 = -4708471.430563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19409.460000 sec): 3 clusters Score: Raw -4694668.340751 + Penalty 5068.728301 = -4689599.612449 nChanged 12301 SP:Iteration 1F (19409.780000 sec): 3 clusters Score: Raw -4701484.963709 + Penalty 5068.728301 = -4696416.235407 nChanged 1609 SP:Iteration 2F (19410.170000 sec): 3 clusters Score: Raw -4702217.168207 + Penalty 5068.728301 = -4697148.439906 nChanged 1672 SP:Iteration 3F (19410.510000 sec): 3 clusters Score: Raw -4703062.602536 + Penalty 5068.728301 = -4697993.874235 nChanged 1648 SP:Iteration 4F (19410.850000 sec): 3 clusters Score: Raw -4703949.499788 + Penalty 5068.728301 = -4698880.771486 nChanged 1590 SP:Iteration 5F (19411.180000 sec): 3 clusters Score: Raw -4704781.093373 + Penalty 5068.728301 = -4699712.365071 nChanged 1473 SP:Iteration 6F (19411.500000 sec): 3 clusters Score: Raw -4705570.313129 + Penalty 5068.728301 = -4700501.584828 nChanged 1382 SP:Iteration 7F (19411.840000 sec): 3 clusters Score: Raw -4706331.154242 + Penalty 5068.728301 = -4701262.425941 nChanged 1273 SP:Iteration 8Q (19412.240000 sec): 3 clusters Score: Raw -4707074.934478 + Penalty 5068.728301 = -4702006.206176 nChanged 1191 SP:Iteration 9Q (19412.580000 sec): 3 clusters Score: Raw -4707777.023657 + Penalty 5068.728301 = -4702708.295356 nChanged 1091 SP:Iteration 10Q (19412.900000 sec): 3 clusters Score: Raw -4708480.763686 + Penalty 5068.728301 = -4703412.035384 nChanged 1049 SP:Iteration 11Q (19413.270000 sec): 3 clusters Score: Raw -4709205.022386 + Penalty 5068.728301 = -4704136.294085 nChanged 893 SP:Iteration 12Q (19413.610000 sec): 3 clusters Score: Raw -4709863.807696 + Penalty 5068.728301 = -4704795.079394 nChanged 688 SP:Iteration 13Q (19413.950000 sec): 3 clusters Score: Raw -4710364.474508 + Penalty 5068.728301 = -4705295.746207 nChanged 462 SP:Iteration 14Q (19414.290000 sec): 3 clusters Score: Raw -4710706.790774 + Penalty 5068.728301 = -4705638.062472 nChanged 290 SP:Iteration 15Q (19414.660000 sec): 3 clusters Score: Raw -4710929.019876 + Penalty 5068.728301 = -4705860.291574 nChanged 172 SP:Iteration 16Q (19415.010000 sec): 3 clusters Score: Raw -4711074.491951 + Penalty 5068.728301 = -4706005.763649 nChanged 109 SP:Iteration 17Q (19415.300000 sec): 3 clusters Score: Raw -4711166.087859 + Penalty 5068.728301 = -4706097.359558 nChanged 75 SP:Iteration 18Q (19415.640000 sec): 3 clusters Score: Raw -4711236.105725 + Penalty 5068.728301 = -4706167.377424 nChanged 45 SP:Iteration 19Q (19416.010000 sec): 3 clusters Score: Raw -4711281.351741 + Penalty 5068.728301 = -4706212.623439 nChanged 34 SP:Iteration 20F (19416.300000 sec): 3 clusters Score: Raw -4711310.622402 + Penalty 5068.728301 = -4706241.894100 nChanged 22 SP:Iteration 21Q (19416.650000 sec): 3 clusters Score: Raw -4711326.416456 + Penalty 5068.728301 = -4706257.688154 nChanged 6 SP:Iteration 22Q (19416.970000 sec): 3 clusters Score: Raw -4711331.177517 + Penalty 5068.728301 = -4706262.449216 nChanged 9 SP:Iteration 23Q (19417.270000 sec): 3 clusters Score: Raw -4711335.906337 + Penalty 5068.728301 = -4706267.178036 nChanged 6 SP:Iteration 24Q (19417.530000 sec): 3 clusters Score: Raw -4711339.194254 + Penalty 5068.728301 = -4706270.465952 nChanged 0 SP:Iteration 25F (19417.900000 sec): 3 clusters Score: Raw -4711339.194254 + Penalty 5068.728301 = -4706270.465952 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 26 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19417.970000 sec): 2 clusters Score: Raw -10288.992880 + Penalty 1167.963490 = -9121.029390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19418.200000 sec): 3 clusters Score: Raw -10796.982577 + Penalty 2335.926980 = -8461.055598 nChanged 9 SP:Iteration 1F (19418.380000 sec): 3 clusters Score: Raw -10902.807183 + Penalty 2335.926980 = -8566.880203 nChanged 5 SP:Iteration 2Q (19418.660000 sec): 3 clusters Score: Raw -11035.483472 + Penalty 2335.926980 = -8699.556493 nChanged 0 SP:Iteration 3F (19418.840000 sec): 3 clusters Score: Raw -11035.483472 + Penalty 2335.926980 = -8699.556493 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 27 (209980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19419.900000 sec): 2 clusters Score: Raw -37155356.339906 + Penalty 3039.182357 = -37152317.157549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19421.150000 sec): 3 clusters Score: Raw -37017976.346101 + Penalty 6078.364713 = -37011897.981388 nChanged 100854 SP:Iteration 1F (19422.390000 sec): 3 clusters Score: Raw -37076693.264194 + Penalty 6078.364713 = -37070614.899481 nChanged 5339 SP:Iteration 2Q (19423.640000 sec): 3 clusters Score: Raw -37077624.449008 + Penalty 6078.364713 = -37071546.084295 nChanged 5418 SP:Iteration 3Q (19424.880000 sec): 3 clusters Score: Raw -37078681.691234 + Penalty 6078.364713 = -37072603.326521 nChanged 5943 SP:Iteration 4Q (19426.180000 sec): 3 clusters Score: Raw -37080018.203077 + Penalty 6078.364713 = -37073939.838364 nChanged 6873 SP:Iteration 5Q (19427.500000 sec): 3 clusters Score: Raw -37081855.410468 + Penalty 6078.364713 = -37075777.045754 nChanged 7906 SP:Iteration 6Q (19428.820000 sec): 3 clusters Score: Raw -37084377.950050 + Penalty 6078.364713 = -37078299.585337 nChanged 9321 SP:Iteration 7Q (19430.100000 sec): 3 clusters Score: Raw -37087906.485772 + Penalty 6078.364713 = -37081828.121059 nChanged 10615 SP:Iteration 8F (19431.360000 sec): 3 clusters Score: Raw -37092579.636488 + Penalty 6078.364713 = -37086501.271775 nChanged 11569 SP:Iteration 9F (19432.650000 sec): 3 clusters Score: Raw -37098373.819157 + Penalty 6078.364713 = -37092295.454443 nChanged 11831 SP:Iteration 10F (19433.880000 sec): 3 clusters Score: Raw -37104968.241916 + Penalty 6078.364713 = -37098889.877203 nChanged 11615 SP:Iteration 11F (19435.090000 sec): 3 clusters Score: Raw -37112076.884842 + Penalty 6078.364713 = -37105998.520129 nChanged 11106 SP:Iteration 12F (19436.280000 sec): 3 clusters Score: Raw -37119661.093559 + Penalty 6078.364713 = -37113582.728846 nChanged 10336 SP:Iteration 13Q (19437.700000 sec): 3 clusters Score: Raw -37127540.721239 + Penalty 6078.364713 = -37121462.356525 nChanged 9111 SP:Iteration 14Q (19438.980000 sec): 3 clusters Score: Raw -37134957.740652 + Penalty 6078.364713 = -37128879.375938 nChanged 7342 SP:Iteration 15Q (19440.240000 sec): 3 clusters Score: Raw -37141219.818908 + Penalty 6078.364713 = -37135141.454195 nChanged 5812 SP:Iteration 16Q (19441.500000 sec): 3 clusters Score: Raw -37146210.197875 + Penalty 6078.364713 = -37140131.833162 nChanged 4092 SP:Iteration 17Q (19442.680000 sec): 3 clusters Score: Raw -37149621.159528 + Penalty 6078.364713 = -37143542.794814 nChanged 2914 SP:Iteration 18Q (19443.860000 sec): 3 clusters Score: Raw -37152036.733610 + Penalty 6078.364713 = -37145958.368896 nChanged 1946 SP:Iteration 19Q (19445.080000 sec): 3 clusters Score: Raw -37153606.643196 + Penalty 6078.364713 = -37147528.278483 nChanged 1155 SP:Iteration 20F (19446.320000 sec): 3 clusters Score: Raw -37154502.566364 + Penalty 6078.364713 = -37148424.201651 nChanged 620 SP:Iteration 21Q (19447.400000 sec): 3 clusters Score: Raw -37154998.251563 + Penalty 6078.364713 = -37148919.886850 nChanged 332 SP:Iteration 22Q (19448.450000 sec): 3 clusters Score: Raw -37155263.436363 + Penalty 6078.364713 = -37149185.071650 nChanged 184 SP:Iteration 23Q (19449.540000 sec): 3 clusters Score: Raw -37155414.610371 + Penalty 6078.364713 = -37149336.245658 nChanged 99 SP:Iteration 24Q (19450.660000 sec): 3 clusters Score: Raw -37155503.158102 + Penalty 6078.364713 = -37149424.793389 nChanged 66 SP:Iteration 25Q (19451.810000 sec): 3 clusters Score: Raw -37155562.763088 + Penalty 6078.364713 = -37149484.398374 nChanged 41 SP:Iteration 26Q (19452.860000 sec): 3 clusters Score: Raw -37155600.460493 + Penalty 6078.364713 = -37149522.095780 nChanged 34 SP:Iteration 27Q (19453.870000 sec): 3 clusters Score: Raw -37155636.780599 + Penalty 6078.364713 = -37149558.415886 nChanged 25 SP:Iteration 28Q (19454.910000 sec): 3 clusters Score: Raw -37155660.286399 + Penalty 6078.364713 = -37149581.921686 nChanged 15 SP:Iteration 29Q (19455.930000 sec): 3 clusters Score: Raw -37155675.884770 + Penalty 6078.364713 = -37149597.520057 nChanged 14 SP:Iteration 30Q (19457.020000 sec): 3 clusters Score: Raw -37155694.122767 + Penalty 6078.364713 = -37149615.758054 nChanged 6 SP:Iteration 31Q (19458.210000 sec): 3 clusters Score: Raw -37155700.477028 + Penalty 6078.364713 = -37149622.112315 nChanged 1 SP:Iteration 32Q (19459.270000 sec): 3 clusters Score: Raw -37155701.434644 + Penalty 6078.364713 = -37149623.069931 nChanged 1 SP:Iteration 33Q (19460.360000 sec): 3 clusters Score: Raw -37155702.179248 + Penalty 6078.364713 = -37149623.814535 nChanged 1 SP:Iteration 34Q (19461.390000 sec): 3 clusters Score: Raw -37155704.320632 + Penalty 6078.364713 = -37149625.955918 nChanged 4 SP:Iteration 35Q (19462.470000 sec): 3 clusters Score: Raw -37155706.937630 + Penalty 6078.364713 = -37149628.572917 nChanged 1 SP:Iteration 36Q (19463.540000 sec): 3 clusters Score: Raw -37155708.500201 + Penalty 6078.364713 = -37149630.135487 nChanged 1 SP:Iteration 37Q (19464.590000 sec): 3 clusters Score: Raw -37155709.647832 + Penalty 6078.364713 = -37149631.283119 nChanged 1 SP:Iteration 38Q (19465.880000 sec): 3 clusters Score: Raw -37155710.938445 + Penalty 6078.364713 = -37149632.573732 nChanged 1 SP:Iteration 39Q (19467.050000 sec): 3 clusters Score: Raw -37155711.578019 + Penalty 6078.364713 = -37149633.213306 nChanged 0 SP:Iteration 40F (19468.430000 sec): 3 clusters Score: Raw -37155711.578019 + Penalty 6078.364713 = -37149633.213306 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 28 (20515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19468.680000 sec): 2 clusters Score: Raw -3454831.005129 + Penalty 2462.370078 = -3452368.635051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19469.000000 sec): 3 clusters Score: Raw -3442893.424226 + Penalty 4924.740156 = -3437968.684070 nChanged 8988 SP:Iteration 1F (19469.290000 sec): 3 clusters Score: Raw -3447604.300686 + Penalty 4924.740156 = -3442679.560530 nChanged 1052 SP:Iteration 2F (19469.580000 sec): 3 clusters Score: Raw -3447996.945265 + Penalty 4924.740156 = -3443072.205109 nChanged 957 SP:Iteration 3Q (19469.880000 sec): 3 clusters Score: Raw -3448349.126220 + Penalty 4924.740156 = -3443424.386064 nChanged 913 SP:Iteration 4Q (19470.190000 sec): 3 clusters Score: Raw -3448752.919388 + Penalty 4924.740156 = -3443828.179232 nChanged 926 SP:Iteration 5Q (19470.520000 sec): 3 clusters Score: Raw -3449308.785557 + Penalty 4924.740156 = -3444384.045401 nChanged 1044 SP:Iteration 6F (19470.820000 sec): 3 clusters Score: Raw -3450039.523701 + Penalty 4924.740156 = -3445114.783545 nChanged 1090 SP:Iteration 7F (19471.140000 sec): 3 clusters Score: Raw -3450765.528591 + Penalty 4924.740156 = -3445840.788435 nChanged 1073 SP:Iteration 8F (19471.410000 sec): 3 clusters Score: Raw -3451394.501544 + Penalty 4924.740156 = -3446469.761388 nChanged 1005 SP:Iteration 9Q (19471.660000 sec): 3 clusters Score: Raw -3451968.214327 + Penalty 4924.740156 = -3447043.474171 nChanged 942 SP:Iteration 10Q (19471.930000 sec): 3 clusters Score: Raw -3452457.916909 + Penalty 4924.740156 = -3447533.176753 nChanged 818 SP:Iteration 11Q (19472.250000 sec): 3 clusters Score: Raw -3452878.510827 + Penalty 4924.740156 = -3447953.770671 nChanged 740 SP:Iteration 12Q (19472.610000 sec): 3 clusters Score: Raw -3453237.426803 + Penalty 4924.740156 = -3448312.686647 nChanged 642 SP:Iteration 13Q (19472.960000 sec): 3 clusters Score: Raw -3453522.600866 + Penalty 4924.740156 = -3448597.860710 nChanged 526 SP:Iteration 14Q (19473.230000 sec): 3 clusters Score: Raw -3453736.899368 + Penalty 4924.740156 = -3448812.159212 nChanged 421 SP:Iteration 15Q (19473.570000 sec): 3 clusters Score: Raw -3453892.822025 + Penalty 4924.740156 = -3448968.081869 nChanged 334 SP:Iteration 16Q (19473.910000 sec): 3 clusters Score: Raw -3454012.474014 + Penalty 4924.740156 = -3449087.733858 nChanged 293 SP:Iteration 17Q (19474.200000 sec): 3 clusters Score: Raw -3454131.406408 + Penalty 4924.740156 = -3449206.666252 nChanged 286 SP:Iteration 18Q (19474.500000 sec): 3 clusters Score: Raw -3454255.739934 + Penalty 4924.740156 = -3449330.999778 nChanged 278 SP:Iteration 19Q (19474.800000 sec): 3 clusters Score: Raw -3454368.707497 + Penalty 4924.740156 = -3449443.967341 nChanged 281 SP:Iteration 20F (19475.110000 sec): 3 clusters Score: Raw -3454473.435400 + Penalty 4924.740156 = -3449548.695244 nChanged 272 SP:Iteration 21Q (19475.380000 sec): 3 clusters Score: Raw -3454568.263097 + Penalty 4924.740156 = -3449643.522941 nChanged 282 SP:Iteration 22Q (19475.690000 sec): 3 clusters Score: Raw -3454673.746127 + Penalty 4924.740156 = -3449749.005971 nChanged 270 SP:Iteration 23Q (19475.920000 sec): 3 clusters Score: Raw -3454769.514796 + Penalty 4924.740156 = -3449844.774640 nChanged 240 SP:Iteration 24Q (19476.190000 sec): 3 clusters Score: Raw -3454851.439536 + Penalty 4924.740156 = -3449926.699380 nChanged 239 SP:Iteration 25Q (19476.520000 sec): 3 clusters Score: Raw -3454930.083981 + Penalty 4924.740156 = -3450005.343825 nChanged 230 SP:Iteration 26Q (19476.800000 sec): 3 clusters Score: Raw -3455007.942890 + Penalty 4924.740156 = -3450083.202734 nChanged 250 SP:Iteration 27Q (19477.120000 sec): 3 clusters Score: Raw -3455077.977385 + Penalty 4924.740156 = -3450153.237229 nChanged 204 SP:Iteration 28Q (19477.450000 sec): 3 clusters Score: Raw -3455132.064074 + Penalty 4924.740156 = -3450207.323918 nChanged 171 SP:Iteration 29Q (19477.760000 sec): 3 clusters Score: Raw -3455175.946469 + Penalty 4924.740156 = -3450251.206313 nChanged 165 SP:Iteration 30Q (19478.000000 sec): 3 clusters Score: Raw -3455219.046632 + Penalty 4924.740156 = -3450294.306475 nChanged 163 SP:Iteration 31Q (19478.320000 sec): 3 clusters Score: Raw -3455259.839364 + Penalty 4924.740156 = -3450335.099208 nChanged 160 SP:Iteration 32Q (19478.580000 sec): 3 clusters Score: Raw -3455298.105625 + Penalty 4924.740156 = -3450373.365469 nChanged 137 SP:Iteration 33Q (19478.840000 sec): 3 clusters Score: Raw -3455324.754909 + Penalty 4924.740156 = -3450400.014753 nChanged 138 SP:Iteration 34Q (19479.130000 sec): 3 clusters Score: Raw -3455350.906703 + Penalty 4924.740156 = -3450426.166547 nChanged 130 SP:Iteration 35Q (19479.420000 sec): 3 clusters Score: Raw -3455374.032977 + Penalty 4924.740156 = -3450449.292821 nChanged 118 SP:Iteration 36Q (19479.680000 sec): 3 clusters Score: Raw -3455396.955684 + Penalty 4924.740156 = -3450472.215528 nChanged 123 SP:Iteration 37Q (19479.950000 sec): 3 clusters Score: Raw -3455419.584459 + Penalty 4924.740156 = -3450494.844303 nChanged 123 SP:Iteration 38Q (19480.240000 sec): 3 clusters Score: Raw -3455441.989072 + Penalty 4924.740156 = -3450517.248916 nChanged 98 SP:Iteration 39Q (19480.490000 sec): 3 clusters Score: Raw -3455458.571293 + Penalty 4924.740156 = -3450533.831137 nChanged 82 SP:Iteration 40F (19480.770000 sec): 3 clusters Score: Raw -3455471.184919 + Penalty 4924.740156 = -3450546.444763 nChanged 75 SP:Iteration 41Q (19481.040000 sec): 3 clusters Score: Raw -3455482.708176 + Penalty 4924.740156 = -3450557.968020 nChanged 66 SP:Iteration 42Q (19481.310000 sec): 3 clusters Score: Raw -3455492.456004 + Penalty 4924.740156 = -3450567.715848 nChanged 67 SP:Iteration 43Q (19481.600000 sec): 3 clusters Score: Raw -3455502.397443 + Penalty 4924.740156 = -3450577.657287 nChanged 63 SP:Iteration 44Q (19481.870000 sec): 3 clusters Score: Raw -3455509.825612 + Penalty 4924.740156 = -3450585.085456 nChanged 49 SP:Iteration 45Q (19482.160000 sec): 3 clusters Score: Raw -3455516.311030 + Penalty 4924.740156 = -3450591.570874 nChanged 46 SP:Iteration 46Q (19482.420000 sec): 3 clusters Score: Raw -3455521.865837 + Penalty 4924.740156 = -3450597.125681 nChanged 41 SP:Iteration 47Q (19482.740000 sec): 3 clusters Score: Raw -3455525.995800 + Penalty 4924.740156 = -3450601.255643 nChanged 30 SP:Iteration 48Q (19483.020000 sec): 3 clusters Score: Raw -3455529.546160 + Penalty 4924.740156 = -3450604.806004 nChanged 32 SP:Iteration 49Q (19483.360000 sec): 3 clusters Score: Raw -3455532.929142 + Penalty 4924.740156 = -3450608.188986 nChanged 28 SP:Iteration 50Q (19483.600000 sec): 3 clusters Score: Raw -3455536.176110 + Penalty 4924.740156 = -3450611.435954 nChanged 31 SP:Iteration 51Q (19483.890000 sec): 3 clusters Score: Raw -3455539.856068 + Penalty 4924.740156 = -3450615.115912 nChanged 36 SP:Iteration 52Q (19484.160000 sec): 3 clusters Score: Raw -3455544.895187 + Penalty 4924.740156 = -3450620.155031 nChanged 45 SP:Iteration 53Q (19484.430000 sec): 3 clusters Score: Raw -3455550.955141 + Penalty 4924.740156 = -3450626.214985 nChanged 46 SP:Iteration 54Q (19484.660000 sec): 3 clusters Score: Raw -3455557.051818 + Penalty 4924.740156 = -3450632.311662 nChanged 47 SP:Iteration 55Q (19484.970000 sec): 3 clusters Score: Raw -3455563.685841 + Penalty 4924.740156 = -3450638.945685 nChanged 47 SP:Iteration 56Q (19485.220000 sec): 3 clusters Score: Raw -3455570.457576 + Penalty 4924.740156 = -3450645.717420 nChanged 58 SP:Iteration 57Q (19485.540000 sec): 3 clusters Score: Raw -3455578.756700 + Penalty 4924.740156 = -3450654.016544 nChanged 54 SP:Iteration 58Q (19485.820000 sec): 3 clusters Score: Raw -3455586.834673 + Penalty 4924.740156 = -3450662.094517 nChanged 50 SP:Iteration 59Q (19486.090000 sec): 3 clusters Score: Raw -3455594.825943 + Penalty 4924.740156 = -3450670.085787 nChanged 62 SP:Iteration 60F (19486.350000 sec): 3 clusters Score: Raw -3455604.368177 + Penalty 4924.740156 = -3450679.628021 nChanged 54 SP:Iteration 61Q (19486.660000 sec): 3 clusters Score: Raw -3455611.295734 + Penalty 4924.740156 = -3450686.555578 nChanged 44 SP:Iteration 62Q (19486.920000 sec): 3 clusters Score: Raw -3455617.266912 + Penalty 4924.740156 = -3450692.526756 nChanged 42 SP:Iteration 63Q (19487.200000 sec): 3 clusters Score: Raw -3455622.382740 + Penalty 4924.740156 = -3450697.642584 nChanged 30 SP:Iteration 64Q (19487.500000 sec): 3 clusters Score: Raw -3455625.515368 + Penalty 4924.740156 = -3450700.775212 nChanged 27 SP:Iteration 65Q (19487.820000 sec): 3 clusters Score: Raw -3455627.937732 + Penalty 4924.740156 = -3450703.197576 nChanged 18 SP:Iteration 66Q (19488.090000 sec): 3 clusters Score: Raw -3455629.920949 + Penalty 4924.740156 = -3450705.180793 nChanged 23 SP:Iteration 67Q (19488.390000 sec): 3 clusters Score: Raw -3455632.313880 + Penalty 4924.740156 = -3450707.573724 nChanged 22 SP:Iteration 68Q (19488.600000 sec): 3 clusters Score: Raw -3455634.302734 + Penalty 4924.740156 = -3450709.562578 nChanged 15 SP:Iteration 69Q (19488.870000 sec): 3 clusters Score: Raw -3455635.420342 + Penalty 4924.740156 = -3450710.680186 nChanged 11 SP:Iteration 70Q (19489.160000 sec): 3 clusters Score: Raw -3455636.405800 + Penalty 4924.740156 = -3450711.665644 nChanged 7 SP:Iteration 71Q (19489.420000 sec): 3 clusters Score: Raw -3455637.003728 + Penalty 4924.740156 = -3450712.263572 nChanged 7 SP:Iteration 72Q (19489.680000 sec): 3 clusters Score: Raw -3455638.111241 + Penalty 4924.740156 = -3450713.371085 nChanged 16 SP:Iteration 73Q (19490.000000 sec): 3 clusters Score: Raw -3455640.286555 + Penalty 4924.740156 = -3450715.546399 nChanged 14 SP:Iteration 74Q (19490.310000 sec): 3 clusters Score: Raw -3455641.628442 + Penalty 4924.740156 = -3450716.888286 nChanged 11 SP:Iteration 75Q (19490.580000 sec): 3 clusters Score: Raw -3455642.808693 + Penalty 4924.740156 = -3450718.068536 nChanged 11 SP:Iteration 76Q (19490.880000 sec): 3 clusters Score: Raw -3455643.769741 + Penalty 4924.740156 = -3450719.029585 nChanged 8 SP:Iteration 77Q (19491.170000 sec): 3 clusters Score: Raw -3455644.513147 + Penalty 4924.740156 = -3450719.772991 nChanged 7 SP:Iteration 78Q (19491.450000 sec): 3 clusters Score: Raw -3455645.074771 + Penalty 4924.740156 = -3450720.334615 nChanged 7 SP:Iteration 79Q (19491.670000 sec): 3 clusters Score: Raw -3455645.580088 + Penalty 4924.740156 = -3450720.839932 nChanged 8 SP:Iteration 80F (19491.960000 sec): 3 clusters Score: Raw -3455646.139830 + Penalty 4924.740156 = -3450721.399674 nChanged 8 SP:Iteration 81Q (19492.180000 sec): 3 clusters Score: Raw -3455646.793261 + Penalty 4924.740156 = -3450722.053105 nChanged 7 SP:Iteration 82Q (19492.470000 sec): 3 clusters Score: Raw -3455647.368062 + Penalty 4924.740156 = -3450722.627906 nChanged 6 SP:Iteration 83Q (19492.720000 sec): 3 clusters Score: Raw -3455647.847074 + Penalty 4924.740156 = -3450723.106918 nChanged 6 SP:Iteration 84Q (19492.980000 sec): 3 clusters Score: Raw -3455648.254667 + Penalty 4924.740156 = -3450723.514511 nChanged 6 SP:Iteration 85Q (19493.280000 sec): 3 clusters Score: Raw -3455648.581801 + Penalty 4924.740156 = -3450723.841645 nChanged 2 SP:Iteration 86Q (19493.610000 sec): 3 clusters Score: Raw -3455648.791564 + Penalty 4924.740156 = -3450724.051408 nChanged 3 SP:Iteration 87Q (19493.900000 sec): 3 clusters Score: Raw -3455649.044012 + Penalty 4924.740156 = -3450724.303856 nChanged 4 SP:Iteration 88Q (19494.130000 sec): 3 clusters Score: Raw -3455649.505347 + Penalty 4924.740156 = -3450724.765191 nChanged 7 SP:Iteration 89Q (19494.470000 sec): 3 clusters Score: Raw -3455650.297137 + Penalty 4924.740156 = -3450725.556981 nChanged 11 SP:Iteration 90Q (19494.780000 sec): 3 clusters Score: Raw -3455651.515226 + Penalty 4924.740156 = -3450726.775070 nChanged 14 SP:Iteration 91Q (19495.030000 sec): 3 clusters Score: Raw -3455653.009531 + Penalty 4924.740156 = -3450728.269375 nChanged 11 SP:Iteration 92Q (19495.350000 sec): 3 clusters Score: Raw -3455653.993082 + Penalty 4924.740156 = -3450729.252926 nChanged 18 SP:Iteration 93Q (19495.660000 sec): 3 clusters Score: Raw -3455655.695382 + Penalty 4924.740156 = -3450730.955226 nChanged 21 SP:Iteration 94Q (19495.950000 sec): 3 clusters Score: Raw -3455658.052103 + Penalty 4924.740156 = -3450733.311947 nChanged 16 SP:Iteration 95Q (19496.230000 sec): 3 clusters Score: Raw -3455659.853975 + Penalty 4924.740156 = -3450735.113819 nChanged 14 SP:Iteration 96Q (19496.520000 sec): 3 clusters Score: Raw -3455661.086497 + Penalty 4924.740156 = -3450736.346341 nChanged 17 SP:Iteration 97Q (19496.780000 sec): 3 clusters Score: Raw -3455662.621360 + Penalty 4924.740156 = -3450737.881204 nChanged 11 SP:Iteration 98Q (19497.070000 sec): 3 clusters Score: Raw -3455663.638718 + Penalty 4924.740156 = -3450738.898562 nChanged 12 SP:Iteration 99Q (19497.330000 sec): 3 clusters Score: Raw -3455664.533998 + Penalty 4924.740156 = -3450739.793842 nChanged 6 SP:Iteration 100F (19497.620000 sec): 3 clusters Score: Raw -3455665.102742 + Penalty 4924.740156 = -3450740.362586 nChanged 9 SP:Iteration 101Q (19497.910000 sec): 3 clusters Score: Raw -3455665.968008 + Penalty 4924.740156 = -3450741.227852 nChanged 6 SP:Iteration 102Q (19498.200000 sec): 3 clusters Score: Raw -3455666.511153 + Penalty 4924.740156 = -3450741.770997 nChanged 5 SP:Iteration 103Q (19498.450000 sec): 3 clusters Score: Raw -3455667.005865 + Penalty 4924.740156 = -3450742.265709 nChanged 7 SP:Iteration 104Q (19498.700000 sec): 3 clusters Score: Raw -3455667.507183 + Penalty 4924.740156 = -3450742.767027 nChanged 6 SP:Iteration 105Q (19498.990000 sec): 3 clusters Score: Raw -3455667.920290 + Penalty 4924.740156 = -3450743.180134 nChanged 6 SP:Iteration 106Q (19499.270000 sec): 3 clusters Score: Raw -3455668.387198 + Penalty 4924.740156 = -3450743.647042 nChanged 5 SP:Iteration 107Q (19499.610000 sec): 3 clusters Score: Raw -3455668.628108 + Penalty 4924.740156 = -3450743.887952 nChanged 1 SP:Iteration 108Q (19499.840000 sec): 3 clusters Score: Raw -3455668.713048 + Penalty 4924.740156 = -3450743.972892 nChanged 1 SP:Iteration 109Q (19500.150000 sec): 3 clusters Score: Raw -3455668.818569 + Penalty 4924.740156 = -3450744.078413 nChanged 1 SP:Iteration 110Q (19500.480000 sec): 3 clusters Score: Raw -3455668.871715 + Penalty 4924.740156 = -3450744.131559 nChanged 0 SP:Iteration 111F (19500.780000 sec): 3 clusters Score: Raw -3455668.871715 + Penalty 4924.740156 = -3450744.131559 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 29 (1390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19500.870000 sec): 2 clusters Score: Raw -232840.681834 + Penalty 1794.790638 = -231045.891195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19501.060000 sec): 3 clusters Score: Raw -232465.484123 + Penalty 3589.581277 = -228875.902846 nChanged 390 SP:Iteration 1F (19501.210000 sec): 3 clusters Score: Raw -232799.019754 + Penalty 3589.581277 = -229209.438477 nChanged 81 SP:Iteration 2F (19501.400000 sec): 3 clusters Score: Raw -232893.068490 + Penalty 3589.581277 = -229303.487213 nChanged 56 SP:Iteration 3Q (19501.660000 sec): 3 clusters Score: Raw -232948.922898 + Penalty 3589.581277 = -229359.341621 nChanged 33 SP:Iteration 4Q (19501.870000 sec): 3 clusters Score: Raw -232979.792921 + Penalty 3589.581277 = -229390.211644 nChanged 16 SP:Iteration 5Q (19502.110000 sec): 3 clusters Score: Raw -232991.039684 + Penalty 3589.581277 = -229401.458407 nChanged 18 SP:Iteration 6Q (19502.270000 sec): 3 clusters Score: Raw -233003.933179 + Penalty 3589.581277 = -229414.351902 nChanged 12 SP:Iteration 7Q (19502.490000 sec): 3 clusters Score: Raw -233016.802832 + Penalty 3589.581277 = -229427.221555 nChanged 7 SP:Iteration 8Q (19502.660000 sec): 3 clusters Score: Raw -233021.446835 + Penalty 3589.581277 = -229431.865558 nChanged 2 SP:Iteration 9Q (19502.920000 sec): 3 clusters Score: Raw -233022.326693 + Penalty 3589.581277 = -229432.745416 nChanged 5 SP:Iteration 10Q (19503.140000 sec): 3 clusters Score: Raw -233030.920756 + Penalty 3589.581277 = -229441.339479 nChanged 6 SP:Iteration 11Q (19503.350000 sec): 3 clusters Score: Raw -233037.707843 + Penalty 3589.581277 = -229448.126566 nChanged 8 SP:Iteration 12Q (19503.590000 sec): 3 clusters Score: Raw -233044.220132 + Penalty 3589.581277 = -229454.638855 nChanged 7 SP:Iteration 13Q (19503.740000 sec): 3 clusters Score: Raw -233047.624755 + Penalty 3589.581277 = -229458.043478 nChanged 6 SP:Iteration 14Q (19503.950000 sec): 3 clusters Score: Raw -233051.570948 + Penalty 3589.581277 = -229461.989671 nChanged 5 SP:Iteration 15Q (19504.140000 sec): 3 clusters Score: Raw -233057.976269 + Penalty 3589.581277 = -229468.394992 nChanged 7 SP:Iteration 16Q (19504.370000 sec): 3 clusters Score: Raw -233065.634946 + Penalty 3589.581277 = -229476.053669 nChanged 8 SP:Iteration 17Q (19504.650000 sec): 3 clusters Score: Raw -233073.042253 + Penalty 3589.581277 = -229483.460976 nChanged 5 SP:Iteration 18Q (19504.880000 sec): 3 clusters Score: Raw -233076.463318 + Penalty 3589.581277 = -229486.882041 nChanged 4 SP:Iteration 19Q (19505.030000 sec): 3 clusters Score: Raw -233085.579570 + Penalty 3589.581277 = -229495.998293 nChanged 8 SP:Iteration 20F (19505.240000 sec): 3 clusters Score: Raw -233093.871150 + Penalty 3589.581277 = -229504.289873 nChanged 8 SP:Iteration 21Q (19505.460000 sec): 3 clusters Score: Raw -233101.364669 + Penalty 3589.581277 = -229511.783392 nChanged 9 SP:Iteration 22Q (19505.620000 sec): 3 clusters Score: Raw -233109.498039 + Penalty 3589.581277 = -229519.916762 nChanged 9 SP:Iteration 23Q (19505.840000 sec): 3 clusters Score: Raw -233118.282929 + Penalty 3589.581277 = -229528.701652 nChanged 11 SP:Iteration 24Q (19506.050000 sec): 3 clusters Score: Raw -233128.176190 + Penalty 3589.581277 = -229538.594913 nChanged 14 SP:Iteration 25Q (19506.210000 sec): 3 clusters Score: Raw -233150.386118 + Penalty 3589.581277 = -229560.804841 nChanged 13 SP:Iteration 26Q (19506.410000 sec): 3 clusters Score: Raw -233165.124615 + Penalty 3589.581277 = -229575.543338 nChanged 17 SP:Iteration 27Q (19506.620000 sec): 3 clusters Score: Raw -233193.182734 + Penalty 3589.581277 = -229603.601457 nChanged 26 SP:Iteration 28Q (19506.850000 sec): 3 clusters Score: Raw -233239.606222 + Penalty 3589.581277 = -229650.024945 nChanged 32 SP:Iteration 29Q (19507.050000 sec): 3 clusters Score: Raw -233284.303513 + Penalty 3589.581277 = -229694.722236 nChanged 19 SP:Iteration 30Q (19507.210000 sec): 3 clusters Score: Raw -233309.741369 + Penalty 3589.581277 = -229720.160092 nChanged 22 SP:Iteration 31Q (19507.450000 sec): 3 clusters Score: Raw -233341.169779 + Penalty 3589.581277 = -229751.588502 nChanged 25 SP:Iteration 32Q (19507.630000 sec): 3 clusters Score: Raw -233376.557491 + Penalty 3589.581277 = -229786.976214 nChanged 23 SP:Iteration 33Q (19507.810000 sec): 3 clusters Score: Raw -233415.800190 + Penalty 3589.581277 = -229826.218913 nChanged 23 SP:Iteration 34Q (19507.990000 sec): 3 clusters Score: Raw -233466.098385 + Penalty 3589.581277 = -229876.517108 nChanged 25 SP:Iteration 35Q (19508.180000 sec): 3 clusters Score: Raw -233507.967198 + Penalty 3589.581277 = -229918.385921 nChanged 22 SP:Iteration 36Q (19508.380000 sec): 3 clusters Score: Raw -233547.796972 + Penalty 3589.581277 = -229958.215695 nChanged 19 SP:Iteration 37Q (19508.580000 sec): 3 clusters Score: Raw -233581.675998 + Penalty 3589.581277 = -229992.094721 nChanged 23 SP:Iteration 38Q (19508.730000 sec): 3 clusters Score: Raw -233630.266758 + Penalty 3589.581277 = -230040.685481 nChanged 25 SP:Iteration 39Q (19508.960000 sec): 3 clusters Score: Raw -233691.609734 + Penalty 3589.581277 = -230102.028457 nChanged 33 SP:Iteration 40F (19509.170000 sec): 3 clusters Score: Raw -233789.162333 + Penalty 3589.581277 = -230199.581056 nChanged 30 SP:Iteration 41Q (19509.310000 sec): 3 clusters Score: Raw -233874.079414 + Penalty 3589.581277 = -230284.498137 nChanged 32 SP:Iteration 42Q (19509.490000 sec): 3 clusters Score: Raw -233944.262999 + Penalty 3589.581277 = -230354.681722 nChanged 22 SP:Iteration 43Q (19509.730000 sec): 3 clusters Score: Raw -233996.000909 + Penalty 3589.581277 = -230406.419632 nChanged 32 SP:Iteration 44Q (19509.990000 sec): 3 clusters Score: Raw -234048.459141 + Penalty 3589.581277 = -230458.877864 nChanged 22 SP:Iteration 45Q (19510.180000 sec): 3 clusters Score: Raw -234081.382142 + Penalty 3589.581277 = -230491.800865 nChanged 14 SP:Iteration 46Q (19510.390000 sec): 3 clusters Score: Raw -234105.479710 + Penalty 3589.581277 = -230515.898433 nChanged 11 SP:Iteration 47Q (19510.590000 sec): 3 clusters Score: Raw -234119.197956 + Penalty 3589.581277 = -230529.616679 nChanged 11 SP:Iteration 48Q (19510.750000 sec): 3 clusters Score: Raw -234138.634124 + Penalty 3589.581277 = -230549.052847 nChanged 13 SP:Iteration 49Q (19510.910000 sec): 3 clusters Score: Raw -234154.698173 + Penalty 3589.581277 = -230565.116896 nChanged 13 SP:Iteration 50Q (19511.110000 sec): 3 clusters Score: Raw -234173.919134 + Penalty 3589.581277 = -230584.337857 nChanged 10 SP:Iteration 51Q (19511.320000 sec): 3 clusters Score: Raw -234190.953775 + Penalty 3589.581277 = -230601.372498 nChanged 12 SP:Iteration 52Q (19511.460000 sec): 3 clusters Score: Raw -234207.369577 + Penalty 3589.581277 = -230617.788300 nChanged 15 SP:Iteration 53Q (19511.680000 sec): 3 clusters Score: Raw -234237.807164 + Penalty 3589.581277 = -230648.225887 nChanged 12 SP:Iteration 54Q (19511.860000 sec): 3 clusters Score: Raw -234259.245040 + Penalty 3589.581277 = -230669.663763 nChanged 8 SP:Iteration 55Q (19512.050000 sec): 3 clusters Score: Raw -234269.327628 + Penalty 3589.581277 = -230679.746351 nChanged 11 SP:Iteration 56Q (19512.220000 sec): 3 clusters Score: Raw -234289.807099 + Penalty 3589.581277 = -230700.225822 nChanged 14 SP:Iteration 57Q (19512.450000 sec): 3 clusters Score: Raw -234310.513609 + Penalty 3589.581277 = -230720.932332 nChanged 10 SP:Iteration 58Q (19512.630000 sec): 3 clusters Score: Raw -234324.328573 + Penalty 3589.581277 = -230734.747296 nChanged 8 SP:Iteration 59Q (19512.790000 sec): 3 clusters Score: Raw -234334.368487 + Penalty 3589.581277 = -230744.787210 nChanged 4 SP:Iteration 60F (19513.030000 sec): 3 clusters Score: Raw -234337.887024 + Penalty 3589.581277 = -230748.305747 nChanged 3 SP:Iteration 61Q (19513.190000 sec): 3 clusters Score: Raw -234340.784812 + Penalty 3589.581277 = -230751.203535 nChanged 3 SP:Iteration 62Q (19513.380000 sec): 3 clusters Score: Raw -234343.835188 + Penalty 3589.581277 = -230754.253911 nChanged 2 SP:Iteration 63Q (19513.590000 sec): 3 clusters Score: Raw -234346.063466 + Penalty 3589.581277 = -230756.482189 nChanged 2 SP:Iteration 64Q (19513.840000 sec): 3 clusters Score: Raw -234348.301267 + Penalty 3589.581277 = -230758.719990 nChanged 1 SP:Iteration 65Q (19514.030000 sec): 3 clusters Score: Raw -234349.464748 + Penalty 3589.581277 = -230759.883472 nChanged 1 SP:Iteration 66Q (19514.230000 sec): 3 clusters Score: Raw -234350.486863 + Penalty 3589.581277 = -230760.905586 nChanged 2 SP:Iteration 67Q (19514.410000 sec): 3 clusters Score: Raw -234352.486581 + Penalty 3589.581277 = -230762.905304 nChanged 1 SP:Iteration 68Q (19514.580000 sec): 3 clusters Score: Raw -234353.318042 + Penalty 3589.581277 = -230763.736765 nChanged 0 SP:Iteration 69F (19514.800000 sec): 3 clusters Score: Raw -234353.318042 + Penalty 3589.581277 = -230763.736765 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 30 (2983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19514.890000 sec): 2 clusters Score: Raw -508952.594044 + Penalty 1984.169827 = -506968.424217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19515.070000 sec): 3 clusters Score: Raw -507687.625943 + Penalty 3968.339653 = -503719.286290 nChanged 1036 SP:Iteration 1F (19515.280000 sec): 3 clusters Score: Raw -508478.218715 + Penalty 3968.339653 = -504509.879062 nChanged 262 SP:Iteration 2F (19515.570000 sec): 3 clusters Score: Raw -508738.127940 + Penalty 3968.339653 = -504769.788287 nChanged 183 SP:Iteration 3F (19515.770000 sec): 3 clusters Score: Raw -508958.428352 + Penalty 3968.339653 = -504990.088699 nChanged 164 SP:Iteration 4F (19515.990000 sec): 3 clusters Score: Raw -509155.090816 + Penalty 3968.339653 = -505186.751163 nChanged 162 SP:Iteration 5F (19516.190000 sec): 3 clusters Score: Raw -509333.173579 + Penalty 3968.339653 = -505364.833926 nChanged 150 SP:Iteration 6F (19516.360000 sec): 3 clusters Score: Raw -509492.608190 + Penalty 3968.339653 = -505524.268537 nChanged 115 SP:Iteration 7Q (19516.520000 sec): 3 clusters Score: Raw -509615.699344 + Penalty 3968.339653 = -505647.359690 nChanged 114 SP:Iteration 8Q (19516.710000 sec): 3 clusters Score: Raw -509726.192785 + Penalty 3968.339653 = -505757.853132 nChanged 82 SP:Iteration 9Q (19516.930000 sec): 3 clusters Score: Raw -509792.660858 + Penalty 3968.339653 = -505824.321205 nChanged 68 SP:Iteration 10Q (19517.170000 sec): 3 clusters Score: Raw -509856.779384 + Penalty 3968.339653 = -505888.439731 nChanged 49 SP:Iteration 11Q (19517.420000 sec): 3 clusters Score: Raw -509890.954015 + Penalty 3968.339653 = -505922.614362 nChanged 33 SP:Iteration 12Q (19517.640000 sec): 3 clusters Score: Raw -509916.910702 + Penalty 3968.339653 = -505948.571049 nChanged 36 SP:Iteration 13Q (19517.870000 sec): 3 clusters Score: Raw -509945.128237 + Penalty 3968.339653 = -505976.788584 nChanged 21 SP:Iteration 14Q (19518.020000 sec): 3 clusters Score: Raw -509960.711014 + Penalty 3968.339653 = -505992.371361 nChanged 18 SP:Iteration 15Q (19518.220000 sec): 3 clusters Score: Raw -509975.273193 + Penalty 3968.339653 = -506006.933540 nChanged 13 SP:Iteration 16Q (19518.440000 sec): 3 clusters Score: Raw -509984.664996 + Penalty 3968.339653 = -506016.325342 nChanged 7 SP:Iteration 17Q (19518.600000 sec): 3 clusters Score: Raw -509991.524900 + Penalty 3968.339653 = -506023.185247 nChanged 12 SP:Iteration 18Q (19518.810000 sec): 3 clusters Score: Raw -510001.746988 + Penalty 3968.339653 = -506033.407335 nChanged 8 SP:Iteration 19Q (19518.980000 sec): 3 clusters Score: Raw -510007.913374 + Penalty 3968.339653 = -506039.573721 nChanged 9 SP:Iteration 20F (19519.190000 sec): 3 clusters Score: Raw -510014.980122 + Penalty 3968.339653 = -506046.640469 nChanged 7 SP:Iteration 21Q (19519.360000 sec): 3 clusters Score: Raw -510018.521801 + Penalty 3968.339653 = -506050.182148 nChanged 2 SP:Iteration 22Q (19519.540000 sec): 3 clusters Score: Raw -510019.387573 + Penalty 3968.339653 = -506051.047920 nChanged 2 SP:Iteration 23Q (19519.740000 sec): 3 clusters Score: Raw -510020.095101 + Penalty 3968.339653 = -506051.755447 nChanged 2 SP:Iteration 24Q (19519.940000 sec): 3 clusters Score: Raw -510021.104832 + Penalty 3968.339653 = -506052.765179 nChanged 2 SP:Iteration 25Q (19520.110000 sec): 3 clusters Score: Raw -510022.968468 + Penalty 3968.339653 = -506054.628815 nChanged 3 SP:Iteration 26Q (19520.330000 sec): 3 clusters Score: Raw -510023.846016 + Penalty 3968.339653 = -506055.506363 nChanged 0 SP:Iteration 27F (19520.520000 sec): 3 clusters Score: Raw -510023.846016 + Penalty 3968.339653 = -506055.506363 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 31 (33328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19520.720000 sec): 2 clusters Score: Raw -5814702.107757 + Penalty 2582.709985 = -5812119.397773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19521.050000 sec): 3 clusters Score: Raw -5794775.479025 + Penalty 5165.419969 = -5789610.059056 nChanged 14938 SP:Iteration 1F (19521.420000 sec): 3 clusters Score: Raw -5802889.425634 + Penalty 5165.419969 = -5797724.005665 nChanged 1605 SP:Iteration 2Q (19521.850000 sec): 3 clusters Score: Raw -5803482.093095 + Penalty 5165.419969 = -5798316.673126 nChanged 1516 SP:Iteration 3Q (19522.170000 sec): 3 clusters Score: Raw -5804118.418262 + Penalty 5165.419969 = -5798952.998293 nChanged 1532 SP:Iteration 4Q (19522.550000 sec): 3 clusters Score: Raw -5804827.670901 + Penalty 5165.419969 = -5799662.250932 nChanged 1632 SP:Iteration 5Q (19522.940000 sec): 3 clusters Score: Raw -5805700.455474 + Penalty 5165.419969 = -5800535.035505 nChanged 1682 SP:Iteration 6F (19523.340000 sec): 3 clusters Score: Raw -5806690.696860 + Penalty 5165.419969 = -5801525.276891 nChanged 1737 SP:Iteration 7F (19523.770000 sec): 3 clusters Score: Raw -5807729.987885 + Penalty 5165.419969 = -5802564.567916 nChanged 1763 SP:Iteration 8F (19524.150000 sec): 3 clusters Score: Raw -5808743.542207 + Penalty 5165.419969 = -5803578.122238 nChanged 1569 SP:Iteration 9Q (19524.550000 sec): 3 clusters Score: Raw -5809572.970875 + Penalty 5165.419969 = -5804407.550906 nChanged 1381 SP:Iteration 10Q (19524.950000 sec): 3 clusters Score: Raw -5810214.203632 + Penalty 5165.419969 = -5805048.783663 nChanged 1105 SP:Iteration 11Q (19525.310000 sec): 3 clusters Score: Raw -5810580.257103 + Penalty 5165.419969 = -5805414.837134 nChanged 779 SP:Iteration 12Q (19525.720000 sec): 3 clusters Score: Raw -5810776.291212 + Penalty 5165.419969 = -5805610.871243 nChanged 575 SP:Iteration 13Q (19526.100000 sec): 3 clusters Score: Raw -5810905.188262 + Penalty 5165.419969 = -5805739.768293 nChanged 442 SP:Iteration 14Q (19526.460000 sec): 3 clusters Score: Raw -5810982.177898 + Penalty 5165.419969 = -5805816.757929 nChanged 292 SP:Iteration 15Q (19526.820000 sec): 3 clusters Score: Raw -5811029.338546 + Penalty 5165.419969 = -5805863.918577 nChanged 224 SP:Iteration 16Q (19527.150000 sec): 3 clusters Score: Raw -5811059.506309 + Penalty 5165.419969 = -5805894.086340 nChanged 195 SP:Iteration 17Q (19527.490000 sec): 3 clusters Score: Raw -5811085.999179 + Penalty 5165.419969 = -5805920.579210 nChanged 179 SP:Iteration 18Q (19527.840000 sec): 3 clusters Score: Raw -5811110.417594 + Penalty 5165.419969 = -5805944.997625 nChanged 181 SP:Iteration 19Q (19528.230000 sec): 3 clusters Score: Raw -5811133.882714 + Penalty 5165.419969 = -5805968.462745 nChanged 165 SP:Iteration 20F (19528.590000 sec): 3 clusters Score: Raw -5811155.078670 + Penalty 5165.419969 = -5805989.658700 nChanged 176 SP:Iteration 21Q (19528.930000 sec): 3 clusters Score: Raw -5811181.083700 + Penalty 5165.419969 = -5806015.663731 nChanged 197 SP:Iteration 22Q (19529.250000 sec): 3 clusters Score: Raw -5811209.565742 + Penalty 5165.419969 = -5806044.145773 nChanged 178 SP:Iteration 23Q (19529.620000 sec): 3 clusters Score: Raw -5811234.019136 + Penalty 5165.419969 = -5806068.599166 nChanged 168 SP:Iteration 24Q (19529.950000 sec): 3 clusters Score: Raw -5811256.400885 + Penalty 5165.419969 = -5806090.980916 nChanged 177 SP:Iteration 25Q (19530.320000 sec): 3 clusters Score: Raw -5811279.860123 + Penalty 5165.419969 = -5806114.440154 nChanged 172 SP:Iteration 26Q (19530.670000 sec): 3 clusters Score: Raw -5811301.949617 + Penalty 5165.419969 = -5806136.529648 nChanged 174 SP:Iteration 27Q (19531.010000 sec): 3 clusters Score: Raw -5811326.770701 + Penalty 5165.419969 = -5806161.350732 nChanged 177 SP:Iteration 28Q (19531.370000 sec): 3 clusters Score: Raw -5811352.191426 + Penalty 5165.419969 = -5806186.771457 nChanged 181 SP:Iteration 29Q (19531.750000 sec): 3 clusters Score: Raw -5811378.145375 + Penalty 5165.419969 = -5806212.725406 nChanged 193 SP:Iteration 30Q (19532.120000 sec): 3 clusters Score: Raw -5811407.399197 + Penalty 5165.419969 = -5806241.979228 nChanged 206 SP:Iteration 31Q (19532.450000 sec): 3 clusters Score: Raw -5811444.773774 + Penalty 5165.419969 = -5806279.353805 nChanged 234 SP:Iteration 32Q (19532.790000 sec): 3 clusters Score: Raw -5811489.457792 + Penalty 5165.419969 = -5806324.037823 nChanged 259 SP:Iteration 33Q (19533.150000 sec): 3 clusters Score: Raw -5811543.038631 + Penalty 5165.419969 = -5806377.618662 nChanged 248 SP:Iteration 34Q (19533.540000 sec): 3 clusters Score: Raw -5811587.252422 + Penalty 5165.419969 = -5806421.832453 nChanged 237 SP:Iteration 35Q (19533.880000 sec): 3 clusters Score: Raw -5811630.664505 + Penalty 5165.419969 = -5806465.244536 nChanged 248 SP:Iteration 36Q (19534.230000 sec): 3 clusters Score: Raw -5811677.046310 + Penalty 5165.419969 = -5806511.626341 nChanged 246 SP:Iteration 37Q (19534.580000 sec): 3 clusters Score: Raw -5811726.717480 + Penalty 5165.419969 = -5806561.297511 nChanged 280 SP:Iteration 38Q (19534.930000 sec): 3 clusters Score: Raw -5811786.799916 + Penalty 5165.419969 = -5806621.379947 nChanged 285 SP:Iteration 39Q (19535.290000 sec): 3 clusters Score: Raw -5811850.311056 + Penalty 5165.419969 = -5806684.891087 nChanged 300 SP:Iteration 40F (19535.620000 sec): 3 clusters Score: Raw -5811924.506228 + Penalty 5165.419969 = -5806759.086259 nChanged 334 SP:Iteration 41Q (19535.980000 sec): 3 clusters Score: Raw -5812012.690573 + Penalty 5165.419969 = -5806847.270604 nChanged 332 SP:Iteration 42Q (19536.320000 sec): 3 clusters Score: Raw -5812106.339973 + Penalty 5165.419969 = -5806940.920004 nChanged 343 SP:Iteration 43Q (19536.690000 sec): 3 clusters Score: Raw -5812204.749781 + Penalty 5165.419969 = -5807039.329812 nChanged 392 SP:Iteration 44Q (19537.070000 sec): 3 clusters Score: Raw -5812327.389746 + Penalty 5165.419969 = -5807161.969777 nChanged 444 SP:Iteration 45Q (19537.420000 sec): 3 clusters Score: Raw -5812499.567666 + Penalty 5165.419969 = -5807334.147696 nChanged 479 SP:Iteration 46Q (19537.750000 sec): 3 clusters Score: Raw -5812688.037509 + Penalty 5165.419969 = -5807522.617540 nChanged 476 SP:Iteration 47Q (19538.100000 sec): 3 clusters Score: Raw -5812880.282328 + Penalty 5165.419969 = -5807714.862359 nChanged 474 SP:Iteration 48Q (19538.410000 sec): 3 clusters Score: Raw -5813073.185050 + Penalty 5165.419969 = -5807907.765081 nChanged 426 SP:Iteration 49Q (19538.770000 sec): 3 clusters Score: Raw -5813232.931440 + Penalty 5165.419969 = -5808067.511471 nChanged 408 SP:Iteration 50Q (19539.070000 sec): 3 clusters Score: Raw -5813379.433459 + Penalty 5165.419969 = -5808214.013490 nChanged 386 SP:Iteration 51Q (19539.450000 sec): 3 clusters Score: Raw -5813512.828658 + Penalty 5165.419969 = -5808347.408689 nChanged 351 SP:Iteration 52Q (19539.750000 sec): 3 clusters Score: Raw -5813642.075692 + Penalty 5165.419969 = -5808476.655723 nChanged 335 SP:Iteration 53Q (19540.100000 sec): 3 clusters Score: Raw -5813767.217528 + Penalty 5165.419969 = -5808601.797559 nChanged 307 SP:Iteration 54Q (19540.440000 sec): 3 clusters Score: Raw -5813879.471960 + Penalty 5165.419969 = -5808714.051991 nChanged 282 SP:Iteration 55Q (19540.770000 sec): 3 clusters Score: Raw -5813980.461750 + Penalty 5165.419969 = -5808815.041781 nChanged 277 SP:Iteration 56Q (19541.130000 sec): 3 clusters Score: Raw -5814081.156266 + Penalty 5165.419969 = -5808915.736297 nChanged 251 SP:Iteration 57Q (19541.510000 sec): 3 clusters Score: Raw -5814171.541990 + Penalty 5165.419969 = -5809006.122021 nChanged 227 SP:Iteration 58Q (19541.840000 sec): 3 clusters Score: Raw -5814255.155732 + Penalty 5165.419969 = -5809089.735763 nChanged 189 SP:Iteration 59Q (19542.190000 sec): 3 clusters Score: Raw -5814322.467157 + Penalty 5165.419969 = -5809157.047188 nChanged 174 SP:Iteration 60F (19542.520000 sec): 3 clusters Score: Raw -5814384.848134 + Penalty 5165.419969 = -5809219.428165 nChanged 161 SP:Iteration 61Q (19542.830000 sec): 3 clusters Score: Raw -5814445.086804 + Penalty 5165.419969 = -5809279.666835 nChanged 168 SP:Iteration 62Q (19543.180000 sec): 3 clusters Score: Raw -5814510.818295 + Penalty 5165.419969 = -5809345.398326 nChanged 145 SP:Iteration 63Q (19543.550000 sec): 3 clusters Score: Raw -5814564.500589 + Penalty 5165.419969 = -5809399.080620 nChanged 111 SP:Iteration 64Q (19543.850000 sec): 3 clusters Score: Raw -5814604.896580 + Penalty 5165.419969 = -5809439.476611 nChanged 94 SP:Iteration 65Q (19544.190000 sec): 3 clusters Score: Raw -5814640.838138 + Penalty 5165.419969 = -5809475.418169 nChanged 92 SP:Iteration 66Q (19544.510000 sec): 3 clusters Score: Raw -5814676.522097 + Penalty 5165.419969 = -5809511.102128 nChanged 90 SP:Iteration 67Q (19544.820000 sec): 3 clusters Score: Raw -5814713.007827 + Penalty 5165.419969 = -5809547.587858 nChanged 88 SP:Iteration 68Q (19545.110000 sec): 3 clusters Score: Raw -5814755.594581 + Penalty 5165.419969 = -5809590.174612 nChanged 90 SP:Iteration 69Q (19545.410000 sec): 3 clusters Score: Raw -5814797.780543 + Penalty 5165.419969 = -5809632.360574 nChanged 77 SP:Iteration 70Q (19545.740000 sec): 3 clusters Score: Raw -5814829.404025 + Penalty 5165.419969 = -5809663.984056 nChanged 69 SP:Iteration 71Q (19546.080000 sec): 3 clusters Score: Raw -5814855.519562 + Penalty 5165.419969 = -5809690.099593 nChanged 57 SP:Iteration 72Q (19546.410000 sec): 3 clusters Score: Raw -5814876.011067 + Penalty 5165.419969 = -5809710.591098 nChanged 36 SP:Iteration 73Q (19546.780000 sec): 3 clusters Score: Raw -5814888.244997 + Penalty 5165.419969 = -5809722.825027 nChanged 43 SP:Iteration 74Q (19547.110000 sec): 3 clusters Score: Raw -5814900.112464 + Penalty 5165.419969 = -5809734.692495 nChanged 30 SP:Iteration 75Q (19547.400000 sec): 3 clusters Score: Raw -5814909.167262 + Penalty 5165.419969 = -5809743.747293 nChanged 22 SP:Iteration 76Q (19547.790000 sec): 3 clusters Score: Raw -5814916.273921 + Penalty 5165.419969 = -5809750.853952 nChanged 22 SP:Iteration 77Q (19548.130000 sec): 3 clusters Score: Raw -5814924.751411 + Penalty 5165.419969 = -5809759.331442 nChanged 27 SP:Iteration 78Q (19548.450000 sec): 3 clusters Score: Raw -5814936.467502 + Penalty 5165.419969 = -5809771.047533 nChanged 25 SP:Iteration 79Q (19548.770000 sec): 3 clusters Score: Raw -5814947.469545 + Penalty 5165.419969 = -5809782.049576 nChanged 34 SP:Iteration 80F (19549.110000 sec): 3 clusters Score: Raw -5814963.176748 + Penalty 5165.419969 = -5809797.756779 nChanged 30 SP:Iteration 81Q (19549.390000 sec): 3 clusters Score: Raw -5814976.217408 + Penalty 5165.419969 = -5809810.797439 nChanged 35 SP:Iteration 82Q (19549.740000 sec): 3 clusters Score: Raw -5814990.226434 + Penalty 5165.419969 = -5809824.806465 nChanged 33 SP:Iteration 83Q (19550.050000 sec): 3 clusters Score: Raw -5815004.837469 + Penalty 5165.419969 = -5809839.417500 nChanged 33 SP:Iteration 84Q (19550.420000 sec): 3 clusters Score: Raw -5815017.706909 + Penalty 5165.419969 = -5809852.286940 nChanged 21 SP:Iteration 85Q (19550.760000 sec): 3 clusters Score: Raw -5815025.975913 + Penalty 5165.419969 = -5809860.555944 nChanged 21 SP:Iteration 86Q (19551.060000 sec): 3 clusters Score: Raw -5815035.068177 + Penalty 5165.419969 = -5809869.648208 nChanged 17 SP:Iteration 87Q (19551.400000 sec): 3 clusters Score: Raw -5815042.407229 + Penalty 5165.419969 = -5809876.987260 nChanged 12 SP:Iteration 88Q (19551.720000 sec): 3 clusters Score: Raw -5815046.878246 + Penalty 5165.419969 = -5809881.458277 nChanged 10 SP:Iteration 89Q (19552.050000 sec): 3 clusters Score: Raw -5815049.771809 + Penalty 5165.419969 = -5809884.351840 nChanged 7 SP:Iteration 90Q (19552.370000 sec): 3 clusters Score: Raw -5815051.810554 + Penalty 5165.419969 = -5809886.390584 nChanged 3 SP:Iteration 91Q (19552.720000 sec): 3 clusters Score: Raw -5815052.554540 + Penalty 5165.419969 = -5809887.134571 nChanged 3 SP:Iteration 92Q (19553.070000 sec): 3 clusters Score: Raw -5815053.763550 + Penalty 5165.419969 = -5809888.343580 nChanged 5 SP:Iteration 93Q (19553.410000 sec): 3 clusters Score: Raw -5815054.885741 + Penalty 5165.419969 = -5809889.465772 nChanged 2 SP:Iteration 94Q (19553.760000 sec): 3 clusters Score: Raw -5815055.323821 + Penalty 5165.419969 = -5809889.903852 nChanged 0 SP:Iteration 95F (19554.100000 sec): 3 clusters Score: Raw -5815055.323821 + Penalty 5165.419969 = -5809889.903852 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 32 (3361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19554.220000 sec): 2 clusters Score: Raw -602877.563890 + Penalty 2013.758469 = -600863.805421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19554.370000 sec): 3 clusters Score: Raw -601377.774004 + Penalty 4027.516939 = -597350.257066 nChanged 1190 SP:Iteration 1F (19554.560000 sec): 3 clusters Score: Raw -602069.953271 + Penalty 4027.516939 = -598042.436333 nChanged 272 SP:Iteration 2F (19554.730000 sec): 3 clusters Score: Raw -602287.948048 + Penalty 4027.516939 = -598260.431109 nChanged 188 SP:Iteration 3F (19554.940000 sec): 3 clusters Score: Raw -602446.589979 + Penalty 4027.516939 = -598419.073040 nChanged 152 SP:Iteration 4Q (19555.120000 sec): 3 clusters Score: Raw -602610.613168 + Penalty 4027.516939 = -598583.096230 nChanged 155 SP:Iteration 5Q (19555.300000 sec): 3 clusters Score: Raw -602819.194302 + Penalty 4027.516939 = -598791.677363 nChanged 170 SP:Iteration 6F (19555.490000 sec): 3 clusters Score: Raw -602995.710450 + Penalty 4027.516939 = -598968.193511 nChanged 144 SP:Iteration 7Q (19555.720000 sec): 3 clusters Score: Raw -603125.920031 + Penalty 4027.516939 = -599098.403093 nChanged 120 SP:Iteration 8Q (19555.890000 sec): 3 clusters Score: Raw -603231.485472 + Penalty 4027.516939 = -599203.968534 nChanged 117 SP:Iteration 9Q (19556.070000 sec): 3 clusters Score: Raw -603336.487988 + Penalty 4027.516939 = -599308.971049 nChanged 100 SP:Iteration 10Q (19556.280000 sec): 3 clusters Score: Raw -603416.418760 + Penalty 4027.516939 = -599388.901822 nChanged 97 SP:Iteration 11Q (19556.430000 sec): 3 clusters Score: Raw -603491.271950 + Penalty 4027.516939 = -599463.755012 nChanged 64 SP:Iteration 12Q (19556.570000 sec): 3 clusters Score: Raw -603531.407326 + Penalty 4027.516939 = -599503.890388 nChanged 48 SP:Iteration 13Q (19556.780000 sec): 3 clusters Score: Raw -603555.408325 + Penalty 4027.516939 = -599527.891387 nChanged 27 SP:Iteration 14Q (19556.940000 sec): 3 clusters Score: Raw -603568.437960 + Penalty 4027.516939 = -599540.921021 nChanged 27 SP:Iteration 15Q (19557.110000 sec): 3 clusters Score: Raw -603581.429682 + Penalty 4027.516939 = -599553.912744 nChanged 24 SP:Iteration 16Q (19557.330000 sec): 3 clusters Score: Raw -603598.039908 + Penalty 4027.516939 = -599570.522969 nChanged 33 SP:Iteration 17Q (19557.550000 sec): 3 clusters Score: Raw -603617.645537 + Penalty 4027.516939 = -599590.128598 nChanged 28 SP:Iteration 18Q (19557.700000 sec): 3 clusters Score: Raw -603634.198364 + Penalty 4027.516939 = -599606.681425 nChanged 27 SP:Iteration 19Q (19557.830000 sec): 3 clusters Score: Raw -603651.237731 + Penalty 4027.516939 = -599623.720792 nChanged 16 SP:Iteration 20F (19558.010000 sec): 3 clusters Score: Raw -603659.129930 + Penalty 4027.516939 = -599631.612991 nChanged 14 SP:Iteration 21Q (19558.120000 sec): 3 clusters Score: Raw -603664.958441 + Penalty 4027.516939 = -599637.441503 nChanged 10 SP:Iteration 22Q (19558.310000 sec): 3 clusters Score: Raw -603670.162282 + Penalty 4027.516939 = -599642.645344 nChanged 14 SP:Iteration 23Q (19558.500000 sec): 3 clusters Score: Raw -603676.898664 + Penalty 4027.516939 = -599649.381725 nChanged 11 SP:Iteration 24Q (19558.680000 sec): 3 clusters Score: Raw -603681.620145 + Penalty 4027.516939 = -599654.103207 nChanged 6 SP:Iteration 25Q (19558.810000 sec): 3 clusters Score: Raw -603685.208914 + Penalty 4027.516939 = -599657.691975 nChanged 9 SP:Iteration 26Q (19558.990000 sec): 3 clusters Score: Raw -603688.378055 + Penalty 4027.516939 = -599660.861116 nChanged 3 SP:Iteration 27Q (19559.170000 sec): 3 clusters Score: Raw -603689.721819 + Penalty 4027.516939 = -599662.204881 nChanged 0 SP:Iteration 28F (19559.320000 sec): 3 clusters Score: Raw -603689.721819 + Penalty 4027.516939 = -599662.204881 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 33 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19559.430000 sec): 2 clusters Score: Raw -69498.648824 + Penalty 1473.814245 = -68024.834579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19559.580000 sec): 3 clusters Score: Raw -69587.632007 + Penalty 2947.628490 = -66640.003516 nChanged 53 SP:Iteration 1F (19559.730000 sec): 3 clusters Score: Raw -69731.250535 + Penalty 2947.628490 = -66783.622045 nChanged 18 SP:Iteration 2Q (19559.880000 sec): 3 clusters Score: Raw -69774.970385 + Penalty 2947.628490 = -66827.341895 nChanged 4 SP:Iteration 3Q (19560.060000 sec): 3 clusters Score: Raw -69788.410228 + Penalty 2947.628490 = -66840.781738 nChanged 2 SP:Iteration 4Q (19560.280000 sec): 3 clusters Score: Raw -69794.745037 + Penalty 2947.628490 = -66847.116547 nChanged 3 SP:Iteration 5Q (19560.410000 sec): 3 clusters Score: Raw -69804.517590 + Penalty 2947.628490 = -66856.889100 nChanged 1 SP:Iteration 6Q (19560.520000 sec): 3 clusters Score: Raw -69806.651652 + Penalty 2947.628490 = -66859.023162 nChanged 2 SP:Iteration 7Q (19560.630000 sec): 3 clusters Score: Raw -69817.762971 + Penalty 2947.628490 = -66870.134481 nChanged 3 SP:Iteration 8Q (19560.780000 sec): 3 clusters Score: Raw -69835.113218 + Penalty 2947.628490 = -66887.484728 nChanged 3 SP:Iteration 9Q (19560.950000 sec): 3 clusters Score: Raw -69843.466769 + Penalty 2947.628490 = -66895.838279 nChanged 1 SP:Iteration 10Q (19561.140000 sec): 3 clusters Score: Raw -69847.390227 + Penalty 2947.628490 = -66899.761737 nChanged 1 SP:Iteration 11Q (19561.290000 sec): 3 clusters Score: Raw -69853.418701 + Penalty 2947.628490 = -66905.790211 nChanged 1 SP:Iteration 12Q (19561.470000 sec): 3 clusters Score: Raw -69856.497596 + Penalty 2947.628490 = -66908.869106 nChanged 0 SP:Iteration 13F (19561.640000 sec): 3 clusters Score: Raw -69856.497596 + Penalty 2947.628490 = -66908.869106 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 34 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19561.700000 sec): 2 clusters Score: Raw -91915.459080 + Penalty 1581.428283 = -90334.030797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19561.920000 sec): 3 clusters Score: Raw -92068.953480 + Penalty 3162.856566 = -88906.096914 nChanged 148 SP:Iteration 1F (19562.080000 sec): 3 clusters Score: Raw -92482.340264 + Penalty 3162.856566 = -89319.483697 nChanged 52 SP:Iteration 2F (19562.200000 sec): 3 clusters Score: Raw -92723.034646 + Penalty 3162.856566 = -89560.178079 nChanged 42 SP:Iteration 3F (19562.350000 sec): 3 clusters Score: Raw -92903.619351 + Penalty 3162.856566 = -89740.762784 nChanged 24 SP:Iteration 4Q (19562.500000 sec): 3 clusters Score: Raw -93030.362024 + Penalty 3162.856566 = -89867.505458 nChanged 21 SP:Iteration 5Q (19562.600000 sec): 3 clusters Score: Raw -93129.239807 + Penalty 3162.856566 = -89966.383240 nChanged 4 SP:Iteration 6Q (19562.720000 sec): 3 clusters Score: Raw -93150.562513 + Penalty 3162.856566 = -89987.705947 nChanged 6 SP:Iteration 7Q (19562.820000 sec): 3 clusters Score: Raw -93173.413722 + Penalty 3162.856566 = -90010.557156 nChanged 7 SP:Iteration 8Q (19562.930000 sec): 3 clusters Score: Raw -93200.751460 + Penalty 3162.856566 = -90037.894894 nChanged 4 SP:Iteration 9Q (19563.100000 sec): 3 clusters Score: Raw -93214.313375 + Penalty 3162.856566 = -90051.456809 nChanged 4 SP:Iteration 10Q (19563.280000 sec): 3 clusters Score: Raw -93230.209196 + Penalty 3162.856566 = -90067.352630 nChanged 4 SP:Iteration 11Q (19563.400000 sec): 3 clusters Score: Raw -93241.920630 + Penalty 3162.856566 = -90079.064064 nChanged 4 SP:Iteration 12Q (19563.560000 sec): 3 clusters Score: Raw -93259.830574 + Penalty 3162.856566 = -90096.974007 nChanged 6 SP:Iteration 13Q (19563.690000 sec): 3 clusters Score: Raw -93280.956270 + Penalty 3162.856566 = -90118.099704 nChanged 3 SP:Iteration 14Q (19563.900000 sec): 3 clusters Score: Raw -93288.875260 + Penalty 3162.856566 = -90126.018694 nChanged 1 SP:Iteration 15Q (19564.050000 sec): 3 clusters Score: Raw -93292.078453 + Penalty 3162.856566 = -90129.221887 nChanged 0 SP:Iteration 16F (19564.240000 sec): 3 clusters Score: Raw -93292.078453 + Penalty 3162.856566 = -90129.221887 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 35 (555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19564.320000 sec): 2 clusters Score: Raw -91906.295459 + Penalty 1567.104092 = -90339.191367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19564.510000 sec): 3 clusters Score: Raw -92007.342191 + Penalty 3134.208184 = -88873.134007 nChanged 135 SP:Iteration 1F (19564.630000 sec): 3 clusters Score: Raw -92370.458575 + Penalty 3134.208184 = -89236.250391 nChanged 46 SP:Iteration 2F (19564.750000 sec): 3 clusters Score: Raw -92532.273274 + Penalty 3134.208184 = -89398.065089 nChanged 20 SP:Iteration 3Q (19564.880000 sec): 3 clusters Score: Raw -92602.072865 + Penalty 3134.208184 = -89467.864680 nChanged 17 SP:Iteration 4Q (19565.010000 sec): 3 clusters Score: Raw -92690.838805 + Penalty 3134.208184 = -89556.630621 nChanged 15 SP:Iteration 5Q (19565.170000 sec): 3 clusters Score: Raw -92758.234051 + Penalty 3134.208184 = -89624.025867 nChanged 6 SP:Iteration 6Q (19565.360000 sec): 3 clusters Score: Raw -92775.354615 + Penalty 3134.208184 = -89641.146430 nChanged 5 SP:Iteration 7Q (19565.540000 sec): 3 clusters Score: Raw -92795.319109 + Penalty 3134.208184 = -89661.110925 nChanged 4 SP:Iteration 8Q (19565.710000 sec): 3 clusters Score: Raw -92805.370262 + Penalty 3134.208184 = -89671.162078 nChanged 3 SP:Iteration 9Q (19565.950000 sec): 3 clusters Score: Raw -92813.023506 + Penalty 3134.208184 = -89678.815321 nChanged 2 SP:Iteration 10Q (19566.110000 sec): 3 clusters Score: Raw -92820.325172 + Penalty 3134.208184 = -89686.116988 nChanged 1 SP:Iteration 11Q (19566.310000 sec): 3 clusters Score: Raw -92822.316521 + Penalty 3134.208184 = -89688.108337 nChanged 1 SP:Iteration 12Q (19566.490000 sec): 3 clusters Score: Raw -92830.555790 + Penalty 3134.208184 = -89696.347605 nChanged 4 SP:Iteration 13Q (19566.630000 sec): 3 clusters Score: Raw -92846.235177 + Penalty 3134.208184 = -89712.026992 nChanged 1 SP:Iteration 14Q (19566.820000 sec): 3 clusters Score: Raw -92848.621912 + Penalty 3134.208184 = -89714.413728 nChanged 2 SP:Iteration 15Q (19566.930000 sec): 3 clusters Score: Raw -92853.934414 + Penalty 3134.208184 = -89719.726230 nChanged 0 SP:Iteration 16F (19567.070000 sec): 3 clusters Score: Raw -92853.934414 + Penalty 3134.208184 = -89719.726230 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 36 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19567.130000 sec): 2 clusters Score: Raw -35493.993163 + Penalty 1345.387604 = -34148.605558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19567.300000 sec): 3 clusters Score: Raw -35667.985424 + Penalty 2690.775209 = -32977.210215 nChanged 18 SP:Iteration 1F (19567.490000 sec): 3 clusters Score: Raw -35737.333696 + Penalty 2690.775209 = -33046.558487 nChanged 2 SP:Iteration 2Q (19567.640000 sec): 3 clusters Score: Raw -35741.972115 + Penalty 2690.775209 = -33051.196906 nChanged 0 SP:Iteration 3F (19567.840000 sec): 3 clusters Score: Raw -35741.972115 + Penalty 2690.775209 = -33051.196906 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 37 (1448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19567.940000 sec): 2 clusters Score: Raw -244597.109476 + Penalty 1804.928766 = -242792.180710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19568.120000 sec): 3 clusters Score: Raw -244142.381517 + Penalty 3609.857532 = -240532.523984 nChanged 436 SP:Iteration 1F (19568.290000 sec): 3 clusters Score: Raw -244510.859319 + Penalty 3609.857532 = -240901.001787 nChanged 107 SP:Iteration 2F (19568.460000 sec): 3 clusters Score: Raw -244632.685201 + Penalty 3609.857532 = -241022.827669 nChanged 59 SP:Iteration 3Q (19568.670000 sec): 3 clusters Score: Raw -244690.488595 + Penalty 3609.857532 = -241080.631063 nChanged 37 SP:Iteration 4Q (19568.840000 sec): 3 clusters Score: Raw -244732.573322 + Penalty 3609.857532 = -241122.715790 nChanged 27 SP:Iteration 5Q (19569.050000 sec): 3 clusters Score: Raw -244763.659710 + Penalty 3609.857532 = -241153.802178 nChanged 22 SP:Iteration 6Q (19569.180000 sec): 3 clusters Score: Raw -244780.577612 + Penalty 3609.857532 = -241170.720079 nChanged 9 SP:Iteration 7Q (19569.340000 sec): 3 clusters Score: Raw -244787.690084 + Penalty 3609.857532 = -241177.832551 nChanged 7 SP:Iteration 8Q (19569.540000 sec): 3 clusters Score: Raw -244794.957413 + Penalty 3609.857532 = -241185.099881 nChanged 9 SP:Iteration 9Q (19569.780000 sec): 3 clusters Score: Raw -244808.146097 + Penalty 3609.857532 = -241198.288565 nChanged 14 SP:Iteration 10Q (19569.990000 sec): 3 clusters Score: Raw -244820.825623 + Penalty 3609.857532 = -241210.968091 nChanged 7 SP:Iteration 11Q (19570.170000 sec): 3 clusters Score: Raw -244829.785248 + Penalty 3609.857532 = -241219.927716 nChanged 10 SP:Iteration 12Q (19570.320000 sec): 3 clusters Score: Raw -244840.312102 + Penalty 3609.857532 = -241230.454570 nChanged 12 SP:Iteration 13Q (19570.520000 sec): 3 clusters Score: Raw -244849.295864 + Penalty 3609.857532 = -241239.438331 nChanged 13 SP:Iteration 14Q (19570.720000 sec): 3 clusters Score: Raw -244864.212880 + Penalty 3609.857532 = -241254.355348 nChanged 12 SP:Iteration 15Q (19570.870000 sec): 3 clusters Score: Raw -244882.407181 + Penalty 3609.857532 = -241272.549648 nChanged 15 SP:Iteration 16Q (19571.060000 sec): 3 clusters Score: Raw -244902.224791 + Penalty 3609.857532 = -241292.367259 nChanged 26 SP:Iteration 17Q (19571.210000 sec): 3 clusters Score: Raw -244942.823383 + Penalty 3609.857532 = -241332.965851 nChanged 26 SP:Iteration 18Q (19571.350000 sec): 3 clusters Score: Raw -244994.661436 + Penalty 3609.857532 = -241384.803904 nChanged 35 SP:Iteration 19Q (19571.550000 sec): 3 clusters Score: Raw -245047.007537 + Penalty 3609.857532 = -241437.150005 nChanged 31 SP:Iteration 20F (19571.690000 sec): 3 clusters Score: Raw -245084.705037 + Penalty 3609.857532 = -241474.847505 nChanged 25 SP:Iteration 21Q (19571.880000 sec): 3 clusters Score: Raw -245114.813235 + Penalty 3609.857532 = -241504.955703 nChanged 29 SP:Iteration 22Q (19572.100000 sec): 3 clusters Score: Raw -245147.722976 + Penalty 3609.857532 = -241537.865443 nChanged 28 SP:Iteration 23Q (19572.280000 sec): 3 clusters Score: Raw -245190.555732 + Penalty 3609.857532 = -241580.698199 nChanged 35 SP:Iteration 24Q (19572.440000 sec): 3 clusters Score: Raw -245240.350496 + Penalty 3609.857532 = -241630.492964 nChanged 32 SP:Iteration 25Q (19572.610000 sec): 3 clusters Score: Raw -245280.671205 + Penalty 3609.857532 = -241670.813672 nChanged 25 SP:Iteration 26Q (19572.790000 sec): 3 clusters Score: Raw -245312.482845 + Penalty 3609.857532 = -241702.625313 nChanged 27 SP:Iteration 27Q (19572.990000 sec): 3 clusters Score: Raw -245347.308365 + Penalty 3609.857532 = -241737.450833 nChanged 19 SP:Iteration 28Q (19573.150000 sec): 3 clusters Score: Raw -245369.687632 + Penalty 3609.857532 = -241759.830100 nChanged 12 SP:Iteration 29Q (19573.340000 sec): 3 clusters Score: Raw -245387.278366 + Penalty 3609.857532 = -241777.420834 nChanged 11 SP:Iteration 30Q (19573.480000 sec): 3 clusters Score: Raw -245396.416550 + Penalty 3609.857532 = -241786.559018 nChanged 4 SP:Iteration 31Q (19573.700000 sec): 3 clusters Score: Raw -245402.193559 + Penalty 3609.857532 = -241792.336027 nChanged 6 SP:Iteration 32Q (19573.870000 sec): 3 clusters Score: Raw -245407.960089 + Penalty 3609.857532 = -241798.102557 nChanged 3 SP:Iteration 33Q (19574.070000 sec): 3 clusters Score: Raw -245412.093127 + Penalty 3609.857532 = -241802.235595 nChanged 2 SP:Iteration 34Q (19574.210000 sec): 3 clusters Score: Raw -245413.194154 + Penalty 3609.857532 = -241803.336622 nChanged 2 SP:Iteration 35Q (19574.370000 sec): 3 clusters Score: Raw -245416.344247 + Penalty 3609.857532 = -241806.486714 nChanged 2 SP:Iteration 36Q (19574.470000 sec): 3 clusters Score: Raw -245417.927346 + Penalty 3609.857532 = -241808.069814 nChanged 1 SP:Iteration 37Q (19574.570000 sec): 3 clusters Score: Raw -245418.274870 + Penalty 3609.857532 = -241808.417338 nChanged 1 SP:Iteration 38Q (19574.670000 sec): 3 clusters Score: Raw -245419.260053 + Penalty 3609.857532 = -241809.402521 nChanged 1 SP:Iteration 39Q (19574.760000 sec): 3 clusters Score: Raw -245420.118227 + Penalty 3609.857532 = -241810.260695 nChanged 0 SP:Iteration 40F (19574.860000 sec): 3 clusters Score: Raw -245420.118227 + Penalty 3609.857532 = -241810.260695 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 38 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19574.910000 sec): 2 clusters Score: Raw -35064.646909 + Penalty 1349.719592 = -33714.927317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19575.000000 sec): 3 clusters Score: Raw -35312.624687 + Penalty 2699.439184 = -32613.185502 nChanged 19 SP:Iteration 1F (19575.100000 sec): 3 clusters Score: Raw -35390.508899 + Penalty 2699.439184 = -32691.069714 nChanged 5 SP:Iteration 2Q (19575.190000 sec): 3 clusters Score: Raw -35416.864921 + Penalty 2699.439184 = -32717.425736 nChanged 1 SP:Iteration 3Q (19575.290000 sec): 3 clusters Score: Raw -35421.237147 + Penalty 2699.439184 = -32721.797962 nChanged 2 SP:Iteration 4Q (19575.430000 sec): 3 clusters Score: Raw -35437.678422 + Penalty 2699.439184 = -32738.239237 nChanged 3 SP:Iteration 5Q (19575.570000 sec): 3 clusters Score: Raw -35457.082238 + Penalty 2699.439184 = -32757.643053 nChanged 2 SP:Iteration 6Q (19575.750000 sec): 3 clusters Score: Raw -35499.899345 + Penalty 2699.439184 = -32800.460160 nChanged 3 SP:Iteration 7Q (19575.940000 sec): 3 clusters Score: Raw -35518.831095 + Penalty 2699.439184 = -32819.391910 nChanged 1 SP:Iteration 8Q (19576.080000 sec): 3 clusters Score: Raw -35523.769838 + Penalty 2699.439184 = -32824.330654 nChanged 0 SP:Iteration 9F (19576.290000 sec): 3 clusters Score: Raw -35523.769838 + Penalty 2699.439184 = -32824.330654 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 39 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19576.340000 sec): 2 clusters Score: Raw -16293.194949 + Penalty 1307.703891 = -14985.491059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19576.530000 sec): 3 clusters Score: Raw -16584.452824 + Penalty 2615.407781 = -13969.045043 nChanged 29 SP:Iteration 1F (19576.670000 sec): 3 clusters Score: Raw -16775.006264 + Penalty 2615.407781 = -14159.598483 nChanged 4 SP:Iteration 2Q (19576.870000 sec): 3 clusters Score: Raw -16816.759561 + Penalty 2615.407781 = -14201.351780 nChanged 2 SP:Iteration 3Q (19577.010000 sec): 3 clusters Score: Raw -16836.665579 + Penalty 2615.407781 = -14221.257798 nChanged 0 SP:Iteration 4F (19577.180000 sec): 3 clusters Score: Raw -16836.665579 + Penalty 2615.407781 = -14221.257798 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 40 (3526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19577.340000 sec): 2 clusters Score: Raw -598374.140091 + Penalty 2025.644002 = -596348.496089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19577.500000 sec): 3 clusters Score: Raw -596793.684944 + Penalty 4051.288004 = -592742.396940 nChanged 1256 SP:Iteration 1F (19577.730000 sec): 3 clusters Score: Raw -597662.619028 + Penalty 4051.288004 = -593611.331024 nChanged 332 SP:Iteration 2F (19577.910000 sec): 3 clusters Score: Raw -597942.817764 + Penalty 4051.288004 = -593891.529760 nChanged 212 SP:Iteration 3F (19578.110000 sec): 3 clusters Score: Raw -598117.095833 + Penalty 4051.288004 = -594065.807829 nChanged 166 SP:Iteration 4Q (19578.280000 sec): 3 clusters Score: Raw -598237.619296 + Penalty 4051.288004 = -594186.331292 nChanged 141 SP:Iteration 5Q (19578.470000 sec): 3 clusters Score: Raw -598355.350808 + Penalty 4051.288004 = -594304.062804 nChanged 141 SP:Iteration 6Q (19578.660000 sec): 3 clusters Score: Raw -598456.232265 + Penalty 4051.288004 = -594404.944261 nChanged 100 SP:Iteration 7Q (19578.870000 sec): 3 clusters Score: Raw -598532.993493 + Penalty 4051.288004 = -594481.705489 nChanged 98 SP:Iteration 8Q (19579.070000 sec): 3 clusters Score: Raw -598604.529092 + Penalty 4051.288004 = -594553.241088 nChanged 84 SP:Iteration 9Q (19579.250000 sec): 3 clusters Score: Raw -598669.222049 + Penalty 4051.288004 = -594617.934045 nChanged 68 SP:Iteration 10Q (19579.410000 sec): 3 clusters Score: Raw -598721.353608 + Penalty 4051.288004 = -594670.065604 nChanged 53 SP:Iteration 11Q (19579.590000 sec): 3 clusters Score: Raw -598757.608316 + Penalty 4051.288004 = -594706.320312 nChanged 39 SP:Iteration 12Q (19579.750000 sec): 3 clusters Score: Raw -598784.887833 + Penalty 4051.288004 = -594733.599829 nChanged 35 SP:Iteration 13Q (19579.910000 sec): 3 clusters Score: Raw -598807.007502 + Penalty 4051.288004 = -594755.719498 nChanged 17 SP:Iteration 14Q (19580.090000 sec): 3 clusters Score: Raw -598817.733751 + Penalty 4051.288004 = -594766.445747 nChanged 16 SP:Iteration 15Q (19580.260000 sec): 3 clusters Score: Raw -598830.218741 + Penalty 4051.288004 = -594778.930737 nChanged 15 SP:Iteration 16Q (19580.460000 sec): 3 clusters Score: Raw -598839.599306 + Penalty 4051.288004 = -594788.311302 nChanged 14 SP:Iteration 17Q (19580.680000 sec): 3 clusters Score: Raw -598848.315274 + Penalty 4051.288004 = -594797.027270 nChanged 11 SP:Iteration 18Q (19580.840000 sec): 3 clusters Score: Raw -598856.502498 + Penalty 4051.288004 = -594805.214494 nChanged 14 SP:Iteration 19Q (19581.040000 sec): 3 clusters Score: Raw -598864.912118 + Penalty 4051.288004 = -594813.624114 nChanged 5 SP:Iteration 20F (19581.220000 sec): 3 clusters Score: Raw -598869.581328 + Penalty 4051.288004 = -594818.293324 nChanged 7 SP:Iteration 21Q (19581.370000 sec): 3 clusters Score: Raw -598874.262106 + Penalty 4051.288004 = -594822.974102 nChanged 6 SP:Iteration 22Q (19581.520000 sec): 3 clusters Score: Raw -598878.910679 + Penalty 4051.288004 = -594827.622675 nChanged 4 SP:Iteration 23Q (19581.730000 sec): 3 clusters Score: Raw -598880.823139 + Penalty 4051.288004 = -594829.535135 nChanged 3 SP:Iteration 24Q (19581.920000 sec): 3 clusters Score: Raw -598882.035757 + Penalty 4051.288004 = -594830.747753 nChanged 3 SP:Iteration 25Q (19582.100000 sec): 3 clusters Score: Raw -598883.666623 + Penalty 4051.288004 = -594832.378619 nChanged 3 SP:Iteration 26Q (19582.290000 sec): 3 clusters Score: Raw -598887.440780 + Penalty 4051.288004 = -594836.152776 nChanged 4 SP:Iteration 27Q (19582.460000 sec): 3 clusters Score: Raw -598889.685023 + Penalty 4051.288004 = -594838.397019 nChanged 4 SP:Iteration 28Q (19582.670000 sec): 3 clusters Score: Raw -598892.229557 + Penalty 4051.288004 = -594840.941553 nChanged 4 SP:Iteration 29Q (19582.830000 sec): 3 clusters Score: Raw -598896.461554 + Penalty 4051.288004 = -594845.173550 nChanged 7 SP:Iteration 30Q (19583.040000 sec): 3 clusters Score: Raw -598900.330991 + Penalty 4051.288004 = -594849.042987 nChanged 7 SP:Iteration 31Q (19583.220000 sec): 3 clusters Score: Raw -598905.908330 + Penalty 4051.288004 = -594854.620326 nChanged 7 SP:Iteration 32Q (19583.430000 sec): 3 clusters Score: Raw -598910.637963 + Penalty 4051.288004 = -594859.349959 nChanged 4 SP:Iteration 33Q (19583.590000 sec): 3 clusters Score: Raw -598912.938927 + Penalty 4051.288004 = -594861.650923 nChanged 3 SP:Iteration 34Q (19583.790000 sec): 3 clusters Score: Raw -598914.512252 + Penalty 4051.288004 = -594863.224248 nChanged 1 SP:Iteration 35Q (19583.980000 sec): 3 clusters Score: Raw -598914.848994 + Penalty 4051.288004 = -594863.560990 nChanged 0 SP:Iteration 36F (19584.160000 sec): 3 clusters Score: Raw -598914.848994 + Penalty 4051.288004 = -594863.560990 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 41 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19584.240000 sec): 2 clusters Score: Raw -23401.374431 + Penalty 1234.229968 = -22167.144463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19584.430000 sec): 3 clusters Score: Raw -23682.095796 + Penalty 2468.459936 = -21213.635860 nChanged 2 SP:Iteration 1Q (19584.600000 sec): 3 clusters Score: Raw -23691.841756 + Penalty 2468.459936 = -21223.381820 nChanged 1 SP:Iteration 2Q (19584.790000 sec): 3 clusters Score: Raw -23700.681537 + Penalty 2468.459936 = -21232.221601 nChanged 0 SP:Iteration 3F (19584.950000 sec): 3 clusters Score: Raw -23700.681537 + Penalty 2468.459936 = -21232.221601 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 42 (49448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19585.260000 sec): 2 clusters Score: Raw -9334987.577530 + Penalty 2680.551869 = -9332307.025661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19585.720000 sec): 3 clusters Score: Raw -9304278.665831 + Penalty 5361.103738 = -9298917.562093 nChanged 22734 SP:Iteration 1F (19586.130000 sec): 3 clusters Score: Raw -9316992.653680 + Penalty 5361.103738 = -9311631.549942 nChanged 1970 SP:Iteration 2Q (19586.600000 sec): 3 clusters Score: Raw -9317521.821521 + Penalty 5361.103738 = -9312160.717782 nChanged 1910 SP:Iteration 3Q (19587.030000 sec): 3 clusters Score: Raw -9318053.328476 + Penalty 5361.103738 = -9312692.224738 nChanged 1872 SP:Iteration 4Q (19587.450000 sec): 3 clusters Score: Raw -9318604.202740 + Penalty 5361.103738 = -9313243.099002 nChanged 1955 SP:Iteration 5Q (19587.900000 sec): 3 clusters Score: Raw -9319237.243497 + Penalty 5361.103738 = -9313876.139758 nChanged 2019 SP:Iteration 6Q (19588.340000 sec): 3 clusters Score: Raw -9319977.142645 + Penalty 5361.103738 = -9314616.038907 nChanged 2200 SP:Iteration 7Q (19588.750000 sec): 3 clusters Score: Raw -9320955.644911 + Penalty 5361.103738 = -9315594.541173 nChanged 2516 SP:Iteration 8F (19589.190000 sec): 3 clusters Score: Raw -9322330.121871 + Penalty 5361.103738 = -9316969.018133 nChanged 2846 SP:Iteration 9F (19589.620000 sec): 3 clusters Score: Raw -9324221.151996 + Penalty 5361.103738 = -9318860.048258 nChanged 3037 SP:Iteration 10F (19590.130000 sec): 3 clusters Score: Raw -9326567.181653 + Penalty 5361.103738 = -9321206.077914 nChanged 2874 SP:Iteration 11F (19590.580000 sec): 3 clusters Score: Raw -9329010.119843 + Penalty 5361.103738 = -9323649.016105 nChanged 2301 SP:Iteration 12Q (19591.010000 sec): 3 clusters Score: Raw -9330958.587456 + Penalty 5361.103738 = -9325597.483718 nChanged 1677 SP:Iteration 13Q (19591.450000 sec): 3 clusters Score: Raw -9332438.725425 + Penalty 5361.103738 = -9327077.621686 nChanged 1137 SP:Iteration 14Q (19591.830000 sec): 3 clusters Score: Raw -9333362.546305 + Penalty 5361.103738 = -9328001.442567 nChanged 771 SP:Iteration 15Q (19592.210000 sec): 3 clusters Score: Raw -9333987.772612 + Penalty 5361.103738 = -9328626.668874 nChanged 515 SP:Iteration 16Q (19592.650000 sec): 3 clusters Score: Raw -9334379.761711 + Penalty 5361.103738 = -9329018.657973 nChanged 353 SP:Iteration 17Q (19593.080000 sec): 3 clusters Score: Raw -9334643.254904 + Penalty 5361.103738 = -9329282.151166 nChanged 251 SP:Iteration 18Q (19593.480000 sec): 3 clusters Score: Raw -9334833.496805 + Penalty 5361.103738 = -9329472.393067 nChanged 184 SP:Iteration 19Q (19593.890000 sec): 3 clusters Score: Raw -9334964.019217 + Penalty 5361.103738 = -9329602.915479 nChanged 128 SP:Iteration 20F (19594.310000 sec): 3 clusters Score: Raw -9335061.461494 + Penalty 5361.103738 = -9329700.357756 nChanged 91 SP:Iteration 21Q (19594.750000 sec): 3 clusters Score: Raw -9335133.738415 + Penalty 5361.103738 = -9329772.634677 nChanged 60 SP:Iteration 22Q (19595.190000 sec): 3 clusters Score: Raw -9335184.577308 + Penalty 5361.103738 = -9329823.473570 nChanged 50 SP:Iteration 23Q (19595.520000 sec): 3 clusters Score: Raw -9335229.065269 + Penalty 5361.103738 = -9329867.961531 nChanged 34 SP:Iteration 24Q (19595.890000 sec): 3 clusters Score: Raw -9335261.009610 + Penalty 5361.103738 = -9329899.905872 nChanged 33 SP:Iteration 25Q (19596.240000 sec): 3 clusters Score: Raw -9335287.691466 + Penalty 5361.103738 = -9329926.587728 nChanged 18 SP:Iteration 26Q (19596.650000 sec): 3 clusters Score: Raw -9335301.521394 + Penalty 5361.103738 = -9329940.417656 nChanged 13 SP:Iteration 27Q (19597.050000 sec): 3 clusters Score: Raw -9335313.962014 + Penalty 5361.103738 = -9329952.858276 nChanged 13 SP:Iteration 28Q (19597.450000 sec): 3 clusters Score: Raw -9335323.964066 + Penalty 5361.103738 = -9329962.860328 nChanged 14 SP:Iteration 29Q (19597.840000 sec): 3 clusters Score: Raw -9335334.965491 + Penalty 5361.103738 = -9329973.861753 nChanged 7 SP:Iteration 30Q (19598.240000 sec): 3 clusters Score: Raw -9335340.493600 + Penalty 5361.103738 = -9329979.389862 nChanged 3 SP:Iteration 31Q (19598.610000 sec): 3 clusters Score: Raw -9335342.933986 + Penalty 5361.103738 = -9329981.830248 nChanged 6 SP:Iteration 32Q (19598.980000 sec): 3 clusters Score: Raw -9335346.748958 + Penalty 5361.103738 = -9329985.645220 nChanged 2 SP:Iteration 33Q (19599.350000 sec): 3 clusters Score: Raw -9335348.545323 + Penalty 5361.103738 = -9329987.441584 nChanged 1 SP:Iteration 34Q (19599.710000 sec): 3 clusters Score: Raw -9335348.857809 + Penalty 5361.103738 = -9329987.754071 nChanged 0 SP:Iteration 35F (19600.140000 sec): 3 clusters Score: Raw -9335348.857809 + Penalty 5361.103738 = -9329987.754071 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 43 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19600.230000 sec): 2 clusters Score: Raw -99653.962549 + Penalty 1591.349606 = -98062.612943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19600.420000 sec): 3 clusters Score: Raw -99631.013757 + Penalty 3182.699212 = -96448.314545 nChanged 118 SP:Iteration 1F (19600.580000 sec): 3 clusters Score: Raw -99884.235293 + Penalty 3182.699212 = -96701.536081 nChanged 35 SP:Iteration 2F (19600.800000 sec): 3 clusters Score: Raw -99958.507605 + Penalty 3182.699212 = -96775.808393 nChanged 20 SP:Iteration 3Q (19600.960000 sec): 3 clusters Score: Raw -100001.316524 + Penalty 3182.699212 = -96818.617312 nChanged 10 SP:Iteration 4Q (19601.150000 sec): 3 clusters Score: Raw -100024.843448 + Penalty 3182.699212 = -96842.144236 nChanged 6 SP:Iteration 5Q (19601.310000 sec): 3 clusters Score: Raw -100037.616751 + Penalty 3182.699212 = -96854.917539 nChanged 1 SP:Iteration 6Q (19601.500000 sec): 3 clusters Score: Raw -100038.786692 + Penalty 3182.699212 = -96856.087480 nChanged 1 SP:Iteration 7Q (19601.710000 sec): 3 clusters Score: Raw -100041.184544 + Penalty 3182.699212 = -96858.485332 nChanged 1 SP:Iteration 8Q (19601.900000 sec): 3 clusters Score: Raw -100042.335008 + Penalty 3182.699212 = -96859.635796 nChanged 0 SP:Iteration 9F (19602.050000 sec): 3 clusters Score: Raw -100042.335008 + Penalty 3182.699212 = -96859.635796 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 44 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19602.150000 sec): 2 clusters Score: Raw -104960.532922 + Penalty 1616.382476 = -103344.150446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19602.330000 sec): 3 clusters Score: Raw -104942.210864 + Penalty 3232.764951 = -101709.445913 nChanged 148 SP:Iteration 1F (19602.480000 sec): 3 clusters Score: Raw -105333.654149 + Penalty 3232.764951 = -102100.889198 nChanged 58 SP:Iteration 2F (19602.710000 sec): 3 clusters Score: Raw -105529.489763 + Penalty 3232.764951 = -102296.724811 nChanged 40 SP:Iteration 3F (19602.890000 sec): 3 clusters Score: Raw -105723.644286 + Penalty 3232.764951 = -102490.879334 nChanged 35 SP:Iteration 4F (19603.030000 sec): 3 clusters Score: Raw -105854.124827 + Penalty 3232.764951 = -102621.359875 nChanged 21 SP:Iteration 5Q (19603.200000 sec): 3 clusters Score: Raw -105930.546123 + Penalty 3232.764951 = -102697.781171 nChanged 15 SP:Iteration 6Q (19603.410000 sec): 3 clusters Score: Raw -105971.028779 + Penalty 3232.764951 = -102738.263828 nChanged 19 SP:Iteration 7Q (19603.570000 sec): 3 clusters Score: Raw -106024.349424 + Penalty 3232.764951 = -102791.584473 nChanged 12 SP:Iteration 8Q (19603.740000 sec): 3 clusters Score: Raw -106045.961018 + Penalty 3232.764951 = -102813.196066 nChanged 6 SP:Iteration 9Q (19603.920000 sec): 3 clusters Score: Raw -106058.431622 + Penalty 3232.764951 = -102825.666671 nChanged 5 SP:Iteration 10Q (19604.110000 sec): 3 clusters Score: Raw -106073.208848 + Penalty 3232.764951 = -102840.443897 nChanged 5 SP:Iteration 11Q (19604.310000 sec): 3 clusters Score: Raw -106084.448652 + Penalty 3232.764951 = -102851.683701 nChanged 2 SP:Iteration 12Q (19604.470000 sec): 3 clusters Score: Raw -106091.625767 + Penalty 3232.764951 = -102858.860815 nChanged 1 SP:Iteration 13Q (19604.660000 sec): 3 clusters Score: Raw -106095.307862 + Penalty 3232.764951 = -102862.542911 nChanged 0 SP:Iteration 14F (19604.870000 sec): 3 clusters Score: Raw -106095.307862 + Penalty 3232.764951 = -102862.542911 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 45 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19604.930000 sec): 2 clusters Score: Raw -42385.478750 + Penalty 1399.192954 = -40986.285796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19605.150000 sec): 3 clusters Score: Raw -42665.147340 + Penalty 2798.385907 = -39866.761433 nChanged 40 SP:Iteration 1F (19605.310000 sec): 3 clusters Score: Raw -42762.299777 + Penalty 2798.385907 = -39963.913870 nChanged 9 SP:Iteration 2Q (19605.530000 sec): 3 clusters Score: Raw -42782.535935 + Penalty 2798.385907 = -39984.150027 nChanged 5 SP:Iteration 3Q (19605.680000 sec): 3 clusters Score: Raw -42794.140736 + Penalty 2798.385907 = -39995.754829 nChanged 6 SP:Iteration 4Q (19605.850000 sec): 3 clusters Score: Raw -42805.231256 + Penalty 2798.385907 = -40006.845349 nChanged 7 SP:Iteration 5Q (19606.060000 sec): 3 clusters Score: Raw -42822.954317 + Penalty 2798.385907 = -40024.568409 nChanged 6 SP:Iteration 6Q (19606.200000 sec): 3 clusters Score: Raw -42850.031436 + Penalty 2798.385907 = -40051.645529 nChanged 6 SP:Iteration 7Q (19606.360000 sec): 3 clusters Score: Raw -42864.511355 + Penalty 2798.385907 = -40066.125448 nChanged 6 SP:Iteration 8Q (19606.510000 sec): 3 clusters Score: Raw -42877.929982 + Penalty 2798.385907 = -40079.544074 nChanged 2 SP:Iteration 9Q (19606.740000 sec): 3 clusters Score: Raw -42882.828439 + Penalty 2798.385907 = -40084.442532 nChanged 2 SP:Iteration 10Q (19606.890000 sec): 3 clusters Score: Raw -42897.853702 + Penalty 2798.385907 = -40099.467795 nChanged 3 SP:Iteration 11Q (19607.100000 sec): 3 clusters Score: Raw -42905.807807 + Penalty 2798.385907 = -40107.421900 nChanged 4 SP:Iteration 12Q (19607.270000 sec): 3 clusters Score: Raw -42916.398982 + Penalty 2798.385907 = -40118.013075 nChanged 3 SP:Iteration 13Q (19607.430000 sec): 3 clusters Score: Raw -42934.229236 + Penalty 2798.385907 = -40135.843329 nChanged 1 SP:Iteration 14Q (19607.590000 sec): 3 clusters Score: Raw -42934.599082 + Penalty 2798.385907 = -40136.213175 nChanged 0 SP:Iteration 15F (19607.810000 sec): 3 clusters Score: Raw -42934.599082 + Penalty 2798.385907 = -40136.213175 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 46 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19607.880000 sec): 2 clusters Score: Raw -18735.601787 + Penalty 1293.304068 = -17442.297719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19608.070000 sec): 3 clusters Score: Raw -19090.985766 + Penalty 2586.608136 = -16504.377630 nChanged 29 SP:Iteration 1F (19608.260000 sec): 3 clusters Score: Raw -19199.704711 + Penalty 2586.608136 = -16613.096575 nChanged 6 SP:Iteration 2Q (19608.450000 sec): 3 clusters Score: Raw -19238.211937 + Penalty 2586.608136 = -16651.603802 nChanged 3 SP:Iteration 3Q (19608.610000 sec): 3 clusters Score: Raw -19274.281611 + Penalty 2586.608136 = -16687.673475 nChanged 2 SP:Iteration 4Q (19608.790000 sec): 3 clusters Score: Raw -19280.195652 + Penalty 2586.608136 = -16693.587516 nChanged 0 SP:Iteration 5F (19608.970000 sec): 3 clusters Score: Raw -19280.195652 + Penalty 2586.608136 = -16693.587516 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 47 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19609.070000 sec): 2 clusters Score: Raw -105217.599158 + Penalty 1590.944046 = -103626.655112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19609.250000 sec): 3 clusters Score: Raw -105174.022226 + Penalty 3181.888092 = -101992.134135 nChanged 123 SP:Iteration 1F (19609.410000 sec): 3 clusters Score: Raw -105387.736537 + Penalty 3181.888092 = -102205.848445 nChanged 34 SP:Iteration 2F (19609.570000 sec): 3 clusters Score: Raw -105447.728148 + Penalty 3181.888092 = -102265.840056 nChanged 24 SP:Iteration 3Q (19609.790000 sec): 3 clusters Score: Raw -105494.342627 + Penalty 3181.888092 = -102312.454535 nChanged 13 SP:Iteration 4Q (19609.970000 sec): 3 clusters Score: Raw -105524.747342 + Penalty 3181.888092 = -102342.859250 nChanged 7 SP:Iteration 5Q (19610.150000 sec): 3 clusters Score: Raw -105543.974664 + Penalty 3181.888092 = -102362.086572 nChanged 10 SP:Iteration 6Q (19610.300000 sec): 3 clusters Score: Raw -105560.023539 + Penalty 3181.888092 = -102378.135447 nChanged 9 SP:Iteration 7Q (19610.500000 sec): 3 clusters Score: Raw -105577.292761 + Penalty 3181.888092 = -102395.404670 nChanged 5 SP:Iteration 8Q (19610.670000 sec): 3 clusters Score: Raw -105585.791384 + Penalty 3181.888092 = -102403.903292 nChanged 6 SP:Iteration 9Q (19610.870000 sec): 3 clusters Score: Raw -105599.088103 + Penalty 3181.888092 = -102417.200011 nChanged 5 SP:Iteration 10Q (19611.040000 sec): 3 clusters Score: Raw -105606.484553 + Penalty 3181.888092 = -102424.596461 nChanged 1 SP:Iteration 11Q (19611.190000 sec): 3 clusters Score: Raw -105608.246031 + Penalty 3181.888092 = -102426.357939 nChanged 0 SP:Iteration 12F (19611.400000 sec): 3 clusters Score: Raw -105608.246031 + Penalty 3181.888092 = -102426.357939 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 48 (3865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19611.480000 sec): 2 clusters Score: Raw -637819.874180 + Penalty 2048.409806 = -635771.464374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19611.660000 sec): 3 clusters Score: Raw -636069.810768 + Penalty 4096.819613 = -631972.991155 nChanged 1375 SP:Iteration 1F (19611.880000 sec): 3 clusters Score: Raw -636833.368630 + Penalty 4096.819613 = -632736.549017 nChanged 293 SP:Iteration 2F (19612.070000 sec): 3 clusters Score: Raw -637034.261245 + Penalty 4096.819613 = -632937.441633 nChanged 209 SP:Iteration 3F (19612.250000 sec): 3 clusters Score: Raw -637169.052214 + Penalty 4096.819613 = -633072.232601 nChanged 153 SP:Iteration 4Q (19612.490000 sec): 3 clusters Score: Raw -637267.592153 + Penalty 4096.819613 = -633170.772540 nChanged 130 SP:Iteration 5Q (19612.690000 sec): 3 clusters Score: Raw -637349.895419 + Penalty 4096.819613 = -633253.075807 nChanged 102 SP:Iteration 6Q (19612.850000 sec): 3 clusters Score: Raw -637418.105521 + Penalty 4096.819613 = -633321.285909 nChanged 118 SP:Iteration 7Q (19613.050000 sec): 3 clusters Score: Raw -637509.613458 + Penalty 4096.819613 = -633412.793845 nChanged 115 SP:Iteration 8Q (19613.250000 sec): 3 clusters Score: Raw -637576.930714 + Penalty 4096.819613 = -633480.111101 nChanged 110 SP:Iteration 9Q (19613.410000 sec): 3 clusters Score: Raw -637640.973912 + Penalty 4096.819613 = -633544.154300 nChanged 108 SP:Iteration 10Q (19613.570000 sec): 3 clusters Score: Raw -637705.555530 + Penalty 4096.819613 = -633608.735918 nChanged 105 SP:Iteration 11Q (19613.790000 sec): 3 clusters Score: Raw -637782.644002 + Penalty 4096.819613 = -633685.824389 nChanged 106 SP:Iteration 12Q (19614.000000 sec): 3 clusters Score: Raw -637846.985206 + Penalty 4096.819613 = -633750.165593 nChanged 80 SP:Iteration 13Q (19614.170000 sec): 3 clusters Score: Raw -637898.387268 + Penalty 4096.819613 = -633801.567655 nChanged 79 SP:Iteration 14Q (19614.350000 sec): 3 clusters Score: Raw -637947.717804 + Penalty 4096.819613 = -633850.898191 nChanged 80 SP:Iteration 15Q (19614.580000 sec): 3 clusters Score: Raw -637996.419295 + Penalty 4096.819613 = -633899.599683 nChanged 82 SP:Iteration 16Q (19614.750000 sec): 3 clusters Score: Raw -638043.578699 + Penalty 4096.819613 = -633946.759086 nChanged 69 SP:Iteration 17Q (19614.940000 sec): 3 clusters Score: Raw -638085.431688 + Penalty 4096.819613 = -633988.612075 nChanged 49 SP:Iteration 18Q (19615.100000 sec): 3 clusters Score: Raw -638120.524331 + Penalty 4096.819613 = -634023.704718 nChanged 53 SP:Iteration 19Q (19615.300000 sec): 3 clusters Score: Raw -638150.619203 + Penalty 4096.819613 = -634053.799591 nChanged 51 SP:Iteration 20F (19615.490000 sec): 3 clusters Score: Raw -638182.199775 + Penalty 4096.819613 = -634085.380162 nChanged 56 SP:Iteration 21Q (19615.660000 sec): 3 clusters Score: Raw -638216.670102 + Penalty 4096.819613 = -634119.850490 nChanged 51 SP:Iteration 22Q (19615.870000 sec): 3 clusters Score: Raw -638249.846845 + Penalty 4096.819613 = -634153.027233 nChanged 43 SP:Iteration 23Q (19616.060000 sec): 3 clusters Score: Raw -638274.833475 + Penalty 4096.819613 = -634178.013862 nChanged 35 SP:Iteration 24Q (19616.270000 sec): 3 clusters Score: Raw -638296.442899 + Penalty 4096.819613 = -634199.623286 nChanged 34 SP:Iteration 25Q (19616.450000 sec): 3 clusters Score: Raw -638330.901113 + Penalty 4096.819613 = -634234.081501 nChanged 39 SP:Iteration 26Q (19616.650000 sec): 3 clusters Score: Raw -638362.510137 + Penalty 4096.819613 = -634265.690524 nChanged 33 SP:Iteration 27Q (19616.820000 sec): 3 clusters Score: Raw -638385.575912 + Penalty 4096.819613 = -634288.756300 nChanged 36 SP:Iteration 28Q (19616.970000 sec): 3 clusters Score: Raw -638407.120933 + Penalty 4096.819613 = -634310.301321 nChanged 25 SP:Iteration 29Q (19617.200000 sec): 3 clusters Score: Raw -638422.918600 + Penalty 4096.819613 = -634326.098988 nChanged 18 SP:Iteration 30Q (19617.370000 sec): 3 clusters Score: Raw -638433.895056 + Penalty 4096.819613 = -634337.075444 nChanged 16 SP:Iteration 31Q (19617.550000 sec): 3 clusters Score: Raw -638443.547910 + Penalty 4096.819613 = -634346.728297 nChanged 14 SP:Iteration 32Q (19617.740000 sec): 3 clusters Score: Raw -638452.693083 + Penalty 4096.819613 = -634355.873470 nChanged 11 SP:Iteration 33Q (19617.900000 sec): 3 clusters Score: Raw -638462.952129 + Penalty 4096.819613 = -634366.132516 nChanged 10 SP:Iteration 34Q (19618.120000 sec): 3 clusters Score: Raw -638469.884768 + Penalty 4096.819613 = -634373.065156 nChanged 17 SP:Iteration 35Q (19618.290000 sec): 3 clusters Score: Raw -638479.501914 + Penalty 4096.819613 = -634382.682301 nChanged 7 SP:Iteration 36Q (19618.510000 sec): 3 clusters Score: Raw -638482.911180 + Penalty 4096.819613 = -634386.091567 nChanged 11 SP:Iteration 37Q (19618.680000 sec): 3 clusters Score: Raw -638488.933962 + Penalty 4096.819613 = -634392.114349 nChanged 10 SP:Iteration 38Q (19618.870000 sec): 3 clusters Score: Raw -638492.885742 + Penalty 4096.819613 = -634396.066129 nChanged 6 SP:Iteration 39Q (19619.040000 sec): 3 clusters Score: Raw -638496.809127 + Penalty 4096.819613 = -634399.989514 nChanged 8 SP:Iteration 40F (19619.230000 sec): 3 clusters Score: Raw -638500.682384 + Penalty 4096.819613 = -634403.862772 nChanged 3 SP:Iteration 41Q (19619.430000 sec): 3 clusters Score: Raw -638501.465523 + Penalty 4096.819613 = -634404.645911 nChanged 1 SP:Iteration 42Q (19619.590000 sec): 3 clusters Score: Raw -638501.714555 + Penalty 4096.819613 = -634404.894942 nChanged 0 SP:Iteration 43F (19619.770000 sec): 3 clusters Score: Raw -638501.714555 + Penalty 4096.819613 = -634404.894942 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 49 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19619.870000 sec): 2 clusters Score: Raw -28947.396286 + Penalty 1396.540522 = -27550.855764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19620.050000 sec): 3 clusters Score: Raw -29277.662837 + Penalty 2793.081044 = -26484.581794 nChanged 61 SP:Iteration 1F (19620.250000 sec): 3 clusters Score: Raw -29638.552008 + Penalty 2793.081044 = -26845.470964 nChanged 20 SP:Iteration 2F (19620.440000 sec): 3 clusters Score: Raw -29799.578439 + Penalty 2793.081044 = -27006.497395 nChanged 9 SP:Iteration 3Q (19620.560000 sec): 3 clusters Score: Raw -29912.120127 + Penalty 2793.081044 = -27119.039083 nChanged 7 SP:Iteration 4Q (19620.730000 sec): 3 clusters Score: Raw -30105.152887 + Penalty 2793.081044 = -27312.071843 nChanged 9 SP:Iteration 5Q (19620.880000 sec): 3 clusters Score: Raw -30346.762643 + Penalty 2793.081044 = -27553.681599 nChanged 2 SP:Iteration 6Q (19621.050000 sec): 3 clusters Score: Raw -30358.459716 + Penalty 2793.081044 = -27565.378672 nChanged 0 SP:Iteration 7F (19621.270000 sec): 3 clusters Score: Raw -30374.776825 + Penalty 2793.081044 = -27581.695781 nChanged 2 SP:Iteration 8Q (19621.420000 sec): 3 clusters Score: Raw -30564.756463 + Penalty 2793.081044 = -27771.675419 nChanged 4 SP:Iteration 9Q (19621.560000 sec): 3 clusters Score: Raw -30632.354994 + Penalty 2793.081044 = -27839.273951 nChanged 3 SP:Iteration 10Q (19621.730000 sec): 3 clusters Score: Raw -30677.516906 + Penalty 2793.081044 = -27884.435862 nChanged 4 SP:Iteration 11Q (19621.940000 sec): 3 clusters Score: Raw -30714.237322 + Penalty 2793.081044 = -27921.156278 nChanged 1 SP:Iteration 12Q (19622.070000 sec): 3 clusters Score: Raw -30716.964113 + Penalty 2793.081044 = -27923.883070 nChanged 0 SP:Iteration 13F (19622.270000 sec): 3 clusters Score: Raw -30716.964113 + Penalty 2793.081044 = -27923.883070 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 75. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 50 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19622.330000 sec): 2 clusters Score: Raw -28438.253568 + Penalty 1295.985175 = -27142.268393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19622.490000 sec): 3 clusters Score: Raw -28972.494753 + Penalty 2591.970350 = -26380.524403 nChanged 20 SP:Iteration 1F (19622.680000 sec): 3 clusters Score: Raw -29070.725856 + Penalty 2591.970350 = -26478.755506 nChanged 7 SP:Iteration 2Q (19622.880000 sec): 3 clusters Score: Raw -29109.588749 + Penalty 2591.970350 = -26517.618399 nChanged 9 SP:Iteration 3Q (19623.030000 sec): 3 clusters Score: Raw -29167.341946 + Penalty 2591.970350 = -26575.371596 nChanged 4 SP:Iteration 4Q (19623.190000 sec): 3 clusters Score: Raw -29190.689788 + Penalty 2591.970350 = -26598.719438 nChanged 4 SP:Iteration 5Q (19623.350000 sec): 3 clusters Score: Raw -29207.993747 + Penalty 2591.970350 = -26616.023397 nChanged 0 SP:Iteration 6F (19623.540000 sec): 3 clusters Score: Raw -29207.993747 + Penalty 2591.970350 = -26616.023397 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 51 (977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19623.650000 sec): 2 clusters Score: Raw -167641.797969 + Penalty 1707.352690 = -165934.445279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19623.840000 sec): 3 clusters Score: Raw -167441.967049 + Penalty 3414.705379 = -164027.261670 nChanged 229 SP:Iteration 1F (19624.020000 sec): 3 clusters Score: Raw -167712.460970 + Penalty 3414.705379 = -164297.755591 nChanged 65 SP:Iteration 2F (19624.220000 sec): 3 clusters Score: Raw -167811.912302 + Penalty 3414.705379 = -164397.206923 nChanged 37 SP:Iteration 3Q (19624.410000 sec): 3 clusters Score: Raw -167888.783066 + Penalty 3414.705379 = -164474.077687 nChanged 30 SP:Iteration 4Q (19624.570000 sec): 3 clusters Score: Raw -167947.779876 + Penalty 3414.705379 = -164533.074496 nChanged 20 SP:Iteration 5Q (19624.750000 sec): 3 clusters Score: Raw -167981.565494 + Penalty 3414.705379 = -164566.860114 nChanged 13 SP:Iteration 6Q (19624.930000 sec): 3 clusters Score: Raw -168014.694013 + Penalty 3414.705379 = -164599.988634 nChanged 14 SP:Iteration 7Q (19625.140000 sec): 3 clusters Score: Raw -168034.392879 + Penalty 3414.705379 = -164619.687499 nChanged 8 SP:Iteration 8Q (19625.310000 sec): 3 clusters Score: Raw -168044.805230 + Penalty 3414.705379 = -164630.099850 nChanged 2 SP:Iteration 9Q (19625.440000 sec): 3 clusters Score: Raw -168047.591730 + Penalty 3414.705379 = -164632.886350 nChanged 1 SP:Iteration 10Q (19625.650000 sec): 3 clusters Score: Raw -168048.187284 + Penalty 3414.705379 = -164633.481905 nChanged 0 SP:Iteration 11F (19625.850000 sec): 3 clusters Score: Raw -168048.187284 + Penalty 3414.705379 = -164633.481905 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 52 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19625.890000 sec): 2 clusters Score: Raw -31317.630383 + Penalty 1337.619631 = -29980.010752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19626.070000 sec): 3 clusters Score: Raw -31601.276807 + Penalty 2675.239263 = -28926.037544 nChanged 34 SP:Iteration 1F (19626.280000 sec): 3 clusters Score: Raw -31729.330623 + Penalty 2675.239263 = -29054.091360 nChanged 14 SP:Iteration 2F (19626.410000 sec): 3 clusters Score: Raw -31791.798517 + Penalty 2675.239263 = -29116.559254 nChanged 5 SP:Iteration 3Q (19626.580000 sec): 3 clusters Score: Raw -31807.720848 + Penalty 2675.239263 = -29132.481585 nChanged 1 SP:Iteration 4Q (19626.750000 sec): 3 clusters Score: Raw -31809.598961 + Penalty 2675.239263 = -29134.359698 nChanged 1 SP:Iteration 5Q (19626.940000 sec): 3 clusters Score: Raw -31815.328447 + Penalty 2675.239263 = -29140.089184 nChanged 0 SP:Iteration 6F (19627.100000 sec): 3 clusters Score: Raw -31815.328447 + Penalty 2675.239263 = -29140.089184 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 53 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19627.200000 sec): 2 clusters Score: Raw -55410.369286 + Penalty 1463.174544 = -53947.194743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19627.380000 sec): 3 clusters Score: Raw -55588.493567 + Penalty 2926.349087 = -52662.144480 nChanged 64 SP:Iteration 1F (19627.590000 sec): 3 clusters Score: Raw -55797.734225 + Penalty 2926.349087 = -52871.385138 nChanged 26 SP:Iteration 2F (19627.720000 sec): 3 clusters Score: Raw -55883.914897 + Penalty 2926.349087 = -52957.565809 nChanged 18 SP:Iteration 3Q (19627.920000 sec): 3 clusters Score: Raw -55944.455142 + Penalty 2926.349087 = -53018.106055 nChanged 10 SP:Iteration 4Q (19628.100000 sec): 3 clusters Score: Raw -55973.161542 + Penalty 2926.349087 = -53046.812455 nChanged 10 SP:Iteration 5Q (19628.280000 sec): 3 clusters Score: Raw -56034.174298 + Penalty 2926.349087 = -53107.825211 nChanged 10 SP:Iteration 6Q (19628.450000 sec): 3 clusters Score: Raw -56078.963874 + Penalty 2926.349087 = -53152.614787 nChanged 6 SP:Iteration 7Q (19628.630000 sec): 3 clusters Score: Raw -56121.256634 + Penalty 2926.349087 = -53194.907547 nChanged 10 SP:Iteration 8Q (19628.750000 sec): 3 clusters Score: Raw -56160.491859 + Penalty 2926.349087 = -53234.142772 nChanged 9 SP:Iteration 9Q (19628.920000 sec): 3 clusters Score: Raw -56196.924133 + Penalty 2926.349087 = -53270.575045 nChanged 2 SP:Iteration 10Q (19629.120000 sec): 3 clusters Score: Raw -56199.938042 + Penalty 2926.349087 = -53273.588955 nChanged 0 SP:Iteration 11F (19629.290000 sec): 3 clusters Score: Raw -56203.185817 + Penalty 2926.349087 = -53276.836730 nChanged 2 SP:Iteration 12Q (19629.470000 sec): 3 clusters Score: Raw -56224.534677 + Penalty 2926.349087 = -53298.185590 nChanged 0 SP:Iteration 13F (19629.640000 sec): 3 clusters Score: Raw -56224.534677 + Penalty 2926.349087 = -53298.185590 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 54 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19629.700000 sec): 2 clusters Score: Raw -43777.832489 + Penalty 1447.757151 = -42330.075338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19629.860000 sec): 3 clusters Score: Raw -44048.036463 + Penalty 2895.514302 = -41152.522161 nChanged 65 SP:Iteration 1F (19630.060000 sec): 3 clusters Score: Raw -44179.273256 + Penalty 2895.514302 = -41283.758955 nChanged 22 SP:Iteration 2F (19630.190000 sec): 3 clusters Score: Raw -44247.312362 + Penalty 2895.514302 = -41351.798061 nChanged 27 SP:Iteration 3F (19630.340000 sec): 3 clusters Score: Raw -44394.656283 + Penalty 2895.514302 = -41499.141982 nChanged 14 SP:Iteration 4Q (19630.510000 sec): 3 clusters Score: Raw -44462.748828 + Penalty 2895.514302 = -41567.234526 nChanged 6 SP:Iteration 5Q (19630.720000 sec): 3 clusters Score: Raw -44475.750585 + Penalty 2895.514302 = -41580.236283 nChanged 3 SP:Iteration 6Q (19630.890000 sec): 3 clusters Score: Raw -44498.986635 + Penalty 2895.514302 = -41603.472334 nChanged 2 SP:Iteration 7Q (19631.040000 sec): 3 clusters Score: Raw -44519.305323 + Penalty 2895.514302 = -41623.791021 nChanged 1 SP:Iteration 8Q (19631.200000 sec): 3 clusters Score: Raw -44522.109885 + Penalty 2895.514302 = -41626.595583 nChanged 0 SP:Iteration 9F (19631.380000 sec): 3 clusters Score: Raw -44522.109885 + Penalty 2895.514302 = -41626.595583 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 55 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19631.470000 sec): 2 clusters Score: Raw -21643.889321 + Penalty 1253.948960 = -20389.940362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19631.640000 sec): 3 clusters Score: Raw -22019.863157 + Penalty 2507.897919 = -19511.965237 nChanged 19 SP:Iteration 1F (19631.830000 sec): 3 clusters Score: Raw -22119.273201 + Penalty 2507.897919 = -19611.375282 nChanged 4 SP:Iteration 2Q (19631.960000 sec): 3 clusters Score: Raw -22151.959250 + Penalty 2507.897919 = -19644.061330 nChanged 3 SP:Iteration 3Q (19632.140000 sec): 3 clusters Score: Raw -22165.352716 + Penalty 2507.897919 = -19657.454796 nChanged 0 SP:Iteration 4F (19632.320000 sec): 3 clusters Score: Raw -22165.352716 + Penalty 2507.897919 = -19657.454796 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 56 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19632.380000 sec): 2 clusters Score: Raw -39693.690980 + Penalty 1397.427822 = -38296.263159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19632.590000 sec): 3 clusters Score: Raw -39987.797331 + Penalty 2794.855643 = -37192.941688 nChanged 51 SP:Iteration 1F (19632.780000 sec): 3 clusters Score: Raw -40285.797506 + Penalty 2794.855643 = -37490.941863 nChanged 15 SP:Iteration 2F (19632.950000 sec): 3 clusters Score: Raw -40386.191974 + Penalty 2794.855643 = -37591.336331 nChanged 6 SP:Iteration 3Q (19633.090000 sec): 3 clusters Score: Raw -40411.981332 + Penalty 2794.855643 = -37617.125689 nChanged 5 SP:Iteration 4Q (19633.280000 sec): 3 clusters Score: Raw -40448.370139 + Penalty 2794.855643 = -37653.514496 nChanged 3 SP:Iteration 5Q (19633.460000 sec): 3 clusters Score: Raw -40466.793434 + Penalty 2794.855643 = -37671.937791 nChanged 1 SP:Iteration 6Q (19633.620000 sec): 3 clusters Score: Raw -40477.742584 + Penalty 2794.855643 = -37682.886940 nChanged 1 SP:Iteration 7Q (19633.830000 sec): 3 clusters Score: Raw -40483.026163 + Penalty 2794.855643 = -37688.170520 nChanged 0 SP:Iteration 8F (19633.950000 sec): 3 clusters Score: Raw -40483.026163 + Penalty 2794.855643 = -37688.170520 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 57 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19634.030000 sec): 2 clusters Score: Raw -29950.709104 + Penalty 1355.030288 = -28595.678816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19634.200000 sec): 3 clusters Score: Raw -30175.871982 + Penalty 2710.060575 = -27465.811407 nChanged 30 SP:Iteration 1F (19634.370000 sec): 3 clusters Score: Raw -30360.339676 + Penalty 2710.060575 = -27650.279101 nChanged 21 SP:Iteration 2F (19634.560000 sec): 3 clusters Score: Raw -30550.139350 + Penalty 2710.060575 = -27840.078775 nChanged 10 SP:Iteration 3Q (19634.720000 sec): 3 clusters Score: Raw -30872.663342 + Penalty 2710.060575 = -28162.602766 nChanged 15 SP:Iteration 4F (19634.850000 sec): 3 clusters Score: Raw -31010.143634 + Penalty 2710.060575 = -28300.083059 nChanged 7 SP:Iteration 5Q (19635.000000 sec): 3 clusters Score: Raw -31056.117827 + Penalty 2710.060575 = -28346.057252 nChanged 5 SP:Iteration 6Q (19635.180000 sec): 3 clusters Score: Raw -31083.700070 + Penalty 2710.060575 = -28373.639494 nChanged 3 SP:Iteration 7Q (19635.340000 sec): 3 clusters Score: Raw -31104.020872 + Penalty 2710.060575 = -28393.960296 nChanged 0 SP:Iteration 8F (19635.560000 sec): 3 clusters Score: Raw -31104.020872 + Penalty 2710.060575 = -28393.960296 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 58 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19635.620000 sec): 2 clusters Score: Raw -17070.906850 + Penalty 1230.785468 = -15840.121382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19635.780000 sec): 3 clusters Score: Raw -17467.668638 + Penalty 2461.570937 = -15006.097701 nChanged 13 SP:Iteration 1F (19635.950000 sec): 3 clusters Score: Raw -17575.258374 + Penalty 2461.570937 = -15113.687437 nChanged 3 SP:Iteration 2Q (19636.160000 sec): 3 clusters Score: Raw -17608.224427 + Penalty 2461.570937 = -15146.653491 nChanged 1 SP:Iteration 3Q (19636.330000 sec): 3 clusters Score: Raw -17618.975582 + Penalty 2461.570937 = -15157.404645 nChanged 1 SP:Iteration 4Q (19636.510000 sec): 3 clusters Score: Raw -17625.951053 + Penalty 2461.570937 = -15164.380117 nChanged 1 SP:Iteration 5Q (19636.660000 sec): 3 clusters Score: Raw -17631.651126 + Penalty 2461.570937 = -15170.080189 nChanged 0 SP:Iteration 6F (19636.820000 sec): 3 clusters Score: Raw -17631.651126 + Penalty 2461.570937 = -15170.080189 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 59 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19636.930000 sec): 2 clusters Score: Raw -15585.096027 + Penalty 1151.808943 = -14433.287084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19637.090000 sec): 3 clusters Score: Raw -15909.573599 + Penalty 2303.617886 = -13605.955713 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 60 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19637.200000 sec): 2 clusters Score: Raw -35299.306506 + Penalty 1375.204006 = -33924.102500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19637.300000 sec): 3 clusters Score: Raw -35472.293277 + Penalty 2750.408012 = -32721.885264 nChanged 30 SP:Iteration 1F (19637.440000 sec): 3 clusters Score: Raw -35615.130920 + Penalty 2750.408012 = -32864.722907 nChanged 12 SP:Iteration 2Q (19637.580000 sec): 3 clusters Score: Raw -35687.877376 + Penalty 2750.408012 = -32937.469364 nChanged 8 SP:Iteration 3Q (19637.690000 sec): 3 clusters Score: Raw -35737.243855 + Penalty 2750.408012 = -32986.835842 nChanged 3 SP:Iteration 4Q (19637.860000 sec): 3 clusters Score: Raw -35750.555038 + Penalty 2750.408012 = -33000.147026 nChanged 2 SP:Iteration 5Q (19638.040000 sec): 3 clusters Score: Raw -35762.693379 + Penalty 2750.408012 = -33012.285367 nChanged 1 SP:Iteration 6Q (19638.230000 sec): 3 clusters Score: Raw -35769.154315 + Penalty 2750.408012 = -33018.746303 nChanged 1 SP:Iteration 7Q (19638.460000 sec): 3 clusters Score: Raw -35772.779006 + Penalty 2750.408012 = -33022.370994 nChanged 0 SP:Iteration 8F (19638.640000 sec): 3 clusters Score: Raw -35772.779006 + Penalty 2750.408012 = -33022.370994 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 61 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19638.740000 sec): 2 clusters Score: Raw -34406.801910 + Penalty 1364.312036 = -33042.489874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19638.880000 sec): 3 clusters Score: Raw -34665.427656 + Penalty 2728.624072 = -31936.803583 nChanged 33 SP:Iteration 1F (19639.030000 sec): 3 clusters Score: Raw -34819.374199 + Penalty 2728.624072 = -32090.750126 nChanged 13 SP:Iteration 2F (19639.150000 sec): 3 clusters Score: Raw -34897.806998 + Penalty 2728.624072 = -32169.182925 nChanged 9 SP:Iteration 3Q (19639.330000 sec): 3 clusters Score: Raw -34943.671327 + Penalty 2728.624072 = -32215.047254 nChanged 8 SP:Iteration 4Q (19639.510000 sec): 3 clusters Score: Raw -34985.079305 + Penalty 2728.624072 = -32256.455232 nChanged 2 SP:Iteration 5Q (19639.670000 sec): 3 clusters Score: Raw -34993.384765 + Penalty 2728.624072 = -32264.760692 nChanged 1 SP:Iteration 6Q (19639.840000 sec): 3 clusters Score: Raw -34999.807156 + Penalty 2728.624072 = -32271.183083 nChanged 1 SP:Iteration 7Q (19640.020000 sec): 3 clusters Score: Raw -35003.665234 + Penalty 2728.624072 = -32275.041162 nChanged 0 SP:Iteration 8F (19640.140000 sec): 3 clusters Score: Raw -35003.665234 + Penalty 2728.624072 = -32275.041162 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 62 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19640.190000 sec): 2 clusters Score: Raw -20352.614755 + Penalty 1223.749535 = -19128.865220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19640.340000 sec): 3 clusters Score: Raw -20789.824167 + Penalty 2447.499071 = -18342.325096 nChanged 9 SP:Iteration 1F (19640.530000 sec): 3 clusters Score: Raw -20838.266935 + Penalty 2447.499071 = -18390.767864 nChanged 3 SP:Iteration 2Q (19640.730000 sec): 3 clusters Score: Raw -20858.057477 + Penalty 2447.499071 = -18410.558406 nChanged 1 SP:Iteration 3Q (19640.900000 sec): 3 clusters Score: Raw -20864.142223 + Penalty 2447.499071 = -18416.643152 nChanged 2 SP:Iteration 4Q (19641.080000 sec): 3 clusters Score: Raw -20875.991300 + Penalty 2447.499071 = -18428.492229 nChanged 0 SP:Iteration 5F (19641.200000 sec): 3 clusters Score: Raw -20875.991300 + Penalty 2447.499071 = -18428.492229 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 63 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19641.280000 sec): 2 clusters Score: Raw -16789.072177 + Penalty 1269.262465 = -15519.809712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19641.490000 sec): 3 clusters Score: Raw -17271.340749 + Penalty 2538.524931 = -14732.815818 nChanged 36 SP:Iteration 1F (19641.630000 sec): 3 clusters Score: Raw -17567.749649 + Penalty 2538.524931 = -15029.224718 nChanged 8 SP:Iteration 2Q (19641.820000 sec): 3 clusters Score: Raw -17653.037278 + Penalty 2538.524931 = -15114.512347 nChanged 1 SP:Iteration 3Q (19642.010000 sec): 3 clusters Score: Raw -17658.668089 + Penalty 2538.524931 = -15120.143158 nChanged 0 SP:Iteration 4F (19642.130000 sec): 3 clusters Score: Raw -17658.668089 + Penalty 2538.524931 = -15120.143158 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 64 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19642.250000 sec): 2 clusters Score: Raw -34991.827591 + Penalty 1393.859415 = -33597.968176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19642.430000 sec): 3 clusters Score: Raw -35198.313982 + Penalty 2787.718829 = -32410.595153 nChanged 28 SP:Iteration 1F (19642.550000 sec): 3 clusters Score: Raw -35345.014567 + Penalty 2787.718829 = -32557.295737 nChanged 11 SP:Iteration 2Q (19642.670000 sec): 3 clusters Score: Raw -35419.031541 + Penalty 2787.718829 = -32631.312711 nChanged 6 SP:Iteration 3Q (19642.790000 sec): 3 clusters Score: Raw -35454.375872 + Penalty 2787.718829 = -32666.657043 nChanged 5 SP:Iteration 4Q (19643.000000 sec): 3 clusters Score: Raw -35484.507716 + Penalty 2787.718829 = -32696.788887 nChanged 3 SP:Iteration 5Q (19643.170000 sec): 3 clusters Score: Raw -35510.304237 + Penalty 2787.718829 = -32722.585407 nChanged 2 SP:Iteration 6Q (19643.360000 sec): 3 clusters Score: Raw -35519.681039 + Penalty 2787.718829 = -32731.962210 nChanged 2 SP:Iteration 7Q (19643.530000 sec): 3 clusters Score: Raw -35533.057997 + Penalty 2787.718829 = -32745.339168 nChanged 1 SP:Iteration 8Q (19643.710000 sec): 3 clusters Score: Raw -35539.999016 + Penalty 2787.718829 = -32752.280186 nChanged 0 SP:Iteration 9F (19643.880000 sec): 3 clusters Score: Raw -35539.999016 + Penalty 2787.718829 = -32752.280186 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 65 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19643.940000 sec): 2 clusters Score: Raw -51453.109071 + Penalty 1455.585634 = -49997.523437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19644.120000 sec): 3 clusters Score: Raw -51552.061327 + Penalty 2911.171269 = -48640.890058 nChanged 72 SP:Iteration 1F (19644.300000 sec): 3 clusters Score: Raw -51847.385218 + Penalty 2911.171269 = -48936.213949 nChanged 24 SP:Iteration 2F (19644.450000 sec): 3 clusters Score: Raw -51969.355459 + Penalty 2911.171269 = -49058.184190 nChanged 11 SP:Iteration 3Q (19644.650000 sec): 3 clusters Score: Raw -52042.382044 + Penalty 2911.171269 = -49131.210775 nChanged 7 SP:Iteration 4Q (19644.850000 sec): 3 clusters Score: Raw -52083.651389 + Penalty 2911.171269 = -49172.480120 nChanged 5 SP:Iteration 5Q (19645.060000 sec): 3 clusters Score: Raw -52103.166996 + Penalty 2911.171269 = -49191.995727 nChanged 0 SP:Iteration 6F (19645.230000 sec): 3 clusters Score: Raw -52103.166996 + Penalty 2911.171269 = -49191.995727 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 66 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19645.320000 sec): 2 clusters Score: Raw -22613.242600 + Penalty 1330.762052 = -21282.480548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19645.450000 sec): 3 clusters Score: Raw -22999.911435 + Penalty 2661.524103 = -20338.387331 nChanged 33 SP:Iteration 1F (19645.690000 sec): 3 clusters Score: Raw -23294.623783 + Penalty 2661.524103 = -20633.099679 nChanged 5 SP:Iteration 2Q (19645.880000 sec): 3 clusters Score: Raw -23313.930635 + Penalty 2661.524103 = -20652.406532 nChanged 3 SP:Iteration 3Q (19646.050000 sec): 3 clusters Score: Raw -23332.424134 + Penalty 2661.524103 = -20670.900030 nChanged 3 SP:Iteration 4Q (19646.230000 sec): 3 clusters Score: Raw -23341.205570 + Penalty 2661.524103 = -20679.681466 nChanged 1 SP:Iteration 5Q (19646.420000 sec): 3 clusters Score: Raw -23346.991732 + Penalty 2661.524103 = -20685.467629 nChanged 0 SP:Iteration 6F (19646.620000 sec): 3 clusters Score: Raw -23346.991732 + Penalty 2661.524103 = -20685.467629 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 67 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19646.710000 sec): 2 clusters Score: Raw -41901.684430 + Penalty 1406.984170 = -40494.700260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19646.910000 sec): 3 clusters Score: Raw -42063.245987 + Penalty 2813.968341 = -39249.277647 nChanged 41 SP:Iteration 1F (19647.090000 sec): 3 clusters Score: Raw -42223.403522 + Penalty 2813.968341 = -39409.435181 nChanged 18 SP:Iteration 2F (19647.250000 sec): 3 clusters Score: Raw -42343.392138 + Penalty 2813.968341 = -39529.423797 nChanged 12 SP:Iteration 3Q (19647.470000 sec): 3 clusters Score: Raw -42416.974782 + Penalty 2813.968341 = -39603.006442 nChanged 8 SP:Iteration 4Q (19647.630000 sec): 3 clusters Score: Raw -42465.768517 + Penalty 2813.968341 = -39651.800176 nChanged 5 SP:Iteration 5Q (19647.870000 sec): 3 clusters Score: Raw -42499.827258 + Penalty 2813.968341 = -39685.858917 nChanged 5 SP:Iteration 6Q (19648.050000 sec): 3 clusters Score: Raw -42540.286607 + Penalty 2813.968341 = -39726.318266 nChanged 3 SP:Iteration 7Q (19648.210000 sec): 3 clusters Score: Raw -42564.475018 + Penalty 2813.968341 = -39750.506678 nChanged 2 SP:Iteration 8Q (19648.420000 sec): 3 clusters Score: Raw -42587.327295 + Penalty 2813.968341 = -39773.358955 nChanged 1 SP:Iteration 9Q (19648.590000 sec): 3 clusters Score: Raw -42590.523235 + Penalty 2813.968341 = -39776.554894 nChanged 1 SP:Iteration 10Q (19648.780000 sec): 3 clusters Score: Raw -42593.240084 + Penalty 2813.968341 = -39779.271743 nChanged 0 SP:Iteration 11F (19648.980000 sec): 3 clusters Score: Raw -42593.240084 + Penalty 2813.968341 = -39779.271743 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 68 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19649.050000 sec): 2 clusters Score: Raw -16660.307501 + Penalty 1263.250050 = -15397.057451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19649.230000 sec): 3 clusters Score: Raw -17015.018664 + Penalty 2526.500100 = -14488.518564 nChanged 20 SP:Iteration 1F (19649.410000 sec): 3 clusters Score: Raw -17113.009402 + Penalty 2526.500100 = -14586.509303 nChanged 3 SP:Iteration 2Q (19649.590000 sec): 3 clusters Score: Raw -17148.359106 + Penalty 2526.500100 = -14621.859006 nChanged 3 SP:Iteration 3Q (19649.720000 sec): 3 clusters Score: Raw -17172.718924 + Penalty 2526.500100 = -14646.218824 nChanged 1 SP:Iteration 4Q (19649.920000 sec): 3 clusters Score: Raw -17180.986947 + Penalty 2526.500100 = -14654.486847 nChanged 0 SP:Iteration 5F (19650.080000 sec): 3 clusters Score: Raw -17180.986947 + Penalty 2526.500100 = -14654.486847 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 69 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19650.170000 sec): 2 clusters Score: Raw -20056.346606 + Penalty 1264.766874 = -18791.579732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19650.360000 sec): 3 clusters Score: Raw -20430.855077 + Penalty 2529.533748 = -17901.321329 nChanged 18 SP:Iteration 1F (19650.520000 sec): 3 clusters Score: Raw -20518.109579 + Penalty 2529.533748 = -17988.575830 nChanged 6 SP:Iteration 2Q (19650.710000 sec): 3 clusters Score: Raw -20576.009866 + Penalty 2529.533748 = -18046.476118 nChanged 2 SP:Iteration 3Q (19650.830000 sec): 3 clusters Score: Raw -20591.789040 + Penalty 2529.533748 = -18062.255291 nChanged 2 SP:Iteration 4Q (19651.030000 sec): 3 clusters Score: Raw -20612.939317 + Penalty 2529.533748 = -18083.405569 nChanged 0 SP:Iteration 5F (19651.200000 sec): 3 clusters Score: Raw -20612.939317 + Penalty 2529.533748 = -18083.405569 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 70 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19651.340000 sec): 2 clusters Score: Raw -31500.332060 + Penalty 1385.637667 = -30114.694392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19651.480000 sec): 3 clusters Score: Raw -31702.619355 + Penalty 2771.275335 = -28931.344020 nChanged 27 SP:Iteration 1F (19651.660000 sec): 3 clusters Score: Raw -31844.432913 + Penalty 2771.275335 = -29073.157579 nChanged 13 SP:Iteration 2Q (19651.870000 sec): 3 clusters Score: Raw -31929.282907 + Penalty 2771.275335 = -29158.007572 nChanged 7 SP:Iteration 3Q (19652.050000 sec): 3 clusters Score: Raw -31963.520597 + Penalty 2771.275335 = -29192.245263 nChanged 3 SP:Iteration 4Q (19652.200000 sec): 3 clusters Score: Raw -31976.722562 + Penalty 2771.275335 = -29205.447228 nChanged 4 SP:Iteration 5Q (19652.420000 sec): 3 clusters Score: Raw -31999.475247 + Penalty 2771.275335 = -29228.199912 nChanged 4 SP:Iteration 6Q (19652.620000 sec): 3 clusters Score: Raw -32018.722707 + Penalty 2771.275335 = -29247.447373 nChanged 1 SP:Iteration 7Q (19652.780000 sec): 3 clusters Score: Raw -32022.499496 + Penalty 2771.275335 = -29251.224161 nChanged 1 SP:Iteration 8Q (19652.970000 sec): 3 clusters Score: Raw -32025.417854 + Penalty 2771.275335 = -29254.142520 nChanged 0 SP:Iteration 9F (19653.100000 sec): 3 clusters Score: Raw -32025.417854 + Penalty 2771.275335 = -29254.142520 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 71 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19653.220000 sec): 2 clusters Score: Raw -31168.384764 + Penalty 1395.650036 = -29772.734728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19653.350000 sec): 3 clusters Score: Raw -31435.857001 + Penalty 2791.300072 = -28644.556928 nChanged 57 SP:Iteration 1F (19653.510000 sec): 3 clusters Score: Raw -31745.788039 + Penalty 2791.300072 = -28954.487967 nChanged 18 SP:Iteration 2F (19653.730000 sec): 3 clusters Score: Raw -31908.349051 + Penalty 2791.300072 = -29117.048978 nChanged 11 SP:Iteration 3Q (19653.910000 sec): 3 clusters Score: Raw -32002.468771 + Penalty 2791.300072 = -29211.168699 nChanged 10 SP:Iteration 4Q (19654.130000 sec): 3 clusters Score: Raw -32100.442395 + Penalty 2791.300072 = -29309.142322 nChanged 8 SP:Iteration 5Q (19654.350000 sec): 3 clusters Score: Raw -32142.728491 + Penalty 2791.300072 = -29351.428419 nChanged 4 SP:Iteration 6Q (19654.480000 sec): 3 clusters Score: Raw -32163.646717 + Penalty 2791.300072 = -29372.346645 nChanged 2 SP:Iteration 7Q (19654.680000 sec): 3 clusters Score: Raw -32177.329153 + Penalty 2791.300072 = -29386.029081 nChanged 4 SP:Iteration 8Q (19654.820000 sec): 3 clusters Score: Raw -32242.755547 + Penalty 2791.300072 = -29451.455475 nChanged 10 SP:Iteration 9Q (19654.970000 sec): 3 clusters Score: Raw -32382.130631 + Penalty 2791.300072 = -29590.830558 nChanged 6 SP:Iteration 10Q (19655.140000 sec): 3 clusters Score: Raw -32501.813491 + Penalty 2791.300072 = -29710.513418 nChanged 2 SP:Iteration 11Q (19655.340000 sec): 3 clusters Score: Raw -32615.128855 + Penalty 2791.300072 = -29823.828783 nChanged 2 SP:Iteration 12Q (19655.490000 sec): 3 clusters Score: Raw -32642.105895 + Penalty 2791.300072 = -29850.805823 nChanged 2 SP:Iteration 13Q (19655.650000 sec): 3 clusters Score: Raw -32659.016108 + Penalty 2791.300072 = -29867.716035 nChanged 1 SP:Iteration 14Q (19655.850000 sec): 3 clusters Score: Raw -32667.778362 + Penalty 2791.300072 = -29876.478289 nChanged 0 SP:Iteration 15F (19655.990000 sec): 3 clusters Score: Raw -32670.276866 + Penalty 2791.300072 = -29878.976794 nChanged 1 SP:Iteration 16Q (19656.180000 sec): 3 clusters Score: Raw -32677.570887 + Penalty 2791.300072 = -29886.270814 nChanged 2 SP:Iteration 17Q (19656.360000 sec): 3 clusters Score: Raw -32691.443539 + Penalty 2791.300072 = -29900.143467 nChanged 1 SP:Iteration 18Q (19656.560000 sec): 3 clusters Score: Raw -32698.304736 + Penalty 2791.300072 = -29907.004663 nChanged 1 SP:Iteration 19Q (19656.750000 sec): 3 clusters Score: Raw -32711.933733 + Penalty 2791.300072 = -29920.633660 nChanged 1 SP:Iteration 20F (19656.930000 sec): 3 clusters Score: Raw -32719.255540 + Penalty 2791.300072 = -29927.955468 nChanged 2 SP:Iteration 21Q (19657.080000 sec): 3 clusters Score: Raw -32735.626283 + Penalty 2791.300072 = -29944.326211 nChanged 1 SP:Iteration 22Q (19657.250000 sec): 3 clusters Score: Raw -32740.890028 + Penalty 2791.300072 = -29949.589955 nChanged 0 SP:Iteration 23F (19657.410000 sec): 3 clusters Score: Raw -32740.890028 + Penalty 2791.300072 = -29949.589955 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 76. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 72 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19657.500000 sec): 2 clusters Score: Raw -23892.846047 + Penalty 1307.703891 = -22585.142157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19657.710000 sec): 3 clusters Score: Raw -24139.329292 + Penalty 2615.407781 = -21523.921511 nChanged 20 SP:Iteration 1F (19657.840000 sec): 3 clusters Score: Raw -24230.925690 + Penalty 2615.407781 = -21615.517909 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 73 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19657.980000 sec): 2 clusters Score: Raw -24108.328556 + Penalty 1322.514261 = -22785.814295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19658.160000 sec): 3 clusters Score: Raw -24352.776611 + Penalty 2645.028521 = -21707.748090 nChanged 21 SP:Iteration 1F (19658.350000 sec): 3 clusters Score: Raw -24455.668368 + Penalty 2645.028521 = -21810.639847 nChanged 7 SP:Iteration 2Q (19658.510000 sec): 3 clusters Score: Raw -24489.812747 + Penalty 2645.028521 = -21844.784225 nChanged 2 SP:Iteration 3Q (19658.660000 sec): 3 clusters Score: Raw -24501.096872 + Penalty 2645.028521 = -21856.068351 nChanged 0 SP:Iteration 4F (19658.810000 sec): 3 clusters Score: Raw -24501.096872 + Penalty 2645.028521 = -21856.068351 nChanged 0 Iteration 336F (19778.630000 sec): 77 clusters Score: Raw -155303496.716110 + Penalty 257826.542101 = -155045670.174009 nChanged 51 Iteration 337F (19901.630000 sec): 77 clusters Score: Raw -155303876.102025 + Penalty 257826.542101 = -155046049.559924 nChanged 22 Iteration 338Q (19955.660000 sec): 77 clusters Score: Raw -155304197.787745 + Penalty 257826.542101 = -155046371.245644 nChanged 11 Writing temp clu file Because OldScore, -155046049.559924, is greater than current (better) Score,-155046371.245644 Compute initial score before splitting: Score: Raw -155304197.787745 + Penalty 257826.542101 = -155046371.245644 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 1 (8186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19955.980000 sec): 2 clusters Score: Raw -1515853.679843 + Penalty 2234.524803 = -1513619.155040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19956.160000 sec): 3 clusters Score: Raw -1511588.917873 + Penalty 4469.049606 = -1507119.868267 nChanged 3384 SP:Iteration 1F (19956.380000 sec): 3 clusters Score: Raw -1513348.381938 + Penalty 4469.049606 = -1508879.332332 nChanged 574 SP:Iteration 2F (19956.570000 sec): 3 clusters Score: Raw -1513615.311240 + Penalty 4469.049606 = -1509146.261635 nChanged 403 SP:Iteration 3Q (19956.770000 sec): 3 clusters Score: Raw -1513814.599472 + Penalty 4469.049606 = -1509345.549866 nChanged 360 SP:Iteration 4Q (19956.970000 sec): 3 clusters Score: Raw -1513984.779639 + Penalty 4469.049606 = -1509515.730033 nChanged 341 SP:Iteration 5Q (19957.190000 sec): 3 clusters Score: Raw -1514161.349201 + Penalty 4469.049606 = -1509692.299595 nChanged 334 SP:Iteration 6Q (19957.410000 sec): 3 clusters Score: Raw -1514369.464885 + Penalty 4469.049606 = -1509900.415279 nChanged 393 SP:Iteration 7Q (19957.650000 sec): 3 clusters Score: Raw -1514648.082256 + Penalty 4469.049606 = -1510179.032651 nChanged 396 SP:Iteration 8Q (19957.880000 sec): 3 clusters Score: Raw -1514915.938093 + Penalty 4469.049606 = -1510446.888487 nChanged 383 SP:Iteration 9Q (19958.100000 sec): 3 clusters Score: Raw -1515143.690918 + Penalty 4469.049606 = -1510674.641312 nChanged 326 SP:Iteration 10Q (19958.310000 sec): 3 clusters Score: Raw -1515322.696330 + Penalty 4469.049606 = -1510853.646724 nChanged 287 SP:Iteration 11Q (19958.570000 sec): 3 clusters Score: Raw -1515482.376022 + Penalty 4469.049606 = -1511013.326416 nChanged 260 SP:Iteration 12Q (19958.780000 sec): 3 clusters Score: Raw -1515622.879434 + Penalty 4469.049606 = -1511153.829828 nChanged 213 SP:Iteration 13Q (19959.030000 sec): 3 clusters Score: Raw -1515727.890484 + Penalty 4469.049606 = -1511258.840878 nChanged 158 SP:Iteration 14Q (19959.270000 sec): 3 clusters Score: Raw -1515802.675368 + Penalty 4469.049606 = -1511333.625763 nChanged 130 SP:Iteration 15Q (19959.490000 sec): 3 clusters Score: Raw -1515864.140185 + Penalty 4469.049606 = -1511395.090579 nChanged 122 SP:Iteration 16Q (19959.730000 sec): 3 clusters Score: Raw -1515914.196620 + Penalty 4469.049606 = -1511445.147014 nChanged 91 SP:Iteration 17Q (19959.940000 sec): 3 clusters Score: Raw -1515954.272405 + Penalty 4469.049606 = -1511485.222799 nChanged 77 SP:Iteration 18Q (19960.110000 sec): 3 clusters Score: Raw -1515986.563835 + Penalty 4469.049606 = -1511517.514229 nChanged 72 SP:Iteration 19Q (19960.340000 sec): 3 clusters Score: Raw -1516016.683534 + Penalty 4469.049606 = -1511547.633928 nChanged 52 SP:Iteration 20F (19960.550000 sec): 3 clusters Score: Raw -1516036.878750 + Penalty 4469.049606 = -1511567.829144 nChanged 43 SP:Iteration 21Q (19960.790000 sec): 3 clusters Score: Raw -1516055.742692 + Penalty 4469.049606 = -1511586.693086 nChanged 38 SP:Iteration 22Q (19960.990000 sec): 3 clusters Score: Raw -1516070.597900 + Penalty 4469.049606 = -1511601.548294 nChanged 38 SP:Iteration 23Q (19961.190000 sec): 3 clusters Score: Raw -1516085.676798 + Penalty 4469.049606 = -1511616.627193 nChanged 40 SP:Iteration 24Q (19961.380000 sec): 3 clusters Score: Raw -1516102.250746 + Penalty 4469.049606 = -1511633.201140 nChanged 26 SP:Iteration 25Q (19961.590000 sec): 3 clusters Score: Raw -1516113.108960 + Penalty 4469.049606 = -1511644.059354 nChanged 26 SP:Iteration 26Q (19961.810000 sec): 3 clusters Score: Raw -1516123.219148 + Penalty 4469.049606 = -1511654.169542 nChanged 23 SP:Iteration 27Q (19962.080000 sec): 3 clusters Score: Raw -1516132.438713 + Penalty 4469.049606 = -1511663.389108 nChanged 18 SP:Iteration 28Q (19962.310000 sec): 3 clusters Score: Raw -1516140.288915 + Penalty 4469.049606 = -1511671.239309 nChanged 24 SP:Iteration 29Q (19962.530000 sec): 3 clusters Score: Raw -1516153.898511 + Penalty 4469.049606 = -1511684.848906 nChanged 24 SP:Iteration 30Q (19962.730000 sec): 3 clusters Score: Raw -1516170.764009 + Penalty 4469.049606 = -1511701.714403 nChanged 28 SP:Iteration 31Q (19962.940000 sec): 3 clusters Score: Raw -1516184.433042 + Penalty 4469.049606 = -1511715.383436 nChanged 24 SP:Iteration 32Q (19963.170000 sec): 3 clusters Score: Raw -1516196.693350 + Penalty 4469.049606 = -1511727.643744 nChanged 22 SP:Iteration 33Q (19963.410000 sec): 3 clusters Score: Raw -1516208.577952 + Penalty 4469.049606 = -1511739.528346 nChanged 27 SP:Iteration 34Q (19963.630000 sec): 3 clusters Score: Raw -1516221.165171 + Penalty 4469.049606 = -1511752.115565 nChanged 22 SP:Iteration 35Q (19963.800000 sec): 3 clusters Score: Raw -1516236.941985 + Penalty 4469.049606 = -1511767.892379 nChanged 28 SP:Iteration 36Q (19964.040000 sec): 3 clusters Score: Raw -1516255.068607 + Penalty 4469.049606 = -1511786.019001 nChanged 22 SP:Iteration 37Q (19964.250000 sec): 3 clusters Score: Raw -1516267.674270 + Penalty 4469.049606 = -1511798.624664 nChanged 15 SP:Iteration 38Q (19964.480000 sec): 3 clusters Score: Raw -1516273.871943 + Penalty 4469.049606 = -1511804.822337 nChanged 8 SP:Iteration 39Q (19964.710000 sec): 3 clusters Score: Raw -1516277.209003 + Penalty 4469.049606 = -1511808.159397 nChanged 5 SP:Iteration 40F (19964.890000 sec): 3 clusters Score: Raw -1516279.865682 + Penalty 4469.049606 = -1511810.816076 nChanged 5 SP:Iteration 41Q (19965.110000 sec): 3 clusters Score: Raw -1516281.307479 + Penalty 4469.049606 = -1511812.257873 nChanged 2 SP:Iteration 42Q (19965.310000 sec): 3 clusters Score: Raw -1516281.923794 + Penalty 4469.049606 = -1511812.874188 nChanged 4 SP:Iteration 43Q (19965.470000 sec): 3 clusters Score: Raw -1516283.304924 + Penalty 4469.049606 = -1511814.255318 nChanged 5 SP:Iteration 44Q (19965.680000 sec): 3 clusters Score: Raw -1516285.375271 + Penalty 4469.049606 = -1511816.325665 nChanged 6 SP:Iteration 45Q (19965.850000 sec): 3 clusters Score: Raw -1516287.784162 + Penalty 4469.049606 = -1511818.734557 nChanged 6 SP:Iteration 46Q (19966.010000 sec): 3 clusters Score: Raw -1516289.705599 + Penalty 4469.049606 = -1511820.655993 nChanged 4 SP:Iteration 47Q (19966.260000 sec): 3 clusters Score: Raw -1516291.041032 + Penalty 4469.049606 = -1511821.991426 nChanged 3 SP:Iteration 48Q (19966.460000 sec): 3 clusters Score: Raw -1516292.033591 + Penalty 4469.049606 = -1511822.983986 nChanged 2 SP:Iteration 49Q (19966.640000 sec): 3 clusters Score: Raw -1516292.565768 + Penalty 4469.049606 = -1511823.516162 nChanged 0 SP:Iteration 50F (19966.840000 sec): 3 clusters Score: Raw -1516292.565768 + Penalty 4469.049606 = -1511823.516162 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 2 (732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19966.920000 sec): 2 clusters Score: Raw -121676.909120 + Penalty 1635.753567 = -120041.155553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19967.050000 sec): 3 clusters Score: Raw -121580.452917 + Penalty 3271.507135 = -118308.945782 nChanged 155 SP:Iteration 1F (19967.200000 sec): 3 clusters Score: Raw -121795.833541 + Penalty 3271.507135 = -118524.326407 nChanged 41 SP:Iteration 2F (19967.390000 sec): 3 clusters Score: Raw -121875.338585 + Penalty 3271.507135 = -118603.831450 nChanged 30 SP:Iteration 3Q (19967.570000 sec): 3 clusters Score: Raw -121955.449096 + Penalty 3271.507135 = -118683.941961 nChanged 19 SP:Iteration 4Q (19967.700000 sec): 3 clusters Score: Raw -121991.813218 + Penalty 3271.507135 = -118720.306083 nChanged 10 SP:Iteration 5Q (19967.880000 sec): 3 clusters Score: Raw -122007.131623 + Penalty 3271.507135 = -118735.624488 nChanged 1 SP:Iteration 6Q (19968.040000 sec): 3 clusters Score: Raw -122007.874331 + Penalty 3271.507135 = -118736.367196 nChanged 2 SP:Iteration 7Q (19968.210000 sec): 3 clusters Score: Raw -122009.755763 + Penalty 3271.507135 = -118738.248628 nChanged 2 SP:Iteration 8Q (19968.420000 sec): 3 clusters Score: Raw -122012.573570 + Penalty 3271.507135 = -118741.066435 nChanged 4 SP:Iteration 9Q (19968.590000 sec): 3 clusters Score: Raw -122020.498651 + Penalty 3271.507135 = -118748.991516 nChanged 6 SP:Iteration 10Q (19968.810000 sec): 3 clusters Score: Raw -122030.718669 + Penalty 3271.507135 = -118759.211534 nChanged 4 SP:Iteration 11Q (19968.970000 sec): 3 clusters Score: Raw -122035.150844 + Penalty 3271.507135 = -118763.643709 nChanged 3 SP:Iteration 12Q (19969.150000 sec): 3 clusters Score: Raw -122038.516859 + Penalty 3271.507135 = -118767.009724 nChanged 2 SP:Iteration 13Q (19969.370000 sec): 3 clusters Score: Raw -122041.167484 + Penalty 3271.507135 = -118769.660349 nChanged 2 SP:Iteration 14Q (19969.550000 sec): 3 clusters Score: Raw -122044.595340 + Penalty 3271.507135 = -118773.088205 nChanged 5 SP:Iteration 15Q (19969.750000 sec): 3 clusters Score: Raw -122050.104486 + Penalty 3271.507135 = -118778.597351 nChanged 4 SP:Iteration 16Q (19969.940000 sec): 3 clusters Score: Raw -122056.556113 + Penalty 3271.507135 = -118785.048978 nChanged 0 SP:Iteration 17F (19970.110000 sec): 3 clusters Score: Raw -122056.556113 + Penalty 3271.507135 = -118785.048978 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 3 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19970.200000 sec): 2 clusters Score: Raw -132417.571405 + Penalty 1659.636768 = -130757.934637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19970.380000 sec): 3 clusters Score: Raw -132302.514723 + Penalty 3319.273536 = -128983.241186 nChanged 183 SP:Iteration 1F (19970.580000 sec): 3 clusters Score: Raw -132550.313682 + Penalty 3319.273536 = -129231.040145 nChanged 50 SP:Iteration 2F (19970.790000 sec): 3 clusters Score: Raw -132649.387643 + Penalty 3319.273536 = -129330.114106 nChanged 33 SP:Iteration 3Q (19970.940000 sec): 3 clusters Score: Raw -132701.073065 + Penalty 3319.273536 = -129381.799529 nChanged 14 SP:Iteration 4Q (19971.180000 sec): 3 clusters Score: Raw -132722.557997 + Penalty 3319.273536 = -129403.284461 nChanged 9 SP:Iteration 5Q (19971.320000 sec): 3 clusters Score: Raw -132744.113212 + Penalty 3319.273536 = -129424.839676 nChanged 11 SP:Iteration 6Q (19971.460000 sec): 3 clusters Score: Raw -132766.615950 + Penalty 3319.273536 = -129447.342414 nChanged 15 SP:Iteration 7Q (19971.630000 sec): 3 clusters Score: Raw -132801.301883 + Penalty 3319.273536 = -129482.028347 nChanged 16 SP:Iteration 8Q (19971.840000 sec): 3 clusters Score: Raw -132852.281457 + Penalty 3319.273536 = -129533.007921 nChanged 22 SP:Iteration 9Q (19971.990000 sec): 3 clusters Score: Raw -132926.217435 + Penalty 3319.273536 = -129606.943899 nChanged 25 SP:Iteration 10Q (19972.190000 sec): 3 clusters Score: Raw -132983.345366 + Penalty 3319.273536 = -129664.071829 nChanged 20 SP:Iteration 11Q (19972.360000 sec): 3 clusters Score: Raw -133030.187650 + Penalty 3319.273536 = -129710.914113 nChanged 14 SP:Iteration 12Q (19972.560000 sec): 3 clusters Score: Raw -133076.404944 + Penalty 3319.273536 = -129757.131407 nChanged 13 SP:Iteration 13Q (19972.720000 sec): 3 clusters Score: Raw -133113.297261 + Penalty 3319.273536 = -129794.023725 nChanged 11 SP:Iteration 14Q (19972.920000 sec): 3 clusters Score: Raw -133133.363516 + Penalty 3319.273536 = -129814.089980 nChanged 9 SP:Iteration 15Q (19973.130000 sec): 3 clusters Score: Raw -133151.553535 + Penalty 3319.273536 = -129832.279999 nChanged 7 SP:Iteration 16Q (19973.290000 sec): 3 clusters Score: Raw -133173.035062 + Penalty 3319.273536 = -129853.761525 nChanged 9 SP:Iteration 17Q (19973.460000 sec): 3 clusters Score: Raw -133208.128285 + Penalty 3319.273536 = -129888.854748 nChanged 9 SP:Iteration 18Q (19973.650000 sec): 3 clusters Score: Raw -133221.793966 + Penalty 3319.273536 = -129902.520430 nChanged 6 SP:Iteration 19Q (19973.840000 sec): 3 clusters Score: Raw -133230.427854 + Penalty 3319.273536 = -129911.154317 nChanged 6 SP:Iteration 20F (19974.050000 sec): 3 clusters Score: Raw -133251.750045 + Penalty 3319.273536 = -129932.476509 nChanged 10 SP:Iteration 21Q (19974.210000 sec): 3 clusters Score: Raw -133275.713926 + Penalty 3319.273536 = -129956.440390 nChanged 4 SP:Iteration 22Q (19974.380000 sec): 3 clusters Score: Raw -133290.093100 + Penalty 3319.273536 = -129970.819564 nChanged 5 SP:Iteration 23Q (19974.550000 sec): 3 clusters Score: Raw -133294.075400 + Penalty 3319.273536 = -129974.801864 nChanged 2 SP:Iteration 24Q (19974.760000 sec): 3 clusters Score: Raw -133295.911281 + Penalty 3319.273536 = -129976.637745 nChanged 0 SP:Iteration 25F (19974.930000 sec): 3 clusters Score: Raw -133295.911281 + Penalty 3319.273536 = -129976.637745 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 4 (702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19975.050000 sec): 2 clusters Score: Raw -123030.504566 + Penalty 1625.375484 = -121405.129082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19975.180000 sec): 3 clusters Score: Raw -122969.634752 + Penalty 3250.750968 = -119718.883784 nChanged 136 SP:Iteration 1F (19975.350000 sec): 3 clusters Score: Raw -123226.290033 + Penalty 3250.750968 = -119975.539065 nChanged 48 SP:Iteration 2F (19975.530000 sec): 3 clusters Score: Raw -123357.507287 + Penalty 3250.750968 = -120106.756318 nChanged 36 SP:Iteration 3F (19975.710000 sec): 3 clusters Score: Raw -123460.884199 + Penalty 3250.750968 = -120210.133231 nChanged 35 SP:Iteration 4Q (19975.870000 sec): 3 clusters Score: Raw -123554.429102 + Penalty 3250.750968 = -120303.678133 nChanged 34 SP:Iteration 5Q (19976.010000 sec): 3 clusters Score: Raw -123653.612677 + Penalty 3250.750968 = -120402.861709 nChanged 34 SP:Iteration 6Q (19976.100000 sec): 3 clusters Score: Raw -123746.114797 + Penalty 3250.750968 = -120495.363829 nChanged 31 SP:Iteration 7Q (19976.230000 sec): 3 clusters Score: Raw -123834.085157 + Penalty 3250.750968 = -120583.334189 nChanged 19 SP:Iteration 8Q (19976.400000 sec): 3 clusters Score: Raw -123893.216257 + Penalty 3250.750968 = -120642.465289 nChanged 14 SP:Iteration 9Q (19976.570000 sec): 3 clusters Score: Raw -123945.380726 + Penalty 3250.750968 = -120694.629758 nChanged 8 SP:Iteration 10Q (19976.740000 sec): 3 clusters Score: Raw -123965.909049 + Penalty 3250.750968 = -120715.158081 nChanged 7 SP:Iteration 11Q (19976.860000 sec): 3 clusters Score: Raw -123979.288077 + Penalty 3250.750968 = -120728.537109 nChanged 3 SP:Iteration 12Q (19976.990000 sec): 3 clusters Score: Raw -123986.862265 + Penalty 3250.750968 = -120736.111297 nChanged 0 SP:Iteration 13F (19977.220000 sec): 3 clusters Score: Raw -123986.862265 + Penalty 3250.750968 = -120736.111297 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 5 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19977.290000 sec): 2 clusters Score: Raw -48470.928028 + Penalty 1417.005736 = -47053.922293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19977.470000 sec): 3 clusters Score: Raw -48624.068028 + Penalty 2834.011472 = -45790.056557 nChanged 38 SP:Iteration 1F (19977.640000 sec): 3 clusters Score: Raw -48710.675295 + Penalty 2834.011472 = -45876.663824 nChanged 10 SP:Iteration 2Q (19977.800000 sec): 3 clusters Score: Raw -48761.696023 + Penalty 2834.011472 = -45927.684552 nChanged 7 SP:Iteration 3Q (19977.960000 sec): 3 clusters Score: Raw -48778.701731 + Penalty 2834.011472 = -45944.690259 nChanged 3 SP:Iteration 4Q (19978.090000 sec): 3 clusters Score: Raw -48783.601424 + Penalty 2834.011472 = -45949.589953 nChanged 3 SP:Iteration 5Q (19978.250000 sec): 3 clusters Score: Raw -48789.601333 + Penalty 2834.011472 = -45955.589861 nChanged 5 SP:Iteration 6Q (19978.430000 sec): 3 clusters Score: Raw -48799.065436 + Penalty 2834.011472 = -45965.053964 nChanged 7 SP:Iteration 7Q (19978.630000 sec): 3 clusters Score: Raw -48815.683043 + Penalty 2834.011472 = -45981.671571 nChanged 4 SP:Iteration 8Q (19978.870000 sec): 3 clusters Score: Raw -48822.451373 + Penalty 2834.011472 = -45988.439902 nChanged 2 SP:Iteration 9Q (19979.010000 sec): 3 clusters Score: Raw -48826.450525 + Penalty 2834.011472 = -45992.439054 nChanged 1 SP:Iteration 10Q (19979.230000 sec): 3 clusters Score: Raw -48829.236070 + Penalty 2834.011472 = -45995.224598 nChanged 0 SP:Iteration 11F (19979.410000 sec): 3 clusters Score: Raw -48829.236070 + Penalty 2834.011472 = -45995.224598 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 6 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19979.480000 sec): 2 clusters Score: Raw -97917.907951 + Penalty 1570.653348 = -96347.254603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19979.690000 sec): 3 clusters Score: Raw -97928.870682 + Penalty 3141.306696 = -94787.563986 nChanged 112 SP:Iteration 1F (19979.930000 sec): 3 clusters Score: Raw -98119.612107 + Penalty 3141.306696 = -94978.305411 nChanged 29 SP:Iteration 2F (19980.110000 sec): 3 clusters Score: Raw -98191.017429 + Penalty 3141.306696 = -95049.710734 nChanged 13 SP:Iteration 3Q (19980.290000 sec): 3 clusters Score: Raw -98220.103318 + Penalty 3141.306696 = -95078.796622 nChanged 6 SP:Iteration 4Q (19980.450000 sec): 3 clusters Score: Raw -98231.044214 + Penalty 3141.306696 = -95089.737518 nChanged 4 SP:Iteration 5Q (19980.600000 sec): 3 clusters Score: Raw -98243.391752 + Penalty 3141.306696 = -95102.085057 nChanged 4 SP:Iteration 6Q (19980.810000 sec): 3 clusters Score: Raw -98252.727048 + Penalty 3141.306696 = -95111.420353 nChanged 2 SP:Iteration 7Q (19981.030000 sec): 3 clusters Score: Raw -98257.938843 + Penalty 3141.306696 = -95116.632147 nChanged 0 SP:Iteration 8F (19981.190000 sec): 3 clusters Score: Raw -98257.938843 + Penalty 3141.306696 = -95116.632147 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 7 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19981.310000 sec): 2 clusters Score: Raw -57656.700385 + Penalty 1461.811903 = -56194.888482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19981.450000 sec): 3 clusters Score: Raw -57755.525475 + Penalty 2923.623806 = -54831.901669 nChanged 34 SP:Iteration 1F (19981.650000 sec): 3 clusters Score: Raw -57834.256664 + Penalty 2923.623806 = -54910.632858 nChanged 10 SP:Iteration 2Q (19981.800000 sec): 3 clusters Score: Raw -57865.335150 + Penalty 2923.623806 = -54941.711344 nChanged 7 SP:Iteration 3Q (19981.990000 sec): 3 clusters Score: Raw -57892.829054 + Penalty 2923.623806 = -54969.205248 nChanged 3 SP:Iteration 4Q (19982.150000 sec): 3 clusters Score: Raw -57900.269091 + Penalty 2923.623806 = -54976.645285 nChanged 2 SP:Iteration 5Q (19982.280000 sec): 3 clusters Score: Raw -57903.127903 + Penalty 2923.623806 = -54979.504098 nChanged 0 SP:Iteration 6F (19982.490000 sec): 3 clusters Score: Raw -57903.127903 + Penalty 2923.623806 = -54979.504098 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 8 (784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19982.560000 sec): 2 clusters Score: Raw -132752.540585 + Penalty 1652.773437 = -131099.767148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19982.710000 sec): 3 clusters Score: Raw -132634.428545 + Penalty 3305.546874 = -129328.881671 nChanged 165 SP:Iteration 1F (19982.900000 sec): 3 clusters Score: Raw -132820.581555 + Penalty 3305.546874 = -129515.034681 nChanged 38 SP:Iteration 2Q (19983.060000 sec): 3 clusters Score: Raw -132869.727436 + Penalty 3305.546874 = -129564.180562 nChanged 17 SP:Iteration 3Q (19983.280000 sec): 3 clusters Score: Raw -132899.574268 + Penalty 3305.546874 = -129594.027394 nChanged 14 SP:Iteration 4Q (19983.430000 sec): 3 clusters Score: Raw -132919.806670 + Penalty 3305.546874 = -129614.259796 nChanged 7 SP:Iteration 5Q (19983.650000 sec): 3 clusters Score: Raw -132932.856385 + Penalty 3305.546874 = -129627.309511 nChanged 5 SP:Iteration 6Q (19983.790000 sec): 3 clusters Score: Raw -132942.071498 + Penalty 3305.546874 = -129636.524624 nChanged 2 SP:Iteration 7Q (19983.960000 sec): 3 clusters Score: Raw -132945.124589 + Penalty 3305.546874 = -129639.577715 nChanged 4 SP:Iteration 8Q (19984.140000 sec): 3 clusters Score: Raw -132950.998218 + Penalty 3305.546874 = -129645.451344 nChanged 3 SP:Iteration 9Q (19984.300000 sec): 3 clusters Score: Raw -132958.466045 + Penalty 3305.546874 = -129652.919171 nChanged 7 SP:Iteration 10Q (19984.480000 sec): 3 clusters Score: Raw -132970.423384 + Penalty 3305.546874 = -129664.876510 nChanged 6 SP:Iteration 11Q (19984.640000 sec): 3 clusters Score: Raw -132984.054837 + Penalty 3305.546874 = -129678.507962 nChanged 11 SP:Iteration 12Q (19984.860000 sec): 3 clusters Score: Raw -132996.876171 + Penalty 3305.546874 = -129691.329297 nChanged 9 SP:Iteration 13Q (19984.990000 sec): 3 clusters Score: Raw -133011.520549 + Penalty 3305.546874 = -129705.973675 nChanged 5 SP:Iteration 14Q (19985.150000 sec): 3 clusters Score: Raw -133019.210048 + Penalty 3305.546874 = -129713.663174 nChanged 10 SP:Iteration 15Q (19985.350000 sec): 3 clusters Score: Raw -133031.891939 + Penalty 3305.546874 = -129726.345065 nChanged 5 SP:Iteration 16Q (19985.490000 sec): 3 clusters Score: Raw -133042.296881 + Penalty 3305.546874 = -129736.750007 nChanged 9 SP:Iteration 17Q (19985.680000 sec): 3 clusters Score: Raw -133056.481122 + Penalty 3305.546874 = -129750.934248 nChanged 12 SP:Iteration 18Q (19985.830000 sec): 3 clusters Score: Raw -133078.804560 + Penalty 3305.546874 = -129773.257686 nChanged 10 SP:Iteration 19Q (19985.990000 sec): 3 clusters Score: Raw -133097.541403 + Penalty 3305.546874 = -129791.994529 nChanged 6 SP:Iteration 20F (19986.170000 sec): 3 clusters Score: Raw -133106.564653 + Penalty 3305.546874 = -129801.017779 nChanged 5 SP:Iteration 21Q (19986.370000 sec): 3 clusters Score: Raw -133114.977152 + Penalty 3305.546874 = -129809.430278 nChanged 5 SP:Iteration 22Q (19986.600000 sec): 3 clusters Score: Raw -133123.525949 + Penalty 3305.546874 = -129817.979075 nChanged 4 SP:Iteration 23Q (19986.740000 sec): 3 clusters Score: Raw -133129.910602 + Penalty 3305.546874 = -129824.363728 nChanged 1 SP:Iteration 24Q (19986.940000 sec): 3 clusters Score: Raw -133133.334826 + Penalty 3305.546874 = -129827.787952 nChanged 2 SP:Iteration 25Q (19987.100000 sec): 3 clusters Score: Raw -133137.618427 + Penalty 3305.546874 = -129832.071553 nChanged 1 SP:Iteration 26Q (19987.280000 sec): 3 clusters Score: Raw -133138.764661 + Penalty 3305.546874 = -129833.217787 nChanged 1 SP:Iteration 27Q (19987.480000 sec): 3 clusters Score: Raw -133139.397068 + Penalty 3305.546874 = -129833.850194 nChanged 0 SP:Iteration 28F (19987.610000 sec): 3 clusters Score: Raw -133139.397068 + Penalty 3305.546874 = -129833.850194 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 9 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19987.720000 sec): 2 clusters Score: Raw -20733.108525 + Penalty 1237.627282 = -19495.481243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19987.910000 sec): 3 clusters Score: Raw -21114.706986 + Penalty 2475.254563 = -18639.452423 nChanged 8 SP:Iteration 1F (19988.060000 sec): 3 clusters Score: Raw -21163.192409 + Penalty 2475.254563 = -18687.937846 nChanged 3 SP:Iteration 2Q (19988.210000 sec): 3 clusters Score: Raw -21171.691784 + Penalty 2475.254563 = -18696.437221 nChanged 1 SP:Iteration 3Q (19988.330000 sec): 3 clusters Score: Raw -21180.460054 + Penalty 2475.254563 = -18705.205491 nChanged 0 SP:Iteration 4F (19988.520000 sec): 3 clusters Score: Raw -21180.460054 + Penalty 2475.254563 = -18705.205491 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 10 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19988.610000 sec): 2 clusters Score: Raw -15778.826961 + Penalty 1176.743168 = -14602.083793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19988.800000 sec): 3 clusters Score: Raw -16246.523346 + Penalty 2353.486336 = -13893.037011 nChanged 10 SP:Iteration 1F (19988.960000 sec): 3 clusters Score: Raw -16328.605848 + Penalty 2353.486336 = -13975.119513 nChanged 2 SP:Iteration 2Q (19989.120000 sec): 3 clusters Score: Raw -16351.800151 + Penalty 2353.486336 = -13998.313816 nChanged 0 SP:Iteration 3F (19989.350000 sec): 3 clusters Score: Raw -16351.800151 + Penalty 2353.486336 = -13998.313816 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 11 (1528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19989.430000 sec): 2 clusters Score: Raw -257360.623811 + Penalty 1818.265312 = -255542.358498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19989.600000 sec): 3 clusters Score: Raw -256860.008879 + Penalty 3636.530625 = -253223.478254 nChanged 485 SP:Iteration 1F (19989.840000 sec): 3 clusters Score: Raw -257268.375893 + Penalty 3636.530625 = -253631.845268 nChanged 117 SP:Iteration 2F (19990.000000 sec): 3 clusters Score: Raw -257472.812784 + Penalty 3636.530625 = -253836.282159 nChanged 101 SP:Iteration 3F (19990.150000 sec): 3 clusters Score: Raw -257649.349291 + Penalty 3636.530625 = -254012.818666 nChanged 102 SP:Iteration 4F (19990.360000 sec): 3 clusters Score: Raw -257826.192732 + Penalty 3636.530625 = -254189.662107 nChanged 97 SP:Iteration 5F (19990.530000 sec): 3 clusters Score: Raw -258035.869732 + Penalty 3636.530625 = -254399.339107 nChanged 86 SP:Iteration 6F (19990.720000 sec): 3 clusters Score: Raw -258304.055416 + Penalty 3636.530625 = -254667.524791 nChanged 98 SP:Iteration 7F (19990.940000 sec): 3 clusters Score: Raw -258594.920414 + Penalty 3636.530625 = -254958.389789 nChanged 73 SP:Iteration 8Q (19991.070000 sec): 3 clusters Score: Raw -258769.646841 + Penalty 3636.530625 = -255133.116216 nChanged 63 SP:Iteration 9Q (19991.270000 sec): 3 clusters Score: Raw -258888.700646 + Penalty 3636.530625 = -255252.170021 nChanged 40 SP:Iteration 10Q (19991.420000 sec): 3 clusters Score: Raw -258947.340092 + Penalty 3636.530625 = -255310.809467 nChanged 27 SP:Iteration 11Q (19991.580000 sec): 3 clusters Score: Raw -258983.126000 + Penalty 3636.530625 = -255346.595375 nChanged 16 SP:Iteration 12Q (19991.790000 sec): 3 clusters Score: Raw -259015.472909 + Penalty 3636.530625 = -255378.942284 nChanged 15 SP:Iteration 13Q (19991.960000 sec): 3 clusters Score: Raw -259039.383067 + Penalty 3636.530625 = -255402.852442 nChanged 15 SP:Iteration 14Q (19992.140000 sec): 3 clusters Score: Raw -259056.520995 + Penalty 3636.530625 = -255419.990370 nChanged 7 SP:Iteration 15Q (19992.330000 sec): 3 clusters Score: Raw -259062.983882 + Penalty 3636.530625 = -255426.453257 nChanged 8 SP:Iteration 16Q (19992.560000 sec): 3 clusters Score: Raw -259071.359994 + Penalty 3636.530625 = -255434.829369 nChanged 9 SP:Iteration 17Q (19992.730000 sec): 3 clusters Score: Raw -259093.924269 + Penalty 3636.530625 = -255457.393644 nChanged 10 SP:Iteration 18Q (19992.920000 sec): 3 clusters Score: Raw -259111.576143 + Penalty 3636.530625 = -255475.045518 nChanged 4 SP:Iteration 19Q (19993.130000 sec): 3 clusters Score: Raw -259116.599347 + Penalty 3636.530625 = -255480.068722 nChanged 2 SP:Iteration 20F (19993.310000 sec): 3 clusters Score: Raw -259118.985519 + Penalty 3636.530625 = -255482.454894 nChanged 4 SP:Iteration 21Q (19993.490000 sec): 3 clusters Score: Raw -259121.465673 + Penalty 3636.530625 = -255484.935048 nChanged 3 SP:Iteration 22Q (19993.700000 sec): 3 clusters Score: Raw -259123.868657 + Penalty 3636.530625 = -255487.338032 nChanged 0 SP:Iteration 23F (19993.870000 sec): 3 clusters Score: Raw -259123.868657 + Penalty 3636.530625 = -255487.338032 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 12 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19993.960000 sec): 2 clusters Score: Raw -65463.810528 + Penalty 1503.818732 = -63959.991796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19994.120000 sec): 3 clusters Score: Raw -65561.437250 + Penalty 3007.637464 = -62553.799786 nChanged 81 SP:Iteration 1F (19994.330000 sec): 3 clusters Score: Raw -65858.569048 + Penalty 3007.637464 = -62850.931584 nChanged 22 SP:Iteration 2F (19994.470000 sec): 3 clusters Score: Raw -65961.860693 + Penalty 3007.637464 = -62954.223229 nChanged 12 SP:Iteration 3Q (19994.710000 sec): 3 clusters Score: Raw -66005.403886 + Penalty 3007.637464 = -62997.766422 nChanged 10 SP:Iteration 4Q (19994.910000 sec): 3 clusters Score: Raw -66055.867706 + Penalty 3007.637464 = -63048.230243 nChanged 11 SP:Iteration 5Q (19995.080000 sec): 3 clusters Score: Raw -66169.902083 + Penalty 3007.637464 = -63162.264619 nChanged 13 SP:Iteration 6Q (19995.300000 sec): 3 clusters Score: Raw -66232.492176 + Penalty 3007.637464 = -63224.854713 nChanged 6 SP:Iteration 7Q (19995.510000 sec): 3 clusters Score: Raw -66252.946947 + Penalty 3007.637464 = -63245.309483 nChanged 7 SP:Iteration 8Q (19995.720000 sec): 3 clusters Score: Raw -66282.396151 + Penalty 3007.637464 = -63274.758688 nChanged 4 SP:Iteration 9Q (19995.920000 sec): 3 clusters Score: Raw -66296.768557 + Penalty 3007.637464 = -63289.131094 nChanged 3 SP:Iteration 10Q (19996.110000 sec): 3 clusters Score: Raw -66307.103121 + Penalty 3007.637464 = -63299.465658 nChanged 6 SP:Iteration 11Q (19996.340000 sec): 3 clusters Score: Raw -66324.298806 + Penalty 3007.637464 = -63316.661342 nChanged 4 SP:Iteration 12Q (19996.470000 sec): 3 clusters Score: Raw -66346.153116 + Penalty 3007.637464 = -63338.515652 nChanged 2 SP:Iteration 13Q (19996.690000 sec): 3 clusters Score: Raw -66352.397282 + Penalty 3007.637464 = -63344.759818 nChanged 2 SP:Iteration 14Q (19996.810000 sec): 3 clusters Score: Raw -66355.932018 + Penalty 3007.637464 = -63348.294555 nChanged 0 SP:Iteration 15F (19996.960000 sec): 3 clusters Score: Raw -66355.932018 + Penalty 3007.637464 = -63348.294555 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 13 (8494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19997.080000 sec): 2 clusters Score: Raw -1590794.679119 + Penalty 2243.684597 = -1588550.994522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19997.350000 sec): 3 clusters Score: Raw -1586347.397763 + Penalty 4487.369194 = -1581860.028569 nChanged 3418 SP:Iteration 1F (19997.590000 sec): 3 clusters Score: Raw -1588246.586822 + Penalty 4487.369194 = -1583759.217628 nChanged 629 SP:Iteration 2F (19997.820000 sec): 3 clusters Score: Raw -1588577.245069 + Penalty 4487.369194 = -1584089.875875 nChanged 446 SP:Iteration 3F (19998.050000 sec): 3 clusters Score: Raw -1588886.828460 + Penalty 4487.369194 = -1584399.459266 nChanged 447 SP:Iteration 4F (19998.310000 sec): 3 clusters Score: Raw -1589265.180022 + Penalty 4487.369194 = -1584777.810828 nChanged 483 SP:Iteration 5F (19998.580000 sec): 3 clusters Score: Raw -1589679.073456 + Penalty 4487.369194 = -1585191.704262 nChanged 519 SP:Iteration 6F (19998.760000 sec): 3 clusters Score: Raw -1590183.967289 + Penalty 4487.369194 = -1585696.598095 nChanged 553 SP:Iteration 7F (19998.990000 sec): 3 clusters Score: Raw -1590761.445364 + Penalty 4487.369194 = -1586274.076170 nChanged 545 SP:Iteration 8F (19999.210000 sec): 3 clusters Score: Raw -1591314.356626 + Penalty 4487.369194 = -1586826.987432 nChanged 450 SP:Iteration 9F (19999.440000 sec): 3 clusters Score: Raw -1591689.938191 + Penalty 4487.369194 = -1587202.568996 nChanged 320 SP:Iteration 10Q (19999.710000 sec): 3 clusters Score: Raw -1591908.537995 + Penalty 4487.369194 = -1587421.168801 nChanged 241 SP:Iteration 11Q (19999.910000 sec): 3 clusters Score: Raw -1592027.857662 + Penalty 4487.369194 = -1587540.488468 nChanged 155 SP:Iteration 12Q (20000.160000 sec): 3 clusters Score: Raw -1592090.120411 + Penalty 4487.369194 = -1587602.751217 nChanged 103 SP:Iteration 13Q (20000.390000 sec): 3 clusters Score: Raw -1592126.592730 + Penalty 4487.369194 = -1587639.223536 nChanged 77 SP:Iteration 14Q (20000.600000 sec): 3 clusters Score: Raw -1592150.951019 + Penalty 4487.369194 = -1587663.581825 nChanged 60 SP:Iteration 15Q (20000.850000 sec): 3 clusters Score: Raw -1592167.632707 + Penalty 4487.369194 = -1587680.263513 nChanged 40 SP:Iteration 16Q (20001.060000 sec): 3 clusters Score: Raw -1592177.182756 + Penalty 4487.369194 = -1587689.813562 nChanged 31 SP:Iteration 17Q (20001.290000 sec): 3 clusters Score: Raw -1592183.669392 + Penalty 4487.369194 = -1587696.300198 nChanged 26 SP:Iteration 18Q (20001.530000 sec): 3 clusters Score: Raw -1592190.846685 + Penalty 4487.369194 = -1587703.477491 nChanged 23 SP:Iteration 19Q (20001.760000 sec): 3 clusters Score: Raw -1592196.598284 + Penalty 4487.369194 = -1587709.229090 nChanged 21 SP:Iteration 20F (20001.970000 sec): 3 clusters Score: Raw -1592201.801002 + Penalty 4487.369194 = -1587714.431808 nChanged 18 SP:Iteration 21Q (20002.210000 sec): 3 clusters Score: Raw -1592205.058798 + Penalty 4487.369194 = -1587717.689604 nChanged 13 SP:Iteration 22Q (20002.450000 sec): 3 clusters Score: Raw -1592207.608150 + Penalty 4487.369194 = -1587720.238956 nChanged 10 SP:Iteration 23Q (20002.680000 sec): 3 clusters Score: Raw -1592209.687631 + Penalty 4487.369194 = -1587722.318437 nChanged 12 SP:Iteration 24Q (20002.890000 sec): 3 clusters Score: Raw -1592211.609616 + Penalty 4487.369194 = -1587724.240422 nChanged 9 SP:Iteration 25Q (20003.100000 sec): 3 clusters Score: Raw -1592213.368234 + Penalty 4487.369194 = -1587725.999040 nChanged 13 SP:Iteration 26Q (20003.340000 sec): 3 clusters Score: Raw -1592215.785133 + Penalty 4487.369194 = -1587728.415939 nChanged 14 SP:Iteration 27Q (20003.560000 sec): 3 clusters Score: Raw -1592218.351586 + Penalty 4487.369194 = -1587730.982391 nChanged 15 SP:Iteration 28Q (20003.750000 sec): 3 clusters Score: Raw -1592221.715385 + Penalty 4487.369194 = -1587734.346191 nChanged 13 SP:Iteration 29Q (20003.960000 sec): 3 clusters Score: Raw -1592224.496489 + Penalty 4487.369194 = -1587737.127295 nChanged 10 SP:Iteration 30Q (20004.210000 sec): 3 clusters Score: Raw -1592227.144180 + Penalty 4487.369194 = -1587739.774986 nChanged 11 SP:Iteration 31Q (20004.460000 sec): 3 clusters Score: Raw -1592230.016694 + Penalty 4487.369194 = -1587742.647499 nChanged 12 SP:Iteration 32Q (20004.640000 sec): 3 clusters Score: Raw -1592232.590539 + Penalty 4487.369194 = -1587745.221345 nChanged 10 SP:Iteration 33Q (20004.850000 sec): 3 clusters Score: Raw -1592234.356394 + Penalty 4487.369194 = -1587746.987200 nChanged 9 SP:Iteration 34Q (20005.060000 sec): 3 clusters Score: Raw -1592235.996108 + Penalty 4487.369194 = -1587748.626914 nChanged 5 SP:Iteration 35Q (20005.300000 sec): 3 clusters Score: Raw -1592236.896738 + Penalty 4487.369194 = -1587749.527544 nChanged 6 SP:Iteration 36Q (20005.520000 sec): 3 clusters Score: Raw -1592237.896194 + Penalty 4487.369194 = -1587750.527000 nChanged 6 SP:Iteration 37Q (20005.680000 sec): 3 clusters Score: Raw -1592238.751636 + Penalty 4487.369194 = -1587751.382441 nChanged 1 SP:Iteration 38Q (20005.920000 sec): 3 clusters Score: Raw -1592238.894966 + Penalty 4487.369194 = -1587751.525772 nChanged 1 SP:Iteration 39Q (20006.120000 sec): 3 clusters Score: Raw -1592239.172633 + Penalty 4487.369194 = -1587751.803439 nChanged 2 SP:Iteration 40F (20006.290000 sec): 3 clusters Score: Raw -1592239.499038 + Penalty 4487.369194 = -1587752.129844 nChanged 1 SP:Iteration 41Q (20006.520000 sec): 3 clusters Score: Raw -1592239.661709 + Penalty 4487.369194 = -1587752.292515 nChanged 0 SP:Iteration 42F (20006.760000 sec): 3 clusters Score: Raw -1592239.661709 + Penalty 4487.369194 = -1587752.292515 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 14 (178761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20007.680000 sec): 2 clusters Score: Raw -34386490.316287 + Penalty 2999.263639 = -34383491.052648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20008.710000 sec): 3 clusters Score: Raw -34269989.032461 + Penalty 5998.527279 = -34263990.505182 nChanged 85662 SP:Iteration 1F (20009.710000 sec): 3 clusters Score: Raw -34320539.646147 + Penalty 5998.527279 = -34314541.118868 nChanged 6404 SP:Iteration 2Q (20010.820000 sec): 3 clusters Score: Raw -34322369.424005 + Penalty 5998.527279 = -34316370.896726 nChanged 7932 SP:Iteration 3Q (20011.930000 sec): 3 clusters Score: Raw -34325384.059733 + Penalty 5998.527279 = -34319385.532455 nChanged 10023 SP:Iteration 4F (20013.000000 sec): 3 clusters Score: Raw -34330384.906731 + Penalty 5998.527279 = -34324386.379453 nChanged 12609 SP:Iteration 5F (20014.090000 sec): 3 clusters Score: Raw -34338552.092614 + Penalty 5998.527279 = -34332553.565335 nChanged 14829 SP:Iteration 6F (20015.180000 sec): 3 clusters Score: Raw -34350548.489311 + Penalty 5998.527279 = -34344549.962032 nChanged 14999 SP:Iteration 7F (20016.190000 sec): 3 clusters Score: Raw -34364854.481948 + Penalty 5998.527279 = -34358855.954669 nChanged 12089 SP:Iteration 8F (20017.300000 sec): 3 clusters Score: Raw -34377458.095853 + Penalty 5998.527279 = -34371459.568574 nChanged 6495 SP:Iteration 9Q (20018.480000 sec): 3 clusters Score: Raw -34384084.828005 + Penalty 5998.527279 = -34378086.300727 nChanged 2023 SP:Iteration 10Q (20019.470000 sec): 3 clusters Score: Raw -34386076.925546 + Penalty 5998.527279 = -34380078.398267 nChanged 378 SP:Iteration 11Q (20020.400000 sec): 3 clusters Score: Raw -34386520.626246 + Penalty 5998.527279 = -34380522.098967 nChanged 83 SP:Iteration 12Q (20021.450000 sec): 3 clusters Score: Raw -34386672.380962 + Penalty 5998.527279 = -34380673.853684 nChanged 29 SP:Iteration 13Q (20022.400000 sec): 3 clusters Score: Raw -34386729.667052 + Penalty 5998.527279 = -34380731.139774 nChanged 27 SP:Iteration 14Q (20023.360000 sec): 3 clusters Score: Raw -34386776.898757 + Penalty 5998.527279 = -34380778.371479 nChanged 13 SP:Iteration 15Q (20024.380000 sec): 3 clusters Score: Raw -34386799.688193 + Penalty 5998.527279 = -34380801.160914 nChanged 9 SP:Iteration 16Q (20025.390000 sec): 3 clusters Score: Raw -34386817.243252 + Penalty 5998.527279 = -34380818.715974 nChanged 5 SP:Iteration 17Q (20026.410000 sec): 3 clusters Score: Raw -34386825.899259 + Penalty 5998.527279 = -34380827.371980 nChanged 2 SP:Iteration 18Q (20027.410000 sec): 3 clusters Score: Raw -34386829.350072 + Penalty 5998.527279 = -34380830.822793 nChanged 0 SP:Iteration 19F (20028.660000 sec): 3 clusters Score: Raw -34386829.350072 + Penalty 5998.527279 = -34380830.822793 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 15 (262600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20029.870000 sec): 2 clusters Score: Raw -46560071.474326 + Penalty 3094.640036 = -46556976.834290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20031.440000 sec): 3 clusters Score: Raw -46386382.337911 + Penalty 6189.280071 = -46380193.057840 nChanged 126952 SP:Iteration 1F (20032.960000 sec): 3 clusters Score: Raw -46461634.854517 + Penalty 6189.280071 = -46455445.574445 nChanged 8766 SP:Iteration 2Q (20034.490000 sec): 3 clusters Score: Raw -46464203.386901 + Penalty 6189.280071 = -46458014.106829 nChanged 12118 SP:Iteration 3Q (20036.130000 sec): 3 clusters Score: Raw -46469409.093707 + Penalty 6189.280071 = -46463219.813636 nChanged 17091 SP:Iteration 4F (20037.570000 sec): 3 clusters Score: Raw -46479864.585729 + Penalty 6189.280071 = -46473675.305658 nChanged 22370 SP:Iteration 5F (20039.150000 sec): 3 clusters Score: Raw -46497976.047648 + Penalty 6189.280071 = -46491786.767576 nChanged 24289 SP:Iteration 6F (20040.660000 sec): 3 clusters Score: Raw -46520687.405297 + Penalty 6189.280071 = -46514498.125226 nChanged 19650 SP:Iteration 7F (20042.230000 sec): 3 clusters Score: Raw -46539544.675703 + Penalty 6189.280071 = -46533355.395632 nChanged 12323 SP:Iteration 8Q (20043.830000 sec): 3 clusters Score: Raw -46551099.040344 + Penalty 6189.280071 = -46544909.760272 nChanged 6320 SP:Iteration 9Q (20045.440000 sec): 3 clusters Score: Raw -46556836.614037 + Penalty 6189.280071 = -46550647.333965 nChanged 2552 SP:Iteration 10Q (20046.850000 sec): 3 clusters Score: Raw -46559045.942256 + Penalty 6189.280071 = -46552856.662185 nChanged 909 SP:Iteration 11Q (20048.130000 sec): 3 clusters Score: Raw -46559826.096841 + Penalty 6189.280071 = -46553636.816770 nChanged 344 SP:Iteration 12Q (20049.430000 sec): 3 clusters Score: Raw -46560126.291781 + Penalty 6189.280071 = -46553937.011709 nChanged 144 SP:Iteration 13Q (20050.600000 sec): 3 clusters Score: Raw -46560267.692072 + Penalty 6189.280071 = -46554078.412000 nChanged 66 SP:Iteration 14Q (20052.090000 sec): 3 clusters Score: Raw -46560340.845074 + Penalty 6189.280071 = -46554151.565002 nChanged 42 SP:Iteration 15Q (20053.450000 sec): 3 clusters Score: Raw -46560378.275756 + Penalty 6189.280071 = -46554188.995685 nChanged 31 SP:Iteration 16Q (20054.830000 sec): 3 clusters Score: Raw -46560402.400619 + Penalty 6189.280071 = -46554213.120547 nChanged 19 SP:Iteration 17Q (20056.060000 sec): 3 clusters Score: Raw -46560416.808455 + Penalty 6189.280071 = -46554227.528384 nChanged 14 SP:Iteration 18Q (20057.310000 sec): 3 clusters Score: Raw -46560429.672012 + Penalty 6189.280071 = -46554240.391940 nChanged 12 SP:Iteration 19Q (20058.580000 sec): 3 clusters Score: Raw -46560441.785149 + Penalty 6189.280071 = -46554252.505078 nChanged 14 SP:Iteration 20F (20060.290000 sec): 3 clusters Score: Raw -46560452.631464 + Penalty 6189.280071 = -46554263.351392 nChanged 13 SP:Iteration 21Q (20061.590000 sec): 3 clusters Score: Raw -46560464.516881 + Penalty 6189.280071 = -46554275.236809 nChanged 12 SP:Iteration 22Q (20062.870000 sec): 3 clusters Score: Raw -46560473.683541 + Penalty 6189.280071 = -46554284.403469 nChanged 6 SP:Iteration 23Q (20064.060000 sec): 3 clusters Score: Raw -46560477.865425 + Penalty 6189.280071 = -46554288.585354 nChanged 6 SP:Iteration 24Q (20065.310000 sec): 3 clusters Score: Raw -46560482.123936 + Penalty 6189.280071 = -46554292.843865 nChanged 4 SP:Iteration 25Q (20066.680000 sec): 3 clusters Score: Raw -46560484.539830 + Penalty 6189.280071 = -46554295.259758 nChanged 1 SP:Iteration 26Q (20067.970000 sec): 3 clusters Score: Raw -46560484.940536 + Penalty 6189.280071 = -46554295.660465 nChanged 0 SP:Iteration 27F (20069.530000 sec): 3 clusters Score: Raw -46560484.940536 + Penalty 6189.280071 = -46554295.660465 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 16 (24717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20069.880000 sec): 2 clusters Score: Raw -4521336.815818 + Penalty 2508.581143 = -4518828.234675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20070.160000 sec): 3 clusters Score: Raw -4506829.801141 + Penalty 5017.162286 = -4501812.638855 nChanged 11021 SP:Iteration 1F (20070.470000 sec): 3 clusters Score: Raw -4512664.696811 + Penalty 5017.162286 = -4507647.534525 nChanged 1220 SP:Iteration 2Q (20070.850000 sec): 3 clusters Score: Raw -4513055.178669 + Penalty 5017.162286 = -4508038.016383 nChanged 1015 SP:Iteration 3Q (20071.180000 sec): 3 clusters Score: Raw -4513343.714958 + Penalty 5017.162286 = -4508326.552672 nChanged 838 SP:Iteration 4Q (20071.510000 sec): 3 clusters Score: Raw -4513565.671561 + Penalty 5017.162286 = -4508548.509275 nChanged 691 SP:Iteration 5Q (20071.800000 sec): 3 clusters Score: Raw -4513731.854491 + Penalty 5017.162286 = -4508714.692205 nChanged 603 SP:Iteration 6Q (20072.150000 sec): 3 clusters Score: Raw -4513867.431446 + Penalty 5017.162286 = -4508850.269159 nChanged 571 SP:Iteration 7Q (20072.490000 sec): 3 clusters Score: Raw -4514019.110240 + Penalty 5017.162286 = -4509001.947953 nChanged 619 SP:Iteration 8Q (20072.760000 sec): 3 clusters Score: Raw -4514193.421701 + Penalty 5017.162286 = -4509176.259415 nChanged 640 SP:Iteration 9Q (20073.080000 sec): 3 clusters Score: Raw -4514391.983496 + Penalty 5017.162286 = -4509374.821209 nChanged 684 SP:Iteration 10Q (20073.370000 sec): 3 clusters Score: Raw -4514651.124083 + Penalty 5017.162286 = -4509633.961796 nChanged 802 SP:Iteration 11Q (20073.720000 sec): 3 clusters Score: Raw -4514992.222479 + Penalty 5017.162286 = -4509975.060192 nChanged 932 SP:Iteration 12Q (20074.020000 sec): 3 clusters Score: Raw -4515463.817838 + Penalty 5017.162286 = -4510446.655551 nChanged 1070 SP:Iteration 13Q (20074.390000 sec): 3 clusters Score: Raw -4516046.442486 + Penalty 5017.162286 = -4511029.280200 nChanged 1223 SP:Iteration 14Q (20074.710000 sec): 3 clusters Score: Raw -4516819.002213 + Penalty 5017.162286 = -4511801.839927 nChanged 1293 SP:Iteration 15F (20075.030000 sec): 3 clusters Score: Raw -4517733.892673 + Penalty 5017.162286 = -4512716.730386 nChanged 1219 SP:Iteration 16Q (20075.290000 sec): 3 clusters Score: Raw -4518594.352589 + Penalty 5017.162286 = -4513577.190302 nChanged 1117 SP:Iteration 17Q (20075.500000 sec): 3 clusters Score: Raw -4519366.154701 + Penalty 5017.162286 = -4514348.992415 nChanged 922 SP:Iteration 18Q (20075.780000 sec): 3 clusters Score: Raw -4519993.629974 + Penalty 5017.162286 = -4514976.467688 nChanged 692 SP:Iteration 19Q (20076.080000 sec): 3 clusters Score: Raw -4520437.203143 + Penalty 5017.162286 = -4515420.040857 nChanged 536 SP:Iteration 20F (20076.380000 sec): 3 clusters Score: Raw -4520785.899392 + Penalty 5017.162286 = -4515768.737106 nChanged 397 SP:Iteration 21Q (20076.670000 sec): 3 clusters Score: Raw -4521055.266403 + Penalty 5017.162286 = -4516038.104117 nChanged 267 SP:Iteration 22Q (20076.960000 sec): 3 clusters Score: Raw -4521224.873867 + Penalty 5017.162286 = -4516207.711581 nChanged 171 SP:Iteration 23Q (20077.280000 sec): 3 clusters Score: Raw -4521351.435539 + Penalty 5017.162286 = -4516334.273252 nChanged 117 SP:Iteration 24Q (20077.630000 sec): 3 clusters Score: Raw -4521447.119028 + Penalty 5017.162286 = -4516429.956742 nChanged 83 SP:Iteration 25Q (20078.040000 sec): 3 clusters Score: Raw -4521520.925125 + Penalty 5017.162286 = -4516503.762839 nChanged 68 SP:Iteration 26Q (20078.320000 sec): 3 clusters Score: Raw -4521577.767392 + Penalty 5017.162286 = -4516560.605106 nChanged 34 SP:Iteration 27Q (20078.600000 sec): 3 clusters Score: Raw -4521610.825467 + Penalty 5017.162286 = -4516593.663181 nChanged 29 SP:Iteration 28Q (20078.870000 sec): 3 clusters Score: Raw -4521634.050603 + Penalty 5017.162286 = -4516616.888317 nChanged 15 SP:Iteration 29Q (20079.200000 sec): 3 clusters Score: Raw -4521645.930726 + Penalty 5017.162286 = -4516628.768440 nChanged 11 SP:Iteration 30Q (20079.480000 sec): 3 clusters Score: Raw -4521656.031082 + Penalty 5017.162286 = -4516638.868796 nChanged 6 SP:Iteration 31Q (20079.790000 sec): 3 clusters Score: Raw -4521659.059534 + Penalty 5017.162286 = -4516641.897247 nChanged 3 SP:Iteration 32Q (20080.100000 sec): 3 clusters Score: Raw -4521661.544011 + Penalty 5017.162286 = -4516644.381725 nChanged 2 SP:Iteration 33Q (20080.390000 sec): 3 clusters Score: Raw -4521662.748151 + Penalty 5017.162286 = -4516645.585865 nChanged 3 SP:Iteration 34Q (20080.720000 sec): 3 clusters Score: Raw -4521667.497202 + Penalty 5017.162286 = -4516650.334916 nChanged 5 SP:Iteration 35Q (20081.010000 sec): 3 clusters Score: Raw -4521671.515693 + Penalty 5017.162286 = -4516654.353406 nChanged 5 SP:Iteration 36Q (20081.330000 sec): 3 clusters Score: Raw -4521673.866974 + Penalty 5017.162286 = -4516656.704687 nChanged 5 SP:Iteration 37Q (20081.620000 sec): 3 clusters Score: Raw -4521679.090596 + Penalty 5017.162286 = -4516661.928310 nChanged 7 SP:Iteration 38Q (20082.010000 sec): 3 clusters Score: Raw -4521687.895076 + Penalty 5017.162286 = -4516670.732790 nChanged 6 SP:Iteration 39Q (20082.300000 sec): 3 clusters Score: Raw -4521691.029793 + Penalty 5017.162286 = -4516673.867507 nChanged 5 SP:Iteration 40F (20082.620000 sec): 3 clusters Score: Raw -4521693.466149 + Penalty 5017.162286 = -4516676.303863 nChanged 1 SP:Iteration 41Q (20082.950000 sec): 3 clusters Score: Raw -4521694.161269 + Penalty 5017.162286 = -4516676.998982 nChanged 1 SP:Iteration 42Q (20083.220000 sec): 3 clusters Score: Raw -4521694.541111 + Penalty 5017.162286 = -4516677.378824 nChanged 1 SP:Iteration 43Q (20083.540000 sec): 3 clusters Score: Raw -4521694.998383 + Penalty 5017.162286 = -4516677.836096 nChanged 2 SP:Iteration 44Q (20083.870000 sec): 3 clusters Score: Raw -4521695.819002 + Penalty 5017.162286 = -4516678.656716 nChanged 1 SP:Iteration 45Q (20084.140000 sec): 3 clusters Score: Raw -4521696.836487 + Penalty 5017.162286 = -4516679.674200 nChanged 2 SP:Iteration 46Q (20084.450000 sec): 3 clusters Score: Raw -4521699.957862 + Penalty 5017.162286 = -4516682.795576 nChanged 3 SP:Iteration 47Q (20084.720000 sec): 3 clusters Score: Raw -4521702.418571 + Penalty 5017.162286 = -4516685.256285 nChanged 0 SP:Iteration 48F (20085.000000 sec): 3 clusters Score: Raw -4521702.418571 + Penalty 5017.162286 = -4516685.256285 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 17 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20085.150000 sec): 2 clusters Score: Raw -206303.474154 + Penalty 1747.784271 = -204555.689883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20085.310000 sec): 3 clusters Score: Raw -205985.690630 + Penalty 3495.568542 = -202490.122088 nChanged 308 SP:Iteration 1F (20085.460000 sec): 3 clusters Score: Raw -206326.494467 + Penalty 3495.568542 = -202830.925925 nChanged 79 SP:Iteration 2F (20085.640000 sec): 3 clusters Score: Raw -206453.976062 + Penalty 3495.568542 = -202958.407521 nChanged 62 SP:Iteration 3F (20085.800000 sec): 3 clusters Score: Raw -206585.512871 + Penalty 3495.568542 = -203089.944329 nChanged 67 SP:Iteration 4F (20085.980000 sec): 3 clusters Score: Raw -206722.697620 + Penalty 3495.568542 = -203227.129078 nChanged 51 SP:Iteration 5Q (20086.190000 sec): 3 clusters Score: Raw -206812.917387 + Penalty 3495.568542 = -203317.348846 nChanged 39 SP:Iteration 6Q (20086.410000 sec): 3 clusters Score: Raw -206890.550675 + Penalty 3495.568542 = -203394.982133 nChanged 36 SP:Iteration 7Q (20086.580000 sec): 3 clusters Score: Raw -206941.975529 + Penalty 3495.568542 = -203446.406987 nChanged 24 SP:Iteration 8Q (20086.760000 sec): 3 clusters Score: Raw -206977.037887 + Penalty 3495.568542 = -203481.469345 nChanged 24 SP:Iteration 9Q (20086.970000 sec): 3 clusters Score: Raw -207021.576519 + Penalty 3495.568542 = -203526.007977 nChanged 20 SP:Iteration 10Q (20087.190000 sec): 3 clusters Score: Raw -207059.264187 + Penalty 3495.568542 = -203563.695645 nChanged 19 SP:Iteration 11Q (20087.380000 sec): 3 clusters Score: Raw -207089.326475 + Penalty 3495.568542 = -203593.757933 nChanged 15 SP:Iteration 12Q (20087.540000 sec): 3 clusters Score: Raw -207107.929784 + Penalty 3495.568542 = -203612.361242 nChanged 12 SP:Iteration 13Q (20087.750000 sec): 3 clusters Score: Raw -207132.069411 + Penalty 3495.568542 = -203636.500869 nChanged 14 SP:Iteration 14Q (20087.970000 sec): 3 clusters Score: Raw -207163.778623 + Penalty 3495.568542 = -203668.210081 nChanged 10 SP:Iteration 15Q (20088.210000 sec): 3 clusters Score: Raw -207173.734352 + Penalty 3495.568542 = -203678.165810 nChanged 7 SP:Iteration 16Q (20088.350000 sec): 3 clusters Score: Raw -207185.899945 + Penalty 3495.568542 = -203690.331403 nChanged 9 SP:Iteration 17Q (20088.560000 sec): 3 clusters Score: Raw -207198.407928 + Penalty 3495.568542 = -203702.839386 nChanged 6 SP:Iteration 18Q (20088.730000 sec): 3 clusters Score: Raw -207205.870762 + Penalty 3495.568542 = -203710.302220 nChanged 4 SP:Iteration 19Q (20088.910000 sec): 3 clusters Score: Raw -207210.662290 + Penalty 3495.568542 = -203715.093748 nChanged 5 SP:Iteration 20F (20089.050000 sec): 3 clusters Score: Raw -207219.591751 + Penalty 3495.568542 = -203724.023209 nChanged 5 SP:Iteration 21Q (20089.240000 sec): 3 clusters Score: Raw -207229.473505 + Penalty 3495.568542 = -203733.904963 nChanged 9 SP:Iteration 22Q (20089.410000 sec): 3 clusters Score: Raw -207246.800426 + Penalty 3495.568542 = -203751.231884 nChanged 9 SP:Iteration 23Q (20089.590000 sec): 3 clusters Score: Raw -207260.151981 + Penalty 3495.568542 = -203764.583439 nChanged 7 SP:Iteration 24Q (20089.810000 sec): 3 clusters Score: Raw -207275.412134 + Penalty 3495.568542 = -203779.843592 nChanged 7 SP:Iteration 25Q (20090.010000 sec): 3 clusters Score: Raw -207285.221602 + Penalty 3495.568542 = -203789.653061 nChanged 6 SP:Iteration 26Q (20090.170000 sec): 3 clusters Score: Raw -207298.568379 + Penalty 3495.568542 = -203802.999837 nChanged 8 SP:Iteration 27Q (20090.350000 sec): 3 clusters Score: Raw -207313.274209 + Penalty 3495.568542 = -203817.705667 nChanged 11 SP:Iteration 28Q (20090.500000 sec): 3 clusters Score: Raw -207328.196252 + Penalty 3495.568542 = -203832.627710 nChanged 10 SP:Iteration 29Q (20090.720000 sec): 3 clusters Score: Raw -207346.599479 + Penalty 3495.568542 = -203851.030937 nChanged 5 SP:Iteration 30Q (20090.840000 sec): 3 clusters Score: Raw -207357.007581 + Penalty 3495.568542 = -203861.439040 nChanged 9 SP:Iteration 31Q (20091.040000 sec): 3 clusters Score: Raw -207370.032374 + Penalty 3495.568542 = -203874.463832 nChanged 10 SP:Iteration 32Q (20091.200000 sec): 3 clusters Score: Raw -207385.024961 + Penalty 3495.568542 = -203889.456419 nChanged 8 SP:Iteration 33Q (20091.380000 sec): 3 clusters Score: Raw -207394.067105 + Penalty 3495.568542 = -203898.498563 nChanged 4 SP:Iteration 34Q (20091.550000 sec): 3 clusters Score: Raw -207399.863667 + Penalty 3495.568542 = -203904.295126 nChanged 4 SP:Iteration 35Q (20091.740000 sec): 3 clusters Score: Raw -207409.819650 + Penalty 3495.568542 = -203914.251109 nChanged 10 SP:Iteration 36Q (20091.890000 sec): 3 clusters Score: Raw -207426.792075 + Penalty 3495.568542 = -203931.223533 nChanged 6 SP:Iteration 37Q (20092.070000 sec): 3 clusters Score: Raw -207436.742898 + Penalty 3495.568542 = -203941.174356 nChanged 5 SP:Iteration 38Q (20092.220000 sec): 3 clusters Score: Raw -207448.054671 + Penalty 3495.568542 = -203952.486129 nChanged 4 SP:Iteration 39Q (20092.410000 sec): 3 clusters Score: Raw -207454.447970 + Penalty 3495.568542 = -203958.879428 nChanged 4 SP:Iteration 40F (20092.590000 sec): 3 clusters Score: Raw -207458.731146 + Penalty 3495.568542 = -203963.162604 nChanged 4 SP:Iteration 41Q (20092.790000 sec): 3 clusters Score: Raw -207463.442506 + Penalty 3495.568542 = -203967.873964 nChanged 4 SP:Iteration 42Q (20092.950000 sec): 3 clusters Score: Raw -207472.141357 + Penalty 3495.568542 = -203976.572815 nChanged 4 SP:Iteration 43Q (20093.110000 sec): 3 clusters Score: Raw -207479.654064 + Penalty 3495.568542 = -203984.085522 nChanged 3 SP:Iteration 44Q (20093.300000 sec): 3 clusters Score: Raw -207481.882421 + Penalty 3495.568542 = -203986.313879 nChanged 1 SP:Iteration 45Q (20093.490000 sec): 3 clusters Score: Raw -207482.688000 + Penalty 3495.568542 = -203987.119458 nChanged 0 SP:Iteration 46F (20093.620000 sec): 3 clusters Score: Raw -207482.688000 + Penalty 3495.568542 = -203987.119458 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 18 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20093.710000 sec): 2 clusters Score: Raw -126871.141810 + Penalty 1649.589825 = -125221.551985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20093.960000 sec): 3 clusters Score: Raw -126744.013134 + Penalty 3299.179649 = -123444.833485 nChanged 188 SP:Iteration 1F (20094.120000 sec): 3 clusters Score: Raw -127017.260025 + Penalty 3299.179649 = -123718.080376 nChanged 43 SP:Iteration 2F (20094.300000 sec): 3 clusters Score: Raw -127116.023381 + Penalty 3299.179649 = -123816.843732 nChanged 39 SP:Iteration 3F (20094.550000 sec): 3 clusters Score: Raw -127205.391700 + Penalty 3299.179649 = -123906.212051 nChanged 24 SP:Iteration 4Q (20094.750000 sec): 3 clusters Score: Raw -127272.991358 + Penalty 3299.179649 = -123973.811709 nChanged 29 SP:Iteration 5Q (20095.000000 sec): 3 clusters Score: Raw -127367.429743 + Penalty 3299.179649 = -124068.250094 nChanged 31 SP:Iteration 6Q (20095.200000 sec): 3 clusters Score: Raw -127464.577053 + Penalty 3299.179649 = -124165.397404 nChanged 32 SP:Iteration 7Q (20095.350000 sec): 3 clusters Score: Raw -127570.741903 + Penalty 3299.179649 = -124271.562254 nChanged 26 SP:Iteration 8Q (20095.550000 sec): 3 clusters Score: Raw -127661.305226 + Penalty 3299.179649 = -124362.125577 nChanged 18 SP:Iteration 9Q (20095.710000 sec): 3 clusters Score: Raw -127714.245292 + Penalty 3299.179649 = -124415.065643 nChanged 19 SP:Iteration 10Q (20095.870000 sec): 3 clusters Score: Raw -127770.152645 + Penalty 3299.179649 = -124470.972996 nChanged 14 SP:Iteration 11Q (20096.090000 sec): 3 clusters Score: Raw -127822.105089 + Penalty 3299.179649 = -124522.925440 nChanged 17 SP:Iteration 12Q (20096.200000 sec): 3 clusters Score: Raw -127887.893319 + Penalty 3299.179649 = -124588.713669 nChanged 17 SP:Iteration 13Q (20096.390000 sec): 3 clusters Score: Raw -127946.137740 + Penalty 3299.179649 = -124646.958091 nChanged 12 SP:Iteration 14Q (20096.600000 sec): 3 clusters Score: Raw -128012.403328 + Penalty 3299.179649 = -124713.223679 nChanged 13 SP:Iteration 15Q (20096.740000 sec): 3 clusters Score: Raw -128048.570007 + Penalty 3299.179649 = -124749.390358 nChanged 8 SP:Iteration 16Q (20096.970000 sec): 3 clusters Score: Raw -128070.400730 + Penalty 3299.179649 = -124771.221081 nChanged 7 SP:Iteration 17Q (20097.150000 sec): 3 clusters Score: Raw -128086.718813 + Penalty 3299.179649 = -124787.539164 nChanged 1 SP:Iteration 18Q (20097.310000 sec): 3 clusters Score: Raw -128087.972326 + Penalty 3299.179649 = -124788.792676 nChanged 0 SP:Iteration 19F (20097.510000 sec): 3 clusters Score: Raw -128087.972326 + Penalty 3299.179649 = -124788.792676 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 19 (1879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20097.590000 sec): 2 clusters Score: Raw -311282.108746 + Penalty 1869.546760 = -309412.561986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20097.810000 sec): 3 clusters Score: Raw -310617.783783 + Penalty 3739.093520 = -306878.690263 nChanged 612 SP:Iteration 1F (20098.040000 sec): 3 clusters Score: Raw -311252.856899 + Penalty 3739.093520 = -307513.763380 nChanged 187 SP:Iteration 2F (20098.220000 sec): 3 clusters Score: Raw -311576.161187 + Penalty 3739.093520 = -307837.067667 nChanged 144 SP:Iteration 3F (20098.420000 sec): 3 clusters Score: Raw -311788.104414 + Penalty 3739.093520 = -308049.010894 nChanged 109 SP:Iteration 4F (20098.600000 sec): 3 clusters Score: Raw -311948.758283 + Penalty 3739.093520 = -308209.664763 nChanged 96 SP:Iteration 5F (20098.800000 sec): 3 clusters Score: Raw -312087.142352 + Penalty 3739.093520 = -308348.048833 nChanged 80 SP:Iteration 6Q (20098.990000 sec): 3 clusters Score: Raw -312195.631707 + Penalty 3739.093520 = -308456.538188 nChanged 56 SP:Iteration 7Q (20099.170000 sec): 3 clusters Score: Raw -312293.734514 + Penalty 3739.093520 = -308554.640994 nChanged 54 SP:Iteration 8Q (20099.380000 sec): 3 clusters Score: Raw -312371.239340 + Penalty 3739.093520 = -308632.145820 nChanged 32 SP:Iteration 9Q (20099.620000 sec): 3 clusters Score: Raw -312404.673906 + Penalty 3739.093520 = -308665.580386 nChanged 22 SP:Iteration 10Q (20099.810000 sec): 3 clusters Score: Raw -312422.667834 + Penalty 3739.093520 = -308683.574314 nChanged 10 SP:Iteration 11Q (20099.980000 sec): 3 clusters Score: Raw -312433.413240 + Penalty 3739.093520 = -308694.319720 nChanged 12 SP:Iteration 12Q (20100.180000 sec): 3 clusters Score: Raw -312442.507178 + Penalty 3739.093520 = -308703.413658 nChanged 10 SP:Iteration 13Q (20100.370000 sec): 3 clusters Score: Raw -312452.526939 + Penalty 3739.093520 = -308713.433420 nChanged 8 SP:Iteration 14Q (20100.560000 sec): 3 clusters Score: Raw -312459.360939 + Penalty 3739.093520 = -308720.267419 nChanged 13 SP:Iteration 15Q (20100.750000 sec): 3 clusters Score: Raw -312468.482610 + Penalty 3739.093520 = -308729.389091 nChanged 8 SP:Iteration 16Q (20100.970000 sec): 3 clusters Score: Raw -312474.552592 + Penalty 3739.093520 = -308735.459072 nChanged 3 SP:Iteration 17Q (20101.170000 sec): 3 clusters Score: Raw -312477.293392 + Penalty 3739.093520 = -308738.199872 nChanged 3 SP:Iteration 18Q (20101.340000 sec): 3 clusters Score: Raw -312479.227601 + Penalty 3739.093520 = -308740.134081 nChanged 2 SP:Iteration 19Q (20101.550000 sec): 3 clusters Score: Raw -312480.393445 + Penalty 3739.093520 = -308741.299925 nChanged 1 SP:Iteration 20F (20101.750000 sec): 3 clusters Score: Raw -312481.706197 + Penalty 3739.093520 = -308742.612677 nChanged 1 SP:Iteration 21Q (20101.920000 sec): 3 clusters Score: Raw -312483.245966 + Penalty 3739.093520 = -308744.152446 nChanged 4 SP:Iteration 22Q (20102.120000 sec): 3 clusters Score: Raw -312486.013360 + Penalty 3739.093520 = -308746.919840 nChanged 1 SP:Iteration 23Q (20102.290000 sec): 3 clusters Score: Raw -312486.468662 + Penalty 3739.093520 = -308747.375142 nChanged 0 SP:Iteration 24F (20102.470000 sec): 3 clusters Score: Raw -312486.468662 + Penalty 3739.093520 = -308747.375142 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 20 (1600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20102.570000 sec): 2 clusters Score: Raw -290405.363294 + Penalty 1829.684209 = -288575.679085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20102.730000 sec): 3 clusters Score: Raw -289859.952915 + Penalty 3659.368418 = -286200.584497 nChanged 475 SP:Iteration 1F (20102.920000 sec): 3 clusters Score: Raw -290283.104975 + Penalty 3659.368418 = -286623.736557 nChanged 126 SP:Iteration 2F (20103.090000 sec): 3 clusters Score: Raw -290439.993254 + Penalty 3659.368418 = -286780.624836 nChanged 79 SP:Iteration 3Q (20103.240000 sec): 3 clusters Score: Raw -290554.577746 + Penalty 3659.368418 = -286895.209328 nChanged 65 SP:Iteration 4Q (20103.430000 sec): 3 clusters Score: Raw -290668.523210 + Penalty 3659.368418 = -287009.154792 nChanged 66 SP:Iteration 5Q (20103.570000 sec): 3 clusters Score: Raw -290784.829509 + Penalty 3659.368418 = -287125.461091 nChanged 74 SP:Iteration 6Q (20103.690000 sec): 3 clusters Score: Raw -290913.743707 + Penalty 3659.368418 = -287254.375289 nChanged 56 SP:Iteration 7Q (20103.880000 sec): 3 clusters Score: Raw -290986.385210 + Penalty 3659.368418 = -287327.016791 nChanged 47 SP:Iteration 8Q (20104.050000 sec): 3 clusters Score: Raw -291042.903191 + Penalty 3659.368418 = -287383.534773 nChanged 35 SP:Iteration 9Q (20104.190000 sec): 3 clusters Score: Raw -291083.367381 + Penalty 3659.368418 = -287423.998963 nChanged 20 SP:Iteration 10Q (20104.400000 sec): 3 clusters Score: Raw -291103.449334 + Penalty 3659.368418 = -287444.080916 nChanged 16 SP:Iteration 11Q (20104.600000 sec): 3 clusters Score: Raw -291121.452150 + Penalty 3659.368418 = -287462.083732 nChanged 19 SP:Iteration 12Q (20104.780000 sec): 3 clusters Score: Raw -291148.994347 + Penalty 3659.368418 = -287489.625929 nChanged 21 SP:Iteration 13Q (20104.890000 sec): 3 clusters Score: Raw -291178.897245 + Penalty 3659.368418 = -287519.528827 nChanged 20 SP:Iteration 14Q (20105.090000 sec): 3 clusters Score: Raw -291205.220576 + Penalty 3659.368418 = -287545.852158 nChanged 16 SP:Iteration 15Q (20105.270000 sec): 3 clusters Score: Raw -291223.682509 + Penalty 3659.368418 = -287564.314090 nChanged 13 SP:Iteration 16Q (20105.450000 sec): 3 clusters Score: Raw -291242.661660 + Penalty 3659.368418 = -287583.293242 nChanged 7 SP:Iteration 17Q (20105.620000 sec): 3 clusters Score: Raw -291260.982678 + Penalty 3659.368418 = -287601.614260 nChanged 13 SP:Iteration 18Q (20105.830000 sec): 3 clusters Score: Raw -291280.324315 + Penalty 3659.368418 = -287620.955897 nChanged 12 SP:Iteration 19Q (20106.000000 sec): 3 clusters Score: Raw -291293.612113 + Penalty 3659.368418 = -287634.243694 nChanged 10 SP:Iteration 20F (20106.200000 sec): 3 clusters Score: Raw -291301.316848 + Penalty 3659.368418 = -287641.948430 nChanged 5 SP:Iteration 21Q (20106.370000 sec): 3 clusters Score: Raw -291307.092681 + Penalty 3659.368418 = -287647.724262 nChanged 2 SP:Iteration 22Q (20106.560000 sec): 3 clusters Score: Raw -291309.201893 + Penalty 3659.368418 = -287649.833474 nChanged 0 SP:Iteration 23F (20106.730000 sec): 3 clusters Score: Raw -291309.201893 + Penalty 3659.368418 = -287649.833474 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 21 (857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20106.900000 sec): 2 clusters Score: Raw -134930.830392 + Penalty 1674.852604 = -133255.977788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20107.060000 sec): 3 clusters Score: Raw -134768.245985 + Penalty 3349.705208 = -131418.540777 nChanged 207 SP:Iteration 1F (20107.270000 sec): 3 clusters Score: Raw -135081.057923 + Penalty 3349.705208 = -131731.352716 nChanged 56 SP:Iteration 2F (20107.460000 sec): 3 clusters Score: Raw -135224.740201 + Penalty 3349.705208 = -131875.034994 nChanged 34 SP:Iteration 3Q (20107.640000 sec): 3 clusters Score: Raw -135321.523736 + Penalty 3349.705208 = -131971.818528 nChanged 26 SP:Iteration 4Q (20107.810000 sec): 3 clusters Score: Raw -135380.267147 + Penalty 3349.705208 = -132030.561939 nChanged 17 SP:Iteration 5Q (20108.030000 sec): 3 clusters Score: Raw -135417.499448 + Penalty 3349.705208 = -132067.794240 nChanged 13 SP:Iteration 6Q (20108.170000 sec): 3 clusters Score: Raw -135440.490053 + Penalty 3349.705208 = -132090.784845 nChanged 11 SP:Iteration 7Q (20108.390000 sec): 3 clusters Score: Raw -135459.205430 + Penalty 3349.705208 = -132109.500223 nChanged 10 SP:Iteration 8Q (20108.560000 sec): 3 clusters Score: Raw -135476.997752 + Penalty 3349.705208 = -132127.292544 nChanged 12 SP:Iteration 9Q (20108.720000 sec): 3 clusters Score: Raw -135496.994081 + Penalty 3349.705208 = -132147.288873 nChanged 15 SP:Iteration 10Q (20108.970000 sec): 3 clusters Score: Raw -135523.812259 + Penalty 3349.705208 = -132174.107051 nChanged 9 SP:Iteration 11Q (20109.160000 sec): 3 clusters Score: Raw -135541.587927 + Penalty 3349.705208 = -132191.882719 nChanged 9 SP:Iteration 12Q (20109.310000 sec): 3 clusters Score: Raw -135557.807280 + Penalty 3349.705208 = -132208.102073 nChanged 11 SP:Iteration 13Q (20109.510000 sec): 3 clusters Score: Raw -135576.673883 + Penalty 3349.705208 = -132226.968675 nChanged 8 SP:Iteration 14Q (20109.690000 sec): 3 clusters Score: Raw -135594.675455 + Penalty 3349.705208 = -132244.970248 nChanged 7 SP:Iteration 15Q (20109.890000 sec): 3 clusters Score: Raw -135606.285102 + Penalty 3349.705208 = -132256.579894 nChanged 6 SP:Iteration 16Q (20110.090000 sec): 3 clusters Score: Raw -135619.147891 + Penalty 3349.705208 = -132269.442683 nChanged 8 SP:Iteration 17Q (20110.280000 sec): 3 clusters Score: Raw -135629.653957 + Penalty 3349.705208 = -132279.948750 nChanged 8 SP:Iteration 18Q (20110.470000 sec): 3 clusters Score: Raw -135644.232484 + Penalty 3349.705208 = -132294.527276 nChanged 7 SP:Iteration 19Q (20110.660000 sec): 3 clusters Score: Raw -135663.321148 + Penalty 3349.705208 = -132313.615940 nChanged 8 SP:Iteration 20F (20110.880000 sec): 3 clusters Score: Raw -135717.326458 + Penalty 3349.705208 = -132367.621251 nChanged 12 SP:Iteration 21Q (20111.010000 sec): 3 clusters Score: Raw -135800.124423 + Penalty 3349.705208 = -132450.419215 nChanged 15 SP:Iteration 22Q (20111.200000 sec): 3 clusters Score: Raw -135872.203801 + Penalty 3349.705208 = -132522.498593 nChanged 19 SP:Iteration 23Q (20111.360000 sec): 3 clusters Score: Raw -135933.712970 + Penalty 3349.705208 = -132584.007762 nChanged 21 SP:Iteration 24Q (20111.550000 sec): 3 clusters Score: Raw -135999.040848 + Penalty 3349.705208 = -132649.335641 nChanged 14 SP:Iteration 25Q (20111.740000 sec): 3 clusters Score: Raw -136035.548006 + Penalty 3349.705208 = -132685.842798 nChanged 13 SP:Iteration 26Q (20111.940000 sec): 3 clusters Score: Raw -136063.783573 + Penalty 3349.705208 = -132714.078365 nChanged 8 SP:Iteration 27Q (20112.120000 sec): 3 clusters Score: Raw -136090.575854 + Penalty 3349.705208 = -132740.870646 nChanged 12 SP:Iteration 28Q (20112.300000 sec): 3 clusters Score: Raw -136136.796403 + Penalty 3349.705208 = -132787.091195 nChanged 7 SP:Iteration 29Q (20112.400000 sec): 3 clusters Score: Raw -136164.291561 + Penalty 3349.705208 = -132814.586353 nChanged 6 SP:Iteration 30Q (20112.560000 sec): 3 clusters Score: Raw -136177.025969 + Penalty 3349.705208 = -132827.320762 nChanged 7 SP:Iteration 31Q (20112.720000 sec): 3 clusters Score: Raw -136187.544720 + Penalty 3349.705208 = -132837.839512 nChanged 3 SP:Iteration 32Q (20112.890000 sec): 3 clusters Score: Raw -136193.163958 + Penalty 3349.705208 = -132843.458750 nChanged 1 SP:Iteration 33Q (20113.060000 sec): 3 clusters Score: Raw -136193.912216 + Penalty 3349.705208 = -132844.207009 nChanged 0 SP:Iteration 34F (20113.220000 sec): 3 clusters Score: Raw -136193.912216 + Penalty 3349.705208 = -132844.207009 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 22 (7610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20113.340000 sec): 2 clusters Score: Raw -1329151.731146 + Penalty 2216.430176 = -1326935.300970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20113.540000 sec): 3 clusters Score: Raw -1325243.335370 + Penalty 4432.860352 = -1320810.475019 nChanged 3103 SP:Iteration 1F (20113.800000 sec): 3 clusters Score: Raw -1326963.904275 + Penalty 4432.860352 = -1322531.043923 nChanged 495 SP:Iteration 2F (20113.970000 sec): 3 clusters Score: Raw -1327219.963575 + Penalty 4432.860352 = -1322787.103224 nChanged 363 SP:Iteration 3Q (20114.230000 sec): 3 clusters Score: Raw -1327376.282345 + Penalty 4432.860352 = -1322943.421994 nChanged 271 SP:Iteration 4Q (20114.420000 sec): 3 clusters Score: Raw -1327501.776884 + Penalty 4432.860352 = -1323068.916533 nChanged 241 SP:Iteration 5Q (20114.620000 sec): 3 clusters Score: Raw -1327614.177100 + Penalty 4432.860352 = -1323181.316749 nChanged 241 SP:Iteration 6Q (20114.900000 sec): 3 clusters Score: Raw -1327723.823743 + Penalty 4432.860352 = -1323290.963392 nChanged 228 SP:Iteration 7Q (20115.100000 sec): 3 clusters Score: Raw -1327815.562821 + Penalty 4432.860352 = -1323382.702469 nChanged 200 SP:Iteration 8Q (20115.290000 sec): 3 clusters Score: Raw -1327897.422183 + Penalty 4432.860352 = -1323464.561831 nChanged 170 SP:Iteration 9Q (20115.500000 sec): 3 clusters Score: Raw -1327972.820313 + Penalty 4432.860352 = -1323539.959962 nChanged 161 SP:Iteration 10Q (20115.740000 sec): 3 clusters Score: Raw -1328043.345735 + Penalty 4432.860352 = -1323610.485383 nChanged 161 SP:Iteration 11Q (20115.920000 sec): 3 clusters Score: Raw -1328126.130712 + Penalty 4432.860352 = -1323693.270360 nChanged 180 SP:Iteration 12Q (20116.110000 sec): 3 clusters Score: Raw -1328213.564495 + Penalty 4432.860352 = -1323780.704144 nChanged 178 SP:Iteration 13Q (20116.350000 sec): 3 clusters Score: Raw -1328305.534695 + Penalty 4432.860352 = -1323872.674343 nChanged 194 SP:Iteration 14Q (20116.560000 sec): 3 clusters Score: Raw -1328405.394742 + Penalty 4432.860352 = -1323972.534390 nChanged 189 SP:Iteration 15Q (20116.830000 sec): 3 clusters Score: Raw -1328500.633651 + Penalty 4432.860352 = -1324067.773300 nChanged 165 SP:Iteration 16Q (20117.050000 sec): 3 clusters Score: Raw -1328578.135683 + Penalty 4432.860352 = -1324145.275331 nChanged 153 SP:Iteration 17Q (20117.240000 sec): 3 clusters Score: Raw -1328655.475345 + Penalty 4432.860352 = -1324222.614993 nChanged 151 SP:Iteration 18Q (20117.430000 sec): 3 clusters Score: Raw -1328729.587420 + Penalty 4432.860352 = -1324296.727068 nChanged 162 SP:Iteration 19Q (20117.650000 sec): 3 clusters Score: Raw -1328818.368898 + Penalty 4432.860352 = -1324385.508547 nChanged 167 SP:Iteration 20F (20117.840000 sec): 3 clusters Score: Raw -1328910.084725 + Penalty 4432.860352 = -1324477.224373 nChanged 172 SP:Iteration 21Q (20118.090000 sec): 3 clusters Score: Raw -1329009.724480 + Penalty 4432.860352 = -1324576.864128 nChanged 172 SP:Iteration 22Q (20118.270000 sec): 3 clusters Score: Raw -1329118.643446 + Penalty 4432.860352 = -1324685.783094 nChanged 157 SP:Iteration 23Q (20118.440000 sec): 3 clusters Score: Raw -1329230.961060 + Penalty 4432.860352 = -1324798.100708 nChanged 181 SP:Iteration 24Q (20118.700000 sec): 3 clusters Score: Raw -1329385.016928 + Penalty 4432.860352 = -1324952.156576 nChanged 183 SP:Iteration 25Q (20118.850000 sec): 3 clusters Score: Raw -1329528.610045 + Penalty 4432.860352 = -1325095.749693 nChanged 179 SP:Iteration 26Q (20119.090000 sec): 3 clusters Score: Raw -1329647.352252 + Penalty 4432.860352 = -1325214.491900 nChanged 144 SP:Iteration 27Q (20119.340000 sec): 3 clusters Score: Raw -1329738.058663 + Penalty 4432.860352 = -1325305.198312 nChanged 139 SP:Iteration 28Q (20119.540000 sec): 3 clusters Score: Raw -1329807.598414 + Penalty 4432.860352 = -1325374.738062 nChanged 105 SP:Iteration 29Q (20119.770000 sec): 3 clusters Score: Raw -1329845.630170 + Penalty 4432.860352 = -1325412.769818 nChanged 72 SP:Iteration 30Q (20119.980000 sec): 3 clusters Score: Raw -1329872.930235 + Penalty 4432.860352 = -1325440.069883 nChanged 58 SP:Iteration 31Q (20120.130000 sec): 3 clusters Score: Raw -1329898.286334 + Penalty 4432.860352 = -1325465.425982 nChanged 54 SP:Iteration 32Q (20120.330000 sec): 3 clusters Score: Raw -1329916.174180 + Penalty 4432.860352 = -1325483.313828 nChanged 40 SP:Iteration 33Q (20120.550000 sec): 3 clusters Score: Raw -1329926.229150 + Penalty 4432.860352 = -1325493.368798 nChanged 36 SP:Iteration 34Q (20120.810000 sec): 3 clusters Score: Raw -1329935.359562 + Penalty 4432.860352 = -1325502.499210 nChanged 30 SP:Iteration 35Q (20121.060000 sec): 3 clusters Score: Raw -1329943.802933 + Penalty 4432.860352 = -1325510.942581 nChanged 26 SP:Iteration 36Q (20121.200000 sec): 3 clusters Score: Raw -1329950.049637 + Penalty 4432.860352 = -1325517.189286 nChanged 23 SP:Iteration 37Q (20121.420000 sec): 3 clusters Score: Raw -1329956.086361 + Penalty 4432.860352 = -1325523.226010 nChanged 22 SP:Iteration 38Q (20121.610000 sec): 3 clusters Score: Raw -1329960.794251 + Penalty 4432.860352 = -1325527.933899 nChanged 19 SP:Iteration 39Q (20121.790000 sec): 3 clusters Score: Raw -1329965.417850 + Penalty 4432.860352 = -1325532.557498 nChanged 14 SP:Iteration 40F (20121.970000 sec): 3 clusters Score: Raw -1329969.283686 + Penalty 4432.860352 = -1325536.423335 nChanged 14 SP:Iteration 41Q (20122.190000 sec): 3 clusters Score: Raw -1329972.622845 + Penalty 4432.860352 = -1325539.762493 nChanged 7 SP:Iteration 42Q (20122.350000 sec): 3 clusters Score: Raw -1329973.650514 + Penalty 4432.860352 = -1325540.790162 nChanged 2 SP:Iteration 43Q (20122.540000 sec): 3 clusters Score: Raw -1329974.237641 + Penalty 4432.860352 = -1325541.377289 nChanged 4 SP:Iteration 44Q (20122.760000 sec): 3 clusters Score: Raw -1329974.915799 + Penalty 4432.860352 = -1325542.055448 nChanged 3 SP:Iteration 45Q (20122.940000 sec): 3 clusters Score: Raw -1329975.468692 + Penalty 4432.860352 = -1325542.608341 nChanged 2 SP:Iteration 46Q (20123.090000 sec): 3 clusters Score: Raw -1329975.751283 + Penalty 4432.860352 = -1325542.890931 nChanged 0 SP:Iteration 47F (20123.290000 sec): 3 clusters Score: Raw -1329975.751283 + Penalty 4432.860352 = -1325542.890931 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 23 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20123.400000 sec): 2 clusters Score: Raw -45502.804747 + Penalty 1401.817317 = -44100.987431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20123.540000 sec): 3 clusters Score: Raw -45705.398111 + Penalty 2803.634633 = -42901.763478 nChanged 55 SP:Iteration 1F (20123.640000 sec): 3 clusters Score: Raw -45874.202883 + Penalty 2803.634633 = -43070.568249 nChanged 15 SP:Iteration 2F (20123.730000 sec): 3 clusters Score: Raw -45937.122031 + Penalty 2803.634633 = -43133.487398 nChanged 7 SP:Iteration 3Q (20123.830000 sec): 3 clusters Score: Raw -45972.676868 + Penalty 2803.634633 = -43169.042234 nChanged 5 SP:Iteration 4Q (20123.990000 sec): 3 clusters Score: Raw -45984.653789 + Penalty 2803.634633 = -43181.019156 nChanged 3 SP:Iteration 5Q (20124.190000 sec): 3 clusters Score: Raw -45989.968179 + Penalty 2803.634633 = -43186.333545 nChanged 3 SP:Iteration 6Q (20124.350000 sec): 3 clusters Score: Raw -45997.261170 + Penalty 2803.634633 = -43193.626537 nChanged 4 SP:Iteration 7Q (20124.490000 sec): 3 clusters Score: Raw -46003.842166 + Penalty 2803.634633 = -43200.207532 nChanged 2 SP:Iteration 8Q (20124.690000 sec): 3 clusters Score: Raw -46007.327102 + Penalty 2803.634633 = -43203.692469 nChanged 2 SP:Iteration 9Q (20124.860000 sec): 3 clusters Score: Raw -46012.995908 + Penalty 2803.634633 = -43209.361275 nChanged 1 SP:Iteration 10Q (20125.040000 sec): 3 clusters Score: Raw -46014.334264 + Penalty 2803.634633 = -43210.699631 nChanged 2 SP:Iteration 11Q (20125.290000 sec): 3 clusters Score: Raw -46022.737877 + Penalty 2803.634633 = -43219.103244 nChanged 0 SP:Iteration 12F (20125.500000 sec): 3 clusters Score: Raw -46022.737877 + Penalty 2803.634633 = -43219.103244 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 24 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20125.580000 sec): 2 clusters Score: Raw -43293.396444 + Penalty 1435.150551 = -41858.245893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20125.770000 sec): 3 clusters Score: Raw -43507.462389 + Penalty 2870.301101 = -40637.161287 nChanged 69 SP:Iteration 1F (20125.960000 sec): 3 clusters Score: Raw -43683.154673 + Penalty 2870.301101 = -40812.853572 nChanged 18 SP:Iteration 2F (20126.140000 sec): 3 clusters Score: Raw -43744.961666 + Penalty 2870.301101 = -40874.660565 nChanged 15 SP:Iteration 3Q (20126.360000 sec): 3 clusters Score: Raw -43840.060457 + Penalty 2870.301101 = -40969.759356 nChanged 15 SP:Iteration 4Q (20126.560000 sec): 3 clusters Score: Raw -43903.779402 + Penalty 2870.301101 = -41033.478301 nChanged 11 SP:Iteration 5Q (20126.730000 sec): 3 clusters Score: Raw -43976.447529 + Penalty 2870.301101 = -41106.146428 nChanged 10 SP:Iteration 6Q (20126.930000 sec): 3 clusters Score: Raw -44032.180248 + Penalty 2870.301101 = -41161.879147 nChanged 4 SP:Iteration 7Q (20127.100000 sec): 3 clusters Score: Raw -44051.251747 + Penalty 2870.301101 = -41180.950646 nChanged 2 SP:Iteration 8Q (20127.290000 sec): 3 clusters Score: Raw -44056.747248 + Penalty 2870.301101 = -41186.446147 nChanged 0 SP:Iteration 9F (20127.520000 sec): 3 clusters Score: Raw -44056.747248 + Penalty 2870.301101 = -41186.446147 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 25 (27425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20127.680000 sec): 2 clusters Score: Raw -4711005.794713 + Penalty 2534.364151 = -4708471.430563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20127.990000 sec): 3 clusters Score: Raw -4694673.901431 + Penalty 5068.728301 = -4689605.173130 nChanged 12312 SP:Iteration 1F (20128.370000 sec): 3 clusters Score: Raw -4701377.209444 + Penalty 5068.728301 = -4696308.481143 nChanged 1328 SP:Iteration 2Q (20128.670000 sec): 3 clusters Score: Raw -4701857.377032 + Penalty 5068.728301 = -4696788.648731 nChanged 1303 SP:Iteration 3Q (20128.970000 sec): 3 clusters Score: Raw -4702395.503508 + Penalty 5068.728301 = -4697326.775207 nChanged 1388 SP:Iteration 4F (20129.300000 sec): 3 clusters Score: Raw -4703059.903222 + Penalty 5068.728301 = -4697991.174920 nChanged 1469 SP:Iteration 5F (20129.610000 sec): 3 clusters Score: Raw -4703845.503130 + Penalty 5068.728301 = -4698776.774829 nChanged 1606 SP:Iteration 6F (20129.980000 sec): 3 clusters Score: Raw -4704856.385770 + Penalty 5068.728301 = -4699787.657469 nChanged 1707 SP:Iteration 7F (20130.300000 sec): 3 clusters Score: Raw -4706063.265774 + Penalty 5068.728301 = -4700994.537473 nChanged 1679 SP:Iteration 8F (20130.650000 sec): 3 clusters Score: Raw -4707354.614849 + Penalty 5068.728301 = -4702285.886548 nChanged 1521 SP:Iteration 9F (20131.030000 sec): 3 clusters Score: Raw -4708628.475242 + Penalty 5068.728301 = -4703559.746940 nChanged 1193 SP:Iteration 10Q (20131.360000 sec): 3 clusters Score: Raw -4709616.763498 + Penalty 5068.728301 = -4704548.035197 nChanged 803 SP:Iteration 11Q (20131.720000 sec): 3 clusters Score: Raw -4710278.388919 + Penalty 5068.728301 = -4705209.660617 nChanged 502 SP:Iteration 12Q (20132.050000 sec): 3 clusters Score: Raw -4710690.223908 + Penalty 5068.728301 = -4705621.495607 nChanged 285 SP:Iteration 13Q (20132.370000 sec): 3 clusters Score: Raw -4710944.639077 + Penalty 5068.728301 = -4705875.910776 nChanged 156 SP:Iteration 14Q (20132.740000 sec): 3 clusters Score: Raw -4711083.649630 + Penalty 5068.728301 = -4706014.921329 nChanged 76 SP:Iteration 15Q (20133.130000 sec): 3 clusters Score: Raw -4711151.864967 + Penalty 5068.728301 = -4706083.136666 nChanged 46 SP:Iteration 16Q (20133.480000 sec): 3 clusters Score: Raw -4711199.564808 + Penalty 5068.728301 = -4706130.836506 nChanged 34 SP:Iteration 17Q (20133.820000 sec): 3 clusters Score: Raw -4711231.558591 + Penalty 5068.728301 = -4706162.830290 nChanged 20 SP:Iteration 18Q (20134.130000 sec): 3 clusters Score: Raw -4711248.165305 + Penalty 5068.728301 = -4706179.437003 nChanged 15 SP:Iteration 19Q (20134.440000 sec): 3 clusters Score: Raw -4711263.870445 + Penalty 5068.728301 = -4706195.142143 nChanged 9 SP:Iteration 20F (20134.780000 sec): 3 clusters Score: Raw -4711272.046195 + Penalty 5068.728301 = -4706203.317894 nChanged 7 SP:Iteration 21Q (20135.180000 sec): 3 clusters Score: Raw -4711276.884668 + Penalty 5068.728301 = -4706208.156366 nChanged 3 SP:Iteration 22Q (20135.510000 sec): 3 clusters Score: Raw -4711279.136051 + Penalty 5068.728301 = -4706210.407749 nChanged 1 SP:Iteration 23Q (20135.780000 sec): 3 clusters Score: Raw -4711281.160410 + Penalty 5068.728301 = -4706212.432108 nChanged 1 SP:Iteration 24Q (20136.080000 sec): 3 clusters Score: Raw -4711281.715879 + Penalty 5068.728301 = -4706212.987578 nChanged 0 SP:Iteration 25F (20136.430000 sec): 3 clusters Score: Raw -4711281.715879 + Penalty 5068.728301 = -4706212.987578 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 26 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20136.550000 sec): 2 clusters Score: Raw -10288.992880 + Penalty 1167.963490 = -9121.029390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20136.690000 sec): 3 clusters Score: Raw -10816.275145 + Penalty 2335.926980 = -8480.348165 nChanged 10 SP:Iteration 1F (20136.870000 sec): 3 clusters Score: Raw -10983.713271 + Penalty 2335.926980 = -8647.786291 nChanged 3 SP:Iteration 2Q (20137.100000 sec): 3 clusters Score: Raw -11011.002272 + Penalty 2335.926980 = -8675.075292 nChanged 0 SP:Iteration 3F (20137.320000 sec): 3 clusters Score: Raw -11011.002272 + Penalty 2335.926980 = -8675.075292 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 27 (209980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20138.470000 sec): 2 clusters Score: Raw -37155356.339906 + Penalty 3039.182357 = -37152317.157549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20139.860000 sec): 3 clusters Score: Raw -37017452.237153 + Penalty 6078.364713 = -37011373.872440 nChanged 101191 SP:Iteration 1F (20141.200000 sec): 3 clusters Score: Raw -37077218.628202 + Penalty 6078.364713 = -37071140.263489 nChanged 7547 SP:Iteration 2Q (20142.690000 sec): 3 clusters Score: Raw -37079440.578053 + Penalty 6078.364713 = -37073362.213340 nChanged 9552 SP:Iteration 3Q (20143.990000 sec): 3 clusters Score: Raw -37083231.133606 + Penalty 6078.364713 = -37077152.768893 nChanged 12390 SP:Iteration 4F (20145.400000 sec): 3 clusters Score: Raw -37089886.425293 + Penalty 6078.364713 = -37083808.060580 nChanged 16140 SP:Iteration 5F (20146.670000 sec): 3 clusters Score: Raw -37101386.695015 + Penalty 6078.364713 = -37095308.330302 nChanged 19003 SP:Iteration 6F (20147.930000 sec): 3 clusters Score: Raw -37118224.547468 + Penalty 6078.364713 = -37112146.182755 nChanged 17928 SP:Iteration 7F (20149.200000 sec): 3 clusters Score: Raw -37136279.916011 + Penalty 6078.364713 = -37130201.551298 nChanged 12009 SP:Iteration 8F (20150.540000 sec): 3 clusters Score: Raw -37148465.975770 + Penalty 6078.364713 = -37142387.611056 nChanged 5297 SP:Iteration 9Q (20151.830000 sec): 3 clusters Score: Raw -37153530.765958 + Penalty 6078.364713 = -37147452.401245 nChanged 1621 SP:Iteration 10Q (20153.090000 sec): 3 clusters Score: Raw -37154988.040147 + Penalty 6078.364713 = -37148909.675433 nChanged 398 SP:Iteration 11Q (20154.180000 sec): 3 clusters Score: Raw -37155360.400947 + Penalty 6078.364713 = -37149282.036234 nChanged 126 SP:Iteration 12Q (20155.210000 sec): 3 clusters Score: Raw -37155504.339982 + Penalty 6078.364713 = -37149425.975268 nChanged 55 SP:Iteration 13Q (20156.280000 sec): 3 clusters Score: Raw -37155570.044903 + Penalty 6078.364713 = -37149491.680190 nChanged 32 SP:Iteration 14Q (20157.270000 sec): 3 clusters Score: Raw -37155612.209241 + Penalty 6078.364713 = -37149533.844528 nChanged 21 SP:Iteration 15Q (20158.340000 sec): 3 clusters Score: Raw -37155645.925245 + Penalty 6078.364713 = -37149567.560531 nChanged 17 SP:Iteration 16Q (20159.450000 sec): 3 clusters Score: Raw -37155667.419230 + Penalty 6078.364713 = -37149589.054517 nChanged 6 SP:Iteration 17Q (20160.540000 sec): 3 clusters Score: Raw -37155674.024892 + Penalty 6078.364713 = -37149595.660178 nChanged 5 SP:Iteration 18Q (20161.570000 sec): 3 clusters Score: Raw -37155683.249319 + Penalty 6078.364713 = -37149604.884605 nChanged 5 SP:Iteration 19Q (20162.630000 sec): 3 clusters Score: Raw -37155688.820427 + Penalty 6078.364713 = -37149610.455714 nChanged 4 SP:Iteration 20F (20163.960000 sec): 3 clusters Score: Raw -37155694.003920 + Penalty 6078.364713 = -37149615.639207 nChanged 3 SP:Iteration 21Q (20165.110000 sec): 3 clusters Score: Raw -37155697.759445 + Penalty 6078.364713 = -37149619.394732 nChanged 3 SP:Iteration 22Q (20166.170000 sec): 3 clusters Score: Raw -37155700.102240 + Penalty 6078.364713 = -37149621.737527 nChanged 1 SP:Iteration 23Q (20167.300000 sec): 3 clusters Score: Raw -37155700.700620 + Penalty 6078.364713 = -37149622.335906 nChanged 1 SP:Iteration 24Q (20168.300000 sec): 3 clusters Score: Raw -37155701.011871 + Penalty 6078.364713 = -37149622.647158 nChanged 0 SP:Iteration 25F (20169.600000 sec): 3 clusters Score: Raw -37155701.011871 + Penalty 6078.364713 = -37149622.647158 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 28 (20515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20169.840000 sec): 2 clusters Score: Raw -3454831.005129 + Penalty 2462.370078 = -3452368.635051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20170.150000 sec): 3 clusters Score: Raw -3442833.096975 + Penalty 4924.740156 = -3437908.356819 nChanged 8966 SP:Iteration 1F (20170.450000 sec): 3 clusters Score: Raw -3447806.581065 + Penalty 4924.740156 = -3442881.840909 nChanged 1135 SP:Iteration 2F (20170.740000 sec): 3 clusters Score: Raw -3448306.425249 + Penalty 4924.740156 = -3443381.685093 nChanged 1120 SP:Iteration 3F (20170.970000 sec): 3 clusters Score: Raw -3448926.682127 + Penalty 4924.740156 = -3444001.941971 nChanged 1154 SP:Iteration 4F (20171.260000 sec): 3 clusters Score: Raw -3449758.149354 + Penalty 4924.740156 = -3444833.409198 nChanged 1176 SP:Iteration 5F (20171.570000 sec): 3 clusters Score: Raw -3450684.448998 + Penalty 4924.740156 = -3445759.708842 nChanged 1131 SP:Iteration 6F (20171.820000 sec): 3 clusters Score: Raw -3451501.637077 + Penalty 4924.740156 = -3446576.896921 nChanged 998 SP:Iteration 7Q (20172.120000 sec): 3 clusters Score: Raw -3452146.639677 + Penalty 4924.740156 = -3447221.899521 nChanged 870 SP:Iteration 8Q (20172.420000 sec): 3 clusters Score: Raw -3452664.258557 + Penalty 4924.740156 = -3447739.518401 nChanged 744 SP:Iteration 9Q (20172.730000 sec): 3 clusters Score: Raw -3453054.168732 + Penalty 4924.740156 = -3448129.428576 nChanged 575 SP:Iteration 10Q (20173.010000 sec): 3 clusters Score: Raw -3453322.109357 + Penalty 4924.740156 = -3448397.369201 nChanged 436 SP:Iteration 11Q (20173.310000 sec): 3 clusters Score: Raw -3453506.886085 + Penalty 4924.740156 = -3448582.145929 nChanged 356 SP:Iteration 12Q (20173.530000 sec): 3 clusters Score: Raw -3453656.316606 + Penalty 4924.740156 = -3448731.576450 nChanged 308 SP:Iteration 13Q (20173.820000 sec): 3 clusters Score: Raw -3453761.694576 + Penalty 4924.740156 = -3448836.954420 nChanged 259 SP:Iteration 14Q (20174.150000 sec): 3 clusters Score: Raw -3453850.395472 + Penalty 4924.740156 = -3448925.655316 nChanged 251 SP:Iteration 15Q (20174.410000 sec): 3 clusters Score: Raw -3453942.352794 + Penalty 4924.740156 = -3449017.612638 nChanged 229 SP:Iteration 16Q (20174.700000 sec): 3 clusters Score: Raw -3454029.750168 + Penalty 4924.740156 = -3449105.010012 nChanged 218 SP:Iteration 17Q (20175.010000 sec): 3 clusters Score: Raw -3454105.049330 + Penalty 4924.740156 = -3449180.309174 nChanged 199 SP:Iteration 18Q (20175.300000 sec): 3 clusters Score: Raw -3454167.199050 + Penalty 4924.740156 = -3449242.458894 nChanged 170 SP:Iteration 19Q (20175.610000 sec): 3 clusters Score: Raw -3454229.554211 + Penalty 4924.740156 = -3449304.814055 nChanged 159 SP:Iteration 20F (20175.880000 sec): 3 clusters Score: Raw -3454286.633674 + Penalty 4924.740156 = -3449361.893518 nChanged 130 SP:Iteration 21Q (20176.180000 sec): 3 clusters Score: Raw -3454332.351715 + Penalty 4924.740156 = -3449407.611559 nChanged 126 SP:Iteration 22Q (20176.450000 sec): 3 clusters Score: Raw -3454370.891008 + Penalty 4924.740156 = -3449446.150852 nChanged 103 SP:Iteration 23Q (20176.740000 sec): 3 clusters Score: Raw -3454405.239401 + Penalty 4924.740156 = -3449480.499245 nChanged 101 SP:Iteration 24Q (20177.020000 sec): 3 clusters Score: Raw -3454435.590502 + Penalty 4924.740156 = -3449510.850346 nChanged 93 SP:Iteration 25Q (20177.300000 sec): 3 clusters Score: Raw -3454464.349156 + Penalty 4924.740156 = -3449539.609000 nChanged 92 SP:Iteration 26Q (20177.550000 sec): 3 clusters Score: Raw -3454490.984192 + Penalty 4924.740156 = -3449566.244036 nChanged 93 SP:Iteration 27Q (20177.860000 sec): 3 clusters Score: Raw -3454518.274681 + Penalty 4924.740156 = -3449593.534525 nChanged 91 SP:Iteration 28Q (20178.140000 sec): 3 clusters Score: Raw -3454544.151139 + Penalty 4924.740156 = -3449619.410983 nChanged 78 SP:Iteration 29Q (20178.420000 sec): 3 clusters Score: Raw -3454568.283384 + Penalty 4924.740156 = -3449643.543228 nChanged 71 SP:Iteration 30Q (20178.760000 sec): 3 clusters Score: Raw -3454591.831541 + Penalty 4924.740156 = -3449667.091385 nChanged 79 SP:Iteration 31Q (20179.020000 sec): 3 clusters Score: Raw -3454616.528592 + Penalty 4924.740156 = -3449691.788436 nChanged 62 SP:Iteration 32Q (20179.300000 sec): 3 clusters Score: Raw -3454634.576491 + Penalty 4924.740156 = -3449709.836335 nChanged 56 SP:Iteration 33Q (20179.590000 sec): 3 clusters Score: Raw -3454652.605241 + Penalty 4924.740156 = -3449727.865085 nChanged 68 SP:Iteration 34Q (20179.870000 sec): 3 clusters Score: Raw -3454673.621719 + Penalty 4924.740156 = -3449748.881563 nChanged 52 SP:Iteration 35Q (20180.170000 sec): 3 clusters Score: Raw -3454688.576348 + Penalty 4924.740156 = -3449763.836192 nChanged 55 SP:Iteration 36Q (20180.370000 sec): 3 clusters Score: Raw -3454706.589917 + Penalty 4924.740156 = -3449781.849761 nChanged 58 SP:Iteration 37Q (20180.670000 sec): 3 clusters Score: Raw -3454724.123603 + Penalty 4924.740156 = -3449799.383447 nChanged 58 SP:Iteration 38Q (20180.950000 sec): 3 clusters Score: Raw -3454742.009983 + Penalty 4924.740156 = -3449817.269827 nChanged 47 SP:Iteration 39Q (20181.210000 sec): 3 clusters Score: Raw -3454754.986682 + Penalty 4924.740156 = -3449830.246526 nChanged 38 SP:Iteration 40F (20181.500000 sec): 3 clusters Score: Raw -3454767.438480 + Penalty 4924.740156 = -3449842.698324 nChanged 45 SP:Iteration 41Q (20181.800000 sec): 3 clusters Score: Raw -3454782.297187 + Penalty 4924.740156 = -3449857.557031 nChanged 49 SP:Iteration 42Q (20182.080000 sec): 3 clusters Score: Raw -3454796.825773 + Penalty 4924.740156 = -3449872.085617 nChanged 37 SP:Iteration 43Q (20182.350000 sec): 3 clusters Score: Raw -3454809.214869 + Penalty 4924.740156 = -3449884.474713 nChanged 40 SP:Iteration 44Q (20182.660000 sec): 3 clusters Score: Raw -3454821.611444 + Penalty 4924.740156 = -3449896.871288 nChanged 33 SP:Iteration 45Q (20182.970000 sec): 3 clusters Score: Raw -3454832.026865 + Penalty 4924.740156 = -3449907.286709 nChanged 30 SP:Iteration 46Q (20183.260000 sec): 3 clusters Score: Raw -3454842.098859 + Penalty 4924.740156 = -3449917.358703 nChanged 35 SP:Iteration 47Q (20183.530000 sec): 3 clusters Score: Raw -3454852.113378 + Penalty 4924.740156 = -3449927.373222 nChanged 38 SP:Iteration 48Q (20183.800000 sec): 3 clusters Score: Raw -3454865.103301 + Penalty 4924.740156 = -3449940.363145 nChanged 40 SP:Iteration 49Q (20184.070000 sec): 3 clusters Score: Raw -3454879.073658 + Penalty 4924.740156 = -3449954.333502 nChanged 36 SP:Iteration 50Q (20184.340000 sec): 3 clusters Score: Raw -3454892.562001 + Penalty 4924.740156 = -3449967.821845 nChanged 37 SP:Iteration 51Q (20184.620000 sec): 3 clusters Score: Raw -3454907.726907 + Penalty 4924.740156 = -3449982.986751 nChanged 36 SP:Iteration 52Q (20184.930000 sec): 3 clusters Score: Raw -3454922.597594 + Penalty 4924.740156 = -3449997.857438 nChanged 35 SP:Iteration 53Q (20185.190000 sec): 3 clusters Score: Raw -3454937.783430 + Penalty 4924.740156 = -3450013.043274 nChanged 44 SP:Iteration 54Q (20185.470000 sec): 3 clusters Score: Raw -3454955.707689 + Penalty 4924.740156 = -3450030.967533 nChanged 42 SP:Iteration 55Q (20185.810000 sec): 3 clusters Score: Raw -3454972.867947 + Penalty 4924.740156 = -3450048.127791 nChanged 37 SP:Iteration 56Q (20186.030000 sec): 3 clusters Score: Raw -3454987.720847 + Penalty 4924.740156 = -3450062.980691 nChanged 29 SP:Iteration 57Q (20186.340000 sec): 3 clusters Score: Raw -3454998.599965 + Penalty 4924.740156 = -3450073.859809 nChanged 28 SP:Iteration 58Q (20186.550000 sec): 3 clusters Score: Raw -3455010.615804 + Penalty 4924.740156 = -3450085.875648 nChanged 31 SP:Iteration 59Q (20186.860000 sec): 3 clusters Score: Raw -3455021.058752 + Penalty 4924.740156 = -3450096.318596 nChanged 22 SP:Iteration 60F (20187.130000 sec): 3 clusters Score: Raw -3455028.474071 + Penalty 4924.740156 = -3450103.733915 nChanged 22 SP:Iteration 61Q (20187.420000 sec): 3 clusters Score: Raw -3455036.292686 + Penalty 4924.740156 = -3450111.552530 nChanged 19 SP:Iteration 62Q (20187.720000 sec): 3 clusters Score: Raw -3455044.016624 + Penalty 4924.740156 = -3450119.276468 nChanged 15 SP:Iteration 63Q (20187.990000 sec): 3 clusters Score: Raw -3455052.310088 + Penalty 4924.740156 = -3450127.569932 nChanged 24 SP:Iteration 64Q (20188.270000 sec): 3 clusters Score: Raw -3455061.761830 + Penalty 4924.740156 = -3450137.021674 nChanged 18 SP:Iteration 65Q (20188.570000 sec): 3 clusters Score: Raw -3455070.054928 + Penalty 4924.740156 = -3450145.314772 nChanged 23 SP:Iteration 66Q (20188.780000 sec): 3 clusters Score: Raw -3455079.672092 + Penalty 4924.740156 = -3450154.931936 nChanged 20 SP:Iteration 67Q (20189.060000 sec): 3 clusters Score: Raw -3455087.785440 + Penalty 4924.740156 = -3450163.045284 nChanged 21 SP:Iteration 68Q (20189.420000 sec): 3 clusters Score: Raw -3455096.174696 + Penalty 4924.740156 = -3450171.434540 nChanged 19 SP:Iteration 69Q (20189.690000 sec): 3 clusters Score: Raw -3455103.568788 + Penalty 4924.740156 = -3450178.828632 nChanged 15 SP:Iteration 70Q (20189.930000 sec): 3 clusters Score: Raw -3455109.890867 + Penalty 4924.740156 = -3450185.150711 nChanged 12 SP:Iteration 71Q (20190.210000 sec): 3 clusters Score: Raw -3455114.493503 + Penalty 4924.740156 = -3450189.753347 nChanged 10 SP:Iteration 72Q (20190.490000 sec): 3 clusters Score: Raw -3455118.404104 + Penalty 4924.740156 = -3450193.663948 nChanged 11 SP:Iteration 73Q (20190.740000 sec): 3 clusters Score: Raw -3455122.311635 + Penalty 4924.740156 = -3450197.571479 nChanged 12 SP:Iteration 74Q (20191.040000 sec): 3 clusters Score: Raw -3455126.437507 + Penalty 4924.740156 = -3450201.697351 nChanged 9 SP:Iteration 75Q (20191.370000 sec): 3 clusters Score: Raw -3455131.086746 + Penalty 4924.740156 = -3450206.346590 nChanged 20 SP:Iteration 76Q (20191.620000 sec): 3 clusters Score: Raw -3455141.051766 + Penalty 4924.740156 = -3450216.311610 nChanged 21 SP:Iteration 77Q (20191.910000 sec): 3 clusters Score: Raw -3455150.024313 + Penalty 4924.740156 = -3450225.284157 nChanged 13 SP:Iteration 78Q (20192.150000 sec): 3 clusters Score: Raw -3455156.118737 + Penalty 4924.740156 = -3450231.378581 nChanged 12 SP:Iteration 79Q (20192.410000 sec): 3 clusters Score: Raw -3455161.758864 + Penalty 4924.740156 = -3450237.018708 nChanged 11 SP:Iteration 80F (20192.710000 sec): 3 clusters Score: Raw -3455166.268830 + Penalty 4924.740156 = -3450241.528674 nChanged 9 SP:Iteration 81Q (20192.990000 sec): 3 clusters Score: Raw -3455170.811426 + Penalty 4924.740156 = -3450246.071270 nChanged 10 SP:Iteration 82Q (20193.220000 sec): 3 clusters Score: Raw -3455177.210593 + Penalty 4924.740156 = -3450252.470437 nChanged 12 SP:Iteration 83Q (20193.460000 sec): 3 clusters Score: Raw -3455185.954120 + Penalty 4924.740156 = -3450261.213964 nChanged 19 SP:Iteration 84Q (20193.800000 sec): 3 clusters Score: Raw -3455195.486631 + Penalty 4924.740156 = -3450270.746475 nChanged 16 SP:Iteration 85Q (20194.090000 sec): 3 clusters Score: Raw -3455203.911862 + Penalty 4924.740156 = -3450279.171706 nChanged 15 SP:Iteration 86Q (20194.340000 sec): 3 clusters Score: Raw -3455210.808638 + Penalty 4924.740156 = -3450286.068482 nChanged 9 SP:Iteration 87Q (20194.630000 sec): 3 clusters Score: Raw -3455215.509723 + Penalty 4924.740156 = -3450290.769567 nChanged 15 SP:Iteration 88Q (20194.910000 sec): 3 clusters Score: Raw -3455221.829632 + Penalty 4924.740156 = -3450297.089476 nChanged 9 SP:Iteration 89Q (20195.210000 sec): 3 clusters Score: Raw -3455225.478387 + Penalty 4924.740156 = -3450300.738231 nChanged 10 SP:Iteration 90Q (20195.490000 sec): 3 clusters Score: Raw -3455229.963092 + Penalty 4924.740156 = -3450305.222936 nChanged 8 SP:Iteration 91Q (20195.770000 sec): 3 clusters Score: Raw -3455233.167459 + Penalty 4924.740156 = -3450308.427303 nChanged 3 SP:Iteration 92Q (20196.120000 sec): 3 clusters Score: Raw -3455234.534070 + Penalty 4924.740156 = -3450309.793914 nChanged 4 SP:Iteration 93Q (20196.370000 sec): 3 clusters Score: Raw -3455236.521906 + Penalty 4924.740156 = -3450311.781750 nChanged 1 SP:Iteration 94Q (20196.640000 sec): 3 clusters Score: Raw -3455236.761673 + Penalty 4924.740156 = -3450312.021517 nChanged 0 SP:Iteration 95F (20196.940000 sec): 3 clusters Score: Raw -3455236.761673 + Penalty 4924.740156 = -3450312.021517 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 29 (1390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20197.080000 sec): 2 clusters Score: Raw -232840.681834 + Penalty 1794.790638 = -231045.891195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20197.280000 sec): 3 clusters Score: Raw -232462.165188 + Penalty 3589.581277 = -228872.583911 nChanged 389 SP:Iteration 1F (20197.450000 sec): 3 clusters Score: Raw -232846.896167 + Penalty 3589.581277 = -229257.314890 nChanged 105 SP:Iteration 2F (20197.620000 sec): 3 clusters Score: Raw -232991.544445 + Penalty 3589.581277 = -229401.963168 nChanged 74 SP:Iteration 3F (20197.790000 sec): 3 clusters Score: Raw -233082.314890 + Penalty 3589.581277 = -229492.733613 nChanged 59 SP:Iteration 4Q (20197.990000 sec): 3 clusters Score: Raw -233176.534106 + Penalty 3589.581277 = -229586.952829 nChanged 54 SP:Iteration 5Q (20198.110000 sec): 3 clusters Score: Raw -233285.854051 + Penalty 3589.581277 = -229696.272774 nChanged 52 SP:Iteration 6Q (20198.280000 sec): 3 clusters Score: Raw -233397.733271 + Penalty 3589.581277 = -229808.151994 nChanged 59 SP:Iteration 7Q (20198.470000 sec): 3 clusters Score: Raw -233534.988717 + Penalty 3589.581277 = -229945.407440 nChanged 45 SP:Iteration 8Q (20198.650000 sec): 3 clusters Score: Raw -233652.547786 + Penalty 3589.581277 = -230062.966509 nChanged 49 SP:Iteration 9Q (20198.820000 sec): 3 clusters Score: Raw -233761.159943 + Penalty 3589.581277 = -230171.578666 nChanged 41 SP:Iteration 10Q (20199.020000 sec): 3 clusters Score: Raw -233871.167493 + Penalty 3589.581277 = -230281.586216 nChanged 49 SP:Iteration 11Q (20199.160000 sec): 3 clusters Score: Raw -233969.880179 + Penalty 3589.581277 = -230380.298902 nChanged 43 SP:Iteration 12Q (20199.260000 sec): 3 clusters Score: Raw -234035.718697 + Penalty 3589.581277 = -230446.137420 nChanged 21 SP:Iteration 13Q (20199.370000 sec): 3 clusters Score: Raw -234074.565096 + Penalty 3589.581277 = -230484.983819 nChanged 28 SP:Iteration 14Q (20199.480000 sec): 3 clusters Score: Raw -234132.042480 + Penalty 3589.581277 = -230542.461203 nChanged 30 SP:Iteration 15Q (20199.650000 sec): 3 clusters Score: Raw -234186.921641 + Penalty 3589.581277 = -230597.340364 nChanged 27 SP:Iteration 16Q (20199.830000 sec): 3 clusters Score: Raw -234249.696670 + Penalty 3589.581277 = -230660.115393 nChanged 26 SP:Iteration 17Q (20199.990000 sec): 3 clusters Score: Raw -234300.331042 + Penalty 3589.581277 = -230710.749765 nChanged 15 SP:Iteration 18Q (20200.170000 sec): 3 clusters Score: Raw -234320.994063 + Penalty 3589.581277 = -230731.412786 nChanged 8 SP:Iteration 19Q (20200.320000 sec): 3 clusters Score: Raw -234330.167126 + Penalty 3589.581277 = -230740.585849 nChanged 7 SP:Iteration 20F (20200.500000 sec): 3 clusters Score: Raw -234336.531846 + Penalty 3589.581277 = -230746.950569 nChanged 3 SP:Iteration 21Q (20200.700000 sec): 3 clusters Score: Raw -234339.260089 + Penalty 3589.581277 = -230749.678812 nChanged 1 SP:Iteration 22Q (20200.870000 sec): 3 clusters Score: Raw -234339.965991 + Penalty 3589.581277 = -230750.384714 nChanged 0 SP:Iteration 23F (20201.030000 sec): 3 clusters Score: Raw -234339.965991 + Penalty 3589.581277 = -230750.384714 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 30 (2983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20201.130000 sec): 2 clusters Score: Raw -508952.594044 + Penalty 1984.169827 = -506968.424217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20201.300000 sec): 3 clusters Score: Raw -507690.458202 + Penalty 3968.339653 = -503722.118549 nChanged 1080 SP:Iteration 1F (20201.520000 sec): 3 clusters Score: Raw -508468.200306 + Penalty 3968.339653 = -504499.860653 nChanged 261 SP:Iteration 2F (20201.670000 sec): 3 clusters Score: Raw -508796.562040 + Penalty 3968.339653 = -504828.222387 nChanged 221 SP:Iteration 3F (20201.900000 sec): 3 clusters Score: Raw -509019.856035 + Penalty 3968.339653 = -505051.516382 nChanged 167 SP:Iteration 4F (20202.070000 sec): 3 clusters Score: Raw -509203.380812 + Penalty 3968.339653 = -505235.041159 nChanged 142 SP:Iteration 5Q (20202.270000 sec): 3 clusters Score: Raw -509344.596378 + Penalty 3968.339653 = -505376.256724 nChanged 110 SP:Iteration 6Q (20202.470000 sec): 3 clusters Score: Raw -509437.609588 + Penalty 3968.339653 = -505469.269935 nChanged 95 SP:Iteration 7Q (20202.630000 sec): 3 clusters Score: Raw -509514.390753 + Penalty 3968.339653 = -505546.051100 nChanged 72 SP:Iteration 8Q (20202.820000 sec): 3 clusters Score: Raw -509567.757793 + Penalty 3968.339653 = -505599.418140 nChanged 49 SP:Iteration 9Q (20202.970000 sec): 3 clusters Score: Raw -509627.844942 + Penalty 3968.339653 = -505659.505289 nChanged 52 SP:Iteration 10Q (20203.160000 sec): 3 clusters Score: Raw -509699.819812 + Penalty 3968.339653 = -505731.480159 nChanged 43 SP:Iteration 11Q (20203.330000 sec): 3 clusters Score: Raw -509761.824790 + Penalty 3968.339653 = -505793.485137 nChanged 41 SP:Iteration 12Q (20203.510000 sec): 3 clusters Score: Raw -509810.781996 + Penalty 3968.339653 = -505842.442343 nChanged 39 SP:Iteration 13Q (20203.730000 sec): 3 clusters Score: Raw -509889.793167 + Penalty 3968.339653 = -505921.453514 nChanged 38 SP:Iteration 14Q (20203.910000 sec): 3 clusters Score: Raw -509947.113163 + Penalty 3968.339653 = -505978.773509 nChanged 35 SP:Iteration 15Q (20204.070000 sec): 3 clusters Score: Raw -509967.291890 + Penalty 3968.339653 = -505998.952237 nChanged 22 SP:Iteration 16Q (20204.210000 sec): 3 clusters Score: Raw -509979.401500 + Penalty 3968.339653 = -506011.061847 nChanged 15 SP:Iteration 17Q (20204.400000 sec): 3 clusters Score: Raw -509992.384141 + Penalty 3968.339653 = -506024.044488 nChanged 17 SP:Iteration 18Q (20204.600000 sec): 3 clusters Score: Raw -510002.586003 + Penalty 3968.339653 = -506034.246349 nChanged 14 SP:Iteration 19Q (20204.790000 sec): 3 clusters Score: Raw -510012.132081 + Penalty 3968.339653 = -506043.792428 nChanged 15 SP:Iteration 20F (20205.010000 sec): 3 clusters Score: Raw -510022.689255 + Penalty 3968.339653 = -506054.349601 nChanged 11 SP:Iteration 21Q (20205.160000 sec): 3 clusters Score: Raw -510029.002757 + Penalty 3968.339653 = -506060.663104 nChanged 6 SP:Iteration 22Q (20205.390000 sec): 3 clusters Score: Raw -510032.331435 + Penalty 3968.339653 = -506063.991782 nChanged 1 SP:Iteration 23Q (20205.550000 sec): 3 clusters Score: Raw -510033.035331 + Penalty 3968.339653 = -506064.695678 nChanged 1 SP:Iteration 24Q (20205.750000 sec): 3 clusters Score: Raw -510033.240557 + Penalty 3968.339653 = -506064.900904 nChanged 0 SP:Iteration 25F (20205.940000 sec): 3 clusters Score: Raw -510033.240557 + Penalty 3968.339653 = -506064.900904 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 31 (33328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20206.200000 sec): 2 clusters Score: Raw -5814702.107757 + Penalty 2582.709985 = -5812119.397773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20206.550000 sec): 3 clusters Score: Raw -5794567.788010 + Penalty 5165.419969 = -5789402.368041 nChanged 15117 SP:Iteration 1F (20206.860000 sec): 3 clusters Score: Raw -5802759.389194 + Penalty 5165.419969 = -5797593.969225 nChanged 1520 SP:Iteration 2Q (20207.210000 sec): 3 clusters Score: Raw -5803252.900102 + Penalty 5165.419969 = -5798087.480133 nChanged 1397 SP:Iteration 3Q (20207.530000 sec): 3 clusters Score: Raw -5803696.378785 + Penalty 5165.419969 = -5798530.958816 nChanged 1245 SP:Iteration 4Q (20207.940000 sec): 3 clusters Score: Raw -5804103.228745 + Penalty 5165.419969 = -5798937.808776 nChanged 1229 SP:Iteration 5Q (20208.300000 sec): 3 clusters Score: Raw -5804546.768941 + Penalty 5165.419969 = -5799381.348971 nChanged 1277 SP:Iteration 6Q (20208.680000 sec): 3 clusters Score: Raw -5805041.983432 + Penalty 5165.419969 = -5799876.563463 nChanged 1335 SP:Iteration 7Q (20209.060000 sec): 3 clusters Score: Raw -5805641.602026 + Penalty 5165.419969 = -5800476.182057 nChanged 1401 SP:Iteration 8Q (20209.420000 sec): 3 clusters Score: Raw -5806365.046622 + Penalty 5165.419969 = -5801199.626653 nChanged 1530 SP:Iteration 9Q (20209.780000 sec): 3 clusters Score: Raw -5807275.868850 + Penalty 5165.419969 = -5802110.448881 nChanged 1654 SP:Iteration 10Q (20210.100000 sec): 3 clusters Score: Raw -5808332.369267 + Penalty 5165.419969 = -5803166.949298 nChanged 1649 SP:Iteration 11Q (20210.480000 sec): 3 clusters Score: Raw -5809292.380744 + Penalty 5165.419969 = -5804126.960775 nChanged 1545 SP:Iteration 12Q (20210.820000 sec): 3 clusters Score: Raw -5810071.834096 + Penalty 5165.419969 = -5804906.414127 nChanged 1290 SP:Iteration 13Q (20211.170000 sec): 3 clusters Score: Raw -5810593.038077 + Penalty 5165.419969 = -5805427.618108 nChanged 1002 SP:Iteration 14Q (20211.530000 sec): 3 clusters Score: Raw -5810905.825691 + Penalty 5165.419969 = -5805740.405722 nChanged 747 SP:Iteration 15Q (20211.890000 sec): 3 clusters Score: Raw -5811093.491907 + Penalty 5165.419969 = -5805928.071938 nChanged 561 SP:Iteration 16Q (20212.300000 sec): 3 clusters Score: Raw -5811210.489608 + Penalty 5165.419969 = -5806045.069639 nChanged 422 SP:Iteration 17Q (20212.650000 sec): 3 clusters Score: Raw -5811286.136676 + Penalty 5165.419969 = -5806120.716707 nChanged 339 SP:Iteration 18Q (20212.990000 sec): 3 clusters Score: Raw -5811344.106767 + Penalty 5165.419969 = -5806178.686798 nChanged 316 SP:Iteration 19Q (20213.290000 sec): 3 clusters Score: Raw -5811401.353844 + Penalty 5165.419969 = -5806235.933875 nChanged 292 SP:Iteration 20F (20213.670000 sec): 3 clusters Score: Raw -5811452.700214 + Penalty 5165.419969 = -5806287.280245 nChanged 285 SP:Iteration 21Q (20214.000000 sec): 3 clusters Score: Raw -5811500.236098 + Penalty 5165.419969 = -5806334.816129 nChanged 255 SP:Iteration 22Q (20214.310000 sec): 3 clusters Score: Raw -5811541.366937 + Penalty 5165.419969 = -5806375.946968 nChanged 250 SP:Iteration 23Q (20214.640000 sec): 3 clusters Score: Raw -5811580.778286 + Penalty 5165.419969 = -5806415.358317 nChanged 257 SP:Iteration 24Q (20215.010000 sec): 3 clusters Score: Raw -5811617.603644 + Penalty 5165.419969 = -5806452.183675 nChanged 241 SP:Iteration 25Q (20215.350000 sec): 3 clusters Score: Raw -5811652.791538 + Penalty 5165.419969 = -5806487.371569 nChanged 245 SP:Iteration 26Q (20215.660000 sec): 3 clusters Score: Raw -5811692.468170 + Penalty 5165.419969 = -5806527.048201 nChanged 258 SP:Iteration 27Q (20216.010000 sec): 3 clusters Score: Raw -5811731.984686 + Penalty 5165.419969 = -5806566.564717 nChanged 239 SP:Iteration 28Q (20216.370000 sec): 3 clusters Score: Raw -5811762.928246 + Penalty 5165.419969 = -5806597.508277 nChanged 212 SP:Iteration 29Q (20216.770000 sec): 3 clusters Score: Raw -5811794.212414 + Penalty 5165.419969 = -5806628.792445 nChanged 258 SP:Iteration 30Q (20217.140000 sec): 3 clusters Score: Raw -5811833.948147 + Penalty 5165.419969 = -5806668.528178 nChanged 239 SP:Iteration 31Q (20217.510000 sec): 3 clusters Score: Raw -5811870.231832 + Penalty 5165.419969 = -5806704.811863 nChanged 226 SP:Iteration 32Q (20217.820000 sec): 3 clusters Score: Raw -5811904.770366 + Penalty 5165.419969 = -5806739.350396 nChanged 261 SP:Iteration 33Q (20218.180000 sec): 3 clusters Score: Raw -5811950.333735 + Penalty 5165.419969 = -5806784.913766 nChanged 287 SP:Iteration 34Q (20218.470000 sec): 3 clusters Score: Raw -5812005.229833 + Penalty 5165.419969 = -5806839.809864 nChanged 316 SP:Iteration 35Q (20218.820000 sec): 3 clusters Score: Raw -5812064.236786 + Penalty 5165.419969 = -5806898.816817 nChanged 308 SP:Iteration 36Q (20219.150000 sec): 3 clusters Score: Raw -5812121.619774 + Penalty 5165.419969 = -5806956.199805 nChanged 302 SP:Iteration 37Q (20219.450000 sec): 3 clusters Score: Raw -5812182.013428 + Penalty 5165.419969 = -5807016.593459 nChanged 331 SP:Iteration 38Q (20219.780000 sec): 3 clusters Score: Raw -5812253.847909 + Penalty 5165.419969 = -5807088.427940 nChanged 320 SP:Iteration 39Q (20220.130000 sec): 3 clusters Score: Raw -5812324.091226 + Penalty 5165.419969 = -5807158.671257 nChanged 351 SP:Iteration 40F (20220.470000 sec): 3 clusters Score: Raw -5812407.814387 + Penalty 5165.419969 = -5807242.394417 nChanged 369 SP:Iteration 41Q (20220.790000 sec): 3 clusters Score: Raw -5812501.001902 + Penalty 5165.419969 = -5807335.581932 nChanged 377 SP:Iteration 42Q (20221.150000 sec): 3 clusters Score: Raw -5812601.454919 + Penalty 5165.419969 = -5807436.034949 nChanged 409 SP:Iteration 43Q (20221.480000 sec): 3 clusters Score: Raw -5812711.676180 + Penalty 5165.419969 = -5807546.256211 nChanged 405 SP:Iteration 44Q (20221.800000 sec): 3 clusters Score: Raw -5812816.014607 + Penalty 5165.419969 = -5807650.594638 nChanged 373 SP:Iteration 45Q (20222.180000 sec): 3 clusters Score: Raw -5812911.573068 + Penalty 5165.419969 = -5807746.153099 nChanged 365 SP:Iteration 46Q (20222.490000 sec): 3 clusters Score: Raw -5813009.259572 + Penalty 5165.419969 = -5807843.839602 nChanged 319 SP:Iteration 47Q (20222.850000 sec): 3 clusters Score: Raw -5813093.401264 + Penalty 5165.419969 = -5807927.981295 nChanged 328 SP:Iteration 48Q (20223.200000 sec): 3 clusters Score: Raw -5813187.286815 + Penalty 5165.419969 = -5808021.866846 nChanged 317 SP:Iteration 49Q (20223.530000 sec): 3 clusters Score: Raw -5813280.164500 + Penalty 5165.419969 = -5808114.744531 nChanged 288 SP:Iteration 50Q (20223.910000 sec): 3 clusters Score: Raw -5813365.649221 + Penalty 5165.419969 = -5808200.229252 nChanged 302 SP:Iteration 51Q (20224.260000 sec): 3 clusters Score: Raw -5813457.725367 + Penalty 5165.419969 = -5808292.305398 nChanged 310 SP:Iteration 52Q (20224.590000 sec): 3 clusters Score: Raw -5813563.078877 + Penalty 5165.419969 = -5808397.658908 nChanged 337 SP:Iteration 53Q (20224.950000 sec): 3 clusters Score: Raw -5813682.700896 + Penalty 5165.419969 = -5808517.280927 nChanged 340 SP:Iteration 54Q (20225.320000 sec): 3 clusters Score: Raw -5813804.329395 + Penalty 5165.419969 = -5808638.909426 nChanged 321 SP:Iteration 55Q (20225.660000 sec): 3 clusters Score: Raw -5813925.791084 + Penalty 5165.419969 = -5808760.371115 nChanged 316 SP:Iteration 56Q (20225.990000 sec): 3 clusters Score: Raw -5814053.812038 + Penalty 5165.419969 = -5808888.392069 nChanged 330 SP:Iteration 57Q (20226.320000 sec): 3 clusters Score: Raw -5814184.433990 + Penalty 5165.419969 = -5809019.014021 nChanged 259 SP:Iteration 58Q (20226.640000 sec): 3 clusters Score: Raw -5814282.756038 + Penalty 5165.419969 = -5809117.336069 nChanged 228 SP:Iteration 59Q (20226.940000 sec): 3 clusters Score: Raw -5814366.651076 + Penalty 5165.419969 = -5809201.231107 nChanged 200 SP:Iteration 60F (20227.310000 sec): 3 clusters Score: Raw -5814454.566805 + Penalty 5165.419969 = -5809289.146836 nChanged 191 SP:Iteration 61Q (20227.630000 sec): 3 clusters Score: Raw -5814541.086184 + Penalty 5165.419969 = -5809375.666215 nChanged 190 SP:Iteration 62Q (20227.910000 sec): 3 clusters Score: Raw -5814633.051790 + Penalty 5165.419969 = -5809467.631821 nChanged 161 SP:Iteration 63Q (20228.270000 sec): 3 clusters Score: Raw -5814704.848490 + Penalty 5165.419969 = -5809539.428521 nChanged 128 SP:Iteration 64Q (20228.560000 sec): 3 clusters Score: Raw -5814756.064842 + Penalty 5165.419969 = -5809590.644873 nChanged 120 SP:Iteration 65Q (20228.890000 sec): 3 clusters Score: Raw -5814804.511896 + Penalty 5165.419969 = -5809639.091927 nChanged 96 SP:Iteration 66Q (20229.150000 sec): 3 clusters Score: Raw -5814842.349937 + Penalty 5165.419969 = -5809676.929968 nChanged 86 SP:Iteration 67Q (20229.460000 sec): 3 clusters Score: Raw -5814880.280706 + Penalty 5165.419969 = -5809714.860736 nChanged 62 SP:Iteration 68Q (20229.810000 sec): 3 clusters Score: Raw -5814908.894720 + Penalty 5165.419969 = -5809743.474750 nChanged 64 SP:Iteration 69Q (20230.080000 sec): 3 clusters Score: Raw -5814939.126054 + Penalty 5165.419969 = -5809773.706085 nChanged 62 SP:Iteration 70Q (20230.410000 sec): 3 clusters Score: Raw -5814967.088222 + Penalty 5165.419969 = -5809801.668253 nChanged 48 SP:Iteration 71Q (20230.730000 sec): 3 clusters Score: Raw -5814987.170211 + Penalty 5165.419969 = -5809821.750241 nChanged 45 SP:Iteration 72Q (20231.030000 sec): 3 clusters Score: Raw -5815008.729581 + Penalty 5165.419969 = -5809843.309612 nChanged 42 SP:Iteration 73Q (20231.350000 sec): 3 clusters Score: Raw -5815027.021543 + Penalty 5165.419969 = -5809861.601573 nChanged 37 SP:Iteration 74Q (20231.680000 sec): 3 clusters Score: Raw -5815042.375684 + Penalty 5165.419969 = -5809876.955715 nChanged 26 SP:Iteration 75Q (20232.020000 sec): 3 clusters Score: Raw -5815052.382301 + Penalty 5165.419969 = -5809886.962332 nChanged 26 SP:Iteration 76Q (20232.340000 sec): 3 clusters Score: Raw -5815061.953343 + Penalty 5165.419969 = -5809896.533373 nChanged 22 SP:Iteration 77Q (20232.660000 sec): 3 clusters Score: Raw -5815070.500174 + Penalty 5165.419969 = -5809905.080205 nChanged 21 SP:Iteration 78Q (20232.930000 sec): 3 clusters Score: Raw -5815078.945985 + Penalty 5165.419969 = -5809913.526015 nChanged 11 SP:Iteration 79Q (20233.270000 sec): 3 clusters Score: Raw -5815083.796746 + Penalty 5165.419969 = -5809918.376777 nChanged 14 SP:Iteration 80F (20233.610000 sec): 3 clusters Score: Raw -5815088.089891 + Penalty 5165.419969 = -5809922.669922 nChanged 8 SP:Iteration 81Q (20233.950000 sec): 3 clusters Score: Raw -5815089.875910 + Penalty 5165.419969 = -5809924.455941 nChanged 3 SP:Iteration 82Q (20234.300000 sec): 3 clusters Score: Raw -5815091.227709 + Penalty 5165.419969 = -5809925.807740 nChanged 6 SP:Iteration 83Q (20234.630000 sec): 3 clusters Score: Raw -5815092.933124 + Penalty 5165.419969 = -5809927.513154 nChanged 7 SP:Iteration 84Q (20234.930000 sec): 3 clusters Score: Raw -5815095.347261 + Penalty 5165.419969 = -5809929.927292 nChanged 9 SP:Iteration 85Q (20235.270000 sec): 3 clusters Score: Raw -5815098.378625 + Penalty 5165.419969 = -5809932.958656 nChanged 8 SP:Iteration 86Q (20235.620000 sec): 3 clusters Score: Raw -5815100.661425 + Penalty 5165.419969 = -5809935.241456 nChanged 5 SP:Iteration 87Q (20236.030000 sec): 3 clusters Score: Raw -5815102.104485 + Penalty 5165.419969 = -5809936.684516 nChanged 1 SP:Iteration 88Q (20236.390000 sec): 3 clusters Score: Raw -5815102.409784 + Penalty 5165.419969 = -5809936.989815 nChanged 0 SP:Iteration 89F (20236.780000 sec): 3 clusters Score: Raw -5815102.409784 + Penalty 5165.419969 = -5809936.989815 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 32 (3361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20236.890000 sec): 2 clusters Score: Raw -602877.563890 + Penalty 2013.758469 = -600863.805421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20237.090000 sec): 3 clusters Score: Raw -601347.229539 + Penalty 4027.516939 = -597319.712601 nChanged 1276 SP:Iteration 1F (20237.300000 sec): 3 clusters Score: Raw -602150.596826 + Penalty 4027.516939 = -598123.079887 nChanged 296 SP:Iteration 2F (20237.510000 sec): 3 clusters Score: Raw -602351.154612 + Penalty 4027.516939 = -598323.637674 nChanged 177 SP:Iteration 3F (20237.720000 sec): 3 clusters Score: Raw -602460.491597 + Penalty 4027.516939 = -598432.974659 nChanged 122 SP:Iteration 4Q (20237.900000 sec): 3 clusters Score: Raw -602551.992749 + Penalty 4027.516939 = -598524.475811 nChanged 108 SP:Iteration 5Q (20238.100000 sec): 3 clusters Score: Raw -602645.438233 + Penalty 4027.516939 = -598617.921295 nChanged 105 SP:Iteration 6Q (20238.290000 sec): 3 clusters Score: Raw -602739.265826 + Penalty 4027.516939 = -598711.748888 nChanged 99 SP:Iteration 7Q (20238.460000 sec): 3 clusters Score: Raw -602825.059154 + Penalty 4027.516939 = -598797.542215 nChanged 90 SP:Iteration 8Q (20238.620000 sec): 3 clusters Score: Raw -602913.710704 + Penalty 4027.516939 = -598886.193765 nChanged 102 SP:Iteration 9Q (20238.820000 sec): 3 clusters Score: Raw -603011.128745 + Penalty 4027.516939 = -598983.611806 nChanged 106 SP:Iteration 10Q (20239.010000 sec): 3 clusters Score: Raw -603112.294552 + Penalty 4027.516939 = -599084.777614 nChanged 110 SP:Iteration 11Q (20239.180000 sec): 3 clusters Score: Raw -603216.945901 + Penalty 4027.516939 = -599189.428963 nChanged 100 SP:Iteration 12Q (20239.420000 sec): 3 clusters Score: Raw -603295.531295 + Penalty 4027.516939 = -599268.014356 nChanged 88 SP:Iteration 13Q (20239.600000 sec): 3 clusters Score: Raw -603360.221803 + Penalty 4027.516939 = -599332.704865 nChanged 88 SP:Iteration 14Q (20239.810000 sec): 3 clusters Score: Raw -603426.981628 + Penalty 4027.516939 = -599399.464689 nChanged 79 SP:Iteration 15Q (20240.020000 sec): 3 clusters Score: Raw -603469.338145 + Penalty 4027.516939 = -599441.821206 nChanged 55 SP:Iteration 16Q (20240.220000 sec): 3 clusters Score: Raw -603502.159179 + Penalty 4027.516939 = -599474.642241 nChanged 47 SP:Iteration 17Q (20240.390000 sec): 3 clusters Score: Raw -603528.682590 + Penalty 4027.516939 = -599501.165652 nChanged 42 SP:Iteration 18Q (20240.580000 sec): 3 clusters Score: Raw -603549.456714 + Penalty 4027.516939 = -599521.939775 nChanged 37 SP:Iteration 19Q (20240.810000 sec): 3 clusters Score: Raw -603564.141536 + Penalty 4027.516939 = -599536.624598 nChanged 19 SP:Iteration 20F (20241.010000 sec): 3 clusters Score: Raw -603574.167896 + Penalty 4027.516939 = -599546.650957 nChanged 28 SP:Iteration 21Q (20241.180000 sec): 3 clusters Score: Raw -603589.636229 + Penalty 4027.516939 = -599562.119290 nChanged 24 SP:Iteration 22Q (20241.360000 sec): 3 clusters Score: Raw -603603.110812 + Penalty 4027.516939 = -599575.593873 nChanged 27 SP:Iteration 23Q (20241.600000 sec): 3 clusters Score: Raw -603615.570839 + Penalty 4027.516939 = -599588.053900 nChanged 21 SP:Iteration 24Q (20241.800000 sec): 3 clusters Score: Raw -603624.554408 + Penalty 4027.516939 = -599597.037470 nChanged 11 SP:Iteration 25Q (20241.980000 sec): 3 clusters Score: Raw -603628.763982 + Penalty 4027.516939 = -599601.247044 nChanged 10 SP:Iteration 26Q (20242.260000 sec): 3 clusters Score: Raw -603632.974573 + Penalty 4027.516939 = -599605.457634 nChanged 8 SP:Iteration 27Q (20242.460000 sec): 3 clusters Score: Raw -603637.491807 + Penalty 4027.516939 = -599609.974869 nChanged 12 SP:Iteration 28Q (20242.620000 sec): 3 clusters Score: Raw -603644.623582 + Penalty 4027.516939 = -599617.106643 nChanged 17 SP:Iteration 29Q (20242.840000 sec): 3 clusters Score: Raw -603654.896355 + Penalty 4027.516939 = -599627.379417 nChanged 15 SP:Iteration 30Q (20243.070000 sec): 3 clusters Score: Raw -603665.171871 + Penalty 4027.516939 = -599637.654932 nChanged 15 SP:Iteration 31Q (20243.280000 sec): 3 clusters Score: Raw -603672.890026 + Penalty 4027.516939 = -599645.373088 nChanged 8 SP:Iteration 32Q (20243.480000 sec): 3 clusters Score: Raw -603676.293178 + Penalty 4027.516939 = -599648.776239 nChanged 6 SP:Iteration 33Q (20243.690000 sec): 3 clusters Score: Raw -603678.851902 + Penalty 4027.516939 = -599651.334963 nChanged 3 SP:Iteration 34Q (20243.870000 sec): 3 clusters Score: Raw -603679.834946 + Penalty 4027.516939 = -599652.318008 nChanged 0 SP:Iteration 35F (20244.060000 sec): 3 clusters Score: Raw -603679.834946 + Penalty 4027.516939 = -599652.318008 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 33 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20244.180000 sec): 2 clusters Score: Raw -69498.648824 + Penalty 1473.814245 = -68024.834579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20244.350000 sec): 3 clusters Score: Raw -69606.764974 + Penalty 2947.628490 = -66659.136484 nChanged 56 SP:Iteration 1F (20244.550000 sec): 3 clusters Score: Raw -69735.722671 + Penalty 2947.628490 = -66788.094181 nChanged 14 SP:Iteration 2Q (20244.660000 sec): 3 clusters Score: Raw -69774.328956 + Penalty 2947.628490 = -66826.700466 nChanged 6 SP:Iteration 3Q (20244.850000 sec): 3 clusters Score: Raw -69794.188998 + Penalty 2947.628490 = -66846.560508 nChanged 4 SP:Iteration 4Q (20245.050000 sec): 3 clusters Score: Raw -69806.884491 + Penalty 2947.628490 = -66859.256001 nChanged 2 SP:Iteration 5Q (20245.200000 sec): 3 clusters Score: Raw -69813.090507 + Penalty 2947.628490 = -66865.462017 nChanged 1 SP:Iteration 6Q (20245.390000 sec): 3 clusters Score: Raw -69816.894889 + Penalty 2947.628490 = -66869.266399 nChanged 0 SP:Iteration 7F (20245.600000 sec): 3 clusters Score: Raw -69816.894889 + Penalty 2947.628490 = -66869.266399 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 34 (587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20245.680000 sec): 2 clusters Score: Raw -91850.753471 + Penalty 1581.006155 = -90269.747316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20245.880000 sec): 3 clusters Score: Raw -91920.128720 + Penalty 3162.012311 = -88758.116410 nChanged 157 SP:Iteration 1F (20246.060000 sec): 3 clusters Score: Raw -92272.310078 + Penalty 3162.012311 = -89110.297767 nChanged 51 SP:Iteration 2F (20246.260000 sec): 3 clusters Score: Raw -92431.192776 + Penalty 3162.012311 = -89269.180465 nChanged 41 SP:Iteration 3F (20246.460000 sec): 3 clusters Score: Raw -92606.651753 + Penalty 3162.012311 = -89444.639442 nChanged 29 SP:Iteration 4Q (20246.680000 sec): 3 clusters Score: Raw -92722.059838 + Penalty 3162.012311 = -89560.047527 nChanged 19 SP:Iteration 5Q (20246.860000 sec): 3 clusters Score: Raw -92791.954350 + Penalty 3162.012311 = -89629.942039 nChanged 18 SP:Iteration 6Q (20247.040000 sec): 3 clusters Score: Raw -92877.947304 + Penalty 3162.012311 = -89715.934993 nChanged 12 SP:Iteration 7Q (20247.240000 sec): 3 clusters Score: Raw -92945.465838 + Penalty 3162.012311 = -89783.453528 nChanged 11 SP:Iteration 8Q (20247.430000 sec): 3 clusters Score: Raw -93015.483126 + Penalty 3162.012311 = -89853.470815 nChanged 9 SP:Iteration 9Q (20247.600000 sec): 3 clusters Score: Raw -93069.579062 + Penalty 3162.012311 = -89907.566751 nChanged 6 SP:Iteration 10Q (20247.800000 sec): 3 clusters Score: Raw -93104.964752 + Penalty 3162.012311 = -89942.952441 nChanged 3 SP:Iteration 11Q (20247.980000 sec): 3 clusters Score: Raw -93133.990539 + Penalty 3162.012311 = -89971.978228 nChanged 1 SP:Iteration 12Q (20248.170000 sec): 3 clusters Score: Raw -93137.608469 + Penalty 3162.012311 = -89975.596158 nChanged 0 SP:Iteration 13F (20248.360000 sec): 3 clusters Score: Raw -93137.608469 + Penalty 3162.012311 = -89975.596158 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 35 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20248.460000 sec): 2 clusters Score: Raw -91744.418575 + Penalty 1566.656842 = -90177.761733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20248.680000 sec): 3 clusters Score: Raw -91835.602845 + Penalty 3133.313685 = -88702.289160 nChanged 116 SP:Iteration 1F (20248.820000 sec): 3 clusters Score: Raw -92031.555559 + Penalty 3133.313685 = -88898.241874 nChanged 23 SP:Iteration 2Q (20249.000000 sec): 3 clusters Score: Raw -92094.674940 + Penalty 3133.313685 = -88961.361255 nChanged 16 SP:Iteration 3Q (20249.200000 sec): 3 clusters Score: Raw -92148.010967 + Penalty 3133.313685 = -89014.697282 nChanged 14 SP:Iteration 4Q (20249.410000 sec): 3 clusters Score: Raw -92181.132941 + Penalty 3133.313685 = -89047.819256 nChanged 8 SP:Iteration 5Q (20249.620000 sec): 3 clusters Score: Raw -92235.730522 + Penalty 3133.313685 = -89102.416837 nChanged 14 SP:Iteration 6Q (20249.790000 sec): 3 clusters Score: Raw -92284.074625 + Penalty 3133.313685 = -89150.760940 nChanged 12 SP:Iteration 7Q (20249.930000 sec): 3 clusters Score: Raw -92320.694109 + Penalty 3133.313685 = -89187.380425 nChanged 9 SP:Iteration 8Q (20250.150000 sec): 3 clusters Score: Raw -92344.827749 + Penalty 3133.313685 = -89211.514064 nChanged 10 SP:Iteration 9Q (20250.360000 sec): 3 clusters Score: Raw -92357.413717 + Penalty 3133.313685 = -89224.100032 nChanged 4 SP:Iteration 10Q (20250.520000 sec): 3 clusters Score: Raw -92365.000190 + Penalty 3133.313685 = -89231.686506 nChanged 2 SP:Iteration 11Q (20250.700000 sec): 3 clusters Score: Raw -92367.542684 + Penalty 3133.313685 = -89234.228999 nChanged 0 SP:Iteration 12F (20250.890000 sec): 3 clusters Score: Raw -92367.542684 + Penalty 3133.313685 = -89234.228999 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 36 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20250.970000 sec): 2 clusters Score: Raw -30901.537241 + Penalty 1306.428823 = -29595.108417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20251.160000 sec): 3 clusters Score: Raw -31103.869227 + Penalty 2612.857647 = -28491.011580 nChanged 10 SP:Iteration 1F (20251.360000 sec): 3 clusters Score: Raw -31162.506970 + Penalty 2612.857647 = -28549.649323 nChanged 3 SP:Iteration 2Q (20251.500000 sec): 3 clusters Score: Raw -31175.076285 + Penalty 2612.857647 = -28562.218639 nChanged 3 SP:Iteration 3Q (20251.700000 sec): 3 clusters Score: Raw -31190.992042 + Penalty 2612.857647 = -28578.134395 nChanged 0 SP:Iteration 4F (20251.890000 sec): 3 clusters Score: Raw -31190.992042 + Penalty 2612.857647 = -28578.134395 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 37 (1448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20251.950000 sec): 2 clusters Score: Raw -244597.109476 + Penalty 1804.928766 = -242792.180710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20252.160000 sec): 3 clusters Score: Raw -244164.087890 + Penalty 3609.857532 = -240554.230357 nChanged 411 SP:Iteration 1F (20252.330000 sec): 3 clusters Score: Raw -244558.040345 + Penalty 3609.857532 = -240948.182813 nChanged 103 SP:Iteration 2F (20252.490000 sec): 3 clusters Score: Raw -244661.722971 + Penalty 3609.857532 = -241051.865439 nChanged 48 SP:Iteration 3Q (20252.720000 sec): 3 clusters Score: Raw -244704.210721 + Penalty 3609.857532 = -241094.353189 nChanged 25 SP:Iteration 4Q (20252.920000 sec): 3 clusters Score: Raw -244730.576221 + Penalty 3609.857532 = -241120.718689 nChanged 21 SP:Iteration 5Q (20253.110000 sec): 3 clusters Score: Raw -244743.787393 + Penalty 3609.857532 = -241133.929861 nChanged 13 SP:Iteration 6Q (20253.240000 sec): 3 clusters Score: Raw -244760.488553 + Penalty 3609.857532 = -241150.631021 nChanged 16 SP:Iteration 7Q (20253.440000 sec): 3 clusters Score: Raw -244770.926192 + Penalty 3609.857532 = -241161.068660 nChanged 13 SP:Iteration 8Q (20253.680000 sec): 3 clusters Score: Raw -244782.066688 + Penalty 3609.857532 = -241172.209156 nChanged 13 SP:Iteration 9Q (20253.860000 sec): 3 clusters Score: Raw -244794.392503 + Penalty 3609.857532 = -241184.534970 nChanged 10 SP:Iteration 10Q (20254.010000 sec): 3 clusters Score: Raw -244800.145111 + Penalty 3609.857532 = -241190.287579 nChanged 5 SP:Iteration 11Q (20254.180000 sec): 3 clusters Score: Raw -244803.653735 + Penalty 3609.857532 = -241193.796202 nChanged 0 SP:Iteration 12F (20254.380000 sec): 3 clusters Score: Raw -244803.653735 + Penalty 3609.857532 = -241193.796202 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 38 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20254.480000 sec): 2 clusters Score: Raw -35064.646909 + Penalty 1349.719592 = -33714.927317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20254.650000 sec): 3 clusters Score: Raw -35246.862487 + Penalty 2699.439184 = -32547.423302 nChanged 21 SP:Iteration 1F (20254.900000 sec): 3 clusters Score: Raw -35340.578969 + Penalty 2699.439184 = -32641.139784 nChanged 10 SP:Iteration 2Q (20255.020000 sec): 3 clusters Score: Raw -35446.614189 + Penalty 2699.439184 = -32747.175004 nChanged 10 SP:Iteration 3Q (20255.220000 sec): 3 clusters Score: Raw -35589.957948 + Penalty 2699.439184 = -32890.518763 nChanged 9 SP:Iteration 4Q (20255.420000 sec): 3 clusters Score: Raw -35683.689843 + Penalty 2699.439184 = -32984.250658 nChanged 8 SP:Iteration 5Q (20255.610000 sec): 3 clusters Score: Raw -35739.043525 + Penalty 2699.439184 = -33039.604341 nChanged 4 SP:Iteration 6Q (20255.760000 sec): 3 clusters Score: Raw -35761.587356 + Penalty 2699.439184 = -33062.148171 nChanged 2 SP:Iteration 7Q (20255.950000 sec): 3 clusters Score: Raw -35783.309523 + Penalty 2699.439184 = -33083.870339 nChanged 3 SP:Iteration 8Q (20256.180000 sec): 3 clusters Score: Raw -35813.510971 + Penalty 2699.439184 = -33114.071786 nChanged 3 SP:Iteration 9Q (20256.370000 sec): 3 clusters Score: Raw -35838.053935 + Penalty 2699.439184 = -33138.614751 nChanged 1 SP:Iteration 10Q (20256.560000 sec): 3 clusters Score: Raw -35847.897265 + Penalty 2699.439184 = -33148.458080 nChanged 1 SP:Iteration 11Q (20256.760000 sec): 3 clusters Score: Raw -35853.635004 + Penalty 2699.439184 = -33154.195819 nChanged 2 SP:Iteration 12Q (20256.900000 sec): 3 clusters Score: Raw -35871.267029 + Penalty 2699.439184 = -33171.827844 nChanged 1 SP:Iteration 13Q (20257.010000 sec): 3 clusters Score: Raw -35873.996228 + Penalty 2699.439184 = -33174.557043 nChanged 0 SP:Iteration 14F (20257.160000 sec): 3 clusters Score: Raw -35873.996228 + Penalty 2699.439184 = -33174.557043 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 39 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20257.290000 sec): 2 clusters Score: Raw -15931.875489 + Penalty 1302.563810 = -14629.311679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20257.470000 sec): 3 clusters Score: Raw -16281.178020 + Penalty 2605.127620 = -13676.050399 nChanged 25 SP:Iteration 1F (20257.640000 sec): 3 clusters Score: Raw -16520.958958 + Penalty 2605.127620 = -13915.831338 nChanged 13 SP:Iteration 2F (20257.860000 sec): 3 clusters Score: Raw -16637.565307 + Penalty 2605.127620 = -14032.437686 nChanged 5 SP:Iteration 3Q (20258.060000 sec): 3 clusters Score: Raw -16675.855985 + Penalty 2605.127620 = -14070.728364 nChanged 3 SP:Iteration 4Q (20258.220000 sec): 3 clusters Score: Raw -16702.264518 + Penalty 2605.127620 = -14097.136897 nChanged 0 SP:Iteration 5F (20258.370000 sec): 3 clusters Score: Raw -16702.264518 + Penalty 2605.127620 = -14097.136897 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 40 (3526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20258.450000 sec): 2 clusters Score: Raw -598374.140091 + Penalty 2025.644002 = -596348.496089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20258.610000 sec): 3 clusters Score: Raw -596812.719941 + Penalty 4051.288004 = -592761.431937 nChanged 1244 SP:Iteration 1F (20258.840000 sec): 3 clusters Score: Raw -597630.532240 + Penalty 4051.288004 = -593579.244236 nChanged 295 SP:Iteration 2F (20259.030000 sec): 3 clusters Score: Raw -597846.726644 + Penalty 4051.288004 = -593795.438640 nChanged 187 SP:Iteration 3F (20259.240000 sec): 3 clusters Score: Raw -597987.850749 + Penalty 4051.288004 = -593936.562745 nChanged 153 SP:Iteration 4Q (20259.460000 sec): 3 clusters Score: Raw -598093.259196 + Penalty 4051.288004 = -594041.971192 nChanged 134 SP:Iteration 5Q (20259.670000 sec): 3 clusters Score: Raw -598184.997565 + Penalty 4051.288004 = -594133.709561 nChanged 115 SP:Iteration 6Q (20259.830000 sec): 3 clusters Score: Raw -598272.594894 + Penalty 4051.288004 = -594221.306890 nChanged 110 SP:Iteration 7Q (20260.000000 sec): 3 clusters Score: Raw -598351.972540 + Penalty 4051.288004 = -594300.684536 nChanged 104 SP:Iteration 8Q (20260.230000 sec): 3 clusters Score: Raw -598416.992743 + Penalty 4051.288004 = -594365.704739 nChanged 102 SP:Iteration 9Q (20260.410000 sec): 3 clusters Score: Raw -598480.157699 + Penalty 4051.288004 = -594428.869695 nChanged 83 SP:Iteration 10Q (20260.590000 sec): 3 clusters Score: Raw -598532.188591 + Penalty 4051.288004 = -594480.900587 nChanged 80 SP:Iteration 11Q (20260.820000 sec): 3 clusters Score: Raw -598580.157864 + Penalty 4051.288004 = -594528.869860 nChanged 57 SP:Iteration 12Q (20261.000000 sec): 3 clusters Score: Raw -598620.663603 + Penalty 4051.288004 = -594569.375599 nChanged 51 SP:Iteration 13Q (20261.140000 sec): 3 clusters Score: Raw -598650.611720 + Penalty 4051.288004 = -594599.323716 nChanged 41 SP:Iteration 14Q (20261.300000 sec): 3 clusters Score: Raw -598672.191001 + Penalty 4051.288004 = -594620.902997 nChanged 35 SP:Iteration 15Q (20261.470000 sec): 3 clusters Score: Raw -598693.335722 + Penalty 4051.288004 = -594642.047718 nChanged 36 SP:Iteration 16Q (20261.640000 sec): 3 clusters Score: Raw -598713.589580 + Penalty 4051.288004 = -594662.301575 nChanged 26 SP:Iteration 17Q (20261.840000 sec): 3 clusters Score: Raw -598731.396686 + Penalty 4051.288004 = -594680.108682 nChanged 27 SP:Iteration 18Q (20262.000000 sec): 3 clusters Score: Raw -598748.150742 + Penalty 4051.288004 = -594696.862738 nChanged 25 SP:Iteration 19Q (20262.160000 sec): 3 clusters Score: Raw -598762.196545 + Penalty 4051.288004 = -594710.908541 nChanged 21 SP:Iteration 20F (20262.360000 sec): 3 clusters Score: Raw -598771.421154 + Penalty 4051.288004 = -594720.133150 nChanged 18 SP:Iteration 21Q (20262.520000 sec): 3 clusters Score: Raw -598781.783125 + Penalty 4051.288004 = -594730.495121 nChanged 21 SP:Iteration 22Q (20262.750000 sec): 3 clusters Score: Raw -598792.930824 + Penalty 4051.288004 = -594741.642820 nChanged 22 SP:Iteration 23Q (20262.890000 sec): 3 clusters Score: Raw -598804.419091 + Penalty 4051.288004 = -594753.131087 nChanged 19 SP:Iteration 24Q (20263.090000 sec): 3 clusters Score: Raw -598815.601376 + Penalty 4051.288004 = -594764.313372 nChanged 16 SP:Iteration 25Q (20263.210000 sec): 3 clusters Score: Raw -598826.562056 + Penalty 4051.288004 = -594775.274052 nChanged 12 SP:Iteration 26Q (20263.360000 sec): 3 clusters Score: Raw -598834.957740 + Penalty 4051.288004 = -594783.669736 nChanged 13 SP:Iteration 27Q (20263.510000 sec): 3 clusters Score: Raw -598842.505559 + Penalty 4051.288004 = -594791.217555 nChanged 6 SP:Iteration 28Q (20263.660000 sec): 3 clusters Score: Raw -598846.362101 + Penalty 4051.288004 = -594795.074097 nChanged 5 SP:Iteration 29Q (20263.900000 sec): 3 clusters Score: Raw -598848.421864 + Penalty 4051.288004 = -594797.133859 nChanged 8 SP:Iteration 30Q (20264.040000 sec): 3 clusters Score: Raw -598852.665609 + Penalty 4051.288004 = -594801.377605 nChanged 5 SP:Iteration 31Q (20264.220000 sec): 3 clusters Score: Raw -598854.788989 + Penalty 4051.288004 = -594803.500985 nChanged 2 SP:Iteration 32Q (20264.410000 sec): 3 clusters Score: Raw -598855.980554 + Penalty 4051.288004 = -594804.692550 nChanged 1 SP:Iteration 33Q (20264.600000 sec): 3 clusters Score: Raw -598856.504554 + Penalty 4051.288004 = -594805.216550 nChanged 0 SP:Iteration 34F (20264.780000 sec): 3 clusters Score: Raw -598856.504554 + Penalty 4051.288004 = -594805.216550 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 41 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20264.900000 sec): 2 clusters Score: Raw -23401.374431 + Penalty 1234.229968 = -22167.144463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20265.090000 sec): 3 clusters Score: Raw -23658.104025 + Penalty 2468.459936 = -21189.644089 nChanged 6 SP:Iteration 1Q (20265.240000 sec): 3 clusters Score: Raw -23695.309840 + Penalty 2468.459936 = -21226.849904 nChanged 1 SP:Iteration 2Q (20265.480000 sec): 3 clusters Score: Raw -23701.853810 + Penalty 2468.459936 = -21233.393874 nChanged 1 SP:Iteration 3Q (20265.630000 sec): 3 clusters Score: Raw -23706.055459 + Penalty 2468.459936 = -21237.595523 nChanged 0 SP:Iteration 4F (20265.830000 sec): 3 clusters Score: Raw -23706.055459 + Penalty 2468.459936 = -21237.595523 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 42 (49448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20266.160000 sec): 2 clusters Score: Raw -9334987.577530 + Penalty 2680.551869 = -9332307.025661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20266.630000 sec): 3 clusters Score: Raw -9304333.047428 + Penalty 5361.103738 = -9298971.943690 nChanged 22783 SP:Iteration 1F (20267.060000 sec): 3 clusters Score: Raw -9316774.129689 + Penalty 5361.103738 = -9311413.025951 nChanged 1810 SP:Iteration 2Q (20267.520000 sec): 3 clusters Score: Raw -9317238.521759 + Penalty 5361.103738 = -9311877.418021 nChanged 1737 SP:Iteration 3Q (20267.990000 sec): 3 clusters Score: Raw -9317707.137097 + Penalty 5361.103738 = -9312346.033359 nChanged 1798 SP:Iteration 4Q (20268.500000 sec): 3 clusters Score: Raw -9318252.208996 + Penalty 5361.103738 = -9312891.105258 nChanged 1892 SP:Iteration 5Q (20268.920000 sec): 3 clusters Score: Raw -9318947.027982 + Penalty 5361.103738 = -9313585.924244 nChanged 2217 SP:Iteration 6Q (20269.340000 sec): 3 clusters Score: Raw -9319958.944062 + Penalty 5361.103738 = -9314597.840324 nChanged 2653 SP:Iteration 7F (20269.790000 sec): 3 clusters Score: Raw -9321408.998114 + Penalty 5361.103738 = -9316047.894376 nChanged 3133 SP:Iteration 8F (20270.190000 sec): 3 clusters Score: Raw -9323525.393205 + Penalty 5361.103738 = -9318164.289467 nChanged 3566 SP:Iteration 9F (20270.620000 sec): 3 clusters Score: Raw -9326424.472813 + Penalty 5361.103738 = -9321063.369074 nChanged 3504 SP:Iteration 10F (20271.030000 sec): 3 clusters Score: Raw -9329584.621431 + Penalty 5361.103738 = -9324223.517693 nChanged 2716 SP:Iteration 11F (20271.450000 sec): 3 clusters Score: Raw -9332177.164485 + Penalty 5361.103738 = -9326816.060747 nChanged 1698 SP:Iteration 12Q (20271.890000 sec): 3 clusters Score: Raw -9333823.274418 + Penalty 5361.103738 = -9328462.170679 nChanged 798 SP:Iteration 13Q (20272.310000 sec): 3 clusters Score: Raw -9334612.402377 + Penalty 5361.103738 = -9329251.298639 nChanged 351 SP:Iteration 14Q (20272.730000 sec): 3 clusters Score: Raw -9334956.878012 + Penalty 5361.103738 = -9329595.774274 nChanged 127 SP:Iteration 15Q (20273.070000 sec): 3 clusters Score: Raw -9335100.291408 + Penalty 5361.103738 = -9329739.187670 nChanged 69 SP:Iteration 16Q (20273.450000 sec): 3 clusters Score: Raw -9335188.081047 + Penalty 5361.103738 = -9329826.977309 nChanged 41 SP:Iteration 17Q (20273.800000 sec): 3 clusters Score: Raw -9335243.222316 + Penalty 5361.103738 = -9329882.118578 nChanged 19 SP:Iteration 18Q (20274.150000 sec): 3 clusters Score: Raw -9335272.434309 + Penalty 5361.103738 = -9329911.330571 nChanged 13 SP:Iteration 19Q (20274.520000 sec): 3 clusters Score: Raw -9335294.377762 + Penalty 5361.103738 = -9329933.274024 nChanged 7 SP:Iteration 20F (20274.930000 sec): 3 clusters Score: Raw -9335303.536104 + Penalty 5361.103738 = -9329942.432366 nChanged 2 SP:Iteration 21Q (20275.310000 sec): 3 clusters Score: Raw -9335307.547927 + Penalty 5361.103738 = -9329946.444189 nChanged 1 SP:Iteration 22Q (20275.690000 sec): 3 clusters Score: Raw -9335309.921446 + Penalty 5361.103738 = -9329948.817708 nChanged 2 SP:Iteration 23Q (20276.130000 sec): 3 clusters Score: Raw -9335313.332152 + Penalty 5361.103738 = -9329952.228414 nChanged 2 SP:Iteration 24Q (20276.530000 sec): 3 clusters Score: Raw -9335315.796441 + Penalty 5361.103738 = -9329954.692703 nChanged 0 SP:Iteration 25F (20277.000000 sec): 3 clusters Score: Raw -9335315.796441 + Penalty 5361.103738 = -9329954.692703 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 43 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20277.100000 sec): 2 clusters Score: Raw -99653.962549 + Penalty 1591.349606 = -98062.612943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20277.310000 sec): 3 clusters Score: Raw -99665.598969 + Penalty 3182.699212 = -96482.899757 nChanged 122 SP:Iteration 1F (20277.530000 sec): 3 clusters Score: Raw -99915.797002 + Penalty 3182.699212 = -96733.097790 nChanged 36 SP:Iteration 2F (20277.710000 sec): 3 clusters Score: Raw -99989.522333 + Penalty 3182.699212 = -96806.823121 nChanged 12 SP:Iteration 3Q (20277.850000 sec): 3 clusters Score: Raw -100012.653606 + Penalty 3182.699212 = -96829.954394 nChanged 7 SP:Iteration 4Q (20278.040000 sec): 3 clusters Score: Raw -100042.156880 + Penalty 3182.699212 = -96859.457668 nChanged 8 SP:Iteration 5Q (20278.240000 sec): 3 clusters Score: Raw -100057.130845 + Penalty 3182.699212 = -96874.431633 nChanged 5 SP:Iteration 6Q (20278.440000 sec): 3 clusters Score: Raw -100064.477999 + Penalty 3182.699212 = -96881.778787 nChanged 3 SP:Iteration 7Q (20278.600000 sec): 3 clusters Score: Raw -100072.120967 + Penalty 3182.699212 = -96889.421755 nChanged 2 SP:Iteration 8Q (20278.750000 sec): 3 clusters Score: Raw -100075.819263 + Penalty 3182.699212 = -96893.120051 nChanged 1 SP:Iteration 9Q (20278.910000 sec): 3 clusters Score: Raw -100077.822004 + Penalty 3182.699212 = -96895.122792 nChanged 1 SP:Iteration 10Q (20279.100000 sec): 3 clusters Score: Raw -100080.235720 + Penalty 3182.699212 = -96897.536508 nChanged 0 SP:Iteration 11F (20279.280000 sec): 3 clusters Score: Raw -100080.235720 + Penalty 3182.699212 = -96897.536508 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 44 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20279.380000 sec): 2 clusters Score: Raw -104341.476208 + Penalty 1614.912842 = -102726.563366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20279.600000 sec): 3 clusters Score: Raw -104334.152082 + Penalty 3229.825684 = -101104.326399 nChanged 152 SP:Iteration 1F (20279.740000 sec): 3 clusters Score: Raw -104762.513882 + Penalty 3229.825684 = -101532.688199 nChanged 65 SP:Iteration 2F (20279.960000 sec): 3 clusters Score: Raw -104953.056890 + Penalty 3229.825684 = -101723.231207 nChanged 36 SP:Iteration 3F (20280.170000 sec): 3 clusters Score: Raw -105038.109057 + Penalty 3229.825684 = -101808.283373 nChanged 20 SP:Iteration 4Q (20280.370000 sec): 3 clusters Score: Raw -105083.254883 + Penalty 3229.825684 = -101853.429199 nChanged 14 SP:Iteration 5Q (20280.570000 sec): 3 clusters Score: Raw -105129.394677 + Penalty 3229.825684 = -101899.568994 nChanged 16 SP:Iteration 6Q (20280.710000 sec): 3 clusters Score: Raw -105168.283822 + Penalty 3229.825684 = -101938.458139 nChanged 10 SP:Iteration 7Q (20280.880000 sec): 3 clusters Score: Raw -105197.949417 + Penalty 3229.825684 = -101968.123733 nChanged 9 SP:Iteration 8Q (20281.110000 sec): 3 clusters Score: Raw -105216.918734 + Penalty 3229.825684 = -101987.093051 nChanged 4 SP:Iteration 9Q (20281.250000 sec): 3 clusters Score: Raw -105227.162341 + Penalty 3229.825684 = -101997.336658 nChanged 7 SP:Iteration 10Q (20281.440000 sec): 3 clusters Score: Raw -105244.644745 + Penalty 3229.825684 = -102014.819062 nChanged 3 SP:Iteration 11Q (20281.630000 sec): 3 clusters Score: Raw -105251.382313 + Penalty 3229.825684 = -102021.556630 nChanged 4 SP:Iteration 12Q (20281.810000 sec): 3 clusters Score: Raw -105262.831929 + Penalty 3229.825684 = -102033.006246 nChanged 5 SP:Iteration 13Q (20281.980000 sec): 3 clusters Score: Raw -105277.622507 + Penalty 3229.825684 = -102047.796824 nChanged 6 SP:Iteration 14Q (20282.170000 sec): 3 clusters Score: Raw -105297.217535 + Penalty 3229.825684 = -102067.391851 nChanged 5 SP:Iteration 15Q (20282.350000 sec): 3 clusters Score: Raw -105316.779184 + Penalty 3229.825684 = -102086.953500 nChanged 5 SP:Iteration 16Q (20282.520000 sec): 3 clusters Score: Raw -105337.571434 + Penalty 3229.825684 = -102107.745751 nChanged 8 SP:Iteration 17Q (20282.710000 sec): 3 clusters Score: Raw -105374.080614 + Penalty 3229.825684 = -102144.254931 nChanged 6 SP:Iteration 18Q (20282.880000 sec): 3 clusters Score: Raw -105407.291107 + Penalty 3229.825684 = -102177.465423 nChanged 7 SP:Iteration 19Q (20283.090000 sec): 3 clusters Score: Raw -105449.854150 + Penalty 3229.825684 = -102220.028467 nChanged 4 SP:Iteration 20F (20283.300000 sec): 3 clusters Score: Raw -105460.166004 + Penalty 3229.825684 = -102230.340321 nChanged 4 SP:Iteration 21Q (20283.490000 sec): 3 clusters Score: Raw -105470.953284 + Penalty 3229.825684 = -102241.127600 nChanged 4 SP:Iteration 22Q (20283.670000 sec): 3 clusters Score: Raw -105486.073338 + Penalty 3229.825684 = -102256.247654 nChanged 6 SP:Iteration 23Q (20283.880000 sec): 3 clusters Score: Raw -105499.816842 + Penalty 3229.825684 = -102269.991158 nChanged 1 SP:Iteration 24Q (20284.080000 sec): 3 clusters Score: Raw -105501.855190 + Penalty 3229.825684 = -102272.029506 nChanged 1 SP:Iteration 25Q (20284.260000 sec): 3 clusters Score: Raw -105503.685053 + Penalty 3229.825684 = -102273.859369 nChanged 2 SP:Iteration 26Q (20284.450000 sec): 3 clusters Score: Raw -105509.175034 + Penalty 3229.825684 = -102279.349350 nChanged 4 SP:Iteration 27Q (20284.640000 sec): 3 clusters Score: Raw -105529.162111 + Penalty 3229.825684 = -102299.336427 nChanged 7 SP:Iteration 28Q (20284.840000 sec): 3 clusters Score: Raw -105570.190536 + Penalty 3229.825684 = -102340.364853 nChanged 7 SP:Iteration 29Q (20285.020000 sec): 3 clusters Score: Raw -105606.933047 + Penalty 3229.825684 = -102377.107363 nChanged 4 SP:Iteration 30Q (20285.200000 sec): 3 clusters Score: Raw -105622.345516 + Penalty 3229.825684 = -102392.519833 nChanged 3 SP:Iteration 31Q (20285.350000 sec): 3 clusters Score: Raw -105635.555836 + Penalty 3229.825684 = -102405.730152 nChanged 5 SP:Iteration 32Q (20285.540000 sec): 3 clusters Score: Raw -105648.612355 + Penalty 3229.825684 = -102418.786672 nChanged 2 SP:Iteration 33Q (20285.760000 sec): 3 clusters Score: Raw -105651.157109 + Penalty 3229.825684 = -102421.331425 nChanged 1 SP:Iteration 34Q (20285.920000 sec): 3 clusters Score: Raw -105651.989503 + Penalty 3229.825684 = -102422.163820 nChanged 0 SP:Iteration 35F (20286.140000 sec): 3 clusters Score: Raw -105651.989503 + Penalty 3229.825684 = -102422.163820 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 45 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20286.240000 sec): 2 clusters Score: Raw -42385.478750 + Penalty 1399.192954 = -40986.285796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20286.400000 sec): 3 clusters Score: Raw -42641.861580 + Penalty 2798.385907 = -39843.475673 nChanged 48 SP:Iteration 1F (20286.540000 sec): 3 clusters Score: Raw -42797.372620 + Penalty 2798.385907 = -39998.986713 nChanged 21 SP:Iteration 2F (20286.760000 sec): 3 clusters Score: Raw -42885.479994 + Penalty 2798.385907 = -40087.094086 nChanged 14 SP:Iteration 3Q (20286.980000 sec): 3 clusters Score: Raw -42960.758368 + Penalty 2798.385907 = -40162.372460 nChanged 12 SP:Iteration 4Q (20287.110000 sec): 3 clusters Score: Raw -43107.895662 + Penalty 2798.385907 = -40309.509755 nChanged 8 SP:Iteration 5Q (20287.250000 sec): 3 clusters Score: Raw -43192.710036 + Penalty 2798.385907 = -40394.324129 nChanged 3 SP:Iteration 6Q (20287.420000 sec): 3 clusters Score: Raw -43250.669948 + Penalty 2798.385907 = -40452.284041 nChanged 1 SP:Iteration 7Q (20287.620000 sec): 3 clusters Score: Raw -43258.867353 + Penalty 2798.385907 = -40460.481446 nChanged 0 SP:Iteration 8F (20287.760000 sec): 3 clusters Score: Raw -43258.867353 + Penalty 2798.385907 = -40460.481446 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 46 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20287.850000 sec): 2 clusters Score: Raw -18622.772696 + Penalty 1291.952566 = -17330.820130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20288.040000 sec): 3 clusters Score: Raw -18940.382519 + Penalty 2583.905132 = -16356.477387 nChanged 29 SP:Iteration 1F (20288.190000 sec): 3 clusters Score: Raw -19106.223012 + Penalty 2583.905132 = -16522.317880 nChanged 5 SP:Iteration 2Q (20288.310000 sec): 3 clusters Score: Raw -19148.570427 + Penalty 2583.905132 = -16564.665295 nChanged 3 SP:Iteration 3Q (20288.500000 sec): 3 clusters Score: Raw -19171.982635 + Penalty 2583.905132 = -16588.077503 nChanged 1 SP:Iteration 4Q (20288.680000 sec): 3 clusters Score: Raw -19182.675616 + Penalty 2583.905132 = -16598.770485 nChanged 0 SP:Iteration 5F (20288.820000 sec): 3 clusters Score: Raw -19182.675616 + Penalty 2583.905132 = -16598.770485 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 47 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20288.910000 sec): 2 clusters Score: Raw -105217.599158 + Penalty 1590.944046 = -103626.655112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20289.130000 sec): 3 clusters Score: Raw -105224.959198 + Penalty 3181.888092 = -102043.071107 nChanged 142 SP:Iteration 1F (20289.320000 sec): 3 clusters Score: Raw -105481.533830 + Penalty 3181.888092 = -102299.645738 nChanged 24 SP:Iteration 2Q (20289.440000 sec): 3 clusters Score: Raw -105521.503910 + Penalty 3181.888092 = -102339.615818 nChanged 4 SP:Iteration 3Q (20289.690000 sec): 3 clusters Score: Raw -105529.551025 + Penalty 3181.888092 = -102347.662933 nChanged 5 SP:Iteration 4Q (20289.860000 sec): 3 clusters Score: Raw -105540.781256 + Penalty 3181.888092 = -102358.893164 nChanged 3 SP:Iteration 5Q (20290.060000 sec): 3 clusters Score: Raw -105546.100166 + Penalty 3181.888092 = -102364.212074 nChanged 2 SP:Iteration 6Q (20290.280000 sec): 3 clusters Score: Raw -105547.933352 + Penalty 3181.888092 = -102366.045261 nChanged 1 SP:Iteration 7Q (20290.480000 sec): 3 clusters Score: Raw -105553.443755 + Penalty 3181.888092 = -102371.555663 nChanged 4 SP:Iteration 8Q (20290.650000 sec): 3 clusters Score: Raw -105564.837952 + Penalty 3181.888092 = -102382.949860 nChanged 2 SP:Iteration 9Q (20290.870000 sec): 3 clusters Score: Raw -105566.835321 + Penalty 3181.888092 = -102384.947229 nChanged 1 SP:Iteration 10Q (20291.030000 sec): 3 clusters Score: Raw -105570.289752 + Penalty 3181.888092 = -102388.401660 nChanged 3 SP:Iteration 11Q (20291.260000 sec): 3 clusters Score: Raw -105575.794378 + Penalty 3181.888092 = -102393.906287 nChanged 3 SP:Iteration 12Q (20291.460000 sec): 3 clusters Score: Raw -105579.192223 + Penalty 3181.888092 = -102397.304131 nChanged 1 SP:Iteration 13Q (20291.680000 sec): 3 clusters Score: Raw -105580.104885 + Penalty 3181.888092 = -102398.216793 nChanged 0 SP:Iteration 14F (20291.870000 sec): 3 clusters Score: Raw -105580.104885 + Penalty 3181.888092 = -102398.216793 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 48 (3865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20292.020000 sec): 2 clusters Score: Raw -637819.874180 + Penalty 2048.409806 = -635771.464374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20292.210000 sec): 3 clusters Score: Raw -636085.962874 + Penalty 4096.819613 = -631989.143261 nChanged 1421 SP:Iteration 1F (20292.410000 sec): 3 clusters Score: Raw -636981.079776 + Penalty 4096.819613 = -632884.260163 nChanged 339 SP:Iteration 2F (20292.600000 sec): 3 clusters Score: Raw -637268.276959 + Penalty 4096.819613 = -633171.457347 nChanged 244 SP:Iteration 3F (20292.800000 sec): 3 clusters Score: Raw -637458.654350 + Penalty 4096.819613 = -633361.834737 nChanged 183 SP:Iteration 4Q (20293.050000 sec): 3 clusters Score: Raw -637621.445672 + Penalty 4096.819613 = -633524.626059 nChanged 168 SP:Iteration 5Q (20293.240000 sec): 3 clusters Score: Raw -637777.712981 + Penalty 4096.819613 = -633680.893369 nChanged 141 SP:Iteration 6Q (20293.450000 sec): 3 clusters Score: Raw -637881.005028 + Penalty 4096.819613 = -633784.185416 nChanged 128 SP:Iteration 7Q (20293.650000 sec): 3 clusters Score: Raw -637976.276276 + Penalty 4096.819613 = -633879.456664 nChanged 110 SP:Iteration 8Q (20293.840000 sec): 3 clusters Score: Raw -638039.506738 + Penalty 4096.819613 = -633942.687125 nChanged 76 SP:Iteration 9Q (20294.020000 sec): 3 clusters Score: Raw -638080.066754 + Penalty 4096.819613 = -633983.247141 nChanged 61 SP:Iteration 10Q (20294.220000 sec): 3 clusters Score: Raw -638117.210303 + Penalty 4096.819613 = -634020.390690 nChanged 65 SP:Iteration 11Q (20294.440000 sec): 3 clusters Score: Raw -638152.897303 + Penalty 4096.819613 = -634056.077690 nChanged 58 SP:Iteration 12Q (20294.640000 sec): 3 clusters Score: Raw -638182.448409 + Penalty 4096.819613 = -634085.628797 nChanged 48 SP:Iteration 13Q (20294.820000 sec): 3 clusters Score: Raw -638202.166820 + Penalty 4096.819613 = -634105.347207 nChanged 30 SP:Iteration 14Q (20295.010000 sec): 3 clusters Score: Raw -638215.665272 + Penalty 4096.819613 = -634118.845659 nChanged 24 SP:Iteration 15Q (20295.240000 sec): 3 clusters Score: Raw -638226.290209 + Penalty 4096.819613 = -634129.470596 nChanged 32 SP:Iteration 16Q (20295.460000 sec): 3 clusters Score: Raw -638240.049139 + Penalty 4096.819613 = -634143.229527 nChanged 33 SP:Iteration 17Q (20295.640000 sec): 3 clusters Score: Raw -638256.729013 + Penalty 4096.819613 = -634159.909400 nChanged 26 SP:Iteration 18Q (20295.820000 sec): 3 clusters Score: Raw -638266.806039 + Penalty 4096.819613 = -634169.986426 nChanged 19 SP:Iteration 19Q (20296.060000 sec): 3 clusters Score: Raw -638275.977841 + Penalty 4096.819613 = -634179.158228 nChanged 24 SP:Iteration 20F (20296.260000 sec): 3 clusters Score: Raw -638286.679609 + Penalty 4096.819613 = -634189.859997 nChanged 23 SP:Iteration 21Q (20296.450000 sec): 3 clusters Score: Raw -638303.496476 + Penalty 4096.819613 = -634206.676864 nChanged 29 SP:Iteration 22Q (20296.640000 sec): 3 clusters Score: Raw -638319.835138 + Penalty 4096.819613 = -634223.015525 nChanged 23 SP:Iteration 23Q (20296.860000 sec): 3 clusters Score: Raw -638330.543296 + Penalty 4096.819613 = -634233.723683 nChanged 30 SP:Iteration 24Q (20297.030000 sec): 3 clusters Score: Raw -638346.492041 + Penalty 4096.819613 = -634249.672429 nChanged 24 SP:Iteration 25Q (20297.260000 sec): 3 clusters Score: Raw -638360.212271 + Penalty 4096.819613 = -634263.392658 nChanged 28 SP:Iteration 26Q (20297.400000 sec): 3 clusters Score: Raw -638373.395595 + Penalty 4096.819613 = -634276.575982 nChanged 28 SP:Iteration 27Q (20297.620000 sec): 3 clusters Score: Raw -638389.809354 + Penalty 4096.819613 = -634292.989741 nChanged 27 SP:Iteration 28Q (20297.830000 sec): 3 clusters Score: Raw -638403.547013 + Penalty 4096.819613 = -634306.727400 nChanged 22 SP:Iteration 29Q (20298.000000 sec): 3 clusters Score: Raw -638413.578649 + Penalty 4096.819613 = -634316.759037 nChanged 17 SP:Iteration 30Q (20298.220000 sec): 3 clusters Score: Raw -638421.191070 + Penalty 4096.819613 = -634324.371458 nChanged 14 SP:Iteration 31Q (20298.450000 sec): 3 clusters Score: Raw -638427.936141 + Penalty 4096.819613 = -634331.116528 nChanged 11 SP:Iteration 32Q (20298.650000 sec): 3 clusters Score: Raw -638432.681558 + Penalty 4096.819613 = -634335.861946 nChanged 14 SP:Iteration 33Q (20298.830000 sec): 3 clusters Score: Raw -638439.338396 + Penalty 4096.819613 = -634342.518783 nChanged 9 SP:Iteration 34Q (20299.030000 sec): 3 clusters Score: Raw -638442.737353 + Penalty 4096.819613 = -634345.917740 nChanged 10 SP:Iteration 35Q (20299.230000 sec): 3 clusters Score: Raw -638447.875718 + Penalty 4096.819613 = -634351.056105 nChanged 10 SP:Iteration 36Q (20299.420000 sec): 3 clusters Score: Raw -638454.811035 + Penalty 4096.819613 = -634357.991422 nChanged 11 SP:Iteration 37Q (20299.660000 sec): 3 clusters Score: Raw -638461.920225 + Penalty 4096.819613 = -634365.100612 nChanged 7 SP:Iteration 38Q (20299.790000 sec): 3 clusters Score: Raw -638465.371017 + Penalty 4096.819613 = -634368.551405 nChanged 11 SP:Iteration 39Q (20300.010000 sec): 3 clusters Score: Raw -638472.518712 + Penalty 4096.819613 = -634375.699100 nChanged 9 SP:Iteration 40F (20300.170000 sec): 3 clusters Score: Raw -638480.348151 + Penalty 4096.819613 = -634383.528539 nChanged 13 SP:Iteration 41Q (20300.370000 sec): 3 clusters Score: Raw -638487.798525 + Penalty 4096.819613 = -634390.978912 nChanged 12 SP:Iteration 42Q (20300.550000 sec): 3 clusters Score: Raw -638494.616577 + Penalty 4096.819613 = -634397.796964 nChanged 11 SP:Iteration 43Q (20300.710000 sec): 3 clusters Score: Raw -638501.449610 + Penalty 4096.819613 = -634404.629997 nChanged 13 SP:Iteration 44Q (20300.910000 sec): 3 clusters Score: Raw -638511.884787 + Penalty 4096.819613 = -634415.065174 nChanged 15 SP:Iteration 45Q (20301.140000 sec): 3 clusters Score: Raw -638521.581522 + Penalty 4096.819613 = -634424.761909 nChanged 15 SP:Iteration 46Q (20301.360000 sec): 3 clusters Score: Raw -638530.057217 + Penalty 4096.819613 = -634433.237605 nChanged 11 SP:Iteration 47Q (20301.620000 sec): 3 clusters Score: Raw -638537.161196 + Penalty 4096.819613 = -634440.341583 nChanged 8 SP:Iteration 48Q (20301.850000 sec): 3 clusters Score: Raw -638540.276150 + Penalty 4096.819613 = -634443.456537 nChanged 7 SP:Iteration 49Q (20302.060000 sec): 3 clusters Score: Raw -638542.103120 + Penalty 4096.819613 = -634445.283507 nChanged 1 SP:Iteration 50Q (20302.270000 sec): 3 clusters Score: Raw -638542.804208 + Penalty 4096.819613 = -634445.984595 nChanged 3 SP:Iteration 51Q (20302.430000 sec): 3 clusters Score: Raw -638544.395213 + Penalty 4096.819613 = -634447.575600 nChanged 4 SP:Iteration 52Q (20302.630000 sec): 3 clusters Score: Raw -638545.975428 + Penalty 4096.819613 = -634449.155815 nChanged 1 SP:Iteration 53Q (20302.850000 sec): 3 clusters Score: Raw -638547.083177 + Penalty 4096.819613 = -634450.263565 nChanged 3 SP:Iteration 54Q (20303.050000 sec): 3 clusters Score: Raw -638548.145932 + Penalty 4096.819613 = -634451.326319 nChanged 0 SP:Iteration 55F (20303.210000 sec): 3 clusters Score: Raw -638548.145932 + Penalty 4096.819613 = -634451.326319 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 49 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20303.320000 sec): 2 clusters Score: Raw -20721.100035 + Penalty 1286.471680 = -19434.628355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20303.500000 sec): 3 clusters Score: Raw -21175.599400 + Penalty 2572.943360 = -18602.656040 nChanged 16 SP:Iteration 1F (20303.670000 sec): 3 clusters Score: Raw -21305.050225 + Penalty 2572.943360 = -18732.106866 nChanged 9 SP:Iteration 2F (20303.860000 sec): 3 clusters Score: Raw -21342.661627 + Penalty 2572.943360 = -18769.718267 nChanged 6 SP:Iteration 3Q (20304.000000 sec): 3 clusters Score: Raw -21375.281449 + Penalty 2572.943360 = -18802.338090 nChanged 3 SP:Iteration 4Q (20304.200000 sec): 3 clusters Score: Raw -21388.217936 + Penalty 2572.943360 = -18815.274576 nChanged 1 SP:Iteration 5Q (20304.380000 sec): 3 clusters Score: Raw -21394.518085 + Penalty 2572.943360 = -18821.574725 nChanged 2 SP:Iteration 6Q (20304.540000 sec): 3 clusters Score: Raw -21407.190762 + Penalty 2572.943360 = -18834.247403 nChanged 2 SP:Iteration 7Q (20304.720000 sec): 3 clusters Score: Raw -21417.747307 + Penalty 2572.943360 = -18844.803947 nChanged 0 SP:Iteration 8F (20304.900000 sec): 3 clusters Score: Raw -21417.747307 + Penalty 2572.943360 = -18844.803947 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 50 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20304.990000 sec): 2 clusters Score: Raw -28438.253568 + Penalty 1295.985175 = -27142.268393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20305.180000 sec): 3 clusters Score: Raw -29050.983452 + Penalty 2591.970350 = -26459.013102 nChanged 28 SP:Iteration 1F (20305.380000 sec): 3 clusters Score: Raw -29211.887867 + Penalty 2591.970350 = -26619.917517 nChanged 5 SP:Iteration 2Q (20305.590000 sec): 3 clusters Score: Raw -29244.666348 + Penalty 2591.970350 = -26652.695998 nChanged 5 SP:Iteration 3Q (20305.760000 sec): 3 clusters Score: Raw -29281.918322 + Penalty 2591.970350 = -26689.947972 nChanged 3 SP:Iteration 4Q (20305.970000 sec): 3 clusters Score: Raw -29309.118567 + Penalty 2591.970350 = -26717.148217 nChanged 3 SP:Iteration 5Q (20306.100000 sec): 3 clusters Score: Raw -29332.715284 + Penalty 2591.970350 = -26740.744934 nChanged 0 SP:Iteration 6F (20306.280000 sec): 3 clusters Score: Raw -29332.715284 + Penalty 2591.970350 = -26740.744934 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 51 (977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20306.410000 sec): 2 clusters Score: Raw -167641.797969 + Penalty 1707.352690 = -165934.445279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20306.580000 sec): 3 clusters Score: Raw -167399.088155 + Penalty 3414.705379 = -163984.382776 nChanged 239 SP:Iteration 1F (20306.740000 sec): 3 clusters Score: Raw -167684.341946 + Penalty 3414.705379 = -164269.636567 nChanged 57 SP:Iteration 2F (20306.900000 sec): 3 clusters Score: Raw -167778.308385 + Penalty 3414.705379 = -164363.603006 nChanged 38 SP:Iteration 3Q (20307.080000 sec): 3 clusters Score: Raw -167827.608176 + Penalty 3414.705379 = -164412.902796 nChanged 21 SP:Iteration 4Q (20307.280000 sec): 3 clusters Score: Raw -167852.502106 + Penalty 3414.705379 = -164437.796727 nChanged 4 SP:Iteration 5Q (20307.420000 sec): 3 clusters Score: Raw -167855.727179 + Penalty 3414.705379 = -164441.021800 nChanged 2 SP:Iteration 6Q (20307.600000 sec): 3 clusters Score: Raw -167858.670511 + Penalty 3414.705379 = -164443.965132 nChanged 1 SP:Iteration 7Q (20307.760000 sec): 3 clusters Score: Raw -167859.857662 + Penalty 3414.705379 = -164445.152282 nChanged 2 SP:Iteration 8Q (20307.920000 sec): 3 clusters Score: Raw -167860.455034 + Penalty 3414.705379 = -164445.749655 nChanged 0 SP:Iteration 9F (20308.110000 sec): 3 clusters Score: Raw -167860.455034 + Penalty 3414.705379 = -164445.749655 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 52 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20308.200000 sec): 2 clusters Score: Raw -31317.630383 + Penalty 1337.619631 = -29980.010752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20308.410000 sec): 3 clusters Score: Raw -31535.721167 + Penalty 2675.239263 = -28860.481904 nChanged 28 SP:Iteration 1F (20308.590000 sec): 3 clusters Score: Raw -31635.237596 + Penalty 2675.239263 = -28959.998333 nChanged 10 SP:Iteration 2Q (20308.820000 sec): 3 clusters Score: Raw -31670.390222 + Penalty 2675.239263 = -28995.150959 nChanged 3 SP:Iteration 3Q (20309.010000 sec): 3 clusters Score: Raw -31686.597738 + Penalty 2675.239263 = -29011.358475 nChanged 0 SP:Iteration 4F (20309.190000 sec): 3 clusters Score: Raw -31686.597738 + Penalty 2675.239263 = -29011.358475 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 53 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20309.290000 sec): 2 clusters Score: Raw -55410.369286 + Penalty 1463.174544 = -53947.194743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20309.430000 sec): 3 clusters Score: Raw -55589.519013 + Penalty 2926.349087 = -52663.169926 nChanged 74 SP:Iteration 1F (20309.640000 sec): 3 clusters Score: Raw -55756.898023 + Penalty 2926.349087 = -52830.548935 nChanged 19 SP:Iteration 2F (20309.790000 sec): 3 clusters Score: Raw -55805.151531 + Penalty 2926.349087 = -52878.802443 nChanged 10 SP:Iteration 3Q (20310.000000 sec): 3 clusters Score: Raw -55871.978667 + Penalty 2926.349087 = -52945.629580 nChanged 6 SP:Iteration 4Q (20310.220000 sec): 3 clusters Score: Raw -55898.013425 + Penalty 2926.349087 = -52971.664338 nChanged 7 SP:Iteration 5Q (20310.420000 sec): 3 clusters Score: Raw -55924.210308 + Penalty 2926.349087 = -52997.861221 nChanged 7 SP:Iteration 6Q (20310.600000 sec): 3 clusters Score: Raw -55936.190270 + Penalty 2926.349087 = -53009.841182 nChanged 5 SP:Iteration 7Q (20310.790000 sec): 3 clusters Score: Raw -55965.289178 + Penalty 2926.349087 = -53038.940091 nChanged 5 SP:Iteration 8Q (20310.950000 sec): 3 clusters Score: Raw -55983.069689 + Penalty 2926.349087 = -53056.720602 nChanged 3 SP:Iteration 9Q (20311.110000 sec): 3 clusters Score: Raw -55991.944576 + Penalty 2926.349087 = -53065.595489 nChanged 2 SP:Iteration 10Q (20311.310000 sec): 3 clusters Score: Raw -55994.147858 + Penalty 2926.349087 = -53067.798771 nChanged 0 SP:Iteration 11F (20311.530000 sec): 3 clusters Score: Raw -55996.656314 + Penalty 2926.349087 = -53070.307227 nChanged 2 SP:Iteration 12Q (20311.680000 sec): 3 clusters Score: Raw -56048.542352 + Penalty 2926.349087 = -53122.193264 nChanged 10 SP:Iteration 13Q (20311.840000 sec): 3 clusters Score: Raw -56095.497562 + Penalty 2926.349087 = -53169.148475 nChanged 5 SP:Iteration 14Q (20311.990000 sec): 3 clusters Score: Raw -56109.788695 + Penalty 2926.349087 = -53183.439608 nChanged 4 SP:Iteration 15Q (20312.220000 sec): 3 clusters Score: Raw -56128.833187 + Penalty 2926.349087 = -53202.484099 nChanged 2 SP:Iteration 16Q (20312.420000 sec): 3 clusters Score: Raw -56141.865183 + Penalty 2926.349087 = -53215.516095 nChanged 3 SP:Iteration 17Q (20312.590000 sec): 3 clusters Score: Raw -56164.225172 + Penalty 2926.349087 = -53237.876085 nChanged 4 SP:Iteration 18Q (20312.760000 sec): 3 clusters Score: Raw -56185.555291 + Penalty 2926.349087 = -53259.206204 nChanged 1 SP:Iteration 19Q (20312.970000 sec): 3 clusters Score: Raw -56187.158408 + Penalty 2926.349087 = -53260.809320 nChanged 1 SP:Iteration 20F (20313.140000 sec): 3 clusters Score: Raw -56192.281647 + Penalty 2926.349087 = -53265.932560 nChanged 2 SP:Iteration 21Q (20313.380000 sec): 3 clusters Score: Raw -56203.532025 + Penalty 2926.349087 = -53277.182937 nChanged 2 SP:Iteration 22Q (20313.570000 sec): 3 clusters Score: Raw -56230.314829 + Penalty 2926.349087 = -53303.965742 nChanged 3 SP:Iteration 23Q (20313.760000 sec): 3 clusters Score: Raw -56238.024047 + Penalty 2926.349087 = -53311.674959 nChanged 1 SP:Iteration 24Q (20313.930000 sec): 3 clusters Score: Raw -56250.973111 + Penalty 2926.349087 = -53324.624023 nChanged 2 SP:Iteration 25Q (20314.140000 sec): 3 clusters Score: Raw -56253.672103 + Penalty 2926.349087 = -53327.323016 nChanged 0 SP:Iteration 26F (20314.340000 sec): 3 clusters Score: Raw -56253.672103 + Penalty 2926.349087 = -53327.323016 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 54 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20314.420000 sec): 2 clusters Score: Raw -43777.832489 + Penalty 1447.757151 = -42330.075338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20314.600000 sec): 3 clusters Score: Raw -44061.305971 + Penalty 2895.514302 = -41165.791670 nChanged 62 SP:Iteration 1F (20314.780000 sec): 3 clusters Score: Raw -44307.512128 + Penalty 2895.514302 = -41411.997826 nChanged 32 SP:Iteration 2F (20314.940000 sec): 3 clusters Score: Raw -44438.413740 + Penalty 2895.514302 = -41542.899438 nChanged 11 SP:Iteration 3Q (20315.130000 sec): 3 clusters Score: Raw -44472.752981 + Penalty 2895.514302 = -41577.238680 nChanged 6 SP:Iteration 4Q (20315.290000 sec): 3 clusters Score: Raw -44553.996379 + Penalty 2895.514302 = -41658.482077 nChanged 6 SP:Iteration 5Q (20315.450000 sec): 3 clusters Score: Raw -44598.393439 + Penalty 2895.514302 = -41702.879137 nChanged 5 SP:Iteration 6Q (20315.560000 sec): 3 clusters Score: Raw -44640.748412 + Penalty 2895.514302 = -41745.234110 nChanged 3 SP:Iteration 7Q (20315.780000 sec): 3 clusters Score: Raw -44667.693696 + Penalty 2895.514302 = -41772.179394 nChanged 2 SP:Iteration 8Q (20315.920000 sec): 3 clusters Score: Raw -44679.545381 + Penalty 2895.514302 = -41784.031079 nChanged 1 SP:Iteration 9Q (20316.070000 sec): 3 clusters Score: Raw -44700.076378 + Penalty 2895.514302 = -41804.562076 nChanged 1 SP:Iteration 10Q (20316.220000 sec): 3 clusters Score: Raw -44705.260037 + Penalty 2895.514302 = -41809.745735 nChanged 0 SP:Iteration 11F (20316.340000 sec): 3 clusters Score: Raw -44705.260037 + Penalty 2895.514302 = -41809.745735 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 55 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20316.380000 sec): 2 clusters Score: Raw -21643.889321 + Penalty 1253.948960 = -20389.940362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20316.520000 sec): 3 clusters Score: Raw -21972.219910 + Penalty 2507.897919 = -19464.321990 nChanged 17 SP:Iteration 1F (20316.640000 sec): 3 clusters Score: Raw -22072.265262 + Penalty 2507.897919 = -19564.367343 nChanged 7 SP:Iteration 2Q (20316.780000 sec): 3 clusters Score: Raw -22127.472638 + Penalty 2507.897919 = -19619.574718 nChanged 1 SP:Iteration 3Q (20316.960000 sec): 3 clusters Score: Raw -22140.942091 + Penalty 2507.897919 = -19633.044171 nChanged 1 SP:Iteration 4Q (20317.130000 sec): 3 clusters Score: Raw -22146.643814 + Penalty 2507.897919 = -19638.745894 nChanged 1 SP:Iteration 5Q (20317.250000 sec): 3 clusters Score: Raw -22151.061678 + Penalty 2507.897919 = -19643.163759 nChanged 0 SP:Iteration 6F (20317.410000 sec): 3 clusters Score: Raw -22151.061678 + Penalty 2507.897919 = -19643.163759 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 56 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20317.520000 sec): 2 clusters Score: Raw -39693.690980 + Penalty 1397.427822 = -38296.263159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20317.660000 sec): 3 clusters Score: Raw -39926.068277 + Penalty 2794.855643 = -37131.212634 nChanged 39 SP:Iteration 1F (20317.800000 sec): 3 clusters Score: Raw -40153.419530 + Penalty 2794.855643 = -37358.563887 nChanged 19 SP:Iteration 2F (20317.980000 sec): 3 clusters Score: Raw -40294.471684 + Penalty 2794.855643 = -37499.616041 nChanged 14 SP:Iteration 3Q (20318.120000 sec): 3 clusters Score: Raw -40370.388702 + Penalty 2794.855643 = -37575.533059 nChanged 18 SP:Iteration 4F (20318.320000 sec): 3 clusters Score: Raw -40530.202441 + Penalty 2794.855643 = -37735.346798 nChanged 14 SP:Iteration 5Q (20318.520000 sec): 3 clusters Score: Raw -40702.666507 + Penalty 2794.855643 = -37907.810864 nChanged 8 SP:Iteration 6Q (20318.660000 sec): 3 clusters Score: Raw -40870.244063 + Penalty 2794.855643 = -38075.388420 nChanged 8 SP:Iteration 7Q (20318.750000 sec): 3 clusters Score: Raw -41056.988781 + Penalty 2794.855643 = -38262.133137 nChanged 3 SP:Iteration 8Q (20318.930000 sec): 3 clusters Score: Raw -41086.901290 + Penalty 2794.855643 = -38292.045646 nChanged 2 SP:Iteration 9Q (20319.110000 sec): 3 clusters Score: Raw -41102.138400 + Penalty 2794.855643 = -38307.282757 nChanged 2 SP:Iteration 10Q (20319.240000 sec): 3 clusters Score: Raw -41128.940452 + Penalty 2794.855643 = -38334.084809 nChanged 1 SP:Iteration 11Q (20319.390000 sec): 3 clusters Score: Raw -41133.387294 + Penalty 2794.855643 = -38338.531651 nChanged 0 SP:Iteration 12F (20319.610000 sec): 3 clusters Score: Raw -41133.387294 + Penalty 2794.855643 = -38338.531651 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 77. Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 57 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20319.740000 sec): 2 clusters Score: Raw -29950.709104 + Penalty 1355.030288 = -28595.678816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20319.910000 sec): 3 clusters Score: Raw -30181.013364 + Penalty 2710.060575 = -27470.952789 nChanged 29 SP:Iteration 1F (20320.100000 sec): 3 clusters Score: Raw -30335.726283 + Penalty 2710.060575 = -27625.665708 nChanged 6 SP:Iteration 2Q (20320.340000 sec): 3 clusters Score: Raw -30385.097123 + Penalty 2710.060575 = -27675.036548 nChanged 5 SP:Iteration 3Q (20320.530000 sec): 3 clusters Score: Raw -30406.954913 + Penalty 2710.060575 = -27696.894338 nChanged 0 SP:Iteration 4F (20320.740000 sec): 3 clusters Score: Raw -30406.954913 + Penalty 2710.060575 = -27696.894338 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 58 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20320.880000 sec): 2 clusters Score: Raw -17070.906850 + Penalty 1230.785468 = -15840.121382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20321.110000 sec): 3 clusters Score: Raw -17575.325327 + Penalty 2461.570937 = -15113.754391 nChanged 17 SP:Iteration 1F (20321.360000 sec): 3 clusters Score: Raw -17745.909286 + Penalty 2461.570937 = -15284.338349 nChanged 5 SP:Iteration 2Q (20321.640000 sec): 3 clusters Score: Raw -17834.587281 + Penalty 2461.570937 = -15373.016345 nChanged 1 SP:Iteration 3Q (20321.820000 sec): 3 clusters Score: Raw -17841.592162 + Penalty 2461.570937 = -15380.021226 nChanged 1 SP:Iteration 4Q (20321.960000 sec): 3 clusters Score: Raw -17851.386883 + Penalty 2461.570937 = -15389.815946 nChanged 0 SP:Iteration 5F (20322.140000 sec): 3 clusters Score: Raw -17851.386883 + Penalty 2461.570937 = -15389.815946 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 59 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20322.240000 sec): 2 clusters Score: Raw -15585.096027 + Penalty 1151.808943 = -14433.287084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20322.460000 sec): 3 clusters Score: Raw -15875.585819 + Penalty 2303.617886 = -13571.967933 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 60 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20322.560000 sec): 2 clusters Score: Raw -35299.306506 + Penalty 1375.204006 = -33924.102500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20322.800000 sec): 3 clusters Score: Raw -35471.294169 + Penalty 2750.408012 = -32720.886157 nChanged 26 SP:Iteration 1F (20322.970000 sec): 3 clusters Score: Raw -35632.469272 + Penalty 2750.408012 = -32882.061260 nChanged 13 SP:Iteration 2F (20323.170000 sec): 3 clusters Score: Raw -35706.621786 + Penalty 2750.408012 = -32956.213774 nChanged 10 SP:Iteration 3Q (20323.320000 sec): 3 clusters Score: Raw -35788.057886 + Penalty 2750.408012 = -33037.649873 nChanged 7 SP:Iteration 4Q (20323.500000 sec): 3 clusters Score: Raw -35888.849715 + Penalty 2750.408012 = -33138.441702 nChanged 3 SP:Iteration 5Q (20323.720000 sec): 3 clusters Score: Raw -35920.482501 + Penalty 2750.408012 = -33170.074489 nChanged 5 SP:Iteration 6Q (20323.880000 sec): 3 clusters Score: Raw -35969.830792 + Penalty 2750.408012 = -33219.422779 nChanged 4 SP:Iteration 7Q (20324.060000 sec): 3 clusters Score: Raw -36008.893083 + Penalty 2750.408012 = -33258.485071 nChanged 3 SP:Iteration 8Q (20324.190000 sec): 3 clusters Score: Raw -36028.835581 + Penalty 2750.408012 = -33278.427569 nChanged 1 SP:Iteration 9Q (20324.400000 sec): 3 clusters Score: Raw -36038.849401 + Penalty 2750.408012 = -33288.441389 nChanged 0 SP:Iteration 10F (20324.560000 sec): 3 clusters Score: Raw -36039.180122 + Penalty 2750.408012 = -33288.772109 nChanged 1 SP:Iteration 11Q (20324.780000 sec): 3 clusters Score: Raw -36047.688463 + Penalty 2750.408012 = -33297.280451 nChanged 2 SP:Iteration 12Q (20324.960000 sec): 3 clusters Score: Raw -36066.217655 + Penalty 2750.408012 = -33315.809643 nChanged 2 SP:Iteration 13Q (20325.120000 sec): 3 clusters Score: Raw -36076.944787 + Penalty 2750.408012 = -33326.536775 nChanged 1 SP:Iteration 14Q (20325.300000 sec): 3 clusters Score: Raw -36086.546648 + Penalty 2750.408012 = -33336.138636 nChanged 2 SP:Iteration 15Q (20325.500000 sec): 3 clusters Score: Raw -36115.081199 + Penalty 2750.408012 = -33364.673187 nChanged 1 SP:Iteration 16Q (20325.680000 sec): 3 clusters Score: Raw -36118.163779 + Penalty 2750.408012 = -33367.755767 nChanged 0 SP:Iteration 17F (20325.860000 sec): 3 clusters Score: Raw -36118.163779 + Penalty 2750.408012 = -33367.755767 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 61 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20325.980000 sec): 2 clusters Score: Raw -34406.801910 + Penalty 1364.312036 = -33042.489874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20326.160000 sec): 3 clusters Score: Raw -34640.431054 + Penalty 2728.624072 = -31911.806982 nChanged 28 SP:Iteration 1F (20326.330000 sec): 3 clusters Score: Raw -34786.111162 + Penalty 2728.624072 = -32057.487089 nChanged 10 SP:Iteration 2Q (20326.500000 sec): 3 clusters Score: Raw -34855.858819 + Penalty 2728.624072 = -32127.234746 nChanged 7 SP:Iteration 3Q (20326.690000 sec): 3 clusters Score: Raw -34907.387650 + Penalty 2728.624072 = -32178.763578 nChanged 8 SP:Iteration 4Q (20326.860000 sec): 3 clusters Score: Raw -34967.561189 + Penalty 2728.624072 = -32238.937117 nChanged 1 SP:Iteration 5Q (20327.010000 sec): 3 clusters Score: Raw -34971.862424 + Penalty 2728.624072 = -32243.238351 nChanged 1 SP:Iteration 6Q (20327.180000 sec): 3 clusters Score: Raw -34978.190795 + Penalty 2728.624072 = -32249.566723 nChanged 0 SP:Iteration 7F (20327.340000 sec): 3 clusters Score: Raw -34978.190795 + Penalty 2728.624072 = -32249.566723 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 62 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20327.410000 sec): 2 clusters Score: Raw -20352.614755 + Penalty 1223.749535 = -19128.865220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20327.580000 sec): 3 clusters Score: Raw -20690.868587 + Penalty 2447.499071 = -18243.369516 nChanged 14 SP:Iteration 1F (20327.760000 sec): 3 clusters Score: Raw -20778.146969 + Penalty 2447.499071 = -18330.647898 nChanged 3 SP:Iteration 2Q (20327.940000 sec): 3 clusters Score: Raw -20806.803451 + Penalty 2447.499071 = -18359.304380 nChanged 0 SP:Iteration 3F (20328.100000 sec): 3 clusters Score: Raw -20806.803451 + Penalty 2447.499071 = -18359.304380 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 63 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20328.220000 sec): 2 clusters Score: Raw -16789.072177 + Penalty 1269.262465 = -15519.809712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20328.420000 sec): 3 clusters Score: Raw -17244.702056 + Penalty 2538.524931 = -14706.177125 nChanged 32 SP:Iteration 1F (20328.530000 sec): 3 clusters Score: Raw -17504.673990 + Penalty 2538.524931 = -14966.149059 nChanged 6 SP:Iteration 2Q (20328.740000 sec): 3 clusters Score: Raw -17564.191336 + Penalty 2538.524931 = -15025.666405 nChanged 2 SP:Iteration 3Q (20328.860000 sec): 3 clusters Score: Raw -17593.065471 + Penalty 2538.524931 = -15054.540541 nChanged 2 SP:Iteration 4Q (20329.040000 sec): 3 clusters Score: Raw -17625.245251 + Penalty 2538.524931 = -15086.720320 nChanged 2 SP:Iteration 5Q (20329.230000 sec): 3 clusters Score: Raw -17660.652985 + Penalty 2538.524931 = -15122.128054 nChanged 0 SP:Iteration 6F (20329.390000 sec): 3 clusters Score: Raw -17660.652985 + Penalty 2538.524931 = -15122.128054 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 64 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20329.500000 sec): 2 clusters Score: Raw -34991.827591 + Penalty 1393.859415 = -33597.968176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20329.680000 sec): 3 clusters Score: Raw -35156.604150 + Penalty 2787.718829 = -32368.885321 nChanged 38 SP:Iteration 1F (20329.850000 sec): 3 clusters Score: Raw -35322.012029 + Penalty 2787.718829 = -32534.293200 nChanged 9 SP:Iteration 2Q (20330.050000 sec): 3 clusters Score: Raw -35370.442855 + Penalty 2787.718829 = -32582.724026 nChanged 6 SP:Iteration 3Q (20330.230000 sec): 3 clusters Score: Raw -35404.997035 + Penalty 2787.718829 = -32617.278205 nChanged 4 SP:Iteration 4Q (20330.430000 sec): 3 clusters Score: Raw -35424.344083 + Penalty 2787.718829 = -32636.625254 nChanged 2 SP:Iteration 5Q (20330.580000 sec): 3 clusters Score: Raw -35431.015778 + Penalty 2787.718829 = -32643.296948 nChanged 0 SP:Iteration 6F (20330.810000 sec): 3 clusters Score: Raw -35431.015778 + Penalty 2787.718829 = -32643.296948 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 65 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20330.860000 sec): 2 clusters Score: Raw -51453.109071 + Penalty 1455.585634 = -49997.523437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20331.050000 sec): 3 clusters Score: Raw -51592.518814 + Penalty 2911.171269 = -48681.347545 nChanged 62 SP:Iteration 1F (20331.240000 sec): 3 clusters Score: Raw -51793.699336 + Penalty 2911.171269 = -48882.528067 nChanged 18 SP:Iteration 2F (20331.440000 sec): 3 clusters Score: Raw -51861.711743 + Penalty 2911.171269 = -48950.540474 nChanged 9 SP:Iteration 3Q (20331.610000 sec): 3 clusters Score: Raw -51908.056650 + Penalty 2911.171269 = -48996.885382 nChanged 4 SP:Iteration 4Q (20331.770000 sec): 3 clusters Score: Raw -51927.211992 + Penalty 2911.171269 = -49016.040723 nChanged 5 SP:Iteration 5Q (20331.930000 sec): 3 clusters Score: Raw -51954.542661 + Penalty 2911.171269 = -49043.371392 nChanged 3 SP:Iteration 6Q (20332.120000 sec): 3 clusters Score: Raw -51966.462970 + Penalty 2911.171269 = -49055.291701 nChanged 2 SP:Iteration 7Q (20332.280000 sec): 3 clusters Score: Raw -51973.960681 + Penalty 2911.171269 = -49062.789412 nChanged 2 SP:Iteration 8Q (20332.480000 sec): 3 clusters Score: Raw -51984.764172 + Penalty 2911.171269 = -49073.592903 nChanged 2 SP:Iteration 9Q (20332.690000 sec): 3 clusters Score: Raw -51989.737442 + Penalty 2911.171269 = -49078.566173 nChanged 3 SP:Iteration 10Q (20332.830000 sec): 3 clusters Score: Raw -52003.840120 + Penalty 2911.171269 = -49092.668851 nChanged 3 SP:Iteration 11Q (20333.020000 sec): 3 clusters Score: Raw -52009.937292 + Penalty 2911.171269 = -49098.766023 nChanged 0 SP:Iteration 12F (20333.230000 sec): 3 clusters Score: Raw -52009.937292 + Penalty 2911.171269 = -49098.766023 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 66 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20333.340000 sec): 2 clusters Score: Raw -22613.242600 + Penalty 1330.762052 = -21282.480548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20333.540000 sec): 3 clusters Score: Raw -22992.377813 + Penalty 2661.524103 = -20330.853710 nChanged 35 SP:Iteration 1F (20333.700000 sec): 3 clusters Score: Raw -23202.432497 + Penalty 2661.524103 = -20540.908393 nChanged 12 SP:Iteration 2F (20333.860000 sec): 3 clusters Score: Raw -23318.391038 + Penalty 2661.524103 = -20656.866934 nChanged 8 SP:Iteration 3Q (20334.060000 sec): 3 clusters Score: Raw -23404.588382 + Penalty 2661.524103 = -20743.064278 nChanged 3 SP:Iteration 4Q (20334.210000 sec): 3 clusters Score: Raw -23434.248023 + Penalty 2661.524103 = -20772.723919 nChanged 1 SP:Iteration 5Q (20334.390000 sec): 3 clusters Score: Raw -23439.690748 + Penalty 2661.524103 = -20778.166644 nChanged 1 SP:Iteration 6Q (20334.540000 sec): 3 clusters Score: Raw -23447.676079 + Penalty 2661.524103 = -20786.151976 nChanged 1 SP:Iteration 7Q (20334.740000 sec): 3 clusters Score: Raw -23454.002761 + Penalty 2661.524103 = -20792.478658 nChanged 1 SP:Iteration 8Q (20334.880000 sec): 3 clusters Score: Raw -23463.098808 + Penalty 2661.524103 = -20801.574704 nChanged 1 SP:Iteration 9Q (20335.060000 sec): 3 clusters Score: Raw -23469.863315 + Penalty 2661.524103 = -20808.339211 nChanged 0 SP:Iteration 10F (20335.290000 sec): 3 clusters Score: Raw -23469.863315 + Penalty 2661.524103 = -20808.339211 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 67 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20335.350000 sec): 2 clusters Score: Raw -41901.684430 + Penalty 1406.984170 = -40494.700260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20335.540000 sec): 3 clusters Score: Raw -42071.895194 + Penalty 2813.968341 = -39257.926853 nChanged 37 SP:Iteration 1F (20335.680000 sec): 3 clusters Score: Raw -42271.683800 + Penalty 2813.968341 = -39457.715460 nChanged 15 SP:Iteration 2F (20335.900000 sec): 3 clusters Score: Raw -42351.531210 + Penalty 2813.968341 = -39537.562870 nChanged 13 SP:Iteration 3Q (20336.090000 sec): 3 clusters Score: Raw -42469.254852 + Penalty 2813.968341 = -39655.286511 nChanged 11 SP:Iteration 4Q (20336.270000 sec): 3 clusters Score: Raw -42614.867148 + Penalty 2813.968341 = -39800.898807 nChanged 11 SP:Iteration 5Q (20336.440000 sec): 3 clusters Score: Raw -42695.932115 + Penalty 2813.968341 = -39881.963774 nChanged 5 SP:Iteration 6Q (20336.600000 sec): 3 clusters Score: Raw -42722.318272 + Penalty 2813.968341 = -39908.349931 nChanged 4 SP:Iteration 7Q (20336.780000 sec): 3 clusters Score: Raw -42746.835136 + Penalty 2813.968341 = -39932.866795 nChanged 3 SP:Iteration 8Q (20336.980000 sec): 3 clusters Score: Raw -42761.799594 + Penalty 2813.968341 = -39947.831253 nChanged 2 SP:Iteration 9Q (20337.130000 sec): 3 clusters Score: Raw -42777.759844 + Penalty 2813.968341 = -39963.791504 nChanged 2 SP:Iteration 10Q (20337.300000 sec): 3 clusters Score: Raw -42794.382176 + Penalty 2813.968341 = -39980.413835 nChanged 1 SP:Iteration 11Q (20337.500000 sec): 3 clusters Score: Raw -42802.041939 + Penalty 2813.968341 = -39988.073598 nChanged 0 SP:Iteration 12F (20337.660000 sec): 3 clusters Score: Raw -42802.041939 + Penalty 2813.968341 = -39988.073598 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 68 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20337.760000 sec): 2 clusters Score: Raw -16285.855324 + Penalty 1257.088242 = -15028.767082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20337.980000 sec): 3 clusters Score: Raw -16801.310110 + Penalty 2514.176484 = -14287.133625 nChanged 27 SP:Iteration 1F (20338.130000 sec): 3 clusters Score: Raw -17048.250673 + Penalty 2514.176484 = -14534.074189 nChanged 1 SP:Iteration 2Q (20338.300000 sec): 3 clusters Score: Raw -17063.037026 + Penalty 2514.176484 = -14548.860542 nChanged 1 SP:Iteration 3Q (20338.510000 sec): 3 clusters Score: Raw -17076.412140 + Penalty 2514.176484 = -14562.235655 nChanged 1 SP:Iteration 4Q (20338.710000 sec): 3 clusters Score: Raw -17084.610098 + Penalty 2514.176484 = -14570.433613 nChanged 1 SP:Iteration 5Q (20338.870000 sec): 3 clusters Score: Raw -17092.467635 + Penalty 2514.176484 = -14578.291151 nChanged 0 SP:Iteration 6F (20339.090000 sec): 3 clusters Score: Raw -17092.467635 + Penalty 2514.176484 = -14578.291151 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 69 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20339.160000 sec): 2 clusters Score: Raw -20056.346606 + Penalty 1264.766874 = -18791.579732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20339.340000 sec): 3 clusters Score: Raw -20415.921765 + Penalty 2529.533748 = -17886.388016 nChanged 19 SP:Iteration 1F (20339.520000 sec): 3 clusters Score: Raw -20537.401944 + Penalty 2529.533748 = -18007.868196 nChanged 6 SP:Iteration 2Q (20339.720000 sec): 3 clusters Score: Raw -20623.412517 + Penalty 2529.533748 = -18093.878768 nChanged 2 SP:Iteration 3Q (20339.880000 sec): 3 clusters Score: Raw -20638.285998 + Penalty 2529.533748 = -18108.752250 nChanged 1 SP:Iteration 4Q (20340.110000 sec): 3 clusters Score: Raw -20655.284454 + Penalty 2529.533748 = -18125.750706 nChanged 0 SP:Iteration 5F (20340.290000 sec): 3 clusters Score: Raw -20655.284454 + Penalty 2529.533748 = -18125.750706 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 70 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20340.370000 sec): 2 clusters Score: Raw -31616.762660 + Penalty 1386.564771 = -30230.197889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20340.560000 sec): 3 clusters Score: Raw -31728.853625 + Penalty 2773.129542 = -28955.724082 nChanged 37 SP:Iteration 1F (20340.760000 sec): 3 clusters Score: Raw -31894.437891 + Penalty 2773.129542 = -29121.308349 nChanged 15 SP:Iteration 2F (20340.960000 sec): 3 clusters Score: Raw -32017.239506 + Penalty 2773.129542 = -29244.109964 nChanged 14 SP:Iteration 3F (20341.180000 sec): 3 clusters Score: Raw -32161.990293 + Penalty 2773.129542 = -29388.860751 nChanged 10 SP:Iteration 4Q (20341.340000 sec): 3 clusters Score: Raw -32244.603853 + Penalty 2773.129542 = -29471.474311 nChanged 0 SP:Iteration 5F (20341.530000 sec): 3 clusters Score: Raw -32244.603853 + Penalty 2773.129542 = -29471.474311 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 71 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20341.640000 sec): 2 clusters Score: Raw -18919.164602 + Penalty 1257.088242 = -17662.076360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20341.830000 sec): 3 clusters Score: Raw -19256.831837 + Penalty 2514.176484 = -16742.655353 nChanged 16 SP:Iteration 1F (20342.010000 sec): 3 clusters Score: Raw -19362.654080 + Penalty 2514.176484 = -16848.477596 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 72 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20342.070000 sec): 2 clusters Score: Raw -23892.846047 + Penalty 1307.703891 = -22585.142157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20342.260000 sec): 3 clusters Score: Raw -24179.752892 + Penalty 2615.407781 = -21564.345111 nChanged 18 SP:Iteration 1F (20342.480000 sec): 3 clusters Score: Raw -24272.442864 + Penalty 2615.407781 = -21657.035083 nChanged 5 SP:Iteration 2Q (20342.670000 sec): 3 clusters Score: Raw -24307.285842 + Penalty 2615.407781 = -21691.878061 nChanged 5 SP:Iteration 3Q (20342.830000 sec): 3 clusters Score: Raw -24335.138780 + Penalty 2615.407781 = -21719.730999 nChanged 2 SP:Iteration 4Q (20342.980000 sec): 3 clusters Score: Raw -24349.888582 + Penalty 2615.407781 = -21734.480801 nChanged 2 SP:Iteration 5Q (20343.200000 sec): 3 clusters Score: Raw -24361.717063 + Penalty 2615.407781 = -21746.309282 nChanged 0 SP:Iteration 6F (20343.380000 sec): 3 clusters Score: Raw -24361.717063 + Penalty 2615.407781 = -21746.309282 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 73 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20343.510000 sec): 2 clusters Score: Raw -23971.181824 + Penalty 1321.313290 = -22649.868535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20343.680000 sec): 3 clusters Score: Raw -24296.466747 + Penalty 2642.626580 = -21653.840168 nChanged 18 SP:Iteration 1F (20343.830000 sec): 3 clusters Score: Raw -24408.386267 + Penalty 2642.626580 = -21765.759687 nChanged 8 SP:Iteration 2Q (20344.040000 sec): 3 clusters Score: Raw -24452.785152 + Penalty 2642.626580 = -21810.158573 nChanged 1 SP:Iteration 3Q (20344.220000 sec): 3 clusters Score: Raw -24456.421735 + Penalty 2642.626580 = -21813.795156 nChanged 0 SP:Iteration 4F (20344.420000 sec): 3 clusters Score: Raw -24456.421735 + Penalty 2642.626580 = -21813.795156 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 74 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20344.490000 sec): 2 clusters Score: Raw -42920.854339 + Penalty 1392.055770 = -41528.798568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20344.680000 sec): 3 clusters Score: Raw -43133.675836 + Penalty 2784.111541 = -40349.564295 nChanged 43 SP:Iteration 1F (20344.850000 sec): 3 clusters Score: Raw -43384.605618 + Penalty 2784.111541 = -40600.494077 nChanged 11 SP:Iteration 2Q (20345.080000 sec): 3 clusters Score: Raw -43554.673925 + Penalty 2784.111541 = -40770.562385 nChanged 15 SP:Iteration 3F (20345.230000 sec): 3 clusters Score: Raw -43616.478778 + Penalty 2784.111541 = -40832.367237 nChanged 10 SP:Iteration 4Q (20345.410000 sec): 3 clusters Score: Raw -43710.611045 + Penalty 2784.111541 = -40926.499504 nChanged 6 SP:Iteration 5Q (20345.570000 sec): 3 clusters Score: Raw -43737.353216 + Penalty 2784.111541 = -40953.241675 nChanged 5 SP:Iteration 6Q (20345.760000 sec): 3 clusters Score: Raw -43795.319262 + Penalty 2784.111541 = -41011.207721 nChanged 3 SP:Iteration 7Q (20345.940000 sec): 3 clusters Score: Raw -43828.401130 + Penalty 2784.111541 = -41044.289589 nChanged 2 SP:Iteration 8Q (20346.100000 sec): 3 clusters Score: Raw -43839.882596 + Penalty 2784.111541 = -41055.771055 nChanged 0 SP:Iteration 9F (20346.270000 sec): 3 clusters Score: Raw -43839.882596 + Penalty 2784.111541 = -41055.771055 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 75 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20346.370000 sec): 2 clusters Score: Raw -11775.683812 + Penalty 1174.577215 = -10601.106596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20346.520000 sec): 3 clusters Score: Raw -12205.939255 + Penalty 2349.154430 = -9856.784824 nChanged 6 SP:Iteration 1F (20346.710000 sec): 3 clusters Score: Raw -12254.462344 + Penalty 2349.154430 = -9905.307914 nChanged 1 SP:Iteration 2Q (20346.860000 sec): 3 clusters Score: Raw -12264.967125 + Penalty 2349.154430 = -9915.812695 nChanged 1 SP:Iteration 3Q (20347.050000 sec): 3 clusters Score: Raw -12277.432935 + Penalty 2349.154430 = -9928.278505 nChanged 0 SP:Iteration 4F (20347.240000 sec): 3 clusters Score: Raw -12277.432935 + Penalty 2349.154430 = -9928.278505 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 76 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20347.300000 sec): 2 clusters Score: Raw -14559.835245 + Penalty 1193.421720 = -13366.413525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20347.520000 sec): 3 clusters Score: Raw -14835.977552 + Penalty 2386.843440 = -12449.134112 nChanged 5 SP:Iteration 1Q (20347.680000 sec): 3 clusters Score: Raw -14862.611665 + Penalty 2386.843440 = -12475.768225 nChanged 1 SP:Iteration 2Q (20347.820000 sec): 3 clusters Score: Raw -14875.289987 + Penalty 2386.843440 = -12488.446546 nChanged 1 SP:Iteration 3Q (20348.020000 sec): 3 clusters Score: Raw -14895.662860 + Penalty 2386.843440 = -12508.819420 nChanged 1 SP:Iteration 4Q (20348.180000 sec): 3 clusters Score: Raw -14909.148494 + Penalty 2386.843440 = -12522.305054 nChanged 0 SP:Iteration 5F (20348.390000 sec): 3 clusters Score: Raw -14909.148494 + Penalty 2386.843440 = -12522.305054 nChanged 0 Iteration 339Q (20406.240000 sec): 78 clusters Score: Raw -155305804.901644 + Penalty 261218.996602 = -155044585.905041 nChanged 5 Iteration 340F (20530.240000 sec): 78 clusters Score: Raw -155305822.197099 + Penalty 261218.996602 = -155044603.200497 nChanged 5 Iteration 341Q (20582.100000 sec): 78 clusters Score: Raw -155305843.649841 + Penalty 261218.996602 = -155044624.653239 nChanged 2 Iteration 342Q (20631.700000 sec): 78 clusters Score: Raw -155305851.543164 + Penalty 261218.996602 = -155044632.546561 nChanged 1 Iteration 343Q (20688.600000 sec): 78 clusters Score: Raw -155305851.661372 + Penalty 261218.996602 = -155044632.664770 nChanged 0 Iteration 344F (20815.260000 sec): 78 clusters Score: Raw -155305851.661372 + Penalty 261218.996602 = -155044632.664770 nChanged 0 Compute initial score before splitting: Score: Raw -155305851.661372 + Penalty 261218.996602 = -155044632.664770 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 1 (8186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20815.400000 sec): 2 clusters Score: Raw -1515853.679843 + Penalty 2234.524803 = -1513619.155040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20815.630000 sec): 3 clusters Score: Raw -1511531.438263 + Penalty 4469.049606 = -1507062.388657 nChanged 3312 SP:Iteration 1F (20815.860000 sec): 3 clusters Score: Raw -1513363.435148 + Penalty 4469.049606 = -1508894.385542 nChanged 571 SP:Iteration 2F (20816.120000 sec): 3 clusters Score: Raw -1513701.335577 + Penalty 4469.049606 = -1509232.285971 nChanged 490 SP:Iteration 3F (20816.360000 sec): 3 clusters Score: Raw -1514003.288050 + Penalty 4469.049606 = -1509534.238445 nChanged 459 SP:Iteration 4F (20816.550000 sec): 3 clusters Score: Raw -1514307.192833 + Penalty 4469.049606 = -1509838.143228 nChanged 471 SP:Iteration 5F (20816.790000 sec): 3 clusters Score: Raw -1514651.379786 + Penalty 4469.049606 = -1510182.330180 nChanged 481 SP:Iteration 6F (20817.040000 sec): 3 clusters Score: Raw -1515006.838037 + Penalty 4469.049606 = -1510537.788431 nChanged 446 SP:Iteration 7F (20817.280000 sec): 3 clusters Score: Raw -1515333.858066 + Penalty 4469.049606 = -1510864.808460 nChanged 370 SP:Iteration 8Q (20817.500000 sec): 3 clusters Score: Raw -1515590.847411 + Penalty 4469.049606 = -1511121.797805 nChanged 302 SP:Iteration 9Q (20817.800000 sec): 3 clusters Score: Raw -1515791.939600 + Penalty 4469.049606 = -1511322.889994 nChanged 224 SP:Iteration 10Q (20818.000000 sec): 3 clusters Score: Raw -1515912.353542 + Penalty 4469.049606 = -1511443.303936 nChanged 146 SP:Iteration 11Q (20818.210000 sec): 3 clusters Score: Raw -1515984.543899 + Penalty 4469.049606 = -1511515.494293 nChanged 108 SP:Iteration 12Q (20818.400000 sec): 3 clusters Score: Raw -1516037.000123 + Penalty 4469.049606 = -1511567.950517 nChanged 92 SP:Iteration 13Q (20818.580000 sec): 3 clusters Score: Raw -1516085.941874 + Penalty 4469.049606 = -1511616.892269 nChanged 66 SP:Iteration 14Q (20818.800000 sec): 3 clusters Score: Raw -1516119.655514 + Penalty 4469.049606 = -1511650.605908 nChanged 50 SP:Iteration 15Q (20819.000000 sec): 3 clusters Score: Raw -1516142.510736 + Penalty 4469.049606 = -1511673.461130 nChanged 40 SP:Iteration 16Q (20819.230000 sec): 3 clusters Score: Raw -1516160.836315 + Penalty 4469.049606 = -1511691.786709 nChanged 31 SP:Iteration 17Q (20819.450000 sec): 3 clusters Score: Raw -1516177.151610 + Penalty 4469.049606 = -1511708.102004 nChanged 27 SP:Iteration 18Q (20819.690000 sec): 3 clusters Score: Raw -1516190.866143 + Penalty 4469.049606 = -1511721.816537 nChanged 23 SP:Iteration 19Q (20819.950000 sec): 3 clusters Score: Raw -1516199.658641 + Penalty 4469.049606 = -1511730.609036 nChanged 18 SP:Iteration 20F (20820.160000 sec): 3 clusters Score: Raw -1516209.427045 + Penalty 4469.049606 = -1511740.377439 nChanged 19 SP:Iteration 21Q (20820.390000 sec): 3 clusters Score: Raw -1516219.778968 + Penalty 4469.049606 = -1511750.729362 nChanged 22 SP:Iteration 22Q (20820.570000 sec): 3 clusters Score: Raw -1516231.498428 + Penalty 4469.049606 = -1511762.448822 nChanged 19 SP:Iteration 23Q (20820.840000 sec): 3 clusters Score: Raw -1516239.946592 + Penalty 4469.049606 = -1511770.896986 nChanged 10 SP:Iteration 24Q (20821.110000 sec): 3 clusters Score: Raw -1516244.842476 + Penalty 4469.049606 = -1511775.792870 nChanged 8 SP:Iteration 25Q (20821.320000 sec): 3 clusters Score: Raw -1516248.870953 + Penalty 4469.049606 = -1511779.821347 nChanged 10 SP:Iteration 26Q (20821.570000 sec): 3 clusters Score: Raw -1516253.113090 + Penalty 4469.049606 = -1511784.063484 nChanged 7 SP:Iteration 27Q (20821.790000 sec): 3 clusters Score: Raw -1516255.739505 + Penalty 4469.049606 = -1511786.689899 nChanged 1 SP:Iteration 28Q (20821.980000 sec): 3 clusters Score: Raw -1516257.049523 + Penalty 4469.049606 = -1511787.999918 nChanged 6 SP:Iteration 29Q (20822.280000 sec): 3 clusters Score: Raw -1516260.856599 + Penalty 4469.049606 = -1511791.806993 nChanged 6 SP:Iteration 30Q (20822.530000 sec): 3 clusters Score: Raw -1516263.845895 + Penalty 4469.049606 = -1511794.796289 nChanged 8 SP:Iteration 31Q (20822.750000 sec): 3 clusters Score: Raw -1516269.082270 + Penalty 4469.049606 = -1511800.032664 nChanged 7 SP:Iteration 32Q (20823.000000 sec): 3 clusters Score: Raw -1516272.543965 + Penalty 4469.049606 = -1511803.494359 nChanged 6 SP:Iteration 33Q (20823.180000 sec): 3 clusters Score: Raw -1516274.940914 + Penalty 4469.049606 = -1511805.891308 nChanged 6 SP:Iteration 34Q (20823.440000 sec): 3 clusters Score: Raw -1516277.514561 + Penalty 4469.049606 = -1511808.464955 nChanged 4 SP:Iteration 35Q (20823.680000 sec): 3 clusters Score: Raw -1516279.305240 + Penalty 4469.049606 = -1511810.255634 nChanged 3 SP:Iteration 36Q (20823.850000 sec): 3 clusters Score: Raw -1516280.910254 + Penalty 4469.049606 = -1511811.860648 nChanged 5 SP:Iteration 37Q (20824.100000 sec): 3 clusters Score: Raw -1516283.092714 + Penalty 4469.049606 = -1511814.043108 nChanged 3 SP:Iteration 38Q (20824.300000 sec): 3 clusters Score: Raw -1516285.330984 + Penalty 4469.049606 = -1511816.281378 nChanged 6 SP:Iteration 39Q (20824.540000 sec): 3 clusters Score: Raw -1516288.011953 + Penalty 4469.049606 = -1511818.962347 nChanged 4 SP:Iteration 40F (20824.740000 sec): 3 clusters Score: Raw -1516289.736130 + Penalty 4469.049606 = -1511820.686524 nChanged 6 SP:Iteration 41Q (20824.980000 sec): 3 clusters Score: Raw -1516292.638500 + Penalty 4469.049606 = -1511823.588894 nChanged 5 SP:Iteration 42Q (20825.170000 sec): 3 clusters Score: Raw -1516294.488054 + Penalty 4469.049606 = -1511825.438448 nChanged 4 SP:Iteration 43Q (20825.400000 sec): 3 clusters Score: Raw -1516296.427114 + Penalty 4469.049606 = -1511827.377508 nChanged 1 SP:Iteration 44Q (20825.620000 sec): 3 clusters Score: Raw -1516296.736084 + Penalty 4469.049606 = -1511827.686478 nChanged 0 SP:Iteration 45F (20825.870000 sec): 3 clusters Score: Raw -1516296.736084 + Penalty 4469.049606 = -1511827.686478 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 2 (732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20825.960000 sec): 2 clusters Score: Raw -121676.909120 + Penalty 1635.753567 = -120041.155553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20826.200000 sec): 3 clusters Score: Raw -121622.857497 + Penalty 3271.507135 = -118351.350362 nChanged 167 SP:Iteration 1F (20826.420000 sec): 3 clusters Score: Raw -121889.381051 + Penalty 3271.507135 = -118617.873916 nChanged 50 SP:Iteration 2F (20826.620000 sec): 3 clusters Score: Raw -122002.840555 + Penalty 3271.507135 = -118731.333420 nChanged 29 SP:Iteration 3Q (20826.800000 sec): 3 clusters Score: Raw -122053.699934 + Penalty 3271.507135 = -118782.192799 nChanged 18 SP:Iteration 4Q (20826.990000 sec): 3 clusters Score: Raw -122088.415148 + Penalty 3271.507135 = -118816.908013 nChanged 17 SP:Iteration 5Q (20827.140000 sec): 3 clusters Score: Raw -122114.124335 + Penalty 3271.507135 = -118842.617200 nChanged 10 SP:Iteration 6Q (20827.300000 sec): 3 clusters Score: Raw -122130.627710 + Penalty 3271.507135 = -118859.120575 nChanged 6 SP:Iteration 7Q (20827.450000 sec): 3 clusters Score: Raw -122142.496331 + Penalty 3271.507135 = -118870.989196 nChanged 5 SP:Iteration 8Q (20827.660000 sec): 3 clusters Score: Raw -122156.668746 + Penalty 3271.507135 = -118885.161611 nChanged 6 SP:Iteration 9Q (20827.940000 sec): 3 clusters Score: Raw -122170.181639 + Penalty 3271.507135 = -118898.674504 nChanged 7 SP:Iteration 10Q (20828.130000 sec): 3 clusters Score: Raw -122185.465188 + Penalty 3271.507135 = -118913.958053 nChanged 3 SP:Iteration 11Q (20828.320000 sec): 3 clusters Score: Raw -122192.136951 + Penalty 3271.507135 = -118920.629816 nChanged 2 SP:Iteration 12Q (20828.460000 sec): 3 clusters Score: Raw -122200.278501 + Penalty 3271.507135 = -118928.771367 nChanged 2 SP:Iteration 13Q (20828.690000 sec): 3 clusters Score: Raw -122207.401773 + Penalty 3271.507135 = -118935.894638 nChanged 2 SP:Iteration 14Q (20828.860000 sec): 3 clusters Score: Raw -122210.992928 + Penalty 3271.507135 = -118939.485793 nChanged 2 SP:Iteration 15Q (20829.060000 sec): 3 clusters Score: Raw -122212.799350 + Penalty 3271.507135 = -118941.292215 nChanged 3 SP:Iteration 16Q (20829.240000 sec): 3 clusters Score: Raw -122218.331710 + Penalty 3271.507135 = -118946.824575 nChanged 3 SP:Iteration 17Q (20829.410000 sec): 3 clusters Score: Raw -122221.352675 + Penalty 3271.507135 = -118949.845540 nChanged 2 SP:Iteration 18Q (20829.560000 sec): 3 clusters Score: Raw -122223.077914 + Penalty 3271.507135 = -118951.570779 nChanged 4 SP:Iteration 19Q (20829.740000 sec): 3 clusters Score: Raw -122227.093107 + Penalty 3271.507135 = -118955.585972 nChanged 2 SP:Iteration 20F (20829.900000 sec): 3 clusters Score: Raw -122230.878660 + Penalty 3271.507135 = -118959.371525 nChanged 1 SP:Iteration 21Q (20830.080000 sec): 3 clusters Score: Raw -122237.609262 + Penalty 3271.507135 = -118966.102128 nChanged 4 SP:Iteration 22Q (20830.280000 sec): 3 clusters Score: Raw -122250.638084 + Penalty 3271.507135 = -118979.130949 nChanged 8 SP:Iteration 23Q (20830.450000 sec): 3 clusters Score: Raw -122263.253198 + Penalty 3271.507135 = -118991.746063 nChanged 2 SP:Iteration 24Q (20830.620000 sec): 3 clusters Score: Raw -122268.981959 + Penalty 3271.507135 = -118997.474824 nChanged 0 SP:Iteration 25F (20830.750000 sec): 3 clusters Score: Raw -122268.981959 + Penalty 3271.507135 = -118997.474824 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 3 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20830.830000 sec): 2 clusters Score: Raw -132417.571405 + Penalty 1659.636768 = -130757.934637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20831.010000 sec): 3 clusters Score: Raw -132350.913631 + Penalty 3319.273536 = -129031.640095 nChanged 197 SP:Iteration 1F (20831.220000 sec): 3 clusters Score: Raw -132628.192596 + Penalty 3319.273536 = -129308.919060 nChanged 61 SP:Iteration 2F (20831.360000 sec): 3 clusters Score: Raw -132740.518813 + Penalty 3319.273536 = -129421.245277 nChanged 40 SP:Iteration 3Q (20831.540000 sec): 3 clusters Score: Raw -132823.821727 + Penalty 3319.273536 = -129504.548191 nChanged 28 SP:Iteration 4Q (20831.730000 sec): 3 clusters Score: Raw -132875.981736 + Penalty 3319.273536 = -129556.708200 nChanged 21 SP:Iteration 5Q (20831.880000 sec): 3 clusters Score: Raw -132922.741047 + Penalty 3319.273536 = -129603.467511 nChanged 12 SP:Iteration 6Q (20832.100000 sec): 3 clusters Score: Raw -132946.585906 + Penalty 3319.273536 = -129627.312370 nChanged 14 SP:Iteration 7Q (20832.250000 sec): 3 clusters Score: Raw -132971.102267 + Penalty 3319.273536 = -129651.828731 nChanged 8 SP:Iteration 8Q (20832.400000 sec): 3 clusters Score: Raw -132991.394684 + Penalty 3319.273536 = -129672.121148 nChanged 10 SP:Iteration 9Q (20832.580000 sec): 3 clusters Score: Raw -133005.968545 + Penalty 3319.273536 = -129686.695008 nChanged 7 SP:Iteration 10Q (20832.720000 sec): 3 clusters Score: Raw -133033.263923 + Penalty 3319.273536 = -129713.990387 nChanged 7 SP:Iteration 11Q (20832.850000 sec): 3 clusters Score: Raw -133045.500360 + Penalty 3319.273536 = -129726.226823 nChanged 4 SP:Iteration 12Q (20832.980000 sec): 3 clusters Score: Raw -133054.001374 + Penalty 3319.273536 = -129734.727837 nChanged 2 SP:Iteration 13Q (20833.100000 sec): 3 clusters Score: Raw -133056.533117 + Penalty 3319.273536 = -129737.259581 nChanged 1 SP:Iteration 14Q (20833.220000 sec): 3 clusters Score: Raw -133057.942632 + Penalty 3319.273536 = -129738.669096 nChanged 1 SP:Iteration 15Q (20833.390000 sec): 3 clusters Score: Raw -133058.475978 + Penalty 3319.273536 = -129739.202442 nChanged 1 SP:Iteration 16Q (20833.540000 sec): 3 clusters Score: Raw -133059.104543 + Penalty 3319.273536 = -129739.831007 nChanged 1 SP:Iteration 17Q (20833.700000 sec): 3 clusters Score: Raw -133069.042906 + Penalty 3319.273536 = -129749.769370 nChanged 8 SP:Iteration 18Q (20833.810000 sec): 3 clusters Score: Raw -133093.197012 + Penalty 3319.273536 = -129773.923476 nChanged 7 SP:Iteration 19Q (20833.980000 sec): 3 clusters Score: Raw -133101.367764 + Penalty 3319.273536 = -129782.094228 nChanged 5 SP:Iteration 20F (20834.140000 sec): 3 clusters Score: Raw -133108.651317 + Penalty 3319.273536 = -129789.377781 nChanged 4 SP:Iteration 21Q (20834.320000 sec): 3 clusters Score: Raw -133114.100004 + Penalty 3319.273536 = -129794.826468 nChanged 3 SP:Iteration 22Q (20834.460000 sec): 3 clusters Score: Raw -133117.362886 + Penalty 3319.273536 = -129798.089350 nChanged 1 SP:Iteration 23Q (20834.590000 sec): 3 clusters Score: Raw -133118.043070 + Penalty 3319.273536 = -129798.769534 nChanged 0 SP:Iteration 24F (20834.720000 sec): 3 clusters Score: Raw -133118.043070 + Penalty 3319.273536 = -129798.769534 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 4 (702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20834.860000 sec): 2 clusters Score: Raw -123030.504566 + Penalty 1625.375484 = -121405.129082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20834.980000 sec): 3 clusters Score: Raw -123024.822777 + Penalty 3250.750968 = -119774.071809 nChanged 166 SP:Iteration 1F (20835.100000 sec): 3 clusters Score: Raw -123295.576553 + Penalty 3250.750968 = -120044.825584 nChanged 38 SP:Iteration 2F (20835.210000 sec): 3 clusters Score: Raw -123384.338196 + Penalty 3250.750968 = -120133.587228 nChanged 27 SP:Iteration 3Q (20835.380000 sec): 3 clusters Score: Raw -123455.315584 + Penalty 3250.750968 = -120204.564616 nChanged 18 SP:Iteration 4Q (20835.520000 sec): 3 clusters Score: Raw -123489.302293 + Penalty 3250.750968 = -120238.551325 nChanged 11 SP:Iteration 5Q (20835.640000 sec): 3 clusters Score: Raw -123509.406679 + Penalty 3250.750968 = -120258.655711 nChanged 10 SP:Iteration 6Q (20835.810000 sec): 3 clusters Score: Raw -123547.329583 + Penalty 3250.750968 = -120296.578614 nChanged 14 SP:Iteration 7Q (20835.960000 sec): 3 clusters Score: Raw -123567.491083 + Penalty 3250.750968 = -120316.740115 nChanged 2 SP:Iteration 8Q (20836.080000 sec): 3 clusters Score: Raw -123568.975146 + Penalty 3250.750968 = -120318.224178 nChanged 2 SP:Iteration 9Q (20836.280000 sec): 3 clusters Score: Raw -123575.013331 + Penalty 3250.750968 = -120324.262362 nChanged 4 SP:Iteration 10Q (20836.440000 sec): 3 clusters Score: Raw -123581.619796 + Penalty 3250.750968 = -120330.868827 nChanged 4 SP:Iteration 11Q (20836.620000 sec): 3 clusters Score: Raw -123592.193847 + Penalty 3250.750968 = -120341.442879 nChanged 9 SP:Iteration 12Q (20836.800000 sec): 3 clusters Score: Raw -123608.155486 + Penalty 3250.750968 = -120357.404518 nChanged 8 SP:Iteration 13Q (20836.940000 sec): 3 clusters Score: Raw -123628.747868 + Penalty 3250.750968 = -120377.996900 nChanged 10 SP:Iteration 14Q (20837.070000 sec): 3 clusters Score: Raw -123667.238293 + Penalty 3250.750968 = -120416.487325 nChanged 11 SP:Iteration 15Q (20837.170000 sec): 3 clusters Score: Raw -123691.896544 + Penalty 3250.750968 = -120441.145575 nChanged 4 SP:Iteration 16Q (20837.370000 sec): 3 clusters Score: Raw -123699.995653 + Penalty 3250.750968 = -120449.244684 nChanged 3 SP:Iteration 17Q (20837.480000 sec): 3 clusters Score: Raw -123706.941401 + Penalty 3250.750968 = -120456.190433 nChanged 3 SP:Iteration 18Q (20837.670000 sec): 3 clusters Score: Raw -123732.803118 + Penalty 3250.750968 = -120482.052149 nChanged 4 SP:Iteration 19Q (20837.820000 sec): 3 clusters Score: Raw -123754.239537 + Penalty 3250.750968 = -120503.488569 nChanged 10 SP:Iteration 20F (20837.960000 sec): 3 clusters Score: Raw -123781.016980 + Penalty 3250.750968 = -120530.266011 nChanged 6 SP:Iteration 21Q (20838.070000 sec): 3 clusters Score: Raw -123804.787724 + Penalty 3250.750968 = -120554.036756 nChanged 9 SP:Iteration 22Q (20838.200000 sec): 3 clusters Score: Raw -123821.655472 + Penalty 3250.750968 = -120570.904504 nChanged 8 SP:Iteration 23Q (20838.350000 sec): 3 clusters Score: Raw -123840.371021 + Penalty 3250.750968 = -120589.620052 nChanged 5 SP:Iteration 24Q (20838.450000 sec): 3 clusters Score: Raw -123861.211330 + Penalty 3250.750968 = -120610.460362 nChanged 4 SP:Iteration 25Q (20838.570000 sec): 3 clusters Score: Raw -123894.517732 + Penalty 3250.750968 = -120643.766764 nChanged 2 SP:Iteration 26Q (20838.740000 sec): 3 clusters Score: Raw -123897.776304 + Penalty 3250.750968 = -120647.025335 nChanged 0 SP:Iteration 27F (20838.900000 sec): 3 clusters Score: Raw -123897.776304 + Penalty 3250.750968 = -120647.025335 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 5 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20838.950000 sec): 2 clusters Score: Raw -48470.928028 + Penalty 1417.005736 = -47053.922293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20839.080000 sec): 3 clusters Score: Raw -48635.195697 + Penalty 2834.011472 = -45801.184225 nChanged 44 SP:Iteration 1F (20839.190000 sec): 3 clusters Score: Raw -48728.042993 + Penalty 2834.011472 = -45894.031522 nChanged 6 SP:Iteration 2Q (20839.340000 sec): 3 clusters Score: Raw -48750.485108 + Penalty 2834.011472 = -45916.473637 nChanged 1 SP:Iteration 3Q (20839.490000 sec): 3 clusters Score: Raw -48752.681372 + Penalty 2834.011472 = -45918.669900 nChanged 3 SP:Iteration 4Q (20839.590000 sec): 3 clusters Score: Raw -48762.797263 + Penalty 2834.011472 = -45928.785791 nChanged 3 SP:Iteration 5Q (20839.690000 sec): 3 clusters Score: Raw -48777.395978 + Penalty 2834.011472 = -45943.384506 nChanged 2 SP:Iteration 6Q (20839.860000 sec): 3 clusters Score: Raw -48781.722745 + Penalty 2834.011472 = -45947.711273 nChanged 1 SP:Iteration 7Q (20839.990000 sec): 3 clusters Score: Raw -48783.640863 + Penalty 2834.011472 = -45949.629391 nChanged 0 SP:Iteration 8F (20840.120000 sec): 3 clusters Score: Raw -48783.640863 + Penalty 2834.011472 = -45949.629391 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 6 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20840.180000 sec): 2 clusters Score: Raw -97917.907951 + Penalty 1570.653348 = -96347.254603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20840.350000 sec): 3 clusters Score: Raw -97933.231407 + Penalty 3141.306696 = -94791.924711 nChanged 120 SP:Iteration 1F (20840.530000 sec): 3 clusters Score: Raw -98138.065191 + Penalty 3141.306696 = -94996.758495 nChanged 27 SP:Iteration 2Q (20840.740000 sec): 3 clusters Score: Raw -98191.121299 + Penalty 3141.306696 = -95049.814603 nChanged 15 SP:Iteration 3Q (20840.910000 sec): 3 clusters Score: Raw -98219.248266 + Penalty 3141.306696 = -95077.941571 nChanged 3 SP:Iteration 4Q (20841.110000 sec): 3 clusters Score: Raw -98224.256832 + Penalty 3141.306696 = -95082.950136 nChanged 1 SP:Iteration 5Q (20841.300000 sec): 3 clusters Score: Raw -98225.897648 + Penalty 3141.306696 = -95084.590953 nChanged 1 SP:Iteration 6Q (20841.480000 sec): 3 clusters Score: Raw -98226.841612 + Penalty 3141.306696 = -95085.534916 nChanged 0 SP:Iteration 7F (20841.700000 sec): 3 clusters Score: Raw -98226.841612 + Penalty 3141.306696 = -95085.534916 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 7 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20841.760000 sec): 2 clusters Score: Raw -57656.700385 + Penalty 1461.811903 = -56194.888482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20842.000000 sec): 3 clusters Score: Raw -57733.973649 + Penalty 2923.623806 = -54810.349843 nChanged 46 SP:Iteration 1F (20842.130000 sec): 3 clusters Score: Raw -57864.644028 + Penalty 2923.623806 = -54941.020222 nChanged 12 SP:Iteration 2Q (20842.350000 sec): 3 clusters Score: Raw -57909.969721 + Penalty 2923.623806 = -54986.345915 nChanged 2 SP:Iteration 3Q (20842.530000 sec): 3 clusters Score: Raw -57917.877178 + Penalty 2923.623806 = -54994.253372 nChanged 1 SP:Iteration 4Q (20842.700000 sec): 3 clusters Score: Raw -57920.620106 + Penalty 2923.623806 = -54996.996300 nChanged 0 SP:Iteration 5F (20842.920000 sec): 3 clusters Score: Raw -57920.620106 + Penalty 2923.623806 = -54996.996300 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 8 (784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20843.020000 sec): 2 clusters Score: Raw -132752.540585 + Penalty 1652.773437 = -131099.767148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20843.210000 sec): 3 clusters Score: Raw -132632.484618 + Penalty 3305.546874 = -129326.937744 nChanged 198 SP:Iteration 1F (20843.400000 sec): 3 clusters Score: Raw -132938.608268 + Penalty 3305.546874 = -129633.061394 nChanged 58 SP:Iteration 2F (20843.580000 sec): 3 clusters Score: Raw -133040.710513 + Penalty 3305.546874 = -129735.163638 nChanged 20 SP:Iteration 3Q (20843.740000 sec): 3 clusters Score: Raw -133078.815068 + Penalty 3305.546874 = -129773.268194 nChanged 15 SP:Iteration 4Q (20843.960000 sec): 3 clusters Score: Raw -133101.500522 + Penalty 3305.546874 = -129795.953648 nChanged 13 SP:Iteration 5Q (20844.090000 sec): 3 clusters Score: Raw -133125.150983 + Penalty 3305.546874 = -129819.604109 nChanged 11 SP:Iteration 6Q (20844.260000 sec): 3 clusters Score: Raw -133142.193899 + Penalty 3305.546874 = -129836.647025 nChanged 7 SP:Iteration 7Q (20844.480000 sec): 3 clusters Score: Raw -133154.522414 + Penalty 3305.546874 = -129848.975540 nChanged 6 SP:Iteration 8Q (20844.620000 sec): 3 clusters Score: Raw -133165.466133 + Penalty 3305.546874 = -129859.919259 nChanged 4 SP:Iteration 9Q (20844.810000 sec): 3 clusters Score: Raw -133173.705748 + Penalty 3305.546874 = -129868.158874 nChanged 2 SP:Iteration 10Q (20844.980000 sec): 3 clusters Score: Raw -133177.050919 + Penalty 3305.546874 = -129871.504045 nChanged 0 SP:Iteration 11F (20845.180000 sec): 3 clusters Score: Raw -133177.050919 + Penalty 3305.546874 = -129871.504045 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 9 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20845.280000 sec): 2 clusters Score: Raw -20733.108525 + Penalty 1237.627282 = -19495.481243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20845.430000 sec): 3 clusters Score: Raw -21068.817755 + Penalty 2475.254563 = -18593.563192 nChanged 14 SP:Iteration 1F (20845.660000 sec): 3 clusters Score: Raw -21206.930529 + Penalty 2475.254563 = -18731.675965 nChanged 4 SP:Iteration 2Q (20845.820000 sec): 3 clusters Score: Raw -21243.006977 + Penalty 2475.254563 = -18767.752414 nChanged 1 SP:Iteration 3Q (20845.990000 sec): 3 clusters Score: Raw -21245.758725 + Penalty 2475.254563 = -18770.504162 nChanged 0 SP:Iteration 4F (20846.140000 sec): 3 clusters Score: Raw -21245.758725 + Penalty 2475.254563 = -18770.504162 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 10 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20846.230000 sec): 2 clusters Score: Raw -15778.826961 + Penalty 1176.743168 = -14602.083793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20846.410000 sec): 3 clusters Score: Raw -16252.058529 + Penalty 2353.486336 = -13898.572193 nChanged 2 SP:Iteration 1Q (20846.610000 sec): 3 clusters Score: Raw -16267.414555 + Penalty 2353.486336 = -13913.928220 nChanged 1 SP:Iteration 2Q (20846.830000 sec): 3 clusters Score: Raw -16272.470115 + Penalty 2353.486336 = -13918.983780 nChanged 0 SP:Iteration 3F (20847.070000 sec): 3 clusters Score: Raw -16272.470115 + Penalty 2353.486336 = -13918.983780 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 11 (1528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20847.140000 sec): 2 clusters Score: Raw -257360.623811 + Penalty 1818.265312 = -255542.358498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20847.320000 sec): 3 clusters Score: Raw -256900.031056 + Penalty 3636.530625 = -253263.500431 nChanged 451 SP:Iteration 1F (20847.530000 sec): 3 clusters Score: Raw -257299.620264 + Penalty 3636.530625 = -253663.089639 nChanged 114 SP:Iteration 2F (20847.700000 sec): 3 clusters Score: Raw -257455.091903 + Penalty 3636.530625 = -253818.561278 nChanged 75 SP:Iteration 3Q (20847.890000 sec): 3 clusters Score: Raw -257585.171172 + Penalty 3636.530625 = -253948.640547 nChanged 55 SP:Iteration 4Q (20848.070000 sec): 3 clusters Score: Raw -257692.801066 + Penalty 3636.530625 = -254056.270441 nChanged 67 SP:Iteration 5Q (20848.240000 sec): 3 clusters Score: Raw -257834.129978 + Penalty 3636.530625 = -254197.599353 nChanged 65 SP:Iteration 6Q (20848.440000 sec): 3 clusters Score: Raw -257976.804837 + Penalty 3636.530625 = -254340.274212 nChanged 57 SP:Iteration 7Q (20848.600000 sec): 3 clusters Score: Raw -258081.446247 + Penalty 3636.530625 = -254444.915622 nChanged 60 SP:Iteration 8Q (20848.820000 sec): 3 clusters Score: Raw -258198.315863 + Penalty 3636.530625 = -254561.785238 nChanged 63 SP:Iteration 9Q (20849.010000 sec): 3 clusters Score: Raw -258318.630808 + Penalty 3636.530625 = -254682.100183 nChanged 57 SP:Iteration 10Q (20849.170000 sec): 3 clusters Score: Raw -258439.261380 + Penalty 3636.530625 = -254802.730755 nChanged 64 SP:Iteration 11Q (20849.330000 sec): 3 clusters Score: Raw -258607.820801 + Penalty 3636.530625 = -254971.290176 nChanged 46 SP:Iteration 12Q (20849.510000 sec): 3 clusters Score: Raw -258718.738461 + Penalty 3636.530625 = -255082.207836 nChanged 45 SP:Iteration 13Q (20849.710000 sec): 3 clusters Score: Raw -258814.296596 + Penalty 3636.530625 = -255177.765971 nChanged 38 SP:Iteration 14Q (20849.900000 sec): 3 clusters Score: Raw -258896.992057 + Penalty 3636.530625 = -255260.461432 nChanged 33 SP:Iteration 15Q (20850.110000 sec): 3 clusters Score: Raw -258963.205302 + Penalty 3636.530625 = -255326.674677 nChanged 22 SP:Iteration 16Q (20850.320000 sec): 3 clusters Score: Raw -259011.471303 + Penalty 3636.530625 = -255374.940678 nChanged 23 SP:Iteration 17Q (20850.500000 sec): 3 clusters Score: Raw -259052.137890 + Penalty 3636.530625 = -255415.607265 nChanged 20 SP:Iteration 18Q (20850.650000 sec): 3 clusters Score: Raw -259093.110755 + Penalty 3636.530625 = -255456.580130 nChanged 15 SP:Iteration 19Q (20850.870000 sec): 3 clusters Score: Raw -259117.008005 + Penalty 3636.530625 = -255480.477380 nChanged 6 SP:Iteration 20F (20851.040000 sec): 3 clusters Score: Raw -259123.318858 + Penalty 3636.530625 = -255486.788233 nChanged 5 SP:Iteration 21Q (20851.210000 sec): 3 clusters Score: Raw -259127.894294 + Penalty 3636.530625 = -255491.363669 nChanged 1 SP:Iteration 22Q (20851.400000 sec): 3 clusters Score: Raw -259129.002285 + Penalty 3636.530625 = -255492.471660 nChanged 0 SP:Iteration 23F (20851.610000 sec): 3 clusters Score: Raw -259129.002285 + Penalty 3636.530625 = -255492.471660 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 12 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20851.710000 sec): 2 clusters Score: Raw -65463.810528 + Penalty 1503.818732 = -63959.991796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20851.900000 sec): 3 clusters Score: Raw -65627.710577 + Penalty 3007.637464 = -62620.073114 nChanged 86 SP:Iteration 1F (20852.050000 sec): 3 clusters Score: Raw -65891.447761 + Penalty 3007.637464 = -62883.810298 nChanged 26 SP:Iteration 2F (20852.220000 sec): 3 clusters Score: Raw -65986.222762 + Penalty 3007.637464 = -62978.585298 nChanged 21 SP:Iteration 3Q (20852.380000 sec): 3 clusters Score: Raw -66049.212635 + Penalty 3007.637464 = -63041.575172 nChanged 10 SP:Iteration 4Q (20852.590000 sec): 3 clusters Score: Raw -66089.215780 + Penalty 3007.637464 = -63081.578317 nChanged 10 SP:Iteration 5Q (20852.750000 sec): 3 clusters Score: Raw -66125.954440 + Penalty 3007.637464 = -63118.316976 nChanged 8 SP:Iteration 6Q (20852.910000 sec): 3 clusters Score: Raw -66157.998128 + Penalty 3007.637464 = -63150.360664 nChanged 4 SP:Iteration 7Q (20853.120000 sec): 3 clusters Score: Raw -66185.340683 + Penalty 3007.637464 = -63177.703220 nChanged 5 SP:Iteration 8Q (20853.280000 sec): 3 clusters Score: Raw -66243.789395 + Penalty 3007.637464 = -63236.151931 nChanged 5 SP:Iteration 9Q (20853.490000 sec): 3 clusters Score: Raw -66291.045400 + Penalty 3007.637464 = -63283.407936 nChanged 5 SP:Iteration 10Q (20853.610000 sec): 3 clusters Score: Raw -66322.931981 + Penalty 3007.637464 = -63315.294518 nChanged 4 SP:Iteration 11Q (20853.790000 sec): 3 clusters Score: Raw -66338.825845 + Penalty 3007.637464 = -63331.188382 nChanged 3 SP:Iteration 12Q (20853.970000 sec): 3 clusters Score: Raw -66356.592526 + Penalty 3007.637464 = -63348.955063 nChanged 3 SP:Iteration 13Q (20854.170000 sec): 3 clusters Score: Raw -66366.167752 + Penalty 3007.637464 = -63358.530288 nChanged 4 SP:Iteration 14Q (20854.370000 sec): 3 clusters Score: Raw -66386.066774 + Penalty 3007.637464 = -63378.429311 nChanged 5 SP:Iteration 15Q (20854.540000 sec): 3 clusters Score: Raw -66402.740788 + Penalty 3007.637464 = -63395.103325 nChanged 3 SP:Iteration 16Q (20854.710000 sec): 3 clusters Score: Raw -66422.493633 + Penalty 3007.637464 = -63414.856170 nChanged 1 SP:Iteration 17Q (20854.870000 sec): 3 clusters Score: Raw -66425.061259 + Penalty 3007.637464 = -63417.423796 nChanged 0 SP:Iteration 18F (20855.070000 sec): 3 clusters Score: Raw -66425.061259 + Penalty 3007.637464 = -63417.423796 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 13 (8494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20855.200000 sec): 2 clusters Score: Raw -1590794.679119 + Penalty 2243.684597 = -1588550.994522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20855.460000 sec): 3 clusters Score: Raw -1586229.445386 + Penalty 4487.369194 = -1581742.076191 nChanged 3517 SP:Iteration 1F (20855.710000 sec): 3 clusters Score: Raw -1588062.387699 + Penalty 4487.369194 = -1583575.018505 nChanged 557 SP:Iteration 2F (20855.980000 sec): 3 clusters Score: Raw -1588313.571545 + Penalty 4487.369194 = -1583826.202351 nChanged 410 SP:Iteration 3Q (20856.210000 sec): 3 clusters Score: Raw -1588488.149673 + Penalty 4487.369194 = -1584000.780479 nChanged 322 SP:Iteration 4Q (20856.410000 sec): 3 clusters Score: Raw -1588645.153293 + Penalty 4487.369194 = -1584157.784098 nChanged 328 SP:Iteration 5Q (20856.660000 sec): 3 clusters Score: Raw -1588813.687870 + Penalty 4487.369194 = -1584326.318676 nChanged 365 SP:Iteration 6Q (20856.920000 sec): 3 clusters Score: Raw -1589048.308410 + Penalty 4487.369194 = -1584560.939216 nChanged 417 SP:Iteration 7Q (20857.140000 sec): 3 clusters Score: Raw -1589378.191389 + Penalty 4487.369194 = -1584890.822195 nChanged 475 SP:Iteration 8F (20857.420000 sec): 3 clusters Score: Raw -1589812.950743 + Penalty 4487.369194 = -1585325.581549 nChanged 526 SP:Iteration 9F (20857.660000 sec): 3 clusters Score: Raw -1590282.540161 + Penalty 4487.369194 = -1585795.170967 nChanged 517 SP:Iteration 10F (20857.970000 sec): 3 clusters Score: Raw -1590722.525682 + Penalty 4487.369194 = -1586235.156488 nChanged 434 SP:Iteration 11F (20858.170000 sec): 3 clusters Score: Raw -1591063.742399 + Penalty 4487.369194 = -1586576.373205 nChanged 373 SP:Iteration 12Q (20858.350000 sec): 3 clusters Score: Raw -1591349.801871 + Penalty 4487.369194 = -1586862.432677 nChanged 287 SP:Iteration 13Q (20858.620000 sec): 3 clusters Score: Raw -1591533.020076 + Penalty 4487.369194 = -1587045.650882 nChanged 198 SP:Iteration 14Q (20858.840000 sec): 3 clusters Score: Raw -1591664.473240 + Penalty 4487.369194 = -1587177.104046 nChanged 189 SP:Iteration 15Q (20859.060000 sec): 3 clusters Score: Raw -1591792.254697 + Penalty 4487.369194 = -1587304.885502 nChanged 157 SP:Iteration 16Q (20859.260000 sec): 3 clusters Score: Raw -1591879.943199 + Penalty 4487.369194 = -1587392.574005 nChanged 100 SP:Iteration 17Q (20859.520000 sec): 3 clusters Score: Raw -1591929.570993 + Penalty 4487.369194 = -1587442.201799 nChanged 87 SP:Iteration 18Q (20859.750000 sec): 3 clusters Score: Raw -1591968.690546 + Penalty 4487.369194 = -1587481.321351 nChanged 64 SP:Iteration 19Q (20860.000000 sec): 3 clusters Score: Raw -1591993.256314 + Penalty 4487.369194 = -1587505.887120 nChanged 58 SP:Iteration 20F (20860.220000 sec): 3 clusters Score: Raw -1592013.941706 + Penalty 4487.369194 = -1587526.572511 nChanged 55 SP:Iteration 21Q (20860.420000 sec): 3 clusters Score: Raw -1592034.911458 + Penalty 4487.369194 = -1587547.542264 nChanged 55 SP:Iteration 22Q (20860.620000 sec): 3 clusters Score: Raw -1592053.153048 + Penalty 4487.369194 = -1587565.783854 nChanged 59 SP:Iteration 23Q (20860.800000 sec): 3 clusters Score: Raw -1592074.202073 + Penalty 4487.369194 = -1587586.832879 nChanged 56 SP:Iteration 24Q (20861.020000 sec): 3 clusters Score: Raw -1592092.063666 + Penalty 4487.369194 = -1587604.694472 nChanged 51 SP:Iteration 25Q (20861.210000 sec): 3 clusters Score: Raw -1592106.944371 + Penalty 4487.369194 = -1587619.575177 nChanged 46 SP:Iteration 26Q (20861.470000 sec): 3 clusters Score: Raw -1592120.401172 + Penalty 4487.369194 = -1587633.031978 nChanged 37 SP:Iteration 27Q (20861.780000 sec): 3 clusters Score: Raw -1592131.126850 + Penalty 4487.369194 = -1587643.757656 nChanged 34 SP:Iteration 28Q (20862.020000 sec): 3 clusters Score: Raw -1592139.957496 + Penalty 4487.369194 = -1587652.588301 nChanged 27 SP:Iteration 29Q (20862.220000 sec): 3 clusters Score: Raw -1592146.645099 + Penalty 4487.369194 = -1587659.275905 nChanged 29 SP:Iteration 30Q (20862.430000 sec): 3 clusters Score: Raw -1592154.185164 + Penalty 4487.369194 = -1587666.815970 nChanged 34 SP:Iteration 31Q (20862.660000 sec): 3 clusters Score: Raw -1592163.176477 + Penalty 4487.369194 = -1587675.807283 nChanged 42 SP:Iteration 32Q (20862.880000 sec): 3 clusters Score: Raw -1592172.946039 + Penalty 4487.369194 = -1587685.576845 nChanged 30 SP:Iteration 33Q (20863.110000 sec): 3 clusters Score: Raw -1592179.478890 + Penalty 4487.369194 = -1587692.109696 nChanged 19 SP:Iteration 34Q (20863.340000 sec): 3 clusters Score: Raw -1592183.601855 + Penalty 4487.369194 = -1587696.232661 nChanged 14 SP:Iteration 35Q (20863.620000 sec): 3 clusters Score: Raw -1592186.154911 + Penalty 4487.369194 = -1587698.785717 nChanged 20 SP:Iteration 36Q (20863.850000 sec): 3 clusters Score: Raw -1592190.459529 + Penalty 4487.369194 = -1587703.090335 nChanged 16 SP:Iteration 37Q (20864.060000 sec): 3 clusters Score: Raw -1592194.038882 + Penalty 4487.369194 = -1587706.669688 nChanged 16 SP:Iteration 38Q (20864.280000 sec): 3 clusters Score: Raw -1592197.927654 + Penalty 4487.369194 = -1587710.558460 nChanged 16 SP:Iteration 39Q (20864.510000 sec): 3 clusters Score: Raw -1592200.997033 + Penalty 4487.369194 = -1587713.627839 nChanged 11 SP:Iteration 40F (20864.670000 sec): 3 clusters Score: Raw -1592203.426894 + Penalty 4487.369194 = -1587716.057700 nChanged 12 SP:Iteration 41Q (20864.920000 sec): 3 clusters Score: Raw -1592205.880029 + Penalty 4487.369194 = -1587718.510835 nChanged 12 SP:Iteration 42Q (20865.100000 sec): 3 clusters Score: Raw -1592207.954761 + Penalty 4487.369194 = -1587720.585567 nChanged 6 SP:Iteration 43Q (20865.320000 sec): 3 clusters Score: Raw -1592208.899707 + Penalty 4487.369194 = -1587721.530512 nChanged 4 SP:Iteration 44Q (20865.580000 sec): 3 clusters Score: Raw -1592209.973693 + Penalty 4487.369194 = -1587722.604499 nChanged 3 SP:Iteration 45Q (20865.810000 sec): 3 clusters Score: Raw -1592210.682365 + Penalty 4487.369194 = -1587723.313171 nChanged 8 SP:Iteration 46Q (20866.000000 sec): 3 clusters Score: Raw -1592211.904930 + Penalty 4487.369194 = -1587724.535736 nChanged 4 SP:Iteration 47Q (20866.230000 sec): 3 clusters Score: Raw -1592212.566088 + Penalty 4487.369194 = -1587725.196894 nChanged 2 SP:Iteration 48Q (20866.440000 sec): 3 clusters Score: Raw -1592212.855777 + Penalty 4487.369194 = -1587725.486583 nChanged 2 SP:Iteration 49Q (20866.690000 sec): 3 clusters Score: Raw -1592213.128069 + Penalty 4487.369194 = -1587725.758875 nChanged 3 SP:Iteration 50Q (20866.970000 sec): 3 clusters Score: Raw -1592213.709177 + Penalty 4487.369194 = -1587726.339983 nChanged 6 SP:Iteration 51Q (20867.260000 sec): 3 clusters Score: Raw -1592214.912776 + Penalty 4487.369194 = -1587727.543582 nChanged 8 SP:Iteration 52Q (20867.480000 sec): 3 clusters Score: Raw -1592216.254919 + Penalty 4487.369194 = -1587728.885725 nChanged 3 SP:Iteration 53Q (20867.700000 sec): 3 clusters Score: Raw -1592216.714636 + Penalty 4487.369194 = -1587729.345442 nChanged 5 SP:Iteration 54Q (20867.940000 sec): 3 clusters Score: Raw -1592217.608752 + Penalty 4487.369194 = -1587730.239558 nChanged 6 SP:Iteration 55Q (20868.190000 sec): 3 clusters Score: Raw -1592218.683954 + Penalty 4487.369194 = -1587731.314760 nChanged 6 SP:Iteration 56Q (20868.420000 sec): 3 clusters Score: Raw -1592219.594835 + Penalty 4487.369194 = -1587732.225640 nChanged 5 SP:Iteration 57Q (20868.640000 sec): 3 clusters Score: Raw -1592220.611624 + Penalty 4487.369194 = -1587733.242430 nChanged 3 SP:Iteration 58Q (20868.860000 sec): 3 clusters Score: Raw -1592221.164180 + Penalty 4487.369194 = -1587733.794986 nChanged 7 SP:Iteration 59Q (20869.060000 sec): 3 clusters Score: Raw -1592222.969553 + Penalty 4487.369194 = -1587735.600359 nChanged 11 SP:Iteration 60F (20869.360000 sec): 3 clusters Score: Raw -1592225.545378 + Penalty 4487.369194 = -1587738.176184 nChanged 7 SP:Iteration 61Q (20869.610000 sec): 3 clusters Score: Raw -1592227.207967 + Penalty 4487.369194 = -1587739.838773 nChanged 12 SP:Iteration 62Q (20869.810000 sec): 3 clusters Score: Raw -1592230.259003 + Penalty 4487.369194 = -1587742.889809 nChanged 10 SP:Iteration 63Q (20870.020000 sec): 3 clusters Score: Raw -1592233.038253 + Penalty 4487.369194 = -1587745.669059 nChanged 11 SP:Iteration 64Q (20870.300000 sec): 3 clusters Score: Raw -1592235.491324 + Penalty 4487.369194 = -1587748.122130 nChanged 13 SP:Iteration 65Q (20870.490000 sec): 3 clusters Score: Raw -1592237.477225 + Penalty 4487.369194 = -1587750.108031 nChanged 8 SP:Iteration 66Q (20870.740000 sec): 3 clusters Score: Raw -1592238.887540 + Penalty 4487.369194 = -1587751.518346 nChanged 6 SP:Iteration 67Q (20870.980000 sec): 3 clusters Score: Raw -1592239.755024 + Penalty 4487.369194 = -1587752.385829 nChanged 3 SP:Iteration 68Q (20871.240000 sec): 3 clusters Score: Raw -1592240.079417 + Penalty 4487.369194 = -1587752.710223 nChanged 0 SP:Iteration 69F (20871.470000 sec): 3 clusters Score: Raw -1592240.079417 + Penalty 4487.369194 = -1587752.710223 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 14 (178761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20872.400000 sec): 2 clusters Score: Raw -34386490.316287 + Penalty 2999.263639 = -34383491.052648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20873.460000 sec): 3 clusters Score: Raw -34269548.615337 + Penalty 5998.527279 = -34263550.088059 nChanged 85784 SP:Iteration 1F (20874.530000 sec): 3 clusters Score: Raw -34320324.746598 + Penalty 5998.527279 = -34314326.219319 nChanged 6643 SP:Iteration 2Q (20875.660000 sec): 3 clusters Score: Raw -34322386.968206 + Penalty 5998.527279 = -34316388.440927 nChanged 8502 SP:Iteration 3Q (20876.690000 sec): 3 clusters Score: Raw -34326014.432855 + Penalty 5998.527279 = -34320015.905577 nChanged 11246 SP:Iteration 4F (20877.680000 sec): 3 clusters Score: Raw -34332465.258527 + Penalty 5998.527279 = -34326466.731249 nChanged 13981 SP:Iteration 5F (20878.650000 sec): 3 clusters Score: Raw -34342589.551646 + Penalty 5998.527279 = -34336591.024368 nChanged 15287 SP:Iteration 6F (20879.670000 sec): 3 clusters Score: Raw -34355891.998338 + Penalty 5998.527279 = -34349893.471060 nChanged 14158 SP:Iteration 7F (20880.740000 sec): 3 clusters Score: Raw -34369650.849136 + Penalty 5998.527279 = -34363652.321857 nChanged 10089 SP:Iteration 8F (20881.790000 sec): 3 clusters Score: Raw -34379949.371186 + Penalty 5998.527279 = -34373950.843908 nChanged 4865 SP:Iteration 9Q (20882.840000 sec): 3 clusters Score: Raw -34384745.248633 + Penalty 5998.527279 = -34378746.721355 nChanged 1475 SP:Iteration 10Q (20883.780000 sec): 3 clusters Score: Raw -34386185.503010 + Penalty 5998.527279 = -34380186.975732 nChanged 308 SP:Iteration 11Q (20884.690000 sec): 3 clusters Score: Raw -34386547.478072 + Penalty 5998.527279 = -34380548.950793 nChanged 82 SP:Iteration 12Q (20885.630000 sec): 3 clusters Score: Raw -34386678.223123 + Penalty 5998.527279 = -34380679.695844 nChanged 33 SP:Iteration 13Q (20886.580000 sec): 3 clusters Score: Raw -34386725.165135 + Penalty 5998.527279 = -34380726.637856 nChanged 17 SP:Iteration 14Q (20887.510000 sec): 3 clusters Score: Raw -34386751.133973 + Penalty 5998.527279 = -34380752.606695 nChanged 5 SP:Iteration 15Q (20888.420000 sec): 3 clusters Score: Raw -34386755.933832 + Penalty 5998.527279 = -34380757.406553 nChanged 2 SP:Iteration 16Q (20889.330000 sec): 3 clusters Score: Raw -34386759.407554 + Penalty 5998.527279 = -34380760.880275 nChanged 2 SP:Iteration 17Q (20890.250000 sec): 3 clusters Score: Raw -34386761.927821 + Penalty 5998.527279 = -34380763.400542 nChanged 2 SP:Iteration 18Q (20891.220000 sec): 3 clusters Score: Raw -34386764.304124 + Penalty 5998.527279 = -34380765.776845 nChanged 2 SP:Iteration 19Q (20892.180000 sec): 3 clusters Score: Raw -34386766.581154 + Penalty 5998.527279 = -34380768.053875 nChanged 1 SP:Iteration 20F (20893.290000 sec): 3 clusters Score: Raw -34386767.028087 + Penalty 5998.527279 = -34380768.500808 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 15 (262600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20894.460000 sec): 2 clusters Score: Raw -46560071.474326 + Penalty 3094.640036 = -46556976.834290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20895.970000 sec): 3 clusters Score: Raw -46387125.556166 + Penalty 6189.280071 = -46380936.276095 nChanged 126577 SP:Iteration 1F (20897.520000 sec): 3 clusters Score: Raw -46461180.187477 + Penalty 6189.280071 = -46454990.907406 nChanged 6484 SP:Iteration 2Q (20899.080000 sec): 3 clusters Score: Raw -46462400.428338 + Penalty 6189.280071 = -46456211.148266 nChanged 7307 SP:Iteration 3Q (20900.690000 sec): 3 clusters Score: Raw -46464090.248979 + Penalty 6189.280071 = -46457900.968908 nChanged 8974 SP:Iteration 4Q (20902.230000 sec): 3 clusters Score: Raw -46466879.775510 + Penalty 6189.280071 = -46460690.495438 nChanged 11876 SP:Iteration 5Q (20903.780000 sec): 3 clusters Score: Raw -46472096.028707 + Penalty 6189.280071 = -46465906.748636 nChanged 16438 SP:Iteration 6F (20905.240000 sec): 3 clusters Score: Raw -46482094.928585 + Penalty 6189.280071 = -46475905.648513 nChanged 21560 SP:Iteration 7F (20906.800000 sec): 3 clusters Score: Raw -46499178.424435 + Penalty 6189.280071 = -46492989.144364 nChanged 23840 SP:Iteration 8F (20908.310000 sec): 3 clusters Score: Raw -46521601.244699 + Penalty 6189.280071 = -46515411.964628 nChanged 20090 SP:Iteration 9F (20909.840000 sec): 3 clusters Score: Raw -46541501.420962 + Penalty 6189.280071 = -46535312.140890 nChanged 12092 SP:Iteration 10Q (20911.310000 sec): 3 clusters Score: Raw -46552898.573282 + Penalty 6189.280071 = -46546709.293211 nChanged 5380 SP:Iteration 11Q (20912.680000 sec): 3 clusters Score: Raw -46557543.521982 + Penalty 6189.280071 = -46551354.241911 nChanged 2078 SP:Iteration 12Q (20914.110000 sec): 3 clusters Score: Raw -46559272.459511 + Penalty 6189.280071 = -46553083.179439 nChanged 762 SP:Iteration 13Q (20915.470000 sec): 3 clusters Score: Raw -46559919.861138 + Penalty 6189.280071 = -46553730.581067 nChanged 281 SP:Iteration 14Q (20916.710000 sec): 3 clusters Score: Raw -46560168.235352 + Penalty 6189.280071 = -46553978.955280 nChanged 116 SP:Iteration 15Q (20917.930000 sec): 3 clusters Score: Raw -46560277.948030 + Penalty 6189.280071 = -46554088.667958 nChanged 58 SP:Iteration 16Q (20919.250000 sec): 3 clusters Score: Raw -46560331.098294 + Penalty 6189.280071 = -46554141.818223 nChanged 37 SP:Iteration 17Q (20920.560000 sec): 3 clusters Score: Raw -46560368.592304 + Penalty 6189.280071 = -46554179.312233 nChanged 32 SP:Iteration 18Q (20921.830000 sec): 3 clusters Score: Raw -46560395.714619 + Penalty 6189.280071 = -46554206.434548 nChanged 22 SP:Iteration 19Q (20923.120000 sec): 3 clusters Score: Raw -46560412.709500 + Penalty 6189.280071 = -46554223.429428 nChanged 15 SP:Iteration 20F (20924.660000 sec): 3 clusters Score: Raw -46560422.791653 + Penalty 6189.280071 = -46554233.511582 nChanged 9 SP:Iteration 21Q (20925.950000 sec): 3 clusters Score: Raw -46560429.200922 + Penalty 6189.280071 = -46554239.920851 nChanged 12 SP:Iteration 22Q (20927.230000 sec): 3 clusters Score: Raw -46560437.828145 + Penalty 6189.280071 = -46554248.548074 nChanged 7 SP:Iteration 23Q (20928.560000 sec): 3 clusters Score: Raw -46560445.239878 + Penalty 6189.280071 = -46554255.959806 nChanged 5 SP:Iteration 24Q (20929.860000 sec): 3 clusters Score: Raw -46560449.017559 + Penalty 6189.280071 = -46554259.737487 nChanged 5 SP:Iteration 25Q (20931.220000 sec): 3 clusters Score: Raw -46560453.915893 + Penalty 6189.280071 = -46554264.635821 nChanged 7 SP:Iteration 26Q (20932.580000 sec): 3 clusters Score: Raw -46560459.610446 + Penalty 6189.280071 = -46554270.330375 nChanged 8 SP:Iteration 27Q (20933.950000 sec): 3 clusters Score: Raw -46560466.985790 + Penalty 6189.280071 = -46554277.705718 nChanged 1 SP:Iteration 28Q (20935.210000 sec): 3 clusters Score: Raw -46560467.868421 + Penalty 6189.280071 = -46554278.588350 nChanged 2 SP:Iteration 29Q (20936.510000 sec): 3 clusters Score: Raw -46560468.593390 + Penalty 6189.280071 = -46554279.313319 nChanged 1 SP:Iteration 30Q (20937.760000 sec): 3 clusters Score: Raw -46560469.175984 + Penalty 6189.280071 = -46554279.895913 nChanged 0 SP:Iteration 31F (20939.240000 sec): 3 clusters Score: Raw -46560469.175984 + Penalty 6189.280071 = -46554279.895913 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 16 (24717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20939.590000 sec): 2 clusters Score: Raw -4521336.815818 + Penalty 2508.581143 = -4518828.234675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20939.900000 sec): 3 clusters Score: Raw -4506680.680587 + Penalty 5017.162286 = -4501663.518300 nChanged 11032 SP:Iteration 1F (20940.210000 sec): 3 clusters Score: Raw -4512562.607244 + Penalty 5017.162286 = -4507545.444958 nChanged 1252 SP:Iteration 2F (20940.560000 sec): 3 clusters Score: Raw -4513037.911131 + Penalty 5017.162286 = -4508020.748844 nChanged 1180 SP:Iteration 3Q (20940.870000 sec): 3 clusters Score: Raw -4513497.276563 + Penalty 5017.162286 = -4508480.114276 nChanged 1136 SP:Iteration 4Q (20941.180000 sec): 3 clusters Score: Raw -4514020.276978 + Penalty 5017.162286 = -4509003.114692 nChanged 1278 SP:Iteration 5F (20941.540000 sec): 3 clusters Score: Raw -4514750.257247 + Penalty 5017.162286 = -4509733.094961 nChanged 1446 SP:Iteration 6F (20941.860000 sec): 3 clusters Score: Raw -4515679.564090 + Penalty 5017.162286 = -4510662.401804 nChanged 1562 SP:Iteration 7F (20942.240000 sec): 3 clusters Score: Raw -4516825.491606 + Penalty 5017.162286 = -4511808.329319 nChanged 1567 SP:Iteration 8F (20942.580000 sec): 3 clusters Score: Raw -4518139.810622 + Penalty 5017.162286 = -4513122.648336 nChanged 1372 SP:Iteration 9F (20942.940000 sec): 3 clusters Score: Raw -4519322.681744 + Penalty 5017.162286 = -4514305.519458 nChanged 1101 SP:Iteration 10Q (20943.350000 sec): 3 clusters Score: Raw -4520260.053685 + Penalty 5017.162286 = -4515242.891399 nChanged 722 SP:Iteration 11Q (20943.640000 sec): 3 clusters Score: Raw -4520838.445186 + Penalty 5017.162286 = -4515821.282900 nChanged 430 SP:Iteration 12Q (20943.940000 sec): 3 clusters Score: Raw -4521150.017515 + Penalty 5017.162286 = -4516132.855229 nChanged 243 SP:Iteration 13Q (20944.290000 sec): 3 clusters Score: Raw -4521324.700064 + Penalty 5017.162286 = -4516307.537777 nChanged 134 SP:Iteration 14Q (20944.600000 sec): 3 clusters Score: Raw -4521436.270971 + Penalty 5017.162286 = -4516419.108685 nChanged 85 SP:Iteration 15Q (20944.880000 sec): 3 clusters Score: Raw -4521513.955135 + Penalty 5017.162286 = -4516496.792849 nChanged 55 SP:Iteration 16Q (20945.180000 sec): 3 clusters Score: Raw -4521566.492671 + Penalty 5017.162286 = -4516549.330385 nChanged 45 SP:Iteration 17Q (20945.450000 sec): 3 clusters Score: Raw -4521601.421270 + Penalty 5017.162286 = -4516584.258984 nChanged 24 SP:Iteration 18Q (20945.720000 sec): 3 clusters Score: Raw -4521619.969520 + Penalty 5017.162286 = -4516602.807234 nChanged 13 SP:Iteration 19Q (20946.040000 sec): 3 clusters Score: Raw -4521634.190216 + Penalty 5017.162286 = -4516617.027930 nChanged 13 SP:Iteration 20F (20946.380000 sec): 3 clusters Score: Raw -4521643.691020 + Penalty 5017.162286 = -4516626.528734 nChanged 7 SP:Iteration 21Q (20946.660000 sec): 3 clusters Score: Raw -4521648.076443 + Penalty 5017.162286 = -4516630.914157 nChanged 4 SP:Iteration 22Q (20947.010000 sec): 3 clusters Score: Raw -4521651.475247 + Penalty 5017.162286 = -4516634.312961 nChanged 6 SP:Iteration 23Q (20947.290000 sec): 3 clusters Score: Raw -4521656.249588 + Penalty 5017.162286 = -4516639.087302 nChanged 4 SP:Iteration 24Q (20947.580000 sec): 3 clusters Score: Raw -4521660.381946 + Penalty 5017.162286 = -4516643.219659 nChanged 8 SP:Iteration 25Q (20947.840000 sec): 3 clusters Score: Raw -4521666.141134 + Penalty 5017.162286 = -4516648.978847 nChanged 7 SP:Iteration 26Q (20948.160000 sec): 3 clusters Score: Raw -4521670.207529 + Penalty 5017.162286 = -4516653.045243 nChanged 2 SP:Iteration 27Q (20948.440000 sec): 3 clusters Score: Raw -4521671.031179 + Penalty 5017.162286 = -4516653.868893 nChanged 0 SP:Iteration 28F (20948.760000 sec): 3 clusters Score: Raw -4521671.031179 + Penalty 5017.162286 = -4516653.868893 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 17 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20948.870000 sec): 2 clusters Score: Raw -206303.474154 + Penalty 1747.784271 = -204555.689883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20949.070000 sec): 3 clusters Score: Raw -206031.648489 + Penalty 3495.568542 = -202536.079947 nChanged 261 SP:Iteration 1F (20949.290000 sec): 3 clusters Score: Raw -206383.464954 + Penalty 3495.568542 = -202887.896412 nChanged 86 SP:Iteration 2F (20949.470000 sec): 3 clusters Score: Raw -206566.632158 + Penalty 3495.568542 = -203071.063616 nChanged 69 SP:Iteration 3F (20949.640000 sec): 3 clusters Score: Raw -206711.513948 + Penalty 3495.568542 = -203215.945407 nChanged 55 SP:Iteration 4Q (20949.820000 sec): 3 clusters Score: Raw -206852.786231 + Penalty 3495.568542 = -203357.217690 nChanged 59 SP:Iteration 5F (20949.980000 sec): 3 clusters Score: Raw -207013.447176 + Penalty 3495.568542 = -203517.878634 nChanged 57 SP:Iteration 6Q (20950.150000 sec): 3 clusters Score: Raw -207137.358913 + Penalty 3495.568542 = -203641.790371 nChanged 54 SP:Iteration 7Q (20950.370000 sec): 3 clusters Score: Raw -207261.756860 + Penalty 3495.568542 = -203766.188318 nChanged 46 SP:Iteration 8Q (20950.560000 sec): 3 clusters Score: Raw -207376.550251 + Penalty 3495.568542 = -203880.981709 nChanged 28 SP:Iteration 9Q (20950.730000 sec): 3 clusters Score: Raw -207432.855292 + Penalty 3495.568542 = -203937.286750 nChanged 19 SP:Iteration 10Q (20950.900000 sec): 3 clusters Score: Raw -207472.951758 + Penalty 3495.568542 = -203977.383217 nChanged 13 SP:Iteration 11Q (20951.080000 sec): 3 clusters Score: Raw -207492.396208 + Penalty 3495.568542 = -203996.827666 nChanged 12 SP:Iteration 12Q (20951.260000 sec): 3 clusters Score: Raw -207521.922177 + Penalty 3495.568542 = -204026.353636 nChanged 13 SP:Iteration 13Q (20951.440000 sec): 3 clusters Score: Raw -207543.700233 + Penalty 3495.568542 = -204048.131691 nChanged 9 SP:Iteration 14Q (20951.630000 sec): 3 clusters Score: Raw -207557.241629 + Penalty 3495.568542 = -204061.673087 nChanged 4 SP:Iteration 15Q (20951.770000 sec): 3 clusters Score: Raw -207562.626412 + Penalty 3495.568542 = -204067.057870 nChanged 2 SP:Iteration 16Q (20951.940000 sec): 3 clusters Score: Raw -207568.313750 + Penalty 3495.568542 = -204072.745208 nChanged 1 SP:Iteration 17Q (20952.100000 sec): 3 clusters Score: Raw -207569.508108 + Penalty 3495.568542 = -204073.939567 nChanged 0 SP:Iteration 18F (20952.320000 sec): 3 clusters Score: Raw -207569.508108 + Penalty 3495.568542 = -204073.939567 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 18 (774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20952.380000 sec): 2 clusters Score: Raw -126871.141810 + Penalty 1649.589825 = -125221.551985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20952.540000 sec): 3 clusters Score: Raw -126749.779524 + Penalty 3299.179649 = -123450.599875 nChanged 174 SP:Iteration 1F (20952.740000 sec): 3 clusters Score: Raw -127041.583041 + Penalty 3299.179649 = -123742.403391 nChanged 46 SP:Iteration 2F (20952.930000 sec): 3 clusters Score: Raw -127155.781231 + Penalty 3299.179649 = -123856.601582 nChanged 32 SP:Iteration 3Q (20953.130000 sec): 3 clusters Score: Raw -127256.998231 + Penalty 3299.179649 = -123957.818582 nChanged 36 SP:Iteration 4Q (20953.330000 sec): 3 clusters Score: Raw -127361.287988 + Penalty 3299.179649 = -124062.108339 nChanged 26 SP:Iteration 5Q (20953.540000 sec): 3 clusters Score: Raw -127435.876299 + Penalty 3299.179649 = -124136.696650 nChanged 17 SP:Iteration 6Q (20953.730000 sec): 3 clusters Score: Raw -127481.773926 + Penalty 3299.179649 = -124182.594277 nChanged 20 SP:Iteration 7Q (20953.930000 sec): 3 clusters Score: Raw -127533.796882 + Penalty 3299.179649 = -124234.617233 nChanged 22 SP:Iteration 8Q (20954.120000 sec): 3 clusters Score: Raw -127593.889809 + Penalty 3299.179649 = -124294.710160 nChanged 20 SP:Iteration 9Q (20954.320000 sec): 3 clusters Score: Raw -127669.960557 + Penalty 3299.179649 = -124370.780908 nChanged 18 SP:Iteration 10Q (20954.520000 sec): 3 clusters Score: Raw -127738.053550 + Penalty 3299.179649 = -124438.873901 nChanged 20 SP:Iteration 11Q (20954.710000 sec): 3 clusters Score: Raw -127809.517219 + Penalty 3299.179649 = -124510.337570 nChanged 20 SP:Iteration 12Q (20954.900000 sec): 3 clusters Score: Raw -127858.491516 + Penalty 3299.179649 = -124559.311867 nChanged 17 SP:Iteration 13Q (20955.130000 sec): 3 clusters Score: Raw -127916.354860 + Penalty 3299.179649 = -124617.175211 nChanged 18 SP:Iteration 14Q (20955.320000 sec): 3 clusters Score: Raw -127964.717393 + Penalty 3299.179649 = -124665.537743 nChanged 17 SP:Iteration 15Q (20955.460000 sec): 3 clusters Score: Raw -128013.040557 + Penalty 3299.179649 = -124713.860908 nChanged 9 SP:Iteration 16Q (20955.660000 sec): 3 clusters Score: Raw -128030.106287 + Penalty 3299.179649 = -124730.926638 nChanged 5 SP:Iteration 17Q (20955.850000 sec): 3 clusters Score: Raw -128040.034891 + Penalty 3299.179649 = -124740.855242 nChanged 6 SP:Iteration 18Q (20956.050000 sec): 3 clusters Score: Raw -128053.309044 + Penalty 3299.179649 = -124754.129395 nChanged 4 SP:Iteration 19Q (20956.260000 sec): 3 clusters Score: Raw -128066.424225 + Penalty 3299.179649 = -124767.244575 nChanged 5 SP:Iteration 20F (20956.460000 sec): 3 clusters Score: Raw -128081.101950 + Penalty 3299.179649 = -124781.922301 nChanged 2 SP:Iteration 21Q (20956.610000 sec): 3 clusters Score: Raw -128084.923745 + Penalty 3299.179649 = -124785.744096 nChanged 2 SP:Iteration 22Q (20956.800000 sec): 3 clusters Score: Raw -128088.724743 + Penalty 3299.179649 = -124789.545094 nChanged 0 SP:Iteration 23F (20956.980000 sec): 3 clusters Score: Raw -128088.724743 + Penalty 3299.179649 = -124789.545094 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 19 (1880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20957.090000 sec): 2 clusters Score: Raw -311437.324110 + Penalty 1869.678710 = -309567.645400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20957.260000 sec): 3 clusters Score: Raw -310789.802094 + Penalty 3739.357420 = -307050.444675 nChanged 586 SP:Iteration 1F (20957.430000 sec): 3 clusters Score: Raw -311276.997243 + Penalty 3739.357420 = -307537.639823 nChanged 159 SP:Iteration 2F (20957.620000 sec): 3 clusters Score: Raw -311476.644369 + Penalty 3739.357420 = -307737.286949 nChanged 107 SP:Iteration 3F (20957.850000 sec): 3 clusters Score: Raw -311637.122578 + Penalty 3739.357420 = -307897.765158 nChanged 95 SP:Iteration 4F (20957.990000 sec): 3 clusters Score: Raw -311760.599340 + Penalty 3739.357420 = -308021.241920 nChanged 71 SP:Iteration 5Q (20958.170000 sec): 3 clusters Score: Raw -311836.167743 + Penalty 3739.357420 = -308096.810323 nChanged 57 SP:Iteration 6Q (20958.340000 sec): 3 clusters Score: Raw -311889.938852 + Penalty 3739.357420 = -308150.581433 nChanged 36 SP:Iteration 7Q (20958.550000 sec): 3 clusters Score: Raw -311926.458138 + Penalty 3739.357420 = -308187.100718 nChanged 34 SP:Iteration 8Q (20958.720000 sec): 3 clusters Score: Raw -311975.160115 + Penalty 3739.357420 = -308235.802696 nChanged 40 SP:Iteration 9Q (20958.910000 sec): 3 clusters Score: Raw -312015.321774 + Penalty 3739.357420 = -308275.964354 nChanged 44 SP:Iteration 10Q (20959.070000 sec): 3 clusters Score: Raw -312067.411905 + Penalty 3739.357420 = -308328.054486 nChanged 48 SP:Iteration 11Q (20959.280000 sec): 3 clusters Score: Raw -312115.629996 + Penalty 3739.357420 = -308376.272576 nChanged 44 SP:Iteration 12Q (20959.430000 sec): 3 clusters Score: Raw -312157.112478 + Penalty 3739.357420 = -308417.755059 nChanged 48 SP:Iteration 13Q (20959.570000 sec): 3 clusters Score: Raw -312217.714923 + Penalty 3739.357420 = -308478.357503 nChanged 46 SP:Iteration 14Q (20959.770000 sec): 3 clusters Score: Raw -312271.555070 + Penalty 3739.357420 = -308532.197650 nChanged 46 SP:Iteration 15Q (20959.910000 sec): 3 clusters Score: Raw -312324.377492 + Penalty 3739.357420 = -308585.020072 nChanged 39 SP:Iteration 16Q (20960.120000 sec): 3 clusters Score: Raw -312362.110763 + Penalty 3739.357420 = -308622.753343 nChanged 30 SP:Iteration 17Q (20960.290000 sec): 3 clusters Score: Raw -312392.948032 + Penalty 3739.357420 = -308653.590613 nChanged 34 SP:Iteration 18Q (20960.440000 sec): 3 clusters Score: Raw -312433.396263 + Penalty 3739.357420 = -308694.038844 nChanged 32 SP:Iteration 19Q (20960.670000 sec): 3 clusters Score: Raw -312468.776510 + Penalty 3739.357420 = -308729.419090 nChanged 31 SP:Iteration 20F (20960.830000 sec): 3 clusters Score: Raw -312498.274764 + Penalty 3739.357420 = -308758.917345 nChanged 25 SP:Iteration 21Q (20961.020000 sec): 3 clusters Score: Raw -312521.092048 + Penalty 3739.357420 = -308781.734628 nChanged 19 SP:Iteration 22Q (20961.170000 sec): 3 clusters Score: Raw -312538.965019 + Penalty 3739.357420 = -308799.607599 nChanged 13 SP:Iteration 23Q (20961.330000 sec): 3 clusters Score: Raw -312549.568728 + Penalty 3739.357420 = -308810.211308 nChanged 6 SP:Iteration 24Q (20961.540000 sec): 3 clusters Score: Raw -312553.155772 + Penalty 3739.357420 = -308813.798352 nChanged 5 SP:Iteration 25Q (20961.760000 sec): 3 clusters Score: Raw -312556.256417 + Penalty 3739.357420 = -308816.898997 nChanged 4 SP:Iteration 26Q (20961.920000 sec): 3 clusters Score: Raw -312559.056880 + Penalty 3739.357420 = -308819.699460 nChanged 6 SP:Iteration 27Q (20962.060000 sec): 3 clusters Score: Raw -312563.589498 + Penalty 3739.357420 = -308824.232078 nChanged 4 SP:Iteration 28Q (20962.250000 sec): 3 clusters Score: Raw -312566.035177 + Penalty 3739.357420 = -308826.677757 nChanged 3 SP:Iteration 29Q (20962.400000 sec): 3 clusters Score: Raw -312568.103883 + Penalty 3739.357420 = -308828.746464 nChanged 3 SP:Iteration 30Q (20962.600000 sec): 3 clusters Score: Raw -312570.526630 + Penalty 3739.357420 = -308831.169211 nChanged 2 SP:Iteration 31Q (20962.750000 sec): 3 clusters Score: Raw -312572.087861 + Penalty 3739.357420 = -308832.730441 nChanged 2 SP:Iteration 32Q (20962.980000 sec): 3 clusters Score: Raw -312573.141768 + Penalty 3739.357420 = -308833.784348 nChanged 3 SP:Iteration 33Q (20963.140000 sec): 3 clusters Score: Raw -312575.208291 + Penalty 3739.357420 = -308835.850872 nChanged 4 SP:Iteration 34Q (20963.360000 sec): 3 clusters Score: Raw -312582.242882 + Penalty 3739.357420 = -308842.885462 nChanged 4 SP:Iteration 35Q (20963.530000 sec): 3 clusters Score: Raw -312584.993461 + Penalty 3739.357420 = -308845.636042 nChanged 5 SP:Iteration 36Q (20963.710000 sec): 3 clusters Score: Raw -312592.404312 + Penalty 3739.357420 = -308853.046893 nChanged 6 SP:Iteration 37Q (20963.950000 sec): 3 clusters Score: Raw -312597.182045 + Penalty 3739.357420 = -308857.824625 nChanged 5 SP:Iteration 38Q (20964.140000 sec): 3 clusters Score: Raw -312600.089263 + Penalty 3739.357420 = -308860.731844 nChanged 2 SP:Iteration 39Q (20964.330000 sec): 3 clusters Score: Raw -312602.031395 + Penalty 3739.357420 = -308862.673975 nChanged 1 SP:Iteration 40F (20964.500000 sec): 3 clusters Score: Raw -312602.877401 + Penalty 3739.357420 = -308863.519982 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 20 (1600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20964.630000 sec): 2 clusters Score: Raw -290405.363294 + Penalty 1829.684209 = -288575.679085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20964.780000 sec): 3 clusters Score: Raw -289893.147290 + Penalty 3659.368418 = -286233.778872 nChanged 495 SP:Iteration 1F (20965.010000 sec): 3 clusters Score: Raw -290392.929169 + Penalty 3659.368418 = -286733.560750 nChanged 124 SP:Iteration 2F (20965.210000 sec): 3 clusters Score: Raw -290563.698166 + Penalty 3659.368418 = -286904.329748 nChanged 79 SP:Iteration 3Q (20965.410000 sec): 3 clusters Score: Raw -290693.265611 + Penalty 3659.368418 = -287033.897192 nChanged 53 SP:Iteration 4Q (20965.610000 sec): 3 clusters Score: Raw -290794.633771 + Penalty 3659.368418 = -287135.265353 nChanged 69 SP:Iteration 5Q (20965.760000 sec): 3 clusters Score: Raw -290907.534054 + Penalty 3659.368418 = -287248.165635 nChanged 59 SP:Iteration 6Q (20965.990000 sec): 3 clusters Score: Raw -290978.290952 + Penalty 3659.368418 = -287318.922534 nChanged 40 SP:Iteration 7Q (20966.160000 sec): 3 clusters Score: Raw -291023.648091 + Penalty 3659.368418 = -287364.279672 nChanged 32 SP:Iteration 8Q (20966.300000 sec): 3 clusters Score: Raw -291057.513343 + Penalty 3659.368418 = -287398.144925 nChanged 25 SP:Iteration 9Q (20966.480000 sec): 3 clusters Score: Raw -291080.049394 + Penalty 3659.368418 = -287420.680975 nChanged 20 SP:Iteration 10Q (20966.650000 sec): 3 clusters Score: Raw -291096.777776 + Penalty 3659.368418 = -287437.409358 nChanged 16 SP:Iteration 11Q (20966.870000 sec): 3 clusters Score: Raw -291114.774427 + Penalty 3659.368418 = -287455.406008 nChanged 10 SP:Iteration 12Q (20967.090000 sec): 3 clusters Score: Raw -291124.675592 + Penalty 3659.368418 = -287465.307174 nChanged 13 SP:Iteration 13Q (20967.290000 sec): 3 clusters Score: Raw -291138.781865 + Penalty 3659.368418 = -287479.413446 nChanged 17 SP:Iteration 14Q (20967.460000 sec): 3 clusters Score: Raw -291157.498522 + Penalty 3659.368418 = -287498.130103 nChanged 16 SP:Iteration 15Q (20967.640000 sec): 3 clusters Score: Raw -291176.792956 + Penalty 3659.368418 = -287517.424538 nChanged 16 SP:Iteration 16Q (20967.800000 sec): 3 clusters Score: Raw -291193.632003 + Penalty 3659.368418 = -287534.263584 nChanged 15 SP:Iteration 17Q (20968.010000 sec): 3 clusters Score: Raw -291212.593243 + Penalty 3659.368418 = -287553.224825 nChanged 7 SP:Iteration 18Q (20968.210000 sec): 3 clusters Score: Raw -291218.520757 + Penalty 3659.368418 = -287559.152338 nChanged 6 SP:Iteration 19Q (20968.350000 sec): 3 clusters Score: Raw -291223.257265 + Penalty 3659.368418 = -287563.888847 nChanged 4 SP:Iteration 20F (20968.630000 sec): 3 clusters Score: Raw -291227.479484 + Penalty 3659.368418 = -287568.111065 nChanged 3 SP:Iteration 21Q (20968.810000 sec): 3 clusters Score: Raw -291230.494898 + Penalty 3659.368418 = -287571.126479 nChanged 7 SP:Iteration 22Q (20968.990000 sec): 3 clusters Score: Raw -291235.476858 + Penalty 3659.368418 = -287576.108439 nChanged 5 SP:Iteration 23Q (20969.200000 sec): 3 clusters Score: Raw -291241.188364 + Penalty 3659.368418 = -287581.819945 nChanged 4 SP:Iteration 24Q (20969.410000 sec): 3 clusters Score: Raw -291246.567872 + Penalty 3659.368418 = -287587.199454 nChanged 3 SP:Iteration 25Q (20969.610000 sec): 3 clusters Score: Raw -291248.437776 + Penalty 3659.368418 = -287589.069357 nChanged 1 SP:Iteration 26Q (20969.810000 sec): 3 clusters Score: Raw -291249.411607 + Penalty 3659.368418 = -287590.043188 nChanged 1 SP:Iteration 27Q (20970.020000 sec): 3 clusters Score: Raw -291250.020330 + Penalty 3659.368418 = -287590.651912 nChanged 1 SP:Iteration 28Q (20970.260000 sec): 3 clusters Score: Raw -291251.554101 + Penalty 3659.368418 = -287592.185682 nChanged 2 SP:Iteration 29Q (20970.510000 sec): 3 clusters Score: Raw -291252.867558 + Penalty 3659.368418 = -287593.499139 nChanged 1 SP:Iteration 30Q (20970.670000 sec): 3 clusters Score: Raw -291253.710775 + Penalty 3659.368418 = -287594.342357 nChanged 0 SP:Iteration 31F (20970.830000 sec): 3 clusters Score: Raw -291253.710775 + Penalty 3659.368418 = -287594.342357 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 21 (855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20970.920000 sec): 2 clusters Score: Raw -134615.285595 + Penalty 1674.273164 = -132941.012430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20971.110000 sec): 3 clusters Score: Raw -134423.786774 + Penalty 3348.546329 = -131075.240445 nChanged 197 SP:Iteration 1F (20971.250000 sec): 3 clusters Score: Raw -134747.554790 + Penalty 3348.546329 = -131399.008461 nChanged 69 SP:Iteration 2F (20971.460000 sec): 3 clusters Score: Raw -134942.464374 + Penalty 3348.546329 = -131593.918046 nChanged 50 SP:Iteration 3F (20971.630000 sec): 3 clusters Score: Raw -135091.559394 + Penalty 3348.546329 = -131743.013065 nChanged 30 SP:Iteration 4Q (20971.790000 sec): 3 clusters Score: Raw -135155.583961 + Penalty 3348.546329 = -131807.037632 nChanged 17 SP:Iteration 5Q (20971.980000 sec): 3 clusters Score: Raw -135190.420580 + Penalty 3348.546329 = -131841.874251 nChanged 11 SP:Iteration 6Q (20972.180000 sec): 3 clusters Score: Raw -135218.691871 + Penalty 3348.546329 = -131870.145542 nChanged 12 SP:Iteration 7Q (20972.330000 sec): 3 clusters Score: Raw -135251.016003 + Penalty 3348.546329 = -131902.469674 nChanged 11 SP:Iteration 8Q (20972.580000 sec): 3 clusters Score: Raw -135282.878407 + Penalty 3348.546329 = -131934.332079 nChanged 10 SP:Iteration 9Q (20972.760000 sec): 3 clusters Score: Raw -135308.013369 + Penalty 3348.546329 = -131959.467040 nChanged 11 SP:Iteration 10Q (20972.950000 sec): 3 clusters Score: Raw -135336.035079 + Penalty 3348.546329 = -131987.488750 nChanged 7 SP:Iteration 11Q (20973.090000 sec): 3 clusters Score: Raw -135350.284749 + Penalty 3348.546329 = -132001.738420 nChanged 8 SP:Iteration 12Q (20973.300000 sec): 3 clusters Score: Raw -135369.414067 + Penalty 3348.546329 = -132020.867739 nChanged 9 SP:Iteration 13Q (20973.460000 sec): 3 clusters Score: Raw -135396.945014 + Penalty 3348.546329 = -132048.398685 nChanged 10 SP:Iteration 14Q (20973.650000 sec): 3 clusters Score: Raw -135414.897990 + Penalty 3348.546329 = -132066.351661 nChanged 10 SP:Iteration 15Q (20973.830000 sec): 3 clusters Score: Raw -135430.464388 + Penalty 3348.546329 = -132081.918059 nChanged 5 SP:Iteration 16Q (20974.020000 sec): 3 clusters Score: Raw -135439.242163 + Penalty 3348.546329 = -132090.695834 nChanged 9 SP:Iteration 17Q (20974.190000 sec): 3 clusters Score: Raw -135460.758791 + Penalty 3348.546329 = -132112.212463 nChanged 12 SP:Iteration 18Q (20974.360000 sec): 3 clusters Score: Raw -135491.464112 + Penalty 3348.546329 = -132142.917783 nChanged 16 SP:Iteration 19Q (20974.580000 sec): 3 clusters Score: Raw -135527.624550 + Penalty 3348.546329 = -132179.078221 nChanged 16 SP:Iteration 20F (20974.740000 sec): 3 clusters Score: Raw -135567.058864 + Penalty 3348.546329 = -132218.512536 nChanged 15 SP:Iteration 21Q (20974.900000 sec): 3 clusters Score: Raw -135605.449234 + Penalty 3348.546329 = -132256.902905 nChanged 12 SP:Iteration 22Q (20975.100000 sec): 3 clusters Score: Raw -135632.332195 + Penalty 3348.546329 = -132283.785866 nChanged 15 SP:Iteration 23Q (20975.300000 sec): 3 clusters Score: Raw -135672.134426 + Penalty 3348.546329 = -132323.588098 nChanged 11 SP:Iteration 24Q (20975.470000 sec): 3 clusters Score: Raw -135704.196160 + Penalty 3348.546329 = -132355.649831 nChanged 13 SP:Iteration 25Q (20975.640000 sec): 3 clusters Score: Raw -135738.214641 + Penalty 3348.546329 = -132389.668312 nChanged 20 SP:Iteration 26Q (20975.830000 sec): 3 clusters Score: Raw -135779.621533 + Penalty 3348.546329 = -132431.075204 nChanged 11 SP:Iteration 27Q (20975.980000 sec): 3 clusters Score: Raw -135799.650960 + Penalty 3348.546329 = -132451.104631 nChanged 5 SP:Iteration 28Q (20976.160000 sec): 3 clusters Score: Raw -135818.029034 + Penalty 3348.546329 = -132469.482705 nChanged 5 SP:Iteration 29Q (20976.360000 sec): 3 clusters Score: Raw -135829.088680 + Penalty 3348.546329 = -132480.542351 nChanged 4 SP:Iteration 30Q (20976.560000 sec): 3 clusters Score: Raw -135834.402265 + Penalty 3348.546329 = -132485.855937 nChanged 3 SP:Iteration 31Q (20976.780000 sec): 3 clusters Score: Raw -135839.287538 + Penalty 3348.546329 = -132490.741209 nChanged 3 SP:Iteration 32Q (20976.950000 sec): 3 clusters Score: Raw -135846.514500 + Penalty 3348.546329 = -132497.968171 nChanged 1 SP:Iteration 33Q (20977.120000 sec): 3 clusters Score: Raw -135852.121715 + Penalty 3348.546329 = -132503.575387 nChanged 1 SP:Iteration 34Q (20977.320000 sec): 3 clusters Score: Raw -135852.927314 + Penalty 3348.546329 = -132504.380985 nChanged 3 SP:Iteration 35Q (20977.520000 sec): 3 clusters Score: Raw -135858.451916 + Penalty 3348.546329 = -132509.905588 nChanged 3 SP:Iteration 36Q (20977.720000 sec): 3 clusters Score: Raw -135862.742991 + Penalty 3348.546329 = -132514.196662 nChanged 1 SP:Iteration 37Q (20977.930000 sec): 3 clusters Score: Raw -135864.398387 + Penalty 3348.546329 = -132515.852059 nChanged 0 SP:Iteration 38F (20978.120000 sec): 3 clusters Score: Raw -135864.398387 + Penalty 3348.546329 = -132515.852059 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 22 (7612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20978.280000 sec): 2 clusters Score: Raw -1329494.522913 + Penalty 2216.495345 = -1327278.027568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20978.470000 sec): 3 clusters Score: Raw -1325627.704353 + Penalty 4432.990689 = -1321194.713663 nChanged 3048 SP:Iteration 1F (20978.660000 sec): 3 clusters Score: Raw -1327343.453284 + Penalty 4432.990689 = -1322910.462594 nChanged 567 SP:Iteration 2F (20978.860000 sec): 3 clusters Score: Raw -1327723.765776 + Penalty 4432.990689 = -1323290.775087 nChanged 500 SP:Iteration 3F (20979.110000 sec): 3 clusters Score: Raw -1328079.017470 + Penalty 4432.990689 = -1323646.026781 nChanged 422 SP:Iteration 4F (20979.320000 sec): 3 clusters Score: Raw -1328372.721837 + Penalty 4432.990689 = -1323939.731148 nChanged 419 SP:Iteration 5F (20979.550000 sec): 3 clusters Score: Raw -1328688.920189 + Penalty 4432.990689 = -1324255.929500 nChanged 420 SP:Iteration 6F (20979.750000 sec): 3 clusters Score: Raw -1328978.705250 + Penalty 4432.990689 = -1324545.714561 nChanged 363 SP:Iteration 7Q (20980.000000 sec): 3 clusters Score: Raw -1329218.558319 + Penalty 4432.990689 = -1324785.567630 nChanged 322 SP:Iteration 8Q (20980.190000 sec): 3 clusters Score: Raw -1329418.340299 + Penalty 4432.990689 = -1324985.349610 nChanged 249 SP:Iteration 9Q (20980.410000 sec): 3 clusters Score: Raw -1329585.728478 + Penalty 4432.990689 = -1325152.737789 nChanged 222 SP:Iteration 10Q (20980.600000 sec): 3 clusters Score: Raw -1329706.919033 + Penalty 4432.990689 = -1325273.928344 nChanged 175 SP:Iteration 11Q (20980.840000 sec): 3 clusters Score: Raw -1329777.102225 + Penalty 4432.990689 = -1325344.111536 nChanged 110 SP:Iteration 12Q (20981.070000 sec): 3 clusters Score: Raw -1329821.294377 + Penalty 4432.990689 = -1325388.303688 nChanged 102 SP:Iteration 13Q (20981.290000 sec): 3 clusters Score: Raw -1329860.951311 + Penalty 4432.990689 = -1325427.960622 nChanged 78 SP:Iteration 14Q (20981.490000 sec): 3 clusters Score: Raw -1329889.529189 + Penalty 4432.990689 = -1325456.538500 nChanged 65 SP:Iteration 15Q (20981.730000 sec): 3 clusters Score: Raw -1329909.495959 + Penalty 4432.990689 = -1325476.505270 nChanged 55 SP:Iteration 16Q (20981.980000 sec): 3 clusters Score: Raw -1329926.651121 + Penalty 4432.990689 = -1325493.660432 nChanged 41 SP:Iteration 17Q (20982.190000 sec): 3 clusters Score: Raw -1329938.013511 + Penalty 4432.990689 = -1325505.022822 nChanged 43 SP:Iteration 18Q (20982.380000 sec): 3 clusters Score: Raw -1329950.730337 + Penalty 4432.990689 = -1325517.739648 nChanged 46 SP:Iteration 19Q (20982.640000 sec): 3 clusters Score: Raw -1329965.679310 + Penalty 4432.990689 = -1325532.688621 nChanged 41 SP:Iteration 20F (20982.870000 sec): 3 clusters Score: Raw -1329977.560055 + Penalty 4432.990689 = -1325544.569365 nChanged 35 SP:Iteration 21Q (20983.120000 sec): 3 clusters Score: Raw -1329988.985530 + Penalty 4432.990689 = -1325555.994841 nChanged 37 SP:Iteration 22Q (20983.310000 sec): 3 clusters Score: Raw -1329998.502583 + Penalty 4432.990689 = -1325565.511893 nChanged 24 SP:Iteration 23Q (20983.520000 sec): 3 clusters Score: Raw -1330007.417269 + Penalty 4432.990689 = -1325574.426580 nChanged 24 SP:Iteration 24Q (20983.750000 sec): 3 clusters Score: Raw -1330014.494717 + Penalty 4432.990689 = -1325581.504028 nChanged 21 SP:Iteration 25Q (20984.040000 sec): 3 clusters Score: Raw -1330020.460783 + Penalty 4432.990689 = -1325587.470094 nChanged 24 SP:Iteration 26Q (20984.230000 sec): 3 clusters Score: Raw -1330028.273908 + Penalty 4432.990689 = -1325595.283219 nChanged 19 SP:Iteration 27Q (20984.430000 sec): 3 clusters Score: Raw -1330033.524255 + Penalty 4432.990689 = -1325600.533566 nChanged 24 SP:Iteration 28Q (20984.640000 sec): 3 clusters Score: Raw -1330037.341420 + Penalty 4432.990689 = -1325604.350731 nChanged 8 SP:Iteration 29Q (20984.870000 sec): 3 clusters Score: Raw -1330038.659440 + Penalty 4432.990689 = -1325605.668751 nChanged 6 SP:Iteration 30Q (20985.060000 sec): 3 clusters Score: Raw -1330040.069886 + Penalty 4432.990689 = -1325607.079196 nChanged 10 SP:Iteration 31Q (20985.300000 sec): 3 clusters Score: Raw -1330041.788316 + Penalty 4432.990689 = -1325608.797626 nChanged 7 SP:Iteration 32Q (20985.570000 sec): 3 clusters Score: Raw -1330042.765034 + Penalty 4432.990689 = -1325609.774345 nChanged 6 SP:Iteration 33Q (20985.790000 sec): 3 clusters Score: Raw -1330043.647576 + Penalty 4432.990689 = -1325610.656887 nChanged 4 SP:Iteration 34Q (20986.030000 sec): 3 clusters Score: Raw -1330044.209157 + Penalty 4432.990689 = -1325611.218468 nChanged 5 SP:Iteration 35Q (20986.290000 sec): 3 clusters Score: Raw -1330044.695589 + Penalty 4432.990689 = -1325611.704900 nChanged 2 SP:Iteration 36Q (20986.500000 sec): 3 clusters Score: Raw -1330045.016413 + Penalty 4432.990689 = -1325612.025724 nChanged 3 SP:Iteration 37Q (20986.770000 sec): 3 clusters Score: Raw -1330045.576368 + Penalty 4432.990689 = -1325612.585679 nChanged 2 SP:Iteration 38Q (20986.990000 sec): 3 clusters Score: Raw -1330045.767308 + Penalty 4432.990689 = -1325612.776618 nChanged 0 SP:Iteration 39F (20987.270000 sec): 3 clusters Score: Raw -1330045.767308 + Penalty 4432.990689 = -1325612.776618 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 23 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20987.330000 sec): 2 clusters Score: Raw -45502.804747 + Penalty 1401.817317 = -44100.987431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20987.510000 sec): 3 clusters Score: Raw -45737.863268 + Penalty 2803.634633 = -42934.228635 nChanged 42 SP:Iteration 1F (20987.670000 sec): 3 clusters Score: Raw -45899.522030 + Penalty 2803.634633 = -43095.887396 nChanged 12 SP:Iteration 2Q (20987.870000 sec): 3 clusters Score: Raw -45950.869678 + Penalty 2803.634633 = -43147.235044 nChanged 4 SP:Iteration 3Q (20988.070000 sec): 3 clusters Score: Raw -45957.731852 + Penalty 2803.634633 = -43154.097218 nChanged 2 SP:Iteration 4Q (20988.270000 sec): 3 clusters Score: Raw -45963.018372 + Penalty 2803.634633 = -43159.383738 nChanged 1 SP:Iteration 5Q (20988.460000 sec): 3 clusters Score: Raw -45964.269023 + Penalty 2803.634633 = -43160.634390 nChanged 0 SP:Iteration 6F (20988.640000 sec): 3 clusters Score: Raw -45964.269023 + Penalty 2803.634633 = -43160.634390 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 24 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20988.740000 sec): 2 clusters Score: Raw -43293.396444 + Penalty 1435.150551 = -41858.245893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20988.950000 sec): 3 clusters Score: Raw -43511.192869 + Penalty 2870.301101 = -40640.891768 nChanged 61 SP:Iteration 1F (20989.160000 sec): 3 clusters Score: Raw -43721.376420 + Penalty 2870.301101 = -40851.075319 nChanged 28 SP:Iteration 2F (20989.370000 sec): 3 clusters Score: Raw -43869.744170 + Penalty 2870.301101 = -40999.443069 nChanged 16 SP:Iteration 3Q (20989.570000 sec): 3 clusters Score: Raw -43940.120282 + Penalty 2870.301101 = -41069.819180 nChanged 7 SP:Iteration 4Q (20989.780000 sec): 3 clusters Score: Raw -43960.542278 + Penalty 2870.301101 = -41090.241177 nChanged 2 SP:Iteration 5Q (20989.950000 sec): 3 clusters Score: Raw -43965.350822 + Penalty 2870.301101 = -41095.049721 nChanged 2 SP:Iteration 6Q (20990.140000 sec): 3 clusters Score: Raw -43982.504228 + Penalty 2870.301101 = -41112.203127 nChanged 0 SP:Iteration 7F (20990.350000 sec): 3 clusters Score: Raw -43982.504228 + Penalty 2870.301101 = -41112.203127 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 25 (27425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20990.610000 sec): 2 clusters Score: Raw -4711005.794713 + Penalty 2534.364151 = -4708471.430563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20991.000000 sec): 3 clusters Score: Raw -4694771.381114 + Penalty 5068.728301 = -4689702.652813 nChanged 12202 SP:Iteration 1F (20991.320000 sec): 3 clusters Score: Raw -4701547.363195 + Penalty 5068.728301 = -4696478.634894 nChanged 1369 SP:Iteration 2Q (20991.690000 sec): 3 clusters Score: Raw -4702032.121438 + Penalty 5068.728301 = -4696963.393137 nChanged 1265 SP:Iteration 3Q (20991.990000 sec): 3 clusters Score: Raw -4702491.795831 + Penalty 5068.728301 = -4697423.067529 nChanged 1266 SP:Iteration 4Q (20992.360000 sec): 3 clusters Score: Raw -4703013.313283 + Penalty 5068.728301 = -4697944.584982 nChanged 1294 SP:Iteration 5Q (20992.710000 sec): 3 clusters Score: Raw -4703580.679575 + Penalty 5068.728301 = -4698511.951274 nChanged 1308 SP:Iteration 6Q (20993.070000 sec): 3 clusters Score: Raw -4704187.447127 + Penalty 5068.728301 = -4699118.718826 nChanged 1327 SP:Iteration 7Q (20993.390000 sec): 3 clusters Score: Raw -4704846.229348 + Penalty 5068.728301 = -4699777.501047 nChanged 1310 SP:Iteration 8Q (20993.760000 sec): 3 clusters Score: Raw -4705464.322689 + Penalty 5068.728301 = -4700395.594387 nChanged 1219 SP:Iteration 9Q (20994.080000 sec): 3 clusters Score: Raw -4706073.682988 + Penalty 5068.728301 = -4701004.954687 nChanged 1149 SP:Iteration 10Q (20994.400000 sec): 3 clusters Score: Raw -4706685.520484 + Penalty 5068.728301 = -4701616.792182 nChanged 1157 SP:Iteration 11Q (20994.780000 sec): 3 clusters Score: Raw -4707323.536973 + Penalty 5068.728301 = -4702254.808672 nChanged 1114 SP:Iteration 12Q (20995.120000 sec): 3 clusters Score: Raw -4707985.639705 + Penalty 5068.728301 = -4702916.911404 nChanged 1081 SP:Iteration 13Q (20995.440000 sec): 3 clusters Score: Raw -4708682.753285 + Penalty 5068.728301 = -4703614.024984 nChanged 984 SP:Iteration 14Q (20995.780000 sec): 3 clusters Score: Raw -4709353.684304 + Penalty 5068.728301 = -4704284.956003 nChanged 851 SP:Iteration 15Q (20996.110000 sec): 3 clusters Score: Raw -4709971.996028 + Penalty 5068.728301 = -4704903.267726 nChanged 626 SP:Iteration 16Q (20996.460000 sec): 3 clusters Score: Raw -4710410.103285 + Penalty 5068.728301 = -4705341.374984 nChanged 442 SP:Iteration 17Q (20996.750000 sec): 3 clusters Score: Raw -4710732.136998 + Penalty 5068.728301 = -4705663.408697 nChanged 280 SP:Iteration 18Q (20997.050000 sec): 3 clusters Score: Raw -4710930.586069 + Penalty 5068.728301 = -4705861.857767 nChanged 174 SP:Iteration 19Q (20997.370000 sec): 3 clusters Score: Raw -4711068.569191 + Penalty 5068.728301 = -4705999.840890 nChanged 120 SP:Iteration 20F (20997.770000 sec): 3 clusters Score: Raw -4711159.909992 + Penalty 5068.728301 = -4706091.181691 nChanged 79 SP:Iteration 21Q (20998.080000 sec): 3 clusters Score: Raw -4711224.221727 + Penalty 5068.728301 = -4706155.493426 nChanged 51 SP:Iteration 22Q (20998.420000 sec): 3 clusters Score: Raw -4711270.058582 + Penalty 5068.728301 = -4706201.330281 nChanged 42 SP:Iteration 23Q (20998.750000 sec): 3 clusters Score: Raw -4711307.835196 + Penalty 5068.728301 = -4706239.106894 nChanged 27 SP:Iteration 24Q (20999.050000 sec): 3 clusters Score: Raw -4711337.607755 + Penalty 5068.728301 = -4706268.879454 nChanged 25 SP:Iteration 25Q (20999.370000 sec): 3 clusters Score: Raw -4711361.754038 + Penalty 5068.728301 = -4706293.025736 nChanged 19 SP:Iteration 26Q (20999.730000 sec): 3 clusters Score: Raw -4711377.428854 + Penalty 5068.728301 = -4706308.700552 nChanged 9 SP:Iteration 27Q (21000.070000 sec): 3 clusters Score: Raw -4711384.814429 + Penalty 5068.728301 = -4706316.086128 nChanged 7 SP:Iteration 28Q (21000.410000 sec): 3 clusters Score: Raw -4711390.549937 + Penalty 5068.728301 = -4706321.821636 nChanged 9 SP:Iteration 29Q (21000.710000 sec): 3 clusters Score: Raw -4711398.210507 + Penalty 5068.728301 = -4706329.482205 nChanged 5 SP:Iteration 30Q (21001.050000 sec): 3 clusters Score: Raw -4711404.860628 + Penalty 5068.728301 = -4706336.132326 nChanged 8 SP:Iteration 31Q (21001.390000 sec): 3 clusters Score: Raw -4711412.456078 + Penalty 5068.728301 = -4706343.727776 nChanged 5 SP:Iteration 32Q (21001.760000 sec): 3 clusters Score: Raw -4711417.377927 + Penalty 5068.728301 = -4706348.649626 nChanged 2 SP:Iteration 33Q (21002.060000 sec): 3 clusters Score: Raw -4711418.378242 + Penalty 5068.728301 = -4706349.649941 nChanged 0 SP:Iteration 34F (21002.400000 sec): 3 clusters Score: Raw -4711418.378242 + Penalty 5068.728301 = -4706349.649941 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 26 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21002.560000 sec): 2 clusters Score: Raw -10288.992880 + Penalty 1167.963490 = -9121.029390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21002.700000 sec): 3 clusters Score: Raw -10782.126825 + Penalty 2335.926980 = -8446.199845 nChanged 4 SP:Iteration 1Q (21002.880000 sec): 3 clusters Score: Raw -10806.037285 + Penalty 2335.926980 = -8470.110305 nChanged 2 SP:Iteration 2Q (21003.080000 sec): 3 clusters Score: Raw -10842.620093 + Penalty 2335.926980 = -8506.693113 nChanged 3 SP:Iteration 3Q (21003.320000 sec): 3 clusters Score: Raw -10874.907348 + Penalty 2335.926980 = -8538.980368 nChanged 0 SP:Iteration 4F (21003.500000 sec): 3 clusters Score: Raw -10874.907348 + Penalty 2335.926980 = -8538.980368 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 27 (209980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21004.530000 sec): 2 clusters Score: Raw -37155356.339906 + Penalty 3039.182357 = -37152317.157549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21005.850000 sec): 3 clusters Score: Raw -37017410.589581 + Penalty 6078.364713 = -37011332.224868 nChanged 101053 SP:Iteration 1F (21007.180000 sec): 3 clusters Score: Raw -37076318.241776 + Penalty 6078.364713 = -37070239.877062 nChanged 5877 SP:Iteration 2Q (21008.520000 sec): 3 clusters Score: Raw -37077607.988020 + Penalty 6078.364713 = -37071529.623307 nChanged 6300 SP:Iteration 3Q (21009.870000 sec): 3 clusters Score: Raw -37079282.501297 + Penalty 6078.364713 = -37073204.136584 nChanged 7158 SP:Iteration 4Q (21011.210000 sec): 3 clusters Score: Raw -37081547.623346 + Penalty 6078.364713 = -37075469.258633 nChanged 8070 SP:Iteration 5Q (21012.570000 sec): 3 clusters Score: Raw -37084724.217309 + Penalty 6078.364713 = -37078645.852596 nChanged 9345 SP:Iteration 6Q (21013.940000 sec): 3 clusters Score: Raw -37089333.889455 + Penalty 6078.364713 = -37083255.524742 nChanged 11292 SP:Iteration 7F (21015.290000 sec): 3 clusters Score: Raw -37096369.516014 + Penalty 6078.364713 = -37090291.151300 nChanged 14010 SP:Iteration 8F (21016.670000 sec): 3 clusters Score: Raw -37106554.024431 + Penalty 6078.364713 = -37100475.659717 nChanged 16190 SP:Iteration 9F (21017.950000 sec): 3 clusters Score: Raw -37119753.363339 + Penalty 6078.364713 = -37113674.998625 nChanged 15823 SP:Iteration 10F (21019.250000 sec): 3 clusters Score: Raw -37133285.018073 + Penalty 6078.364713 = -37127206.653360 nChanged 12562 SP:Iteration 11F (21020.530000 sec): 3 clusters Score: Raw -37144068.760099 + Penalty 6078.364713 = -37137990.395386 nChanged 7775 SP:Iteration 12Q (21021.740000 sec): 3 clusters Score: Raw -37150427.328944 + Penalty 6078.364713 = -37144348.964231 nChanged 3870 SP:Iteration 13Q (21022.940000 sec): 3 clusters Score: Raw -37153460.985853 + Penalty 6078.364713 = -37147382.621140 nChanged 1664 SP:Iteration 14Q (21024.080000 sec): 3 clusters Score: Raw -37154690.507750 + Penalty 6078.364713 = -37148612.143037 nChanged 711 SP:Iteration 15Q (21025.200000 sec): 3 clusters Score: Raw -37155204.050886 + Penalty 6078.364713 = -37149125.686173 nChanged 338 SP:Iteration 16Q (21026.370000 sec): 3 clusters Score: Raw -37155439.794310 + Penalty 6078.364713 = -37149361.429596 nChanged 177 SP:Iteration 17Q (21027.570000 sec): 3 clusters Score: Raw -37155562.589807 + Penalty 6078.364713 = -37149484.225093 nChanged 122 SP:Iteration 18Q (21028.660000 sec): 3 clusters Score: Raw -37155647.507536 + Penalty 6078.364713 = -37149569.142823 nChanged 75 SP:Iteration 19Q (21029.750000 sec): 3 clusters Score: Raw -37155704.291256 + Penalty 6078.364713 = -37149625.926543 nChanged 57 SP:Iteration 20F (21031.040000 sec): 3 clusters Score: Raw -37155742.794568 + Penalty 6078.364713 = -37149664.429855 nChanged 43 SP:Iteration 21Q (21032.090000 sec): 3 clusters Score: Raw -37155772.652136 + Penalty 6078.364713 = -37149694.287422 nChanged 26 SP:Iteration 22Q (21033.120000 sec): 3 clusters Score: Raw -37155794.829513 + Penalty 6078.364713 = -37149716.464800 nChanged 27 SP:Iteration 23Q (21034.330000 sec): 3 clusters Score: Raw -37155816.420600 + Penalty 6078.364713 = -37149738.055887 nChanged 25 SP:Iteration 24Q (21035.440000 sec): 3 clusters Score: Raw -37155835.015920 + Penalty 6078.364713 = -37149756.651207 nChanged 21 SP:Iteration 25Q (21036.500000 sec): 3 clusters Score: Raw -37155850.192269 + Penalty 6078.364713 = -37149771.827556 nChanged 11 SP:Iteration 26Q (21037.580000 sec): 3 clusters Score: Raw -37155857.049084 + Penalty 6078.364713 = -37149778.684370 nChanged 4 SP:Iteration 27Q (21038.620000 sec): 3 clusters Score: Raw -37155859.579582 + Penalty 6078.364713 = -37149781.214869 nChanged 6 SP:Iteration 28Q (21039.520000 sec): 3 clusters Score: Raw -37155863.063893 + Penalty 6078.364713 = -37149784.699180 nChanged 6 SP:Iteration 29Q (21040.520000 sec): 3 clusters Score: Raw -37155866.063366 + Penalty 6078.364713 = -37149787.698652 nChanged 2 SP:Iteration 30Q (21041.580000 sec): 3 clusters Score: Raw -37155867.365659 + Penalty 6078.364713 = -37149789.000945 nChanged 1 SP:Iteration 31Q (21042.840000 sec): 3 clusters Score: Raw -37155868.398230 + Penalty 6078.364713 = -37149790.033516 nChanged 3 SP:Iteration 32Q (21044.000000 sec): 3 clusters Score: Raw -37155870.621384 + Penalty 6078.364713 = -37149792.256671 nChanged 3 SP:Iteration 33Q (21045.020000 sec): 3 clusters Score: Raw -37155871.786410 + Penalty 6078.364713 = -37149793.421697 nChanged 0 SP:Iteration 34F (21046.250000 sec): 3 clusters Score: Raw -37155871.786410 + Penalty 6078.364713 = -37149793.421697 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 28 (20515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21046.550000 sec): 2 clusters Score: Raw -3454831.005129 + Penalty 2462.370078 = -3452368.635051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21046.810000 sec): 3 clusters Score: Raw -3442893.408359 + Penalty 4924.740156 = -3437968.668203 nChanged 8990 SP:Iteration 1F (21047.150000 sec): 3 clusters Score: Raw -3447784.256976 + Penalty 4924.740156 = -3442859.516820 nChanged 1177 SP:Iteration 2F (21047.430000 sec): 3 clusters Score: Raw -3448271.595096 + Penalty 4924.740156 = -3443346.854940 nChanged 1112 SP:Iteration 3F (21047.760000 sec): 3 clusters Score: Raw -3448841.843011 + Penalty 4924.740156 = -3443917.102855 nChanged 1083 SP:Iteration 4F (21048.100000 sec): 3 clusters Score: Raw -3449554.317172 + Penalty 4924.740156 = -3444629.577016 nChanged 1193 SP:Iteration 5F (21048.440000 sec): 3 clusters Score: Raw -3450383.688434 + Penalty 4924.740156 = -3445458.948278 nChanged 1160 SP:Iteration 6F (21048.690000 sec): 3 clusters Score: Raw -3451212.029953 + Penalty 4924.740156 = -3446287.289797 nChanged 1094 SP:Iteration 7F (21049.020000 sec): 3 clusters Score: Raw -3451927.273490 + Penalty 4924.740156 = -3447002.533334 nChanged 905 SP:Iteration 8Q (21049.330000 sec): 3 clusters Score: Raw -3452510.296305 + Penalty 4924.740156 = -3447585.556149 nChanged 800 SP:Iteration 9Q (21049.660000 sec): 3 clusters Score: Raw -3452997.462087 + Penalty 4924.740156 = -3448072.721931 nChanged 665 SP:Iteration 10Q (21049.950000 sec): 3 clusters Score: Raw -3453364.588020 + Penalty 4924.740156 = -3448439.847864 nChanged 533 SP:Iteration 11Q (21050.310000 sec): 3 clusters Score: Raw -3453647.979201 + Penalty 4924.740156 = -3448723.239045 nChanged 478 SP:Iteration 12Q (21050.680000 sec): 3 clusters Score: Raw -3453880.895462 + Penalty 4924.740156 = -3448956.155306 nChanged 368 SP:Iteration 13Q (21050.990000 sec): 3 clusters Score: Raw -3454062.701119 + Penalty 4924.740156 = -3449137.960963 nChanged 311 SP:Iteration 14Q (21051.270000 sec): 3 clusters Score: Raw -3454218.166710 + Penalty 4924.740156 = -3449293.426554 nChanged 296 SP:Iteration 15Q (21051.590000 sec): 3 clusters Score: Raw -3454371.568362 + Penalty 4924.740156 = -3449446.828206 nChanged 239 SP:Iteration 16Q (21051.890000 sec): 3 clusters Score: Raw -3454492.358501 + Penalty 4924.740156 = -3449567.618345 nChanged 206 SP:Iteration 17Q (21052.200000 sec): 3 clusters Score: Raw -3454587.120579 + Penalty 4924.740156 = -3449662.380423 nChanged 182 SP:Iteration 18Q (21052.540000 sec): 3 clusters Score: Raw -3454660.590024 + Penalty 4924.740156 = -3449735.849868 nChanged 154 SP:Iteration 19Q (21052.870000 sec): 3 clusters Score: Raw -3454731.577689 + Penalty 4924.740156 = -3449806.837533 nChanged 134 SP:Iteration 20F (21053.190000 sec): 3 clusters Score: Raw -3454781.346136 + Penalty 4924.740156 = -3449856.605980 nChanged 110 SP:Iteration 21Q (21053.520000 sec): 3 clusters Score: Raw -3454823.390391 + Penalty 4924.740156 = -3449898.650235 nChanged 102 SP:Iteration 22Q (21053.820000 sec): 3 clusters Score: Raw -3454870.969222 + Penalty 4924.740156 = -3449946.229066 nChanged 105 SP:Iteration 23Q (21054.130000 sec): 3 clusters Score: Raw -3454914.689758 + Penalty 4924.740156 = -3449989.949602 nChanged 75 SP:Iteration 24Q (21054.430000 sec): 3 clusters Score: Raw -3454951.410630 + Penalty 4924.740156 = -3450026.670474 nChanged 69 SP:Iteration 25Q (21054.730000 sec): 3 clusters Score: Raw -3454984.452755 + Penalty 4924.740156 = -3450059.712599 nChanged 66 SP:Iteration 26Q (21055.020000 sec): 3 clusters Score: Raw -3455011.648877 + Penalty 4924.740156 = -3450086.908721 nChanged 51 SP:Iteration 27Q (21055.370000 sec): 3 clusters Score: Raw -3455032.550566 + Penalty 4924.740156 = -3450107.810410 nChanged 46 SP:Iteration 28Q (21055.660000 sec): 3 clusters Score: Raw -3455052.524876 + Penalty 4924.740156 = -3450127.784720 nChanged 44 SP:Iteration 29Q (21055.980000 sec): 3 clusters Score: Raw -3455073.847046 + Penalty 4924.740156 = -3450149.106890 nChanged 47 SP:Iteration 30Q (21056.350000 sec): 3 clusters Score: Raw -3455095.348540 + Penalty 4924.740156 = -3450170.608384 nChanged 39 SP:Iteration 31Q (21056.640000 sec): 3 clusters Score: Raw -3455114.804232 + Penalty 4924.740156 = -3450190.064076 nChanged 27 SP:Iteration 32Q (21056.990000 sec): 3 clusters Score: Raw -3455126.079298 + Penalty 4924.740156 = -3450201.339141 nChanged 23 SP:Iteration 33Q (21057.260000 sec): 3 clusters Score: Raw -3455136.380896 + Penalty 4924.740156 = -3450211.640740 nChanged 23 SP:Iteration 34Q (21057.540000 sec): 3 clusters Score: Raw -3455145.254886 + Penalty 4924.740156 = -3450220.514730 nChanged 13 SP:Iteration 35Q (21057.810000 sec): 3 clusters Score: Raw -3455150.504641 + Penalty 4924.740156 = -3450225.764485 nChanged 11 SP:Iteration 36Q (21058.130000 sec): 3 clusters Score: Raw -3455154.807867 + Penalty 4924.740156 = -3450230.067711 nChanged 13 SP:Iteration 37Q (21058.400000 sec): 3 clusters Score: Raw -3455159.955226 + Penalty 4924.740156 = -3450235.215070 nChanged 10 SP:Iteration 38Q (21058.690000 sec): 3 clusters Score: Raw -3455163.443581 + Penalty 4924.740156 = -3450238.703425 nChanged 18 SP:Iteration 39Q (21058.980000 sec): 3 clusters Score: Raw -3455170.904219 + Penalty 4924.740156 = -3450246.164063 nChanged 15 SP:Iteration 40F (21059.310000 sec): 3 clusters Score: Raw -3455176.872719 + Penalty 4924.740156 = -3450252.132563 nChanged 11 SP:Iteration 41Q (21059.580000 sec): 3 clusters Score: Raw -3455181.224527 + Penalty 4924.740156 = -3450256.484371 nChanged 9 SP:Iteration 42Q (21059.910000 sec): 3 clusters Score: Raw -3455184.445879 + Penalty 4924.740156 = -3450259.705723 nChanged 8 SP:Iteration 43Q (21060.250000 sec): 3 clusters Score: Raw -3455189.440156 + Penalty 4924.740156 = -3450264.700000 nChanged 14 SP:Iteration 44Q (21060.570000 sec): 3 clusters Score: Raw -3455195.243723 + Penalty 4924.740156 = -3450270.503567 nChanged 11 SP:Iteration 45Q (21060.850000 sec): 3 clusters Score: Raw -3455199.289155 + Penalty 4924.740156 = -3450274.548999 nChanged 7 SP:Iteration 46Q (21061.210000 sec): 3 clusters Score: Raw -3455202.264616 + Penalty 4924.740156 = -3450277.524460 nChanged 7 SP:Iteration 47Q (21061.520000 sec): 3 clusters Score: Raw -3455204.621757 + Penalty 4924.740156 = -3450279.881601 nChanged 1 SP:Iteration 48Q (21061.820000 sec): 3 clusters Score: Raw -3455204.926452 + Penalty 4924.740156 = -3450280.186296 nChanged 1 SP:Iteration 49Q (21062.100000 sec): 3 clusters Score: Raw -3455205.266940 + Penalty 4924.740156 = -3450280.526784 nChanged 1 SP:Iteration 50Q (21062.420000 sec): 3 clusters Score: Raw -3455205.591436 + Penalty 4924.740156 = -3450280.851280 nChanged 2 SP:Iteration 51Q (21062.730000 sec): 3 clusters Score: Raw -3455206.173012 + Penalty 4924.740156 = -3450281.432856 nChanged 2 SP:Iteration 52Q (21063.020000 sec): 3 clusters Score: Raw -3455206.826215 + Penalty 4924.740156 = -3450282.086059 nChanged 3 SP:Iteration 53Q (21063.330000 sec): 3 clusters Score: Raw -3455208.151732 + Penalty 4924.740156 = -3450283.411576 nChanged 3 SP:Iteration 54Q (21063.610000 sec): 3 clusters Score: Raw -3455209.293676 + Penalty 4924.740156 = -3450284.553520 nChanged 3 SP:Iteration 55Q (21063.870000 sec): 3 clusters Score: Raw -3455210.788368 + Penalty 4924.740156 = -3450286.048212 nChanged 5 SP:Iteration 56Q (21064.160000 sec): 3 clusters Score: Raw -3455212.360646 + Penalty 4924.740156 = -3450287.620490 nChanged 2 SP:Iteration 57Q (21064.470000 sec): 3 clusters Score: Raw -3455213.119684 + Penalty 4924.740156 = -3450288.379528 nChanged 2 SP:Iteration 58Q (21064.730000 sec): 3 clusters Score: Raw -3455214.300843 + Penalty 4924.740156 = -3450289.560687 nChanged 3 SP:Iteration 59Q (21065.030000 sec): 3 clusters Score: Raw -3455215.983372 + Penalty 4924.740156 = -3450291.243216 nChanged 2 SP:Iteration 60F (21065.310000 sec): 3 clusters Score: Raw -3455216.999036 + Penalty 4924.740156 = -3450292.258880 nChanged 4 SP:Iteration 61Q (21065.600000 sec): 3 clusters Score: Raw -3455218.591464 + Penalty 4924.740156 = -3450293.851308 nChanged 2 SP:Iteration 62Q (21065.870000 sec): 3 clusters Score: Raw -3455219.364450 + Penalty 4924.740156 = -3450294.624294 nChanged 7 SP:Iteration 63Q (21066.180000 sec): 3 clusters Score: Raw -3455222.422858 + Penalty 4924.740156 = -3450297.682702 nChanged 7 SP:Iteration 64Q (21066.470000 sec): 3 clusters Score: Raw -3455225.639547 + Penalty 4924.740156 = -3450300.899391 nChanged 8 SP:Iteration 65Q (21066.790000 sec): 3 clusters Score: Raw -3455229.363534 + Penalty 4924.740156 = -3450304.623378 nChanged 7 SP:Iteration 66Q (21067.050000 sec): 3 clusters Score: Raw -3455232.272030 + Penalty 4924.740156 = -3450307.531874 nChanged 5 SP:Iteration 67Q (21067.380000 sec): 3 clusters Score: Raw -3455234.049905 + Penalty 4924.740156 = -3450309.309749 nChanged 3 SP:Iteration 68Q (21067.690000 sec): 3 clusters Score: Raw -3455234.941653 + Penalty 4924.740156 = -3450310.201497 nChanged 1 SP:Iteration 69Q (21067.950000 sec): 3 clusters Score: Raw -3455235.441907 + Penalty 4924.740156 = -3450310.701751 nChanged 2 SP:Iteration 70Q (21068.290000 sec): 3 clusters Score: Raw -3455235.859647 + Penalty 4924.740156 = -3450311.119491 nChanged 0 SP:Iteration 71F (21068.560000 sec): 3 clusters Score: Raw -3455235.859647 + Penalty 4924.740156 = -3450311.119491 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 29 (1390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21068.710000 sec): 2 clusters Score: Raw -232840.681834 + Penalty 1794.790638 = -231045.891195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21068.910000 sec): 3 clusters Score: Raw -232450.861104 + Penalty 3589.581277 = -228861.279827 nChanged 395 SP:Iteration 1F (21069.090000 sec): 3 clusters Score: Raw -232838.576941 + Penalty 3589.581277 = -229248.995665 nChanged 91 SP:Iteration 2F (21069.270000 sec): 3 clusters Score: Raw -232946.166154 + Penalty 3589.581277 = -229356.584877 nChanged 68 SP:Iteration 3Q (21069.470000 sec): 3 clusters Score: Raw -233039.700270 + Penalty 3589.581277 = -229450.118993 nChanged 53 SP:Iteration 4Q (21069.650000 sec): 3 clusters Score: Raw -233117.227719 + Penalty 3589.581277 = -229527.646442 nChanged 43 SP:Iteration 5Q (21069.890000 sec): 3 clusters Score: Raw -233171.509667 + Penalty 3589.581277 = -229581.928390 nChanged 34 SP:Iteration 6Q (21070.070000 sec): 3 clusters Score: Raw -233211.303606 + Penalty 3589.581277 = -229621.722329 nChanged 31 SP:Iteration 7Q (21070.240000 sec): 3 clusters Score: Raw -233256.618098 + Penalty 3589.581277 = -229667.036821 nChanged 49 SP:Iteration 8Q (21070.460000 sec): 3 clusters Score: Raw -233329.030986 + Penalty 3589.581277 = -229739.449709 nChanged 47 SP:Iteration 9Q (21070.620000 sec): 3 clusters Score: Raw -233404.930902 + Penalty 3589.581277 = -229815.349625 nChanged 56 SP:Iteration 10Q (21070.810000 sec): 3 clusters Score: Raw -233514.615374 + Penalty 3589.581277 = -229925.034097 nChanged 50 SP:Iteration 11Q (21071.050000 sec): 3 clusters Score: Raw -233624.446157 + Penalty 3589.581277 = -230034.864880 nChanged 48 SP:Iteration 12Q (21071.170000 sec): 3 clusters Score: Raw -233734.775743 + Penalty 3589.581277 = -230145.194466 nChanged 44 SP:Iteration 13Q (21071.370000 sec): 3 clusters Score: Raw -233833.542461 + Penalty 3589.581277 = -230243.961184 nChanged 41 SP:Iteration 14Q (21071.560000 sec): 3 clusters Score: Raw -233932.158417 + Penalty 3589.581277 = -230342.577140 nChanged 33 SP:Iteration 15Q (21071.770000 sec): 3 clusters Score: Raw -234010.658505 + Penalty 3589.581277 = -230421.077228 nChanged 29 SP:Iteration 16Q (21071.880000 sec): 3 clusters Score: Raw -234080.835606 + Penalty 3589.581277 = -230491.254330 nChanged 27 SP:Iteration 17Q (21072.060000 sec): 3 clusters Score: Raw -234147.592234 + Penalty 3589.581277 = -230558.010957 nChanged 24 SP:Iteration 18Q (21072.240000 sec): 3 clusters Score: Raw -234201.464242 + Penalty 3589.581277 = -230611.882965 nChanged 18 SP:Iteration 19Q (21072.410000 sec): 3 clusters Score: Raw -234244.721955 + Penalty 3589.581277 = -230655.140678 nChanged 22 SP:Iteration 20F (21072.600000 sec): 3 clusters Score: Raw -234295.841971 + Penalty 3589.581277 = -230706.260694 nChanged 13 SP:Iteration 21Q (21072.800000 sec): 3 clusters Score: Raw -234312.827409 + Penalty 3589.581277 = -230723.246132 nChanged 12 SP:Iteration 22Q (21073.000000 sec): 3 clusters Score: Raw -234331.919374 + Penalty 3589.581277 = -230742.338097 nChanged 5 SP:Iteration 23Q (21073.150000 sec): 3 clusters Score: Raw -234339.787235 + Penalty 3589.581277 = -230750.205958 nChanged 4 SP:Iteration 24Q (21073.320000 sec): 3 clusters Score: Raw -234343.811476 + Penalty 3589.581277 = -230754.230199 nChanged 6 SP:Iteration 25Q (21073.520000 sec): 3 clusters Score: Raw -234351.257225 + Penalty 3589.581277 = -230761.675948 nChanged 2 SP:Iteration 26Q (21073.700000 sec): 3 clusters Score: Raw -234353.922483 + Penalty 3589.581277 = -230764.341206 nChanged 4 SP:Iteration 27Q (21073.910000 sec): 3 clusters Score: Raw -234359.086154 + Penalty 3589.581277 = -230769.504877 nChanged 6 SP:Iteration 28Q (21074.120000 sec): 3 clusters Score: Raw -234370.556041 + Penalty 3589.581277 = -230780.974764 nChanged 3 SP:Iteration 29Q (21074.340000 sec): 3 clusters Score: Raw -234373.956978 + Penalty 3589.581277 = -230784.375701 nChanged 2 SP:Iteration 30Q (21074.540000 sec): 3 clusters Score: Raw -234375.721675 + Penalty 3589.581277 = -230786.140398 nChanged 2 SP:Iteration 31Q (21074.740000 sec): 3 clusters Score: Raw -234377.409671 + Penalty 3589.581277 = -230787.828394 nChanged 3 SP:Iteration 32Q (21074.980000 sec): 3 clusters Score: Raw -234382.001414 + Penalty 3589.581277 = -230792.420137 nChanged 5 SP:Iteration 33Q (21075.160000 sec): 3 clusters Score: Raw -234387.778750 + Penalty 3589.581277 = -230798.197473 nChanged 6 SP:Iteration 34Q (21075.350000 sec): 3 clusters Score: Raw -234394.208871 + Penalty 3589.581277 = -230804.627595 nChanged 6 SP:Iteration 35Q (21075.610000 sec): 3 clusters Score: Raw -234399.696414 + Penalty 3589.581277 = -230810.115137 nChanged 2 SP:Iteration 36Q (21075.830000 sec): 3 clusters Score: Raw -234401.767000 + Penalty 3589.581277 = -230812.185723 nChanged 0 SP:Iteration 37F (21076.010000 sec): 3 clusters Score: Raw -234401.767000 + Penalty 3589.581277 = -230812.185723 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 30 (2983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21076.070000 sec): 2 clusters Score: Raw -508952.594044 + Penalty 1984.169827 = -506968.424217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21076.300000 sec): 3 clusters Score: Raw -507685.877917 + Penalty 3968.339653 = -503717.538264 nChanged 1070 SP:Iteration 1F (21076.470000 sec): 3 clusters Score: Raw -508387.100536 + Penalty 3968.339653 = -504418.760883 nChanged 263 SP:Iteration 2F (21076.690000 sec): 3 clusters Score: Raw -508592.358763 + Penalty 3968.339653 = -504624.019110 nChanged 158 SP:Iteration 3F (21076.880000 sec): 3 clusters Score: Raw -508721.691273 + Penalty 3968.339653 = -504753.351620 nChanged 136 SP:Iteration 4Q (21077.100000 sec): 3 clusters Score: Raw -508836.180278 + Penalty 3968.339653 = -504867.840625 nChanged 135 SP:Iteration 5Q (21077.290000 sec): 3 clusters Score: Raw -508950.891781 + Penalty 3968.339653 = -504982.552128 nChanged 112 SP:Iteration 6Q (21077.510000 sec): 3 clusters Score: Raw -509047.046472 + Penalty 3968.339653 = -505078.706818 nChanged 111 SP:Iteration 7Q (21077.710000 sec): 3 clusters Score: Raw -509142.628798 + Penalty 3968.339653 = -505174.289145 nChanged 108 SP:Iteration 8Q (21077.960000 sec): 3 clusters Score: Raw -509235.899139 + Penalty 3968.339653 = -505267.559486 nChanged 95 SP:Iteration 9Q (21078.170000 sec): 3 clusters Score: Raw -509324.042064 + Penalty 3968.339653 = -505355.702411 nChanged 99 SP:Iteration 10Q (21078.340000 sec): 3 clusters Score: Raw -509430.615031 + Penalty 3968.339653 = -505462.275378 nChanged 94 SP:Iteration 11Q (21078.510000 sec): 3 clusters Score: Raw -509571.831985 + Penalty 3968.339653 = -505603.492332 nChanged 92 SP:Iteration 12Q (21078.660000 sec): 3 clusters Score: Raw -509751.333879 + Penalty 3968.339653 = -505782.994226 nChanged 100 SP:Iteration 13Q (21078.830000 sec): 3 clusters Score: Raw -509859.907489 + Penalty 3968.339653 = -505891.567836 nChanged 75 SP:Iteration 14Q (21078.990000 sec): 3 clusters Score: Raw -509920.013265 + Penalty 3968.339653 = -505951.673612 nChanged 53 SP:Iteration 15Q (21079.180000 sec): 3 clusters Score: Raw -509964.136739 + Penalty 3968.339653 = -505995.797086 nChanged 42 SP:Iteration 16Q (21079.350000 sec): 3 clusters Score: Raw -509995.195826 + Penalty 3968.339653 = -506026.856173 nChanged 33 SP:Iteration 17Q (21079.480000 sec): 3 clusters Score: Raw -510016.837172 + Penalty 3968.339653 = -506048.497518 nChanged 23 SP:Iteration 18Q (21079.610000 sec): 3 clusters Score: Raw -510031.722227 + Penalty 3968.339653 = -506063.382574 nChanged 18 SP:Iteration 19Q (21079.760000 sec): 3 clusters Score: Raw -510043.481560 + Penalty 3968.339653 = -506075.141907 nChanged 17 SP:Iteration 20F (21079.950000 sec): 3 clusters Score: Raw -510057.940031 + Penalty 3968.339653 = -506089.600378 nChanged 16 SP:Iteration 21Q (21080.130000 sec): 3 clusters Score: Raw -510068.177750 + Penalty 3968.339653 = -506099.838097 nChanged 12 SP:Iteration 22Q (21080.290000 sec): 3 clusters Score: Raw -510075.095589 + Penalty 3968.339653 = -506106.755936 nChanged 8 SP:Iteration 23Q (21080.510000 sec): 3 clusters Score: Raw -510080.386841 + Penalty 3968.339653 = -506112.047187 nChanged 1 SP:Iteration 24Q (21080.730000 sec): 3 clusters Score: Raw -510081.744437 + Penalty 3968.339653 = -506113.404784 nChanged 0 SP:Iteration 25F (21080.920000 sec): 3 clusters Score: Raw -510081.744437 + Penalty 3968.339653 = -506113.404784 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 31 (33328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21081.200000 sec): 2 clusters Score: Raw -5814702.107757 + Penalty 2582.709985 = -5812119.397773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21081.550000 sec): 3 clusters Score: Raw -5794572.351289 + Penalty 5165.419969 = -5789406.931320 nChanged 15139 SP:Iteration 1F (21081.940000 sec): 3 clusters Score: Raw -5802823.628818 + Penalty 5165.419969 = -5797658.208849 nChanged 1643 SP:Iteration 2Q (21082.320000 sec): 3 clusters Score: Raw -5803406.559262 + Penalty 5165.419969 = -5798241.139293 nChanged 1535 SP:Iteration 3Q (21082.770000 sec): 3 clusters Score: Raw -5803987.015543 + Penalty 5165.419969 = -5798821.595573 nChanged 1487 SP:Iteration 4Q (21083.140000 sec): 3 clusters Score: Raw -5804555.811524 + Penalty 5165.419969 = -5799390.391555 nChanged 1473 SP:Iteration 5Q (21083.510000 sec): 3 clusters Score: Raw -5805145.990030 + Penalty 5165.419969 = -5799980.570061 nChanged 1433 SP:Iteration 6Q (21083.830000 sec): 3 clusters Score: Raw -5805764.702458 + Penalty 5165.419969 = -5800599.282489 nChanged 1458 SP:Iteration 7Q (21084.210000 sec): 3 clusters Score: Raw -5806434.257363 + Penalty 5165.419969 = -5801268.837394 nChanged 1450 SP:Iteration 8Q (21084.590000 sec): 3 clusters Score: Raw -5807182.480567 + Penalty 5165.419969 = -5802017.060598 nChanged 1501 SP:Iteration 9Q (21084.990000 sec): 3 clusters Score: Raw -5808006.504384 + Penalty 5165.419969 = -5802841.084414 nChanged 1539 SP:Iteration 10Q (21085.340000 sec): 3 clusters Score: Raw -5808918.131251 + Penalty 5165.419969 = -5803752.711282 nChanged 1453 SP:Iteration 11Q (21085.720000 sec): 3 clusters Score: Raw -5809754.003639 + Penalty 5165.419969 = -5804588.583670 nChanged 1264 SP:Iteration 12Q (21086.060000 sec): 3 clusters Score: Raw -5810349.307527 + Penalty 5165.419969 = -5805183.887558 nChanged 935 SP:Iteration 13Q (21086.420000 sec): 3 clusters Score: Raw -5810673.286193 + Penalty 5165.419969 = -5805507.866224 nChanged 668 SP:Iteration 14Q (21086.790000 sec): 3 clusters Score: Raw -5810858.789287 + Penalty 5165.419969 = -5805693.369318 nChanged 516 SP:Iteration 15Q (21087.140000 sec): 3 clusters Score: Raw -5810986.587008 + Penalty 5165.419969 = -5805821.167038 nChanged 431 SP:Iteration 16Q (21087.480000 sec): 3 clusters Score: Raw -5811091.285824 + Penalty 5165.419969 = -5805925.865855 nChanged 416 SP:Iteration 17Q (21087.840000 sec): 3 clusters Score: Raw -5811191.803207 + Penalty 5165.419969 = -5806026.383238 nChanged 368 SP:Iteration 18Q (21088.320000 sec): 3 clusters Score: Raw -5811273.649604 + Penalty 5165.419969 = -5806108.229635 nChanged 318 SP:Iteration 19Q (21088.700000 sec): 3 clusters Score: Raw -5811338.079749 + Penalty 5165.419969 = -5806172.659780 nChanged 324 SP:Iteration 20F (21089.130000 sec): 3 clusters Score: Raw -5811406.701960 + Penalty 5165.419969 = -5806241.281991 nChanged 331 SP:Iteration 21Q (21089.550000 sec): 3 clusters Score: Raw -5811480.140905 + Penalty 5165.419969 = -5806314.720935 nChanged 315 SP:Iteration 22Q (21089.940000 sec): 3 clusters Score: Raw -5811548.829775 + Penalty 5165.419969 = -5806383.409806 nChanged 313 SP:Iteration 23Q (21090.290000 sec): 3 clusters Score: Raw -5811620.558772 + Penalty 5165.419969 = -5806455.138803 nChanged 333 SP:Iteration 24Q (21090.680000 sec): 3 clusters Score: Raw -5811696.629787 + Penalty 5165.419969 = -5806531.209818 nChanged 331 SP:Iteration 25Q (21091.060000 sec): 3 clusters Score: Raw -5811769.291224 + Penalty 5165.419969 = -5806603.871255 nChanged 324 SP:Iteration 26Q (21091.380000 sec): 3 clusters Score: Raw -5811842.324097 + Penalty 5165.419969 = -5806676.904128 nChanged 314 SP:Iteration 27Q (21091.770000 sec): 3 clusters Score: Raw -5811915.475291 + Penalty 5165.419969 = -5806750.055322 nChanged 313 SP:Iteration 28Q (21092.120000 sec): 3 clusters Score: Raw -5811988.304826 + Penalty 5165.419969 = -5806822.884857 nChanged 322 SP:Iteration 29Q (21092.520000 sec): 3 clusters Score: Raw -5812067.713360 + Penalty 5165.419969 = -5806902.293391 nChanged 310 SP:Iteration 30Q (21092.920000 sec): 3 clusters Score: Raw -5812140.545729 + Penalty 5165.419969 = -5806975.125760 nChanged 302 SP:Iteration 31Q (21093.260000 sec): 3 clusters Score: Raw -5812216.645802 + Penalty 5165.419969 = -5807051.225833 nChanged 334 SP:Iteration 32Q (21093.670000 sec): 3 clusters Score: Raw -5812306.458609 + Penalty 5165.419969 = -5807141.038639 nChanged 336 SP:Iteration 33Q (21094.060000 sec): 3 clusters Score: Raw -5812396.255741 + Penalty 5165.419969 = -5807230.835772 nChanged 315 SP:Iteration 34Q (21094.410000 sec): 3 clusters Score: Raw -5812477.623572 + Penalty 5165.419969 = -5807312.203603 nChanged 326 SP:Iteration 35Q (21094.720000 sec): 3 clusters Score: Raw -5812561.496134 + Penalty 5165.419969 = -5807396.076165 nChanged 332 SP:Iteration 36Q (21095.090000 sec): 3 clusters Score: Raw -5812651.072886 + Penalty 5165.419969 = -5807485.652917 nChanged 328 SP:Iteration 37Q (21095.420000 sec): 3 clusters Score: Raw -5812743.460044 + Penalty 5165.419969 = -5807578.040075 nChanged 326 SP:Iteration 38Q (21095.740000 sec): 3 clusters Score: Raw -5812834.631963 + Penalty 5165.419969 = -5807669.211994 nChanged 299 SP:Iteration 39Q (21096.060000 sec): 3 clusters Score: Raw -5812921.026459 + Penalty 5165.419969 = -5807755.606490 nChanged 313 SP:Iteration 40F (21096.360000 sec): 3 clusters Score: Raw -5813014.408783 + Penalty 5165.419969 = -5807848.988813 nChanged 290 SP:Iteration 41Q (21096.710000 sec): 3 clusters Score: Raw -5813106.597343 + Penalty 5165.419969 = -5807941.177374 nChanged 295 SP:Iteration 42Q (21097.070000 sec): 3 clusters Score: Raw -5813201.047074 + Penalty 5165.419969 = -5808035.627105 nChanged 311 SP:Iteration 43Q (21097.400000 sec): 3 clusters Score: Raw -5813301.290443 + Penalty 5165.419969 = -5808135.870474 nChanged 299 SP:Iteration 44Q (21097.750000 sec): 3 clusters Score: Raw -5813405.860964 + Penalty 5165.419969 = -5808240.440995 nChanged 297 SP:Iteration 45Q (21098.060000 sec): 3 clusters Score: Raw -5813522.437356 + Penalty 5165.419969 = -5808357.017387 nChanged 288 SP:Iteration 46Q (21098.400000 sec): 3 clusters Score: Raw -5813634.519050 + Penalty 5165.419969 = -5808469.099081 nChanged 280 SP:Iteration 47Q (21098.720000 sec): 3 clusters Score: Raw -5813755.363974 + Penalty 5165.419969 = -5808589.944005 nChanged 285 SP:Iteration 48Q (21099.040000 sec): 3 clusters Score: Raw -5813894.254716 + Penalty 5165.419969 = -5808728.834747 nChanged 295 SP:Iteration 49Q (21099.400000 sec): 3 clusters Score: Raw -5814054.859654 + Penalty 5165.419969 = -5808889.439685 nChanged 287 SP:Iteration 50Q (21099.700000 sec): 3 clusters Score: Raw -5814220.121764 + Penalty 5165.419969 = -5809054.701795 nChanged 287 SP:Iteration 51Q (21100.030000 sec): 3 clusters Score: Raw -5814395.512043 + Penalty 5165.419969 = -5809230.092074 nChanged 273 SP:Iteration 52Q (21100.410000 sec): 3 clusters Score: Raw -5814561.690139 + Penalty 5165.419969 = -5809396.270169 nChanged 222 SP:Iteration 53Q (21100.680000 sec): 3 clusters Score: Raw -5814681.205371 + Penalty 5165.419969 = -5809515.785401 nChanged 182 SP:Iteration 54Q (21100.960000 sec): 3 clusters Score: Raw -5814773.526203 + Penalty 5165.419969 = -5809608.106234 nChanged 127 SP:Iteration 55Q (21101.240000 sec): 3 clusters Score: Raw -5814828.173738 + Penalty 5165.419969 = -5809662.753769 nChanged 92 SP:Iteration 56Q (21101.580000 sec): 3 clusters Score: Raw -5814867.844195 + Penalty 5165.419969 = -5809702.424226 nChanged 74 SP:Iteration 57Q (21101.930000 sec): 3 clusters Score: Raw -5814899.895128 + Penalty 5165.419969 = -5809734.475159 nChanged 70 SP:Iteration 58Q (21102.280000 sec): 3 clusters Score: Raw -5814928.369227 + Penalty 5165.419969 = -5809762.949258 nChanged 64 SP:Iteration 59Q (21102.590000 sec): 3 clusters Score: Raw -5814960.260807 + Penalty 5165.419969 = -5809794.840838 nChanged 65 SP:Iteration 60F (21102.990000 sec): 3 clusters Score: Raw -5814986.235774 + Penalty 5165.419969 = -5809820.815804 nChanged 54 SP:Iteration 61Q (21103.390000 sec): 3 clusters Score: Raw -5815003.756986 + Penalty 5165.419969 = -5809838.337017 nChanged 44 SP:Iteration 62Q (21103.790000 sec): 3 clusters Score: Raw -5815020.937420 + Penalty 5165.419969 = -5809855.517451 nChanged 45 SP:Iteration 63Q (21104.110000 sec): 3 clusters Score: Raw -5815038.250894 + Penalty 5165.419969 = -5809872.830925 nChanged 33 SP:Iteration 64Q (21104.500000 sec): 3 clusters Score: Raw -5815049.034966 + Penalty 5165.419969 = -5809883.614997 nChanged 21 SP:Iteration 65Q (21104.890000 sec): 3 clusters Score: Raw -5815056.614129 + Penalty 5165.419969 = -5809891.194159 nChanged 21 SP:Iteration 66Q (21105.290000 sec): 3 clusters Score: Raw -5815064.079405 + Penalty 5165.419969 = -5809898.659436 nChanged 23 SP:Iteration 67Q (21105.720000 sec): 3 clusters Score: Raw -5815075.655837 + Penalty 5165.419969 = -5809910.235867 nChanged 24 SP:Iteration 68Q (21106.140000 sec): 3 clusters Score: Raw -5815086.008638 + Penalty 5165.419969 = -5809920.588669 nChanged 21 SP:Iteration 69Q (21106.430000 sec): 3 clusters Score: Raw -5815097.332660 + Penalty 5165.419969 = -5809931.912691 nChanged 31 SP:Iteration 70Q (21106.820000 sec): 3 clusters Score: Raw -5815111.926199 + Penalty 5165.419969 = -5809946.506230 nChanged 20 SP:Iteration 71Q (21107.190000 sec): 3 clusters Score: Raw -5815119.473920 + Penalty 5165.419969 = -5809954.053951 nChanged 21 SP:Iteration 72Q (21107.480000 sec): 3 clusters Score: Raw -5815127.229136 + Penalty 5165.419969 = -5809961.809167 nChanged 14 SP:Iteration 73Q (21107.830000 sec): 3 clusters Score: Raw -5815132.251999 + Penalty 5165.419969 = -5809966.832030 nChanged 12 SP:Iteration 74Q (21108.130000 sec): 3 clusters Score: Raw -5815136.636018 + Penalty 5165.419969 = -5809971.216049 nChanged 11 SP:Iteration 75Q (21108.450000 sec): 3 clusters Score: Raw -5815139.600649 + Penalty 5165.419969 = -5809974.180680 nChanged 7 SP:Iteration 76Q (21108.840000 sec): 3 clusters Score: Raw -5815143.546285 + Penalty 5165.419969 = -5809978.126315 nChanged 10 SP:Iteration 77Q (21109.200000 sec): 3 clusters Score: Raw -5815146.980938 + Penalty 5165.419969 = -5809981.560969 nChanged 12 SP:Iteration 78Q (21109.600000 sec): 3 clusters Score: Raw -5815150.883018 + Penalty 5165.419969 = -5809985.463049 nChanged 11 SP:Iteration 79Q (21109.940000 sec): 3 clusters Score: Raw -5815154.752050 + Penalty 5165.419969 = -5809989.332081 nChanged 9 SP:Iteration 80F (21110.310000 sec): 3 clusters Score: Raw -5815157.490836 + Penalty 5165.419969 = -5809992.070867 nChanged 8 SP:Iteration 81Q (21110.680000 sec): 3 clusters Score: Raw -5815161.513966 + Penalty 5165.419969 = -5809996.093997 nChanged 6 SP:Iteration 82Q (21111.000000 sec): 3 clusters Score: Raw -5815164.379076 + Penalty 5165.419969 = -5809998.959107 nChanged 7 SP:Iteration 83Q (21111.370000 sec): 3 clusters Score: Raw -5815166.726719 + Penalty 5165.419969 = -5810001.306749 nChanged 2 SP:Iteration 84Q (21111.710000 sec): 3 clusters Score: Raw -5815167.898390 + Penalty 5165.419969 = -5810002.478421 nChanged 2 SP:Iteration 85Q (21112.110000 sec): 3 clusters Score: Raw -5815168.401048 + Penalty 5165.419969 = -5810002.981079 nChanged 0 SP:Iteration 86F (21112.430000 sec): 3 clusters Score: Raw -5815168.401048 + Penalty 5165.419969 = -5810002.981079 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 32 (3361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21112.570000 sec): 2 clusters Score: Raw -602877.563890 + Penalty 2013.758469 = -600863.805421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21112.780000 sec): 3 clusters Score: Raw -601454.488731 + Penalty 4027.516939 = -597426.971792 nChanged 1196 SP:Iteration 1F (21112.990000 sec): 3 clusters Score: Raw -602129.665085 + Penalty 4027.516939 = -598102.148147 nChanged 225 SP:Iteration 2F (21113.210000 sec): 3 clusters Score: Raw -602267.696545 + Penalty 4027.516939 = -598240.179607 nChanged 136 SP:Iteration 3Q (21113.490000 sec): 3 clusters Score: Raw -602344.055567 + Penalty 4027.516939 = -598316.538629 nChanged 100 SP:Iteration 4Q (21113.710000 sec): 3 clusters Score: Raw -602406.134722 + Penalty 4027.516939 = -598378.617784 nChanged 75 SP:Iteration 5Q (21113.860000 sec): 3 clusters Score: Raw -602450.211392 + Penalty 4027.516939 = -598422.694453 nChanged 65 SP:Iteration 6Q (21114.050000 sec): 3 clusters Score: Raw -602489.721997 + Penalty 4027.516939 = -598462.205059 nChanged 58 SP:Iteration 7Q (21114.250000 sec): 3 clusters Score: Raw -602525.054257 + Penalty 4027.516939 = -598497.537319 nChanged 55 SP:Iteration 8Q (21114.430000 sec): 3 clusters Score: Raw -602559.230373 + Penalty 4027.516939 = -598531.713434 nChanged 55 SP:Iteration 9Q (21114.650000 sec): 3 clusters Score: Raw -602592.338579 + Penalty 4027.516939 = -598564.821641 nChanged 50 SP:Iteration 10Q (21114.910000 sec): 3 clusters Score: Raw -602617.354583 + Penalty 4027.516939 = -598589.837645 nChanged 47 SP:Iteration 11Q (21115.120000 sec): 3 clusters Score: Raw -602642.359751 + Penalty 4027.516939 = -598614.842812 nChanged 50 SP:Iteration 12Q (21115.320000 sec): 3 clusters Score: Raw -602673.805234 + Penalty 4027.516939 = -598646.288296 nChanged 57 SP:Iteration 13Q (21115.500000 sec): 3 clusters Score: Raw -602703.802945 + Penalty 4027.516939 = -598676.286007 nChanged 53 SP:Iteration 14Q (21115.730000 sec): 3 clusters Score: Raw -602735.476731 + Penalty 4027.516939 = -598707.959792 nChanged 50 SP:Iteration 15Q (21115.980000 sec): 3 clusters Score: Raw -602760.354790 + Penalty 4027.516939 = -598732.837852 nChanged 44 SP:Iteration 16Q (21116.140000 sec): 3 clusters Score: Raw -602782.884907 + Penalty 4027.516939 = -598755.367969 nChanged 46 SP:Iteration 17Q (21116.370000 sec): 3 clusters Score: Raw -602805.404028 + Penalty 4027.516939 = -598777.887089 nChanged 50 SP:Iteration 18Q (21116.590000 sec): 3 clusters Score: Raw -602829.456104 + Penalty 4027.516939 = -598801.939165 nChanged 51 SP:Iteration 19Q (21116.830000 sec): 3 clusters Score: Raw -602861.883297 + Penalty 4027.516939 = -598834.366358 nChanged 63 SP:Iteration 20F (21117.010000 sec): 3 clusters Score: Raw -602903.730809 + Penalty 4027.516939 = -598876.213870 nChanged 69 SP:Iteration 21Q (21117.220000 sec): 3 clusters Score: Raw -602961.329725 + Penalty 4027.516939 = -598933.812787 nChanged 91 SP:Iteration 22Q (21117.430000 sec): 3 clusters Score: Raw -603040.422891 + Penalty 4027.516939 = -599012.905953 nChanged 109 SP:Iteration 23Q (21117.600000 sec): 3 clusters Score: Raw -603147.841416 + Penalty 4027.516939 = -599120.324478 nChanged 97 SP:Iteration 24Q (21117.780000 sec): 3 clusters Score: Raw -603252.601515 + Penalty 4027.516939 = -599225.084577 nChanged 83 SP:Iteration 25Q (21117.960000 sec): 3 clusters Score: Raw -603339.411964 + Penalty 4027.516939 = -599311.895026 nChanged 80 SP:Iteration 26Q (21118.150000 sec): 3 clusters Score: Raw -603434.810997 + Penalty 4027.516939 = -599407.294058 nChanged 82 SP:Iteration 27Q (21118.370000 sec): 3 clusters Score: Raw -603508.858615 + Penalty 4027.516939 = -599481.341677 nChanged 52 SP:Iteration 28Q (21118.570000 sec): 3 clusters Score: Raw -603556.976075 + Penalty 4027.516939 = -599529.459137 nChanged 44 SP:Iteration 29Q (21118.770000 sec): 3 clusters Score: Raw -603597.392327 + Penalty 4027.516939 = -599569.875389 nChanged 53 SP:Iteration 30Q (21118.960000 sec): 3 clusters Score: Raw -603643.751859 + Penalty 4027.516939 = -599616.234920 nChanged 36 SP:Iteration 31Q (21119.170000 sec): 3 clusters Score: Raw -603673.343920 + Penalty 4027.516939 = -599645.826982 nChanged 24 SP:Iteration 32Q (21119.360000 sec): 3 clusters Score: Raw -603688.860154 + Penalty 4027.516939 = -599661.343215 nChanged 14 SP:Iteration 33Q (21119.560000 sec): 3 clusters Score: Raw -603698.051361 + Penalty 4027.516939 = -599670.534422 nChanged 10 SP:Iteration 34Q (21119.770000 sec): 3 clusters Score: Raw -603703.903616 + Penalty 4027.516939 = -599676.386677 nChanged 7 SP:Iteration 35Q (21119.980000 sec): 3 clusters Score: Raw -603708.380548 + Penalty 4027.516939 = -599680.863610 nChanged 7 SP:Iteration 36Q (21120.120000 sec): 3 clusters Score: Raw -603711.436710 + Penalty 4027.516939 = -599683.919772 nChanged 6 SP:Iteration 37Q (21120.330000 sec): 3 clusters Score: Raw -603713.808797 + Penalty 4027.516939 = -599686.291859 nChanged 2 SP:Iteration 38Q (21120.490000 sec): 3 clusters Score: Raw -603714.794554 + Penalty 4027.516939 = -599687.277615 nChanged 3 SP:Iteration 39Q (21120.640000 sec): 3 clusters Score: Raw -603716.146585 + Penalty 4027.516939 = -599688.629646 nChanged 2 SP:Iteration 40F (21120.870000 sec): 3 clusters Score: Raw -603716.491737 + Penalty 4027.516939 = -599688.974799 nChanged 1 SP:Iteration 41Q (21121.070000 sec): 3 clusters Score: Raw -603717.867023 + Penalty 4027.516939 = -599690.350084 nChanged 6 SP:Iteration 42Q (21121.290000 sec): 3 clusters Score: Raw -603721.069001 + Penalty 4027.516939 = -599693.552062 nChanged 4 SP:Iteration 43Q (21121.520000 sec): 3 clusters Score: Raw -603724.117076 + Penalty 4027.516939 = -599696.600138 nChanged 3 SP:Iteration 44Q (21121.700000 sec): 3 clusters Score: Raw -603725.968065 + Penalty 4027.516939 = -599698.451127 nChanged 3 SP:Iteration 45Q (21121.900000 sec): 3 clusters Score: Raw -603727.755491 + Penalty 4027.516939 = -599700.238553 nChanged 5 SP:Iteration 46Q (21122.090000 sec): 3 clusters Score: Raw -603729.844897 + Penalty 4027.516939 = -599702.327958 nChanged 4 SP:Iteration 47Q (21122.290000 sec): 3 clusters Score: Raw -603732.122645 + Penalty 4027.516939 = -599704.605707 nChanged 0 SP:Iteration 48F (21122.490000 sec): 3 clusters Score: Raw -603732.122645 + Penalty 4027.516939 = -599704.605707 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 33 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21122.620000 sec): 2 clusters Score: Raw -69498.648824 + Penalty 1473.814245 = -68024.834579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21122.800000 sec): 3 clusters Score: Raw -69586.689890 + Penalty 2947.628490 = -66639.061400 nChanged 65 SP:Iteration 1F (21123.030000 sec): 3 clusters Score: Raw -69812.933833 + Penalty 2947.628490 = -66865.305343 nChanged 21 SP:Iteration 2F (21123.200000 sec): 3 clusters Score: Raw -69863.968479 + Penalty 2947.628490 = -66916.339989 nChanged 7 SP:Iteration 3Q (21123.410000 sec): 3 clusters Score: Raw -69883.871145 + Penalty 2947.628490 = -66936.242655 nChanged 0 SP:Iteration 4F (21123.600000 sec): 3 clusters Score: Raw -69883.871145 + Penalty 2947.628490 = -66936.242655 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 34 (587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21123.660000 sec): 2 clusters Score: Raw -91850.753471 + Penalty 1581.006155 = -90269.747316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21123.840000 sec): 3 clusters Score: Raw -91939.456248 + Penalty 3162.012311 = -88777.443938 nChanged 158 SP:Iteration 1F (21124.000000 sec): 3 clusters Score: Raw -92342.871877 + Penalty 3162.012311 = -89180.859567 nChanged 54 SP:Iteration 2F (21124.230000 sec): 3 clusters Score: Raw -92508.338205 + Penalty 3162.012311 = -89346.325894 nChanged 33 SP:Iteration 3F (21124.400000 sec): 3 clusters Score: Raw -92657.721413 + Penalty 3162.012311 = -89495.709102 nChanged 24 SP:Iteration 4Q (21124.580000 sec): 3 clusters Score: Raw -92768.495174 + Penalty 3162.012311 = -89606.482864 nChanged 11 SP:Iteration 5Q (21124.780000 sec): 3 clusters Score: Raw -92827.100439 + Penalty 3162.012311 = -89665.088128 nChanged 9 SP:Iteration 6Q (21124.940000 sec): 3 clusters Score: Raw -92875.843427 + Penalty 3162.012311 = -89713.831117 nChanged 8 SP:Iteration 7Q (21125.120000 sec): 3 clusters Score: Raw -92902.428446 + Penalty 3162.012311 = -89740.416135 nChanged 4 SP:Iteration 8Q (21125.340000 sec): 3 clusters Score: Raw -92913.521722 + Penalty 3162.012311 = -89751.509411 nChanged 4 SP:Iteration 9Q (21125.530000 sec): 3 clusters Score: Raw -92934.017960 + Penalty 3162.012311 = -89772.005649 nChanged 5 SP:Iteration 10Q (21125.740000 sec): 3 clusters Score: Raw -92952.080645 + Penalty 3162.012311 = -89790.068335 nChanged 4 SP:Iteration 11Q (21125.910000 sec): 3 clusters Score: Raw -92975.969960 + Penalty 3162.012311 = -89813.957650 nChanged 1 SP:Iteration 12Q (21126.120000 sec): 3 clusters Score: Raw -92979.597628 + Penalty 3162.012311 = -89817.585317 nChanged 0 SP:Iteration 13F (21126.300000 sec): 3 clusters Score: Raw -92979.597628 + Penalty 3162.012311 = -89817.585317 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 35 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21126.370000 sec): 2 clusters Score: Raw -91744.418575 + Penalty 1566.656842 = -90177.761733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21126.550000 sec): 3 clusters Score: Raw -91798.818911 + Penalty 3133.313685 = -88665.505227 nChanged 110 SP:Iteration 1F (21126.750000 sec): 3 clusters Score: Raw -92084.369142 + Penalty 3133.313685 = -88951.055457 nChanged 51 SP:Iteration 2F (21126.940000 sec): 3 clusters Score: Raw -92266.449942 + Penalty 3133.313685 = -89133.136257 nChanged 46 SP:Iteration 3F (21127.180000 sec): 3 clusters Score: Raw -92410.876365 + Penalty 3133.313685 = -89277.562680 nChanged 21 SP:Iteration 4Q (21127.370000 sec): 3 clusters Score: Raw -92474.417803 + Penalty 3133.313685 = -89341.104119 nChanged 11 SP:Iteration 5Q (21127.580000 sec): 3 clusters Score: Raw -92505.807923 + Penalty 3133.313685 = -89372.494238 nChanged 9 SP:Iteration 6Q (21127.740000 sec): 3 clusters Score: Raw -92548.883560 + Penalty 3133.313685 = -89415.569875 nChanged 10 SP:Iteration 7Q (21127.880000 sec): 3 clusters Score: Raw -92599.517972 + Penalty 3133.313685 = -89466.204288 nChanged 8 SP:Iteration 8Q (21128.100000 sec): 3 clusters Score: Raw -92616.952983 + Penalty 3133.313685 = -89483.639299 nChanged 4 SP:Iteration 9Q (21128.250000 sec): 3 clusters Score: Raw -92630.156006 + Penalty 3133.313685 = -89496.842322 nChanged 3 SP:Iteration 10Q (21128.440000 sec): 3 clusters Score: Raw -92641.368704 + Penalty 3133.313685 = -89508.055020 nChanged 1 SP:Iteration 11Q (21128.590000 sec): 3 clusters Score: Raw -92644.748454 + Penalty 3133.313685 = -89511.434769 nChanged 1 SP:Iteration 12Q (21128.800000 sec): 3 clusters Score: Raw -92652.373508 + Penalty 3133.313685 = -89519.059823 nChanged 0 SP:Iteration 13F (21129.020000 sec): 3 clusters Score: Raw -92657.360937 + Penalty 3133.313685 = -89524.047252 nChanged 1 SP:Iteration 14Q (21129.190000 sec): 3 clusters Score: Raw -92675.186203 + Penalty 3133.313685 = -89541.872519 nChanged 1 SP:Iteration 15Q (21129.430000 sec): 3 clusters Score: Raw -92682.129003 + Penalty 3133.313685 = -89548.815318 nChanged 2 SP:Iteration 16Q (21129.600000 sec): 3 clusters Score: Raw -92695.728366 + Penalty 3133.313685 = -89562.414681 nChanged 1 SP:Iteration 17Q (21129.770000 sec): 3 clusters Score: Raw -92701.072288 + Penalty 3133.313685 = -89567.758603 nChanged 2 SP:Iteration 18Q (21129.950000 sec): 3 clusters Score: Raw -92705.450200 + Penalty 3133.313685 = -89572.136516 nChanged 1 SP:Iteration 19Q (21130.170000 sec): 3 clusters Score: Raw -92707.472697 + Penalty 3133.313685 = -89574.159012 nChanged 0 SP:Iteration 20F (21130.330000 sec): 3 clusters Score: Raw -92707.472697 + Penalty 3133.313685 = -89574.159012 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 36 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21130.470000 sec): 2 clusters Score: Raw -30592.676481 + Penalty 1303.858852 = -29288.817629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21130.670000 sec): 3 clusters Score: Raw -30819.162469 + Penalty 2607.717705 = -28211.444765 nChanged 16 SP:Iteration 1F (21130.930000 sec): 3 clusters Score: Raw -30978.424616 + Penalty 2607.717705 = -28370.706911 nChanged 3 SP:Iteration 2Q (21131.200000 sec): 3 clusters Score: Raw -30998.212786 + Penalty 2607.717705 = -28390.495082 nChanged 4 SP:Iteration 3Q (21131.490000 sec): 3 clusters Score: Raw -31027.582741 + Penalty 2607.717705 = -28419.865037 nChanged 0 SP:Iteration 4F (21131.710000 sec): 3 clusters Score: Raw -31027.582741 + Penalty 2607.717705 = -28419.865037 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 37 (1446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21131.820000 sec): 2 clusters Score: Raw -244238.507098 + Penalty 1804.585988 = -242433.921110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21131.990000 sec): 3 clusters Score: Raw -243793.454212 + Penalty 3609.171976 = -240184.282236 nChanged 410 SP:Iteration 1F (21132.170000 sec): 3 clusters Score: Raw -244162.785871 + Penalty 3609.171976 = -240553.613896 nChanged 111 SP:Iteration 2F (21132.340000 sec): 3 clusters Score: Raw -244306.852303 + Penalty 3609.171976 = -240697.680328 nChanged 68 SP:Iteration 3Q (21132.520000 sec): 3 clusters Score: Raw -244386.008249 + Penalty 3609.171976 = -240776.836273 nChanged 49 SP:Iteration 4Q (21132.730000 sec): 3 clusters Score: Raw -244452.504531 + Penalty 3609.171976 = -240843.332555 nChanged 48 SP:Iteration 5Q (21132.900000 sec): 3 clusters Score: Raw -244513.859374 + Penalty 3609.171976 = -240904.687398 nChanged 48 SP:Iteration 6Q (21133.070000 sec): 3 clusters Score: Raw -244571.234549 + Penalty 3609.171976 = -240962.062574 nChanged 35 SP:Iteration 7Q (21133.220000 sec): 3 clusters Score: Raw -244620.280126 + Penalty 3609.171976 = -241011.108150 nChanged 29 SP:Iteration 8Q (21133.390000 sec): 3 clusters Score: Raw -244667.791655 + Penalty 3609.171976 = -241058.619679 nChanged 24 SP:Iteration 9Q (21133.550000 sec): 3 clusters Score: Raw -244696.680261 + Penalty 3609.171976 = -241087.508285 nChanged 18 SP:Iteration 10Q (21133.760000 sec): 3 clusters Score: Raw -244719.889243 + Penalty 3609.171976 = -241110.717267 nChanged 12 SP:Iteration 11Q (21133.940000 sec): 3 clusters Score: Raw -244730.760366 + Penalty 3609.171976 = -241121.588390 nChanged 11 SP:Iteration 12Q (21134.130000 sec): 3 clusters Score: Raw -244748.910497 + Penalty 3609.171976 = -241139.738521 nChanged 9 SP:Iteration 13Q (21134.300000 sec): 3 clusters Score: Raw -244757.429814 + Penalty 3609.171976 = -241148.257838 nChanged 3 SP:Iteration 14Q (21134.490000 sec): 3 clusters Score: Raw -244761.195703 + Penalty 3609.171976 = -241152.023727 nChanged 4 SP:Iteration 15Q (21134.670000 sec): 3 clusters Score: Raw -244767.316900 + Penalty 3609.171976 = -241158.144925 nChanged 6 SP:Iteration 16Q (21134.860000 sec): 3 clusters Score: Raw -244773.595142 + Penalty 3609.171976 = -241164.423167 nChanged 3 SP:Iteration 17Q (21135.070000 sec): 3 clusters Score: Raw -244778.315415 + Penalty 3609.171976 = -241169.143439 nChanged 2 SP:Iteration 18Q (21135.280000 sec): 3 clusters Score: Raw -244780.716118 + Penalty 3609.171976 = -241171.544142 nChanged 1 SP:Iteration 19Q (21135.470000 sec): 3 clusters Score: Raw -244781.301201 + Penalty 3609.171976 = -241172.129225 nChanged 0 SP:Iteration 20F (21135.630000 sec): 3 clusters Score: Raw -244781.301201 + Penalty 3609.171976 = -241172.129225 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 38 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21135.760000 sec): 2 clusters Score: Raw -35064.646909 + Penalty 1349.719592 = -33714.927317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21135.920000 sec): 3 clusters Score: Raw -35301.441732 + Penalty 2699.439184 = -32602.002548 nChanged 20 SP:Iteration 1F (21136.140000 sec): 3 clusters Score: Raw -35395.648049 + Penalty 2699.439184 = -32696.208864 nChanged 10 SP:Iteration 2Q (21136.300000 sec): 3 clusters Score: Raw -35439.918752 + Penalty 2699.439184 = -32740.479568 nChanged 4 SP:Iteration 3Q (21136.480000 sec): 3 clusters Score: Raw -35465.635396 + Penalty 2699.439184 = -32766.196212 nChanged 2 SP:Iteration 4Q (21136.640000 sec): 3 clusters Score: Raw -35488.373790 + Penalty 2699.439184 = -32788.934605 nChanged 3 SP:Iteration 5Q (21136.780000 sec): 3 clusters Score: Raw -35510.876409 + Penalty 2699.439184 = -32811.437225 nChanged 1 SP:Iteration 6Q (21136.960000 sec): 3 clusters Score: Raw -35528.574582 + Penalty 2699.439184 = -32829.135397 nChanged 1 SP:Iteration 7Q (21137.150000 sec): 3 clusters Score: Raw -35544.907759 + Penalty 2699.439184 = -32845.468575 nChanged 1 SP:Iteration 8Q (21137.280000 sec): 3 clusters Score: Raw -35551.102849 + Penalty 2699.439184 = -32851.663664 nChanged 1 SP:Iteration 9Q (21137.470000 sec): 3 clusters Score: Raw -35554.248253 + Penalty 2699.439184 = -32854.809069 nChanged 0 SP:Iteration 10F (21137.640000 sec): 3 clusters Score: Raw -35554.248253 + Penalty 2699.439184 = -32854.809069 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 39 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21137.760000 sec): 2 clusters Score: Raw -15931.875489 + Penalty 1302.563810 = -14629.311679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21137.910000 sec): 3 clusters Score: Raw -16243.262639 + Penalty 2605.127620 = -13638.135019 nChanged 27 SP:Iteration 1F (21138.100000 sec): 3 clusters Score: Raw -16367.295389 + Penalty 2605.127620 = -13762.167768 nChanged 7 SP:Iteration 2Q (21138.330000 sec): 3 clusters Score: Raw -16418.220729 + Penalty 2605.127620 = -13813.093109 nChanged 3 SP:Iteration 3Q (21138.490000 sec): 3 clusters Score: Raw -16431.635942 + Penalty 2605.127620 = -13826.508321 nChanged 1 SP:Iteration 4Q (21138.680000 sec): 3 clusters Score: Raw -16435.298223 + Penalty 2605.127620 = -13830.170602 nChanged 0 SP:Iteration 5F (21138.860000 sec): 3 clusters Score: Raw -16435.298223 + Penalty 2605.127620 = -13830.170602 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 40 (3526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21138.980000 sec): 2 clusters Score: Raw -598374.140091 + Penalty 2025.644002 = -596348.496089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21139.160000 sec): 3 clusters Score: Raw -596810.851993 + Penalty 4051.288004 = -592759.563989 nChanged 1320 SP:Iteration 1F (21139.350000 sec): 3 clusters Score: Raw -597603.385038 + Penalty 4051.288004 = -593552.097034 nChanged 255 SP:Iteration 2F (21139.560000 sec): 3 clusters Score: Raw -597770.248053 + Penalty 4051.288004 = -593718.960049 nChanged 173 SP:Iteration 3Q (21139.720000 sec): 3 clusters Score: Raw -597895.893097 + Penalty 4051.288004 = -593844.605093 nChanged 151 SP:Iteration 4Q (21139.910000 sec): 3 clusters Score: Raw -597997.055741 + Penalty 4051.288004 = -593945.767737 nChanged 108 SP:Iteration 5Q (21140.060000 sec): 3 clusters Score: Raw -598080.675039 + Penalty 4051.288004 = -594029.387035 nChanged 90 SP:Iteration 6Q (21140.210000 sec): 3 clusters Score: Raw -598137.119383 + Penalty 4051.288004 = -594085.831379 nChanged 84 SP:Iteration 7Q (21140.410000 sec): 3 clusters Score: Raw -598188.863024 + Penalty 4051.288004 = -594137.575020 nChanged 77 SP:Iteration 8Q (21140.590000 sec): 3 clusters Score: Raw -598235.005547 + Penalty 4051.288004 = -594183.717543 nChanged 81 SP:Iteration 9Q (21140.800000 sec): 3 clusters Score: Raw -598282.647382 + Penalty 4051.288004 = -594231.359378 nChanged 72 SP:Iteration 10Q (21140.960000 sec): 3 clusters Score: Raw -598330.538751 + Penalty 4051.288004 = -594279.250747 nChanged 75 SP:Iteration 11Q (21141.200000 sec): 3 clusters Score: Raw -598376.403555 + Penalty 4051.288004 = -594325.115551 nChanged 66 SP:Iteration 12Q (21141.430000 sec): 3 clusters Score: Raw -598409.248265 + Penalty 4051.288004 = -594357.960261 nChanged 53 SP:Iteration 13Q (21141.640000 sec): 3 clusters Score: Raw -598437.125619 + Penalty 4051.288004 = -594385.837615 nChanged 54 SP:Iteration 14Q (21141.860000 sec): 3 clusters Score: Raw -598463.595612 + Penalty 4051.288004 = -594412.307608 nChanged 43 SP:Iteration 15Q (21142.040000 sec): 3 clusters Score: Raw -598486.068829 + Penalty 4051.288004 = -594434.780825 nChanged 52 SP:Iteration 16Q (21142.240000 sec): 3 clusters Score: Raw -598512.185453 + Penalty 4051.288004 = -594460.897449 nChanged 49 SP:Iteration 17Q (21142.470000 sec): 3 clusters Score: Raw -598542.375952 + Penalty 4051.288004 = -594491.087948 nChanged 43 SP:Iteration 18Q (21142.720000 sec): 3 clusters Score: Raw -598568.814266 + Penalty 4051.288004 = -594517.526262 nChanged 47 SP:Iteration 19Q (21142.930000 sec): 3 clusters Score: Raw -598593.580275 + Penalty 4051.288004 = -594542.292271 nChanged 46 SP:Iteration 20F (21143.120000 sec): 3 clusters Score: Raw -598618.494199 + Penalty 4051.288004 = -594567.206195 nChanged 38 SP:Iteration 21Q (21143.300000 sec): 3 clusters Score: Raw -598638.700496 + Penalty 4051.288004 = -594587.412492 nChanged 43 SP:Iteration 22Q (21143.500000 sec): 3 clusters Score: Raw -598660.079870 + Penalty 4051.288004 = -594608.791866 nChanged 28 SP:Iteration 23Q (21143.700000 sec): 3 clusters Score: Raw -598676.068651 + Penalty 4051.288004 = -594624.780647 nChanged 28 SP:Iteration 24Q (21143.880000 sec): 3 clusters Score: Raw -598690.393504 + Penalty 4051.288004 = -594639.105500 nChanged 29 SP:Iteration 25Q (21144.060000 sec): 3 clusters Score: Raw -598707.543027 + Penalty 4051.288004 = -594656.255023 nChanged 20 SP:Iteration 26Q (21144.300000 sec): 3 clusters Score: Raw -598718.815304 + Penalty 4051.288004 = -594667.527300 nChanged 15 SP:Iteration 27Q (21144.520000 sec): 3 clusters Score: Raw -598727.278699 + Penalty 4051.288004 = -594675.990695 nChanged 17 SP:Iteration 28Q (21144.710000 sec): 3 clusters Score: Raw -598737.479686 + Penalty 4051.288004 = -594686.191682 nChanged 22 SP:Iteration 29Q (21144.880000 sec): 3 clusters Score: Raw -598751.908817 + Penalty 4051.288004 = -594700.620813 nChanged 19 SP:Iteration 30Q (21145.090000 sec): 3 clusters Score: Raw -598763.780857 + Penalty 4051.288004 = -594712.492853 nChanged 18 SP:Iteration 31Q (21145.280000 sec): 3 clusters Score: Raw -598775.054430 + Penalty 4051.288004 = -594723.766426 nChanged 23 SP:Iteration 32Q (21145.480000 sec): 3 clusters Score: Raw -598791.178009 + Penalty 4051.288004 = -594739.890005 nChanged 24 SP:Iteration 33Q (21145.680000 sec): 3 clusters Score: Raw -598811.276904 + Penalty 4051.288004 = -594759.988900 nChanged 21 SP:Iteration 34Q (21145.850000 sec): 3 clusters Score: Raw -598823.176254 + Penalty 4051.288004 = -594771.888250 nChanged 15 SP:Iteration 35Q (21146.050000 sec): 3 clusters Score: Raw -598830.994097 + Penalty 4051.288004 = -594779.706093 nChanged 10 SP:Iteration 36Q (21146.270000 sec): 3 clusters Score: Raw -598837.737797 + Penalty 4051.288004 = -594786.449793 nChanged 13 SP:Iteration 37Q (21146.450000 sec): 3 clusters Score: Raw -598847.854974 + Penalty 4051.288004 = -594796.566970 nChanged 9 SP:Iteration 38Q (21146.700000 sec): 3 clusters Score: Raw -598853.978583 + Penalty 4051.288004 = -594802.690579 nChanged 11 SP:Iteration 39Q (21146.890000 sec): 3 clusters Score: Raw -598861.097496 + Penalty 4051.288004 = -594809.809492 nChanged 9 SP:Iteration 40F (21147.130000 sec): 3 clusters Score: Raw -598867.641802 + Penalty 4051.288004 = -594816.353798 nChanged 12 SP:Iteration 41Q (21147.300000 sec): 3 clusters Score: Raw -598873.100579 + Penalty 4051.288004 = -594821.812575 nChanged 7 SP:Iteration 42Q (21147.510000 sec): 3 clusters Score: Raw -598877.213860 + Penalty 4051.288004 = -594825.925856 nChanged 9 SP:Iteration 43Q (21147.710000 sec): 3 clusters Score: Raw -598883.505603 + Penalty 4051.288004 = -594832.217599 nChanged 8 SP:Iteration 44Q (21147.920000 sec): 3 clusters Score: Raw -598889.000098 + Penalty 4051.288004 = -594837.712094 nChanged 5 SP:Iteration 45Q (21148.100000 sec): 3 clusters Score: Raw -598891.823823 + Penalty 4051.288004 = -594840.535819 nChanged 9 SP:Iteration 46Q (21148.310000 sec): 3 clusters Score: Raw -598897.325679 + Penalty 4051.288004 = -594846.037675 nChanged 7 SP:Iteration 47Q (21148.500000 sec): 3 clusters Score: Raw -598901.398007 + Penalty 4051.288004 = -594850.110003 nChanged 4 SP:Iteration 48Q (21148.690000 sec): 3 clusters Score: Raw -598903.584485 + Penalty 4051.288004 = -594852.296481 nChanged 3 SP:Iteration 49Q (21148.880000 sec): 3 clusters Score: Raw -598905.508884 + Penalty 4051.288004 = -594854.220879 nChanged 3 SP:Iteration 50Q (21149.080000 sec): 3 clusters Score: Raw -598908.211502 + Penalty 4051.288004 = -594856.923498 nChanged 4 SP:Iteration 51Q (21149.270000 sec): 3 clusters Score: Raw -598910.384426 + Penalty 4051.288004 = -594859.096422 nChanged 4 SP:Iteration 52Q (21149.490000 sec): 3 clusters Score: Raw -598911.894679 + Penalty 4051.288004 = -594860.606675 nChanged 2 SP:Iteration 53Q (21149.700000 sec): 3 clusters Score: Raw -598913.063698 + Penalty 4051.288004 = -594861.775694 nChanged 4 SP:Iteration 54Q (21149.880000 sec): 3 clusters Score: Raw -598915.384683 + Penalty 4051.288004 = -594864.096679 nChanged 2 SP:Iteration 55Q (21150.130000 sec): 3 clusters Score: Raw -598916.159658 + Penalty 4051.288004 = -594864.871654 nChanged 2 SP:Iteration 56Q (21150.310000 sec): 3 clusters Score: Raw -598917.470859 + Penalty 4051.288004 = -594866.182855 nChanged 4 SP:Iteration 57Q (21150.500000 sec): 3 clusters Score: Raw -598920.059656 + Penalty 4051.288004 = -594868.771652 nChanged 3 SP:Iteration 58Q (21150.720000 sec): 3 clusters Score: Raw -598922.020587 + Penalty 4051.288004 = -594870.732583 nChanged 4 SP:Iteration 59Q (21150.940000 sec): 3 clusters Score: Raw -598925.015472 + Penalty 4051.288004 = -594873.727468 nChanged 6 SP:Iteration 60F (21151.120000 sec): 3 clusters Score: Raw -598928.272680 + Penalty 4051.288004 = -594876.984676 nChanged 6 SP:Iteration 61Q (21151.360000 sec): 3 clusters Score: Raw -598932.101274 + Penalty 4051.288004 = -594880.813270 nChanged 6 SP:Iteration 62Q (21151.570000 sec): 3 clusters Score: Raw -598935.426695 + Penalty 4051.288004 = -594884.138691 nChanged 4 SP:Iteration 63Q (21151.780000 sec): 3 clusters Score: Raw -598937.232252 + Penalty 4051.288004 = -594885.944248 nChanged 2 SP:Iteration 64Q (21152.000000 sec): 3 clusters Score: Raw -598938.265494 + Penalty 4051.288004 = -594886.977490 nChanged 3 SP:Iteration 65Q (21152.180000 sec): 3 clusters Score: Raw -598940.110875 + Penalty 4051.288004 = -594888.822871 nChanged 5 SP:Iteration 66Q (21152.390000 sec): 3 clusters Score: Raw -598942.935530 + Penalty 4051.288004 = -594891.647526 nChanged 1 SP:Iteration 67Q (21152.580000 sec): 3 clusters Score: Raw -598943.388112 + Penalty 4051.288004 = -594892.100108 nChanged 0 SP:Iteration 68F (21152.780000 sec): 3 clusters Score: Raw -598943.388112 + Penalty 4051.288004 = -594892.100108 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 41 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21152.860000 sec): 2 clusters Score: Raw -23401.374431 + Penalty 1234.229968 = -22167.144463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21153.080000 sec): 3 clusters Score: Raw -23688.667610 + Penalty 2468.459936 = -21220.207674 nChanged 5 SP:Iteration 1Q (21153.260000 sec): 3 clusters Score: Raw -23727.087539 + Penalty 2468.459936 = -21258.627603 nChanged 1 SP:Iteration 2Q (21153.420000 sec): 3 clusters Score: Raw -23741.914153 + Penalty 2468.459936 = -21273.454217 nChanged 0 SP:Iteration 3F (21153.610000 sec): 3 clusters Score: Raw -23741.914153 + Penalty 2468.459936 = -21273.454217 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 42 (49448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21153.970000 sec): 2 clusters Score: Raw -9334987.577530 + Penalty 2680.551869 = -9332307.025661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21154.420000 sec): 3 clusters Score: Raw -9304326.182924 + Penalty 5361.103738 = -9298965.079186 nChanged 22747 SP:Iteration 1F (21154.870000 sec): 3 clusters Score: Raw -9316916.478422 + Penalty 5361.103738 = -9311555.374683 nChanged 1912 SP:Iteration 2Q (21155.310000 sec): 3 clusters Score: Raw -9317401.541035 + Penalty 5361.103738 = -9312040.437297 nChanged 1768 SP:Iteration 3Q (21155.740000 sec): 3 clusters Score: Raw -9317872.226036 + Penalty 5361.103738 = -9312511.122298 nChanged 1664 SP:Iteration 4Q (21156.220000 sec): 3 clusters Score: Raw -9318318.864324 + Penalty 5361.103738 = -9312957.760586 nChanged 1622 SP:Iteration 5Q (21156.640000 sec): 3 clusters Score: Raw -9318794.123004 + Penalty 5361.103738 = -9313433.019266 nChanged 1641 SP:Iteration 6Q (21157.070000 sec): 3 clusters Score: Raw -9319286.297451 + Penalty 5361.103738 = -9313925.193713 nChanged 1654 SP:Iteration 7Q (21157.550000 sec): 3 clusters Score: Raw -9319836.399859 + Penalty 5361.103738 = -9314475.296121 nChanged 1696 SP:Iteration 8Q (21158.010000 sec): 3 clusters Score: Raw -9320433.429417 + Penalty 5361.103738 = -9315072.325678 nChanged 1785 SP:Iteration 9Q (21158.450000 sec): 3 clusters Score: Raw -9321149.465213 + Penalty 5361.103738 = -9315788.361475 nChanged 1940 SP:Iteration 10Q (21158.930000 sec): 3 clusters Score: Raw -9322026.856708 + Penalty 5361.103738 = -9316665.752970 nChanged 2093 SP:Iteration 11Q (21159.360000 sec): 3 clusters Score: Raw -9323115.268772 + Penalty 5361.103738 = -9317754.165034 nChanged 2301 SP:Iteration 12Q (21159.760000 sec): 3 clusters Score: Raw -9324442.765144 + Penalty 5361.103738 = -9319081.661406 nChanged 2375 SP:Iteration 13Q (21160.170000 sec): 3 clusters Score: Raw -9325939.607443 + Penalty 5361.103738 = -9320578.503705 nChanged 2424 SP:Iteration 14Q (21160.560000 sec): 3 clusters Score: Raw -9327578.397094 + Penalty 5361.103738 = -9322217.293356 nChanged 2317 SP:Iteration 15Q (21161.010000 sec): 3 clusters Score: Raw -9329202.010902 + Penalty 5361.103738 = -9323840.907164 nChanged 2089 SP:Iteration 16Q (21161.460000 sec): 3 clusters Score: Raw -9330587.187784 + Penalty 5361.103738 = -9325226.084046 nChanged 1739 SP:Iteration 17Q (21161.930000 sec): 3 clusters Score: Raw -9331772.558760 + Penalty 5361.103738 = -9326411.455022 nChanged 1476 SP:Iteration 18Q (21162.310000 sec): 3 clusters Score: Raw -9332828.956487 + Penalty 5361.103738 = -9327467.852749 nChanged 1109 SP:Iteration 19Q (21162.750000 sec): 3 clusters Score: Raw -9333610.585048 + Penalty 5361.103738 = -9328249.481310 nChanged 807 SP:Iteration 20F (21163.170000 sec): 3 clusters Score: Raw -9334188.280589 + Penalty 5361.103738 = -9328827.176851 nChanged 565 SP:Iteration 21Q (21163.570000 sec): 3 clusters Score: Raw -9334608.468012 + Penalty 5361.103738 = -9329247.364274 nChanged 349 SP:Iteration 22Q (21163.970000 sec): 3 clusters Score: Raw -9334882.486418 + Penalty 5361.103738 = -9329521.382679 nChanged 203 SP:Iteration 23Q (21164.410000 sec): 3 clusters Score: Raw -9335023.938665 + Penalty 5361.103738 = -9329662.834927 nChanged 124 SP:Iteration 24Q (21164.800000 sec): 3 clusters Score: Raw -9335112.492731 + Penalty 5361.103738 = -9329751.388993 nChanged 71 SP:Iteration 25Q (21165.170000 sec): 3 clusters Score: Raw -9335158.758946 + Penalty 5361.103738 = -9329797.655207 nChanged 50 SP:Iteration 26Q (21165.570000 sec): 3 clusters Score: Raw -9335194.112437 + Penalty 5361.103738 = -9329833.008698 nChanged 39 SP:Iteration 27Q (21165.930000 sec): 3 clusters Score: Raw -9335221.741393 + Penalty 5361.103738 = -9329860.637655 nChanged 27 SP:Iteration 28Q (21166.290000 sec): 3 clusters Score: Raw -9335243.179753 + Penalty 5361.103738 = -9329882.076015 nChanged 21 SP:Iteration 29Q (21166.820000 sec): 3 clusters Score: Raw -9335258.415627 + Penalty 5361.103738 = -9329897.311889 nChanged 18 SP:Iteration 30Q (21167.220000 sec): 3 clusters Score: Raw -9335271.506231 + Penalty 5361.103738 = -9329910.402493 nChanged 12 SP:Iteration 31Q (21167.580000 sec): 3 clusters Score: Raw -9335279.503531 + Penalty 5361.103738 = -9329918.399792 nChanged 6 SP:Iteration 32Q (21168.030000 sec): 3 clusters Score: Raw -9335283.283918 + Penalty 5361.103738 = -9329922.180180 nChanged 5 SP:Iteration 33Q (21168.470000 sec): 3 clusters Score: Raw -9335287.799150 + Penalty 5361.103738 = -9329926.695412 nChanged 6 SP:Iteration 34Q (21168.800000 sec): 3 clusters Score: Raw -9335292.090846 + Penalty 5361.103738 = -9329930.987108 nChanged 5 SP:Iteration 35Q (21169.240000 sec): 3 clusters Score: Raw -9335294.943054 + Penalty 5361.103738 = -9329933.839316 nChanged 2 SP:Iteration 36Q (21169.650000 sec): 3 clusters Score: Raw -9335296.429885 + Penalty 5361.103738 = -9329935.326147 nChanged 2 SP:Iteration 37Q (21170.030000 sec): 3 clusters Score: Raw -9335297.895734 + Penalty 5361.103738 = -9329936.791996 nChanged 2 SP:Iteration 38Q (21170.400000 sec): 3 clusters Score: Raw -9335298.616656 + Penalty 5361.103738 = -9329937.512918 nChanged 1 SP:Iteration 39Q (21170.800000 sec): 3 clusters Score: Raw -9335299.108888 + Penalty 5361.103738 = -9329938.005150 nChanged 1 SP:Iteration 40F (21171.270000 sec): 3 clusters Score: Raw -9335299.267021 + Penalty 5361.103738 = -9329938.163283 nChanged 1 SP:Iteration 41Q (21171.680000 sec): 3 clusters Score: Raw -9335299.770712 + Penalty 5361.103738 = -9329938.666974 nChanged 1 SP:Iteration 42Q (21172.160000 sec): 3 clusters Score: Raw -9335300.318449 + Penalty 5361.103738 = -9329939.214711 nChanged 1 SP:Iteration 43Q (21172.590000 sec): 3 clusters Score: Raw -9335300.792000 + Penalty 5361.103738 = -9329939.688262 nChanged 3 SP:Iteration 44Q (21173.030000 sec): 3 clusters Score: Raw -9335302.763504 + Penalty 5361.103738 = -9329941.659766 nChanged 2 SP:Iteration 45Q (21173.390000 sec): 3 clusters Score: Raw -9335304.252823 + Penalty 5361.103738 = -9329943.149085 nChanged 3 SP:Iteration 46Q (21173.780000 sec): 3 clusters Score: Raw -9335306.349359 + Penalty 5361.103738 = -9329945.245621 nChanged 1 SP:Iteration 47Q (21174.220000 sec): 3 clusters Score: Raw -9335306.820357 + Penalty 5361.103738 = -9329945.716618 nChanged 0 SP:Iteration 48F (21174.650000 sec): 3 clusters Score: Raw -9335306.820357 + Penalty 5361.103738 = -9329945.716618 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 43 (612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21174.770000 sec): 2 clusters Score: Raw -99653.962549 + Penalty 1591.349606 = -98062.612943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21174.960000 sec): 3 clusters Score: Raw -99658.808094 + Penalty 3182.699212 = -96476.108882 nChanged 114 SP:Iteration 1F (21175.100000 sec): 3 clusters Score: Raw -99955.337715 + Penalty 3182.699212 = -96772.638503 nChanged 43 SP:Iteration 2F (21175.300000 sec): 3 clusters Score: Raw -100090.468533 + Penalty 3182.699212 = -96907.769321 nChanged 34 SP:Iteration 3F (21175.460000 sec): 3 clusters Score: Raw -100253.544080 + Penalty 3182.699212 = -97070.844868 nChanged 29 SP:Iteration 4Q (21175.650000 sec): 3 clusters Score: Raw -100397.442828 + Penalty 3182.699212 = -97214.743616 nChanged 16 SP:Iteration 5Q (21175.830000 sec): 3 clusters Score: Raw -100486.699065 + Penalty 3182.699212 = -97303.999853 nChanged 13 SP:Iteration 6Q (21176.030000 sec): 3 clusters Score: Raw -100527.631926 + Penalty 3182.699212 = -97344.932714 nChanged 12 SP:Iteration 7Q (21176.240000 sec): 3 clusters Score: Raw -100568.121370 + Penalty 3182.699212 = -97385.422158 nChanged 13 SP:Iteration 8Q (21176.390000 sec): 3 clusters Score: Raw -100614.760746 + Penalty 3182.699212 = -97432.061533 nChanged 7 SP:Iteration 9Q (21176.560000 sec): 3 clusters Score: Raw -100626.232234 + Penalty 3182.699212 = -97443.533022 nChanged 2 SP:Iteration 10Q (21176.780000 sec): 3 clusters Score: Raw -100631.558657 + Penalty 3182.699212 = -97448.859445 nChanged 1 SP:Iteration 11Q (21176.930000 sec): 3 clusters Score: Raw -100633.223443 + Penalty 3182.699212 = -97450.524231 nChanged 0 SP:Iteration 12F (21177.090000 sec): 3 clusters Score: Raw -100633.223443 + Penalty 3182.699212 = -97450.524231 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 44 (674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21177.180000 sec): 2 clusters Score: Raw -104500.109920 + Penalty 1615.281068 = -102884.828853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21177.350000 sec): 3 clusters Score: Raw -104502.470495 + Penalty 3230.562135 = -101271.908360 nChanged 145 SP:Iteration 1F (21177.520000 sec): 3 clusters Score: Raw -104914.172579 + Penalty 3230.562135 = -101683.610444 nChanged 71 SP:Iteration 2F (21177.660000 sec): 3 clusters Score: Raw -105221.338573 + Penalty 3230.562135 = -101990.776438 nChanged 38 SP:Iteration 3F (21177.830000 sec): 3 clusters Score: Raw -105383.331155 + Penalty 3230.562135 = -102152.769019 nChanged 21 SP:Iteration 4Q (21178.010000 sec): 3 clusters Score: Raw -105498.221935 + Penalty 3230.562135 = -102267.659800 nChanged 20 SP:Iteration 5Q (21178.270000 sec): 3 clusters Score: Raw -105560.518825 + Penalty 3230.562135 = -102329.956690 nChanged 11 SP:Iteration 6Q (21178.460000 sec): 3 clusters Score: Raw -105604.149785 + Penalty 3230.562135 = -102373.587650 nChanged 8 SP:Iteration 7Q (21178.630000 sec): 3 clusters Score: Raw -105626.070300 + Penalty 3230.562135 = -102395.508165 nChanged 3 SP:Iteration 8Q (21178.780000 sec): 3 clusters Score: Raw -105631.303976 + Penalty 3230.562135 = -102400.741841 nChanged 1 SP:Iteration 9Q (21178.970000 sec): 3 clusters Score: Raw -105633.415151 + Penalty 3230.562135 = -102402.853016 nChanged 1 SP:Iteration 10Q (21179.140000 sec): 3 clusters Score: Raw -105635.077840 + Penalty 3230.562135 = -102404.515705 nChanged 0 SP:Iteration 11F (21179.310000 sec): 3 clusters Score: Raw -105635.077840 + Penalty 3230.562135 = -102404.515705 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 45 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21179.370000 sec): 2 clusters Score: Raw -42385.478750 + Penalty 1399.192954 = -40986.285796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21179.580000 sec): 3 clusters Score: Raw -42660.604081 + Penalty 2798.385907 = -39862.218173 nChanged 46 SP:Iteration 1F (21179.740000 sec): 3 clusters Score: Raw -42858.375795 + Penalty 2798.385907 = -40059.989888 nChanged 23 SP:Iteration 2F (21179.890000 sec): 3 clusters Score: Raw -42968.124263 + Penalty 2798.385907 = -40169.738355 nChanged 14 SP:Iteration 3Q (21180.060000 sec): 3 clusters Score: Raw -43079.523534 + Penalty 2798.385907 = -40281.137627 nChanged 9 SP:Iteration 4Q (21180.220000 sec): 3 clusters Score: Raw -43136.545163 + Penalty 2798.385907 = -40338.159256 nChanged 6 SP:Iteration 5Q (21180.410000 sec): 3 clusters Score: Raw -43196.413487 + Penalty 2798.385907 = -40398.027580 nChanged 5 SP:Iteration 6Q (21180.610000 sec): 3 clusters Score: Raw -43239.378977 + Penalty 2798.385907 = -40440.993070 nChanged 2 SP:Iteration 7Q (21180.830000 sec): 3 clusters Score: Raw -43252.583907 + Penalty 2798.385907 = -40454.198000 nChanged 0 SP:Iteration 8F (21181.100000 sec): 3 clusters Score: Raw -43252.583907 + Penalty 2798.385907 = -40454.198000 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 46 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21181.220000 sec): 2 clusters Score: Raw -18622.772696 + Penalty 1291.952566 = -17330.820130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21181.440000 sec): 3 clusters Score: Raw -18975.228229 + Penalty 2583.905132 = -16391.323097 nChanged 27 SP:Iteration 1F (21181.620000 sec): 3 clusters Score: Raw -19073.588293 + Penalty 2583.905132 = -16489.683161 nChanged 2 SP:Iteration 2Q (21181.870000 sec): 3 clusters Score: Raw -19078.230010 + Penalty 2583.905132 = -16494.324878 nChanged 1 SP:Iteration 3Q (21182.060000 sec): 3 clusters Score: Raw -19090.002213 + Penalty 2583.905132 = -16506.097082 nChanged 1 SP:Iteration 4Q (21182.210000 sec): 3 clusters Score: Raw -19099.657053 + Penalty 2583.905132 = -16515.751921 nChanged 1 SP:Iteration 5Q (21182.430000 sec): 3 clusters Score: Raw -19106.622312 + Penalty 2583.905132 = -16522.717181 nChanged 0 SP:Iteration 6F (21182.660000 sec): 3 clusters Score: Raw -19106.622312 + Penalty 2583.905132 = -16522.717181 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 47 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21182.750000 sec): 2 clusters Score: Raw -105217.599158 + Penalty 1590.944046 = -103626.655112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21182.940000 sec): 3 clusters Score: Raw -105220.759034 + Penalty 3181.888092 = -102038.870942 nChanged 137 SP:Iteration 1F (21183.130000 sec): 3 clusters Score: Raw -105463.327308 + Penalty 3181.888092 = -102281.439216 nChanged 30 SP:Iteration 2Q (21183.310000 sec): 3 clusters Score: Raw -105516.867802 + Penalty 3181.888092 = -102334.979710 nChanged 15 SP:Iteration 3Q (21183.510000 sec): 3 clusters Score: Raw -105546.674490 + Penalty 3181.888092 = -102364.786398 nChanged 9 SP:Iteration 4Q (21183.690000 sec): 3 clusters Score: Raw -105564.416373 + Penalty 3181.888092 = -102382.528281 nChanged 5 SP:Iteration 5Q (21183.900000 sec): 3 clusters Score: Raw -105572.011902 + Penalty 3181.888092 = -102390.123810 nChanged 4 SP:Iteration 6Q (21184.160000 sec): 3 clusters Score: Raw -105576.625996 + Penalty 3181.888092 = -102394.737904 nChanged 3 SP:Iteration 7Q (21184.380000 sec): 3 clusters Score: Raw -105581.260275 + Penalty 3181.888092 = -102399.372183 nChanged 2 SP:Iteration 8Q (21184.570000 sec): 3 clusters Score: Raw -105584.769468 + Penalty 3181.888092 = -102402.881376 nChanged 1 SP:Iteration 9Q (21184.720000 sec): 3 clusters Score: Raw -105590.061448 + Penalty 3181.888092 = -102408.173357 nChanged 1 SP:Iteration 10Q (21184.900000 sec): 3 clusters Score: Raw -105594.521680 + Penalty 3181.888092 = -102412.633588 nChanged 3 SP:Iteration 11Q (21185.090000 sec): 3 clusters Score: Raw -105599.701546 + Penalty 3181.888092 = -102417.813454 nChanged 1 SP:Iteration 12Q (21185.280000 sec): 3 clusters Score: Raw -105601.210416 + Penalty 3181.888092 = -102419.322324 nChanged 2 SP:Iteration 13Q (21185.430000 sec): 3 clusters Score: Raw -105602.983646 + Penalty 3181.888092 = -102421.095554 nChanged 2 SP:Iteration 14Q (21185.650000 sec): 3 clusters Score: Raw -105604.921372 + Penalty 3181.888092 = -102423.033280 nChanged 1 SP:Iteration 15Q (21185.790000 sec): 3 clusters Score: Raw -105605.432366 + Penalty 3181.888092 = -102423.544274 nChanged 0 SP:Iteration 16F (21185.980000 sec): 3 clusters Score: Raw -105605.432366 + Penalty 3181.888092 = -102423.544274 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 48 (3865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21186.080000 sec): 2 clusters Score: Raw -637819.874180 + Penalty 2048.409806 = -635771.464374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21186.380000 sec): 3 clusters Score: Raw -636083.628303 + Penalty 4096.819613 = -631986.808690 nChanged 1416 SP:Iteration 1F (21186.540000 sec): 3 clusters Score: Raw -636960.221807 + Penalty 4096.819613 = -632863.402195 nChanged 291 SP:Iteration 2F (21186.740000 sec): 3 clusters Score: Raw -637158.944208 + Penalty 4096.819613 = -633062.124595 nChanged 185 SP:Iteration 3Q (21187.000000 sec): 3 clusters Score: Raw -637268.014318 + Penalty 4096.819613 = -633171.194705 nChanged 132 SP:Iteration 4Q (21187.230000 sec): 3 clusters Score: Raw -637331.583070 + Penalty 4096.819613 = -633234.763457 nChanged 93 SP:Iteration 5Q (21187.450000 sec): 3 clusters Score: Raw -637376.161320 + Penalty 4096.819613 = -633279.341707 nChanged 76 SP:Iteration 6Q (21187.630000 sec): 3 clusters Score: Raw -637416.418504 + Penalty 4096.819613 = -633319.598892 nChanged 71 SP:Iteration 7Q (21187.810000 sec): 3 clusters Score: Raw -637450.298314 + Penalty 4096.819613 = -633353.478701 nChanged 61 SP:Iteration 8Q (21188.000000 sec): 3 clusters Score: Raw -637482.314737 + Penalty 4096.819613 = -633385.495124 nChanged 64 SP:Iteration 9Q (21188.220000 sec): 3 clusters Score: Raw -637520.113436 + Penalty 4096.819613 = -633423.293824 nChanged 76 SP:Iteration 10Q (21188.430000 sec): 3 clusters Score: Raw -637579.342272 + Penalty 4096.819613 = -633482.522660 nChanged 106 SP:Iteration 11Q (21188.590000 sec): 3 clusters Score: Raw -637657.071876 + Penalty 4096.819613 = -633560.252264 nChanged 101 SP:Iteration 12Q (21188.790000 sec): 3 clusters Score: Raw -637730.911392 + Penalty 4096.819613 = -633634.091779 nChanged 97 SP:Iteration 13Q (21189.010000 sec): 3 clusters Score: Raw -637800.487040 + Penalty 4096.819613 = -633703.667428 nChanged 84 SP:Iteration 14Q (21189.250000 sec): 3 clusters Score: Raw -637858.413293 + Penalty 4096.819613 = -633761.593681 nChanged 67 SP:Iteration 15Q (21189.450000 sec): 3 clusters Score: Raw -637896.828673 + Penalty 4096.819613 = -633800.009060 nChanged 63 SP:Iteration 16Q (21189.600000 sec): 3 clusters Score: Raw -637940.996153 + Penalty 4096.819613 = -633844.176540 nChanged 75 SP:Iteration 17Q (21189.830000 sec): 3 clusters Score: Raw -637993.509569 + Penalty 4096.819613 = -633896.689956 nChanged 75 SP:Iteration 18Q (21190.070000 sec): 3 clusters Score: Raw -638038.569706 + Penalty 4096.819613 = -633941.750093 nChanged 72 SP:Iteration 19Q (21190.270000 sec): 3 clusters Score: Raw -638089.325531 + Penalty 4096.819613 = -633992.505919 nChanged 62 SP:Iteration 20F (21190.480000 sec): 3 clusters Score: Raw -638132.354007 + Penalty 4096.819613 = -634035.534395 nChanged 70 SP:Iteration 21Q (21190.660000 sec): 3 clusters Score: Raw -638173.177317 + Penalty 4096.819613 = -634076.357704 nChanged 57 SP:Iteration 22Q (21190.850000 sec): 3 clusters Score: Raw -638207.447800 + Penalty 4096.819613 = -634110.628188 nChanged 49 SP:Iteration 23Q (21191.070000 sec): 3 clusters Score: Raw -638239.542096 + Penalty 4096.819613 = -634142.722484 nChanged 57 SP:Iteration 24Q (21191.290000 sec): 3 clusters Score: Raw -638280.384573 + Penalty 4096.819613 = -634183.564961 nChanged 50 SP:Iteration 25Q (21191.490000 sec): 3 clusters Score: Raw -638314.936126 + Penalty 4096.819613 = -634218.116514 nChanged 51 SP:Iteration 26Q (21191.740000 sec): 3 clusters Score: Raw -638345.378445 + Penalty 4096.819613 = -634248.558833 nChanged 32 SP:Iteration 27Q (21191.970000 sec): 3 clusters Score: Raw -638365.848204 + Penalty 4096.819613 = -634269.028591 nChanged 29 SP:Iteration 28Q (21192.170000 sec): 3 clusters Score: Raw -638387.380804 + Penalty 4096.819613 = -634290.561191 nChanged 30 SP:Iteration 29Q (21192.330000 sec): 3 clusters Score: Raw -638407.210853 + Penalty 4096.819613 = -634310.391241 nChanged 32 SP:Iteration 30Q (21192.570000 sec): 3 clusters Score: Raw -638432.088481 + Penalty 4096.819613 = -634335.268868 nChanged 28 SP:Iteration 31Q (21192.770000 sec): 3 clusters Score: Raw -638450.548156 + Penalty 4096.819613 = -634353.728544 nChanged 19 SP:Iteration 32Q (21192.940000 sec): 3 clusters Score: Raw -638459.555238 + Penalty 4096.819613 = -634362.735625 nChanged 8 SP:Iteration 33Q (21193.170000 sec): 3 clusters Score: Raw -638463.255726 + Penalty 4096.819613 = -634366.436113 nChanged 9 SP:Iteration 34Q (21193.390000 sec): 3 clusters Score: Raw -638466.502338 + Penalty 4096.819613 = -634369.682726 nChanged 6 SP:Iteration 35Q (21193.640000 sec): 3 clusters Score: Raw -638470.539400 + Penalty 4096.819613 = -634373.719787 nChanged 7 SP:Iteration 36Q (21193.830000 sec): 3 clusters Score: Raw -638474.064565 + Penalty 4096.819613 = -634377.244952 nChanged 8 SP:Iteration 37Q (21194.030000 sec): 3 clusters Score: Raw -638478.323437 + Penalty 4096.819613 = -634381.503824 nChanged 8 SP:Iteration 38Q (21194.210000 sec): 3 clusters Score: Raw -638482.526152 + Penalty 4096.819613 = -634385.706539 nChanged 6 SP:Iteration 39Q (21194.450000 sec): 3 clusters Score: Raw -638485.265221 + Penalty 4096.819613 = -634388.445608 nChanged 4 SP:Iteration 40F (21194.650000 sec): 3 clusters Score: Raw -638486.394922 + Penalty 4096.819613 = -634389.575310 nChanged 3 SP:Iteration 41Q (21194.890000 sec): 3 clusters Score: Raw -638487.277173 + Penalty 4096.819613 = -634390.457561 nChanged 2 SP:Iteration 42Q (21195.120000 sec): 3 clusters Score: Raw -638488.157851 + Penalty 4096.819613 = -634391.338238 nChanged 1 SP:Iteration 43Q (21195.360000 sec): 3 clusters Score: Raw -638488.613696 + Penalty 4096.819613 = -634391.794083 nChanged 0 SP:Iteration 44F (21195.580000 sec): 3 clusters Score: Raw -638488.613696 + Penalty 4096.819613 = -634391.794083 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 49 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21195.690000 sec): 2 clusters Score: Raw -20721.100035 + Penalty 1286.471680 = -19434.628355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21195.890000 sec): 3 clusters Score: Raw -21241.696800 + Penalty 2572.943360 = -18668.753441 nChanged 36 SP:Iteration 1F (21196.080000 sec): 3 clusters Score: Raw -21469.357301 + Penalty 2572.943360 = -18896.413941 nChanged 9 SP:Iteration 2F (21196.290000 sec): 3 clusters Score: Raw -21522.312304 + Penalty 2572.943360 = -18949.368945 nChanged 3 SP:Iteration 3Q (21196.480000 sec): 3 clusters Score: Raw -21551.385954 + Penalty 2572.943360 = -18978.442595 nChanged 3 SP:Iteration 4Q (21196.660000 sec): 3 clusters Score: Raw -21583.691745 + Penalty 2572.943360 = -19010.748386 nChanged 2 SP:Iteration 5Q (21196.850000 sec): 3 clusters Score: Raw -21603.671982 + Penalty 2572.943360 = -19030.728623 nChanged 1 SP:Iteration 6Q (21197.030000 sec): 3 clusters Score: Raw -21613.475890 + Penalty 2572.943360 = -19040.532530 nChanged 2 SP:Iteration 7Q (21197.220000 sec): 3 clusters Score: Raw -21686.252886 + Penalty 2572.943360 = -19113.309526 nChanged 0 SP:Iteration 8F (21197.410000 sec): 3 clusters Score: Raw -21686.252886 + Penalty 2572.943360 = -19113.309526 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 50 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21197.530000 sec): 2 clusters Score: Raw -28438.253568 + Penalty 1295.985175 = -27142.268393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21197.710000 sec): 3 clusters Score: Raw -29017.447945 + Penalty 2591.970350 = -26425.477595 nChanged 40 SP:Iteration 1F (21197.890000 sec): 3 clusters Score: Raw -29259.114439 + Penalty 2591.970350 = -26667.144089 nChanged 10 SP:Iteration 2F (21198.100000 sec): 3 clusters Score: Raw -29321.828825 + Penalty 2591.970350 = -26729.858475 nChanged 4 SP:Iteration 3Q (21198.260000 sec): 3 clusters Score: Raw -29360.516613 + Penalty 2591.970350 = -26768.546263 nChanged 3 SP:Iteration 4Q (21198.420000 sec): 3 clusters Score: Raw -29403.398995 + Penalty 2591.970350 = -26811.428645 nChanged 1 SP:Iteration 5Q (21198.640000 sec): 3 clusters Score: Raw -29414.832121 + Penalty 2591.970350 = -26822.861771 nChanged 1 SP:Iteration 6Q (21198.800000 sec): 3 clusters Score: Raw -29427.130112 + Penalty 2591.970350 = -26835.159762 nChanged 0 SP:Iteration 7F (21199.000000 sec): 3 clusters Score: Raw -29427.130112 + Penalty 2591.970350 = -26835.159762 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 51 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21199.090000 sec): 2 clusters Score: Raw -167814.496660 + Penalty 1707.606398 = -166106.890262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21199.270000 sec): 3 clusters Score: Raw -167573.896523 + Penalty 3415.212796 = -164158.683727 nChanged 257 SP:Iteration 1F (21199.460000 sec): 3 clusters Score: Raw -167836.757903 + Penalty 3415.212796 = -164421.545107 nChanged 46 SP:Iteration 2Q (21199.670000 sec): 3 clusters Score: Raw -167906.952826 + Penalty 3415.212796 = -164491.740030 nChanged 36 SP:Iteration 3Q (21199.820000 sec): 3 clusters Score: Raw -167956.617272 + Penalty 3415.212796 = -164541.404475 nChanged 21 SP:Iteration 4Q (21199.980000 sec): 3 clusters Score: Raw -168004.400578 + Penalty 3415.212796 = -164589.187782 nChanged 26 SP:Iteration 5Q (21200.150000 sec): 3 clusters Score: Raw -168058.884364 + Penalty 3415.212796 = -164643.671567 nChanged 31 SP:Iteration 6Q (21200.360000 sec): 3 clusters Score: Raw -168141.995546 + Penalty 3415.212796 = -164726.782750 nChanged 39 SP:Iteration 7Q (21200.570000 sec): 3 clusters Score: Raw -168232.397182 + Penalty 3415.212796 = -164817.184386 nChanged 39 SP:Iteration 8Q (21200.750000 sec): 3 clusters Score: Raw -168324.521828 + Penalty 3415.212796 = -164909.309032 nChanged 30 SP:Iteration 9Q (21200.900000 sec): 3 clusters Score: Raw -168380.867604 + Penalty 3415.212796 = -164965.654807 nChanged 27 SP:Iteration 10Q (21201.090000 sec): 3 clusters Score: Raw -168433.095348 + Penalty 3415.212796 = -165017.882552 nChanged 28 SP:Iteration 11Q (21201.240000 sec): 3 clusters Score: Raw -168488.151158 + Penalty 3415.212796 = -165072.938361 nChanged 23 SP:Iteration 12Q (21201.380000 sec): 3 clusters Score: Raw -168536.256415 + Penalty 3415.212796 = -165121.043618 nChanged 15 SP:Iteration 13Q (21201.540000 sec): 3 clusters Score: Raw -168562.385391 + Penalty 3415.212796 = -165147.172595 nChanged 14 SP:Iteration 14Q (21201.750000 sec): 3 clusters Score: Raw -168588.088779 + Penalty 3415.212796 = -165172.875983 nChanged 13 SP:Iteration 15Q (21201.930000 sec): 3 clusters Score: Raw -168605.481157 + Penalty 3415.212796 = -165190.268360 nChanged 4 SP:Iteration 16Q (21202.150000 sec): 3 clusters Score: Raw -168611.498953 + Penalty 3415.212796 = -165196.286156 nChanged 7 SP:Iteration 17Q (21202.340000 sec): 3 clusters Score: Raw -168620.226515 + Penalty 3415.212796 = -165205.013718 nChanged 5 SP:Iteration 18Q (21202.560000 sec): 3 clusters Score: Raw -168628.333234 + Penalty 3415.212796 = -165213.120438 nChanged 2 SP:Iteration 19Q (21202.750000 sec): 3 clusters Score: Raw -168630.312476 + Penalty 3415.212796 = -165215.099680 nChanged 0 SP:Iteration 20F (21202.930000 sec): 3 clusters Score: Raw -168630.312476 + Penalty 3415.212796 = -165215.099680 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 52 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21203.090000 sec): 2 clusters Score: Raw -31317.630383 + Penalty 1337.619631 = -29980.010752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21203.280000 sec): 3 clusters Score: Raw -31610.007027 + Penalty 2675.239263 = -28934.767764 nChanged 26 SP:Iteration 1F (21203.470000 sec): 3 clusters Score: Raw -31709.252807 + Penalty 2675.239263 = -29034.013544 nChanged 9 SP:Iteration 2Q (21203.670000 sec): 3 clusters Score: Raw -31757.092033 + Penalty 2675.239263 = -29081.852770 nChanged 6 SP:Iteration 3Q (21203.800000 sec): 3 clusters Score: Raw -31797.064403 + Penalty 2675.239263 = -29121.825140 nChanged 7 SP:Iteration 4Q (21203.980000 sec): 3 clusters Score: Raw -31824.766540 + Penalty 2675.239263 = -29149.527277 nChanged 3 SP:Iteration 5Q (21204.140000 sec): 3 clusters Score: Raw -31844.798897 + Penalty 2675.239263 = -29169.559634 nChanged 1 SP:Iteration 6Q (21204.310000 sec): 3 clusters Score: Raw -31853.345733 + Penalty 2675.239263 = -29178.106470 nChanged 0 SP:Iteration 7F (21204.450000 sec): 3 clusters Score: Raw -31853.345733 + Penalty 2675.239263 = -29178.106470 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 53 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21204.530000 sec): 2 clusters Score: Raw -55410.369286 + Penalty 1463.174544 = -53947.194743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21204.640000 sec): 3 clusters Score: Raw -55659.427289 + Penalty 2926.349087 = -52733.078202 nChanged 75 SP:Iteration 1F (21204.760000 sec): 3 clusters Score: Raw -55889.433387 + Penalty 2926.349087 = -52963.084300 nChanged 16 SP:Iteration 2Q (21204.890000 sec): 3 clusters Score: Raw -55928.304590 + Penalty 2926.349087 = -53001.955503 nChanged 9 SP:Iteration 3Q (21205.050000 sec): 3 clusters Score: Raw -55972.258846 + Penalty 2926.349087 = -53045.909759 nChanged 6 SP:Iteration 4Q (21205.280000 sec): 3 clusters Score: Raw -55981.918135 + Penalty 2926.349087 = -53055.569047 nChanged 5 SP:Iteration 5Q (21205.430000 sec): 3 clusters Score: Raw -56012.599786 + Penalty 2926.349087 = -53086.250699 nChanged 4 SP:Iteration 6Q (21205.640000 sec): 3 clusters Score: Raw -56037.438738 + Penalty 2926.349087 = -53111.089651 nChanged 1 SP:Iteration 7Q (21205.840000 sec): 3 clusters Score: Raw -56039.219848 + Penalty 2926.349087 = -53112.870761 nChanged 0 SP:Iteration 8F (21206.070000 sec): 3 clusters Score: Raw -56039.219848 + Penalty 2926.349087 = -53112.870761 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 54 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21206.210000 sec): 2 clusters Score: Raw -43777.832489 + Penalty 1447.757151 = -42330.075338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21206.410000 sec): 3 clusters Score: Raw -44036.835254 + Penalty 2895.514302 = -41141.320952 nChanged 61 SP:Iteration 1F (21206.590000 sec): 3 clusters Score: Raw -44137.089846 + Penalty 2895.514302 = -41241.575544 nChanged 15 SP:Iteration 2Q (21206.810000 sec): 3 clusters Score: Raw -44169.282297 + Penalty 2895.514302 = -41273.767995 nChanged 10 SP:Iteration 3Q (21206.970000 sec): 3 clusters Score: Raw -44184.655506 + Penalty 2895.514302 = -41289.141204 nChanged 4 SP:Iteration 4Q (21207.170000 sec): 3 clusters Score: Raw -44202.346293 + Penalty 2895.514302 = -41306.831991 nChanged 3 SP:Iteration 5Q (21207.350000 sec): 3 clusters Score: Raw -44205.051928 + Penalty 2895.514302 = -41309.537626 nChanged 5 SP:Iteration 6Q (21207.570000 sec): 3 clusters Score: Raw -44212.372047 + Penalty 2895.514302 = -41316.857745 nChanged 5 SP:Iteration 7Q (21207.750000 sec): 3 clusters Score: Raw -44219.350310 + Penalty 2895.514302 = -41323.836008 nChanged 6 SP:Iteration 8Q (21207.920000 sec): 3 clusters Score: Raw -44228.287252 + Penalty 2895.514302 = -41332.772950 nChanged 6 SP:Iteration 9Q (21208.140000 sec): 3 clusters Score: Raw -44236.470304 + Penalty 2895.514302 = -41340.956003 nChanged 6 SP:Iteration 10Q (21208.330000 sec): 3 clusters Score: Raw -44246.930088 + Penalty 2895.514302 = -41351.415786 nChanged 9 SP:Iteration 11Q (21208.570000 sec): 3 clusters Score: Raw -44265.788970 + Penalty 2895.514302 = -41370.274668 nChanged 9 SP:Iteration 12Q (21208.760000 sec): 3 clusters Score: Raw -44285.926198 + Penalty 2895.514302 = -41390.411896 nChanged 7 SP:Iteration 13Q (21208.930000 sec): 3 clusters Score: Raw -44330.634238 + Penalty 2895.514302 = -41435.119936 nChanged 6 SP:Iteration 14Q (21209.150000 sec): 3 clusters Score: Raw -44355.941249 + Penalty 2895.514302 = -41460.426947 nChanged 4 SP:Iteration 15Q (21209.370000 sec): 3 clusters Score: Raw -44378.294718 + Penalty 2895.514302 = -41482.780416 nChanged 0 SP:Iteration 16F (21209.530000 sec): 3 clusters Score: Raw -44378.294718 + Penalty 2895.514302 = -41482.780416 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 55 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21209.610000 sec): 2 clusters Score: Raw -21643.889321 + Penalty 1253.948960 = -20389.940362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21209.800000 sec): 3 clusters Score: Raw -22052.777440 + Penalty 2507.897919 = -19544.879520 nChanged 23 SP:Iteration 1F (21209.970000 sec): 3 clusters Score: Raw -22171.030588 + Penalty 2507.897919 = -19663.132668 nChanged 6 SP:Iteration 2Q (21210.240000 sec): 3 clusters Score: Raw -22194.845189 + Penalty 2507.897919 = -19686.947269 nChanged 2 SP:Iteration 3Q (21210.450000 sec): 3 clusters Score: Raw -22211.479106 + Penalty 2507.897919 = -19703.581187 nChanged 1 SP:Iteration 4Q (21210.610000 sec): 3 clusters Score: Raw -22218.617853 + Penalty 2507.897919 = -19710.719934 nChanged 0 SP:Iteration 5F (21210.820000 sec): 3 clusters Score: Raw -22218.617853 + Penalty 2507.897919 = -19710.719934 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 56 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21210.920000 sec): 2 clusters Score: Raw -21685.295495 + Penalty 1239.308644 = -20445.986851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21211.100000 sec): 3 clusters Score: Raw -21986.094440 + Penalty 2478.617288 = -19507.477152 nChanged 6 SP:Iteration 1Q (21211.290000 sec): 3 clusters Score: Raw -22050.274298 + Penalty 2478.617288 = -19571.657011 nChanged 3 SP:Iteration 2Q (21211.500000 sec): 3 clusters Score: Raw -22067.080564 + Penalty 2478.617288 = -19588.463276 nChanged 1 SP:Iteration 3Q (21211.620000 sec): 3 clusters Score: Raw -22078.242864 + Penalty 2478.617288 = -19599.625576 nChanged 1 SP:Iteration 4Q (21211.810000 sec): 3 clusters Score: Raw -22090.825486 + Penalty 2478.617288 = -19612.208198 nChanged 0 SP:Iteration 5F (21211.990000 sec): 3 clusters Score: Raw -22090.825486 + Penalty 2478.617288 = -19612.208198 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 57 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21212.060000 sec): 2 clusters Score: Raw -29950.709104 + Penalty 1355.030288 = -28595.678816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21212.210000 sec): 3 clusters Score: Raw -30196.034111 + Penalty 2710.060575 = -27485.973536 nChanged 32 SP:Iteration 1F (21212.390000 sec): 3 clusters Score: Raw -30375.577752 + Penalty 2710.060575 = -27665.517177 nChanged 12 SP:Iteration 2F (21212.540000 sec): 3 clusters Score: Raw -30459.630860 + Penalty 2710.060575 = -27749.570285 nChanged 8 SP:Iteration 3Q (21212.700000 sec): 3 clusters Score: Raw -30533.162850 + Penalty 2710.060575 = -27823.102275 nChanged 7 SP:Iteration 4Q (21212.880000 sec): 3 clusters Score: Raw -30578.216910 + Penalty 2710.060575 = -27868.156335 nChanged 4 SP:Iteration 5Q (21213.070000 sec): 3 clusters Score: Raw -30613.873895 + Penalty 2710.060575 = -27903.813320 nChanged 3 SP:Iteration 6Q (21213.220000 sec): 3 clusters Score: Raw -30647.879029 + Penalty 2710.060575 = -27937.818454 nChanged 2 SP:Iteration 7Q (21213.400000 sec): 3 clusters Score: Raw -30659.496544 + Penalty 2710.060575 = -27949.435969 nChanged 1 SP:Iteration 8Q (21213.630000 sec): 3 clusters Score: Raw -30666.010258 + Penalty 2710.060575 = -27955.949683 nChanged 1 SP:Iteration 9Q (21213.800000 sec): 3 clusters Score: Raw -30670.087965 + Penalty 2710.060575 = -27960.027389 nChanged 0 SP:Iteration 10F (21213.970000 sec): 3 clusters Score: Raw -30670.087965 + Penalty 2710.060575 = -27960.027389 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 58 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21214.040000 sec): 2 clusters Score: Raw -17070.906850 + Penalty 1230.785468 = -15840.121382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21214.230000 sec): 3 clusters Score: Raw -17407.137009 + Penalty 2461.570937 = -14945.566072 nChanged 13 SP:Iteration 1F (21214.370000 sec): 3 clusters Score: Raw -17532.701216 + Penalty 2461.570937 = -15071.130279 nChanged 5 SP:Iteration 2Q (21214.560000 sec): 3 clusters Score: Raw -17604.491220 + Penalty 2461.570937 = -15142.920284 nChanged 2 SP:Iteration 3Q (21214.770000 sec): 3 clusters Score: Raw -17644.114839 + Penalty 2461.570937 = -15182.543902 nChanged 2 SP:Iteration 4Q (21215.030000 sec): 3 clusters Score: Raw -17648.678606 + Penalty 2461.570937 = -15187.107669 nChanged 0 SP:Iteration 5F (21215.180000 sec): 3 clusters Score: Raw -17648.678606 + Penalty 2461.570937 = -15187.107669 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 59 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21215.280000 sec): 2 clusters Score: Raw -15585.096027 + Penalty 1151.808943 = -14433.287084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21215.470000 sec): 3 clusters Score: Raw -15890.218281 + Penalty 2303.617886 = -13586.600395 nChanged 2 SP:Iteration 1Q (21215.700000 sec): 3 clusters Score: Raw -15903.276622 + Penalty 2303.617886 = -13599.658736 nChanged 0 SP:Iteration 2F (21215.890000 sec): 3 clusters Score: Raw -15903.276622 + Penalty 2303.617886 = -13599.658736 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 60 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21215.970000 sec): 2 clusters Score: Raw -35299.306506 + Penalty 1375.204006 = -33924.102500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21216.150000 sec): 3 clusters Score: Raw -35510.686753 + Penalty 2750.408012 = -32760.278740 nChanged 39 SP:Iteration 1F (21216.350000 sec): 3 clusters Score: Raw -35689.856677 + Penalty 2750.408012 = -32939.448665 nChanged 8 SP:Iteration 2Q (21216.530000 sec): 3 clusters Score: Raw -35736.212269 + Penalty 2750.408012 = -32985.804257 nChanged 4 SP:Iteration 3Q (21216.680000 sec): 3 clusters Score: Raw -35755.067400 + Penalty 2750.408012 = -33004.659387 nChanged 3 SP:Iteration 4Q (21216.860000 sec): 3 clusters Score: Raw -35770.661128 + Penalty 2750.408012 = -33020.253115 nChanged 1 SP:Iteration 5Q (21217.060000 sec): 3 clusters Score: Raw -35778.256533 + Penalty 2750.408012 = -33027.848520 nChanged 1 SP:Iteration 6Q (21217.250000 sec): 3 clusters Score: Raw -35782.578603 + Penalty 2750.408012 = -33032.170590 nChanged 0 SP:Iteration 7F (21217.450000 sec): 3 clusters Score: Raw -35782.578603 + Penalty 2750.408012 = -33032.170590 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 61 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21217.550000 sec): 2 clusters Score: Raw -34406.801910 + Penalty 1364.312036 = -33042.489874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21217.760000 sec): 3 clusters Score: Raw -34625.732111 + Penalty 2728.624072 = -31897.108038 nChanged 28 SP:Iteration 1F (21217.930000 sec): 3 clusters Score: Raw -34783.646430 + Penalty 2728.624072 = -32055.022358 nChanged 13 SP:Iteration 2F (21218.140000 sec): 3 clusters Score: Raw -34868.865720 + Penalty 2728.624072 = -32140.241648 nChanged 7 SP:Iteration 3Q (21218.310000 sec): 3 clusters Score: Raw -34906.368757 + Penalty 2728.624072 = -32177.744685 nChanged 6 SP:Iteration 4Q (21218.470000 sec): 3 clusters Score: Raw -34934.220207 + Penalty 2728.624072 = -32205.596135 nChanged 3 SP:Iteration 5Q (21218.660000 sec): 3 clusters Score: Raw -34953.822178 + Penalty 2728.624072 = -32225.198105 nChanged 0 SP:Iteration 6F (21218.820000 sec): 3 clusters Score: Raw -34953.822178 + Penalty 2728.624072 = -32225.198105 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 62 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21218.890000 sec): 2 clusters Score: Raw -20352.614755 + Penalty 1223.749535 = -19128.865220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21219.090000 sec): 3 clusters Score: Raw -20662.533781 + Penalty 2447.499071 = -18215.034710 nChanged 6 SP:Iteration 1Q (21219.300000 sec): 3 clusters Score: Raw -20719.446427 + Penalty 2447.499071 = -18271.947356 nChanged 2 SP:Iteration 2Q (21219.490000 sec): 3 clusters Score: Raw -20743.542939 + Penalty 2447.499071 = -18296.043869 nChanged 0 SP:Iteration 3F (21219.650000 sec): 3 clusters Score: Raw -20743.542939 + Penalty 2447.499071 = -18296.043869 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 63 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21219.780000 sec): 2 clusters Score: Raw -16789.072177 + Penalty 1269.262465 = -15519.809712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21219.970000 sec): 3 clusters Score: Raw -17329.995860 + Penalty 2538.524931 = -14791.470929 nChanged 23 SP:Iteration 1F (21220.150000 sec): 3 clusters Score: Raw -17518.518281 + Penalty 2538.524931 = -14979.993350 nChanged 8 SP:Iteration 2Q (21220.340000 sec): 3 clusters Score: Raw -17585.667908 + Penalty 2538.524931 = -15047.142977 nChanged 4 SP:Iteration 3Q (21220.550000 sec): 3 clusters Score: Raw -17602.429876 + Penalty 2538.524931 = -15063.904945 nChanged 1 SP:Iteration 4Q (21220.760000 sec): 3 clusters Score: Raw -17606.543624 + Penalty 2538.524931 = -15068.018693 nChanged 0 SP:Iteration 5F (21220.980000 sec): 3 clusters Score: Raw -17606.543624 + Penalty 2538.524931 = -15068.018693 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 64 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21221.050000 sec): 2 clusters Score: Raw -34991.827591 + Penalty 1393.859415 = -33597.968176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21221.290000 sec): 3 clusters Score: Raw -35138.222344 + Penalty 2787.718829 = -32350.503514 nChanged 27 SP:Iteration 1F (21221.430000 sec): 3 clusters Score: Raw -35236.509747 + Penalty 2787.718829 = -32448.790917 nChanged 5 SP:Iteration 2Q (21221.640000 sec): 3 clusters Score: Raw -35259.970381 + Penalty 2787.718829 = -32472.251551 nChanged 2 SP:Iteration 3Q (21221.800000 sec): 3 clusters Score: Raw -35271.071580 + Penalty 2787.718829 = -32483.352750 nChanged 2 SP:Iteration 4Q (21221.990000 sec): 3 clusters Score: Raw -35276.828488 + Penalty 2787.718829 = -32489.109659 nChanged 2 SP:Iteration 5Q (21222.180000 sec): 3 clusters Score: Raw -35291.585748 + Penalty 2787.718829 = -32503.866919 nChanged 6 SP:Iteration 6Q (21222.360000 sec): 3 clusters Score: Raw -35310.464093 + Penalty 2787.718829 = -32522.745264 nChanged 3 SP:Iteration 7Q (21222.530000 sec): 3 clusters Score: Raw -35335.379810 + Penalty 2787.718829 = -32547.660981 nChanged 1 SP:Iteration 8Q (21222.710000 sec): 3 clusters Score: Raw -35338.480144 + Penalty 2787.718829 = -32550.761315 nChanged 0 SP:Iteration 9F (21222.910000 sec): 3 clusters Score: Raw -35338.480144 + Penalty 2787.718829 = -32550.761315 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 65 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21223.050000 sec): 2 clusters Score: Raw -51453.109071 + Penalty 1455.585634 = -49997.523437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21223.230000 sec): 3 clusters Score: Raw -51539.181522 + Penalty 2911.171269 = -48628.010253 nChanged 55 SP:Iteration 1F (21223.470000 sec): 3 clusters Score: Raw -51747.978371 + Penalty 2911.171269 = -48836.807103 nChanged 20 SP:Iteration 2F (21223.650000 sec): 3 clusters Score: Raw -51832.201263 + Penalty 2911.171269 = -48921.029994 nChanged 11 SP:Iteration 3Q (21223.860000 sec): 3 clusters Score: Raw -51880.726441 + Penalty 2911.171269 = -48969.555172 nChanged 8 SP:Iteration 4Q (21224.070000 sec): 3 clusters Score: Raw -51920.222520 + Penalty 2911.171269 = -49009.051251 nChanged 7 SP:Iteration 5Q (21224.270000 sec): 3 clusters Score: Raw -51959.418164 + Penalty 2911.171269 = -49048.246895 nChanged 8 SP:Iteration 6Q (21224.440000 sec): 3 clusters Score: Raw -52001.245599 + Penalty 2911.171269 = -49090.074330 nChanged 3 SP:Iteration 7Q (21224.630000 sec): 3 clusters Score: Raw -52012.129495 + Penalty 2911.171269 = -49100.958226 nChanged 4 SP:Iteration 8Q (21224.830000 sec): 3 clusters Score: Raw -52023.205002 + Penalty 2911.171269 = -49112.033733 nChanged 0 SP:Iteration 9F (21224.990000 sec): 3 clusters Score: Raw -52023.205002 + Penalty 2911.171269 = -49112.033733 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 66 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21225.090000 sec): 2 clusters Score: Raw -22613.242600 + Penalty 1330.762052 = -21282.480548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21225.290000 sec): 3 clusters Score: Raw -22997.474606 + Penalty 2661.524103 = -20335.950503 nChanged 39 SP:Iteration 1F (21225.470000 sec): 3 clusters Score: Raw -23248.260763 + Penalty 2661.524103 = -20586.736659 nChanged 11 SP:Iteration 2F (21225.650000 sec): 3 clusters Score: Raw -23368.015710 + Penalty 2661.524103 = -20706.491607 nChanged 2 SP:Iteration 3Q (21225.870000 sec): 3 clusters Score: Raw -23405.506848 + Penalty 2661.524103 = -20743.982744 nChanged 5 SP:Iteration 4Q (21226.070000 sec): 3 clusters Score: Raw -23469.838917 + Penalty 2661.524103 = -20808.314814 nChanged 1 SP:Iteration 5Q (21226.230000 sec): 3 clusters Score: Raw -23481.825375 + Penalty 2661.524103 = -20820.301271 nChanged 2 SP:Iteration 6Q (21226.410000 sec): 3 clusters Score: Raw -23502.365195 + Penalty 2661.524103 = -20840.841091 nChanged 0 SP:Iteration 7F (21226.600000 sec): 3 clusters Score: Raw -23502.365195 + Penalty 2661.524103 = -20840.841091 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 67 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21226.710000 sec): 2 clusters Score: Raw -41239.753046 + Penalty 1402.685969 = -39837.067077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21226.860000 sec): 3 clusters Score: Raw -41377.096927 + Penalty 2805.371938 = -38571.724989 nChanged 40 SP:Iteration 1F (21227.060000 sec): 3 clusters Score: Raw -41544.818022 + Penalty 2805.371938 = -38739.446084 nChanged 24 SP:Iteration 2F (21227.310000 sec): 3 clusters Score: Raw -41680.486075 + Penalty 2805.371938 = -38875.114136 nChanged 14 SP:Iteration 3Q (21227.450000 sec): 3 clusters Score: Raw -41810.059715 + Penalty 2805.371938 = -39004.687777 nChanged 10 SP:Iteration 4Q (21227.670000 sec): 3 clusters Score: Raw -41888.801845 + Penalty 2805.371938 = -39083.429906 nChanged 6 SP:Iteration 5Q (21227.840000 sec): 3 clusters Score: Raw -41962.046805 + Penalty 2805.371938 = -39156.674866 nChanged 4 SP:Iteration 6Q (21228.000000 sec): 3 clusters Score: Raw -42010.050401 + Penalty 2805.371938 = -39204.678463 nChanged 2 SP:Iteration 7Q (21228.200000 sec): 3 clusters Score: Raw -42018.828859 + Penalty 2805.371938 = -39213.456921 nChanged 0 SP:Iteration 8F (21228.310000 sec): 3 clusters Score: Raw -42018.828859 + Penalty 2805.371938 = -39213.456921 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 68 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21228.410000 sec): 2 clusters Score: Raw -16285.855324 + Penalty 1257.088242 = -15028.767082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21228.590000 sec): 3 clusters Score: Raw -16622.793671 + Penalty 2514.176484 = -14108.617187 nChanged 16 SP:Iteration 1F (21228.760000 sec): 3 clusters Score: Raw -16773.914275 + Penalty 2514.176484 = -14259.737791 nChanged 5 SP:Iteration 2Q (21228.970000 sec): 3 clusters Score: Raw -16828.233189 + Penalty 2514.176484 = -14314.056704 nChanged 4 SP:Iteration 3Q (21229.150000 sec): 3 clusters Score: Raw -16873.014546 + Penalty 2514.176484 = -14358.838061 nChanged 1 SP:Iteration 4Q (21229.340000 sec): 3 clusters Score: Raw -16883.227756 + Penalty 2514.176484 = -14369.051272 nChanged 0 SP:Iteration 5F (21229.510000 sec): 3 clusters Score: Raw -16883.227756 + Penalty 2514.176484 = -14369.051272 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 69 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21229.640000 sec): 2 clusters Score: Raw -20056.346606 + Penalty 1264.766874 = -18791.579732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21229.810000 sec): 3 clusters Score: Raw -20373.634889 + Penalty 2529.533748 = -17844.101141 nChanged 13 SP:Iteration 1F (21230.020000 sec): 3 clusters Score: Raw -20465.691146 + Penalty 2529.533748 = -17936.157398 nChanged 3 SP:Iteration 2Q (21230.230000 sec): 3 clusters Score: Raw -20489.649630 + Penalty 2529.533748 = -17960.115882 nChanged 2 SP:Iteration 3Q (21230.390000 sec): 3 clusters Score: Raw -20499.449975 + Penalty 2529.533748 = -17969.916227 nChanged 0 SP:Iteration 4F (21230.550000 sec): 3 clusters Score: Raw -20499.449975 + Penalty 2529.533748 = -17969.916227 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 70 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21230.630000 sec): 2 clusters Score: Raw -31616.762660 + Penalty 1386.564771 = -30230.197889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21230.780000 sec): 3 clusters Score: Raw -31770.345696 + Penalty 2773.129542 = -28997.216153 nChanged 37 SP:Iteration 1F (21230.930000 sec): 3 clusters Score: Raw -31933.044539 + Penalty 2773.129542 = -29159.914997 nChanged 11 SP:Iteration 2Q (21231.120000 sec): 3 clusters Score: Raw -32020.278545 + Penalty 2773.129542 = -29247.149003 nChanged 7 SP:Iteration 3Q (21231.320000 sec): 3 clusters Score: Raw -32066.498898 + Penalty 2773.129542 = -29293.369355 nChanged 7 SP:Iteration 4Q (21231.490000 sec): 3 clusters Score: Raw -32113.770093 + Penalty 2773.129542 = -29340.640551 nChanged 3 SP:Iteration 5Q (21231.680000 sec): 3 clusters Score: Raw -32129.107037 + Penalty 2773.129542 = -29355.977494 nChanged 3 SP:Iteration 6Q (21231.850000 sec): 3 clusters Score: Raw -32150.793708 + Penalty 2773.129542 = -29377.664166 nChanged 5 SP:Iteration 7Q (21232.050000 sec): 3 clusters Score: Raw -32186.780913 + Penalty 2773.129542 = -29413.651371 nChanged 4 SP:Iteration 8Q (21232.230000 sec): 3 clusters Score: Raw -32218.933162 + Penalty 2773.129542 = -29445.803620 nChanged 4 SP:Iteration 9Q (21232.420000 sec): 3 clusters Score: Raw -32253.106503 + Penalty 2773.129542 = -29479.976961 nChanged 5 SP:Iteration 10Q (21232.600000 sec): 3 clusters Score: Raw -32290.021636 + Penalty 2773.129542 = -29516.892094 nChanged 3 SP:Iteration 11Q (21232.750000 sec): 3 clusters Score: Raw -32321.831047 + Penalty 2773.129542 = -29548.701504 nChanged 4 SP:Iteration 12Q (21232.930000 sec): 3 clusters Score: Raw -32380.736877 + Penalty 2773.129542 = -29607.607334 nChanged 3 SP:Iteration 13Q (21233.170000 sec): 3 clusters Score: Raw -32470.882572 + Penalty 2773.129542 = -29697.753030 nChanged 2 SP:Iteration 14Q (21233.350000 sec): 3 clusters Score: Raw -32492.093492 + Penalty 2773.129542 = -29718.963950 nChanged 2 SP:Iteration 15Q (21233.530000 sec): 3 clusters Score: Raw -32538.678403 + Penalty 2773.129542 = -29765.548861 nChanged 5 SP:Iteration 16Q (21233.750000 sec): 3 clusters Score: Raw -32602.424724 + Penalty 2773.129542 = -29829.295182 nChanged 1 SP:Iteration 17Q (21233.950000 sec): 3 clusters Score: Raw -32612.614312 + Penalty 2773.129542 = -29839.484769 nChanged 1 SP:Iteration 18Q (21234.110000 sec): 3 clusters Score: Raw -32628.979850 + Penalty 2773.129542 = -29855.850307 nChanged 1 SP:Iteration 19Q (21234.310000 sec): 3 clusters Score: Raw -32635.592738 + Penalty 2773.129542 = -29862.463196 nChanged 0 SP:Iteration 20F (21234.480000 sec): 3 clusters Score: Raw -32643.620494 + Penalty 2773.129542 = -29870.490952 nChanged 2 SP:Iteration 21Q (21234.690000 sec): 3 clusters Score: Raw -32675.351155 + Penalty 2773.129542 = -29902.221613 nChanged 0 SP:Iteration 22F (21234.890000 sec): 3 clusters Score: Raw -32675.351155 + Penalty 2773.129542 = -29902.221613 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 71 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21235.020000 sec): 2 clusters Score: Raw -18919.164602 + Penalty 1257.088242 = -17662.076360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21235.170000 sec): 3 clusters Score: Raw -19186.395737 + Penalty 2514.176484 = -16672.219253 nChanged 13 SP:Iteration 1F (21235.390000 sec): 3 clusters Score: Raw -19267.843824 + Penalty 2514.176484 = -16753.667340 nChanged 4 SP:Iteration 2Q (21235.600000 sec): 3 clusters Score: Raw -19292.938686 + Penalty 2514.176484 = -16778.762201 nChanged 2 SP:Iteration 3Q (21235.770000 sec): 3 clusters Score: Raw -19301.186707 + Penalty 2514.176484 = -16787.010223 nChanged 1 SP:Iteration 4Q (21235.990000 sec): 3 clusters Score: Raw -19380.985205 + Penalty 2514.176484 = -16866.808721 nChanged 1 SP:Iteration 5Q (21236.150000 sec): 3 clusters Score: Raw -19385.809978 + Penalty 2514.176484 = -16871.633493 nChanged 0 SP:Iteration 6F (21236.320000 sec): 3 clusters Score: Raw -19385.809978 + Penalty 2514.176484 = -16871.633493 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 72 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21236.430000 sec): 2 clusters Score: Raw -23892.846047 + Penalty 1307.703891 = -22585.142157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21236.570000 sec): 3 clusters Score: Raw -24138.922817 + Penalty 2615.407781 = -21523.515036 nChanged 19 SP:Iteration 1F (21236.760000 sec): 3 clusters Score: Raw -24240.023889 + Penalty 2615.407781 = -21624.616108 nChanged 7 SP:Iteration 2Q (21236.950000 sec): 3 clusters Score: Raw -24269.486307 + Penalty 2615.407781 = -21654.078525 nChanged 1 SP:Iteration 3Q (21237.150000 sec): 3 clusters Score: Raw -24273.105731 + Penalty 2615.407781 = -21657.697950 nChanged 1 SP:Iteration 4Q (21237.310000 sec): 3 clusters Score: Raw -24279.020085 + Penalty 2615.407781 = -21663.612304 nChanged 1 SP:Iteration 5Q (21237.490000 sec): 3 clusters Score: Raw -24283.251486 + Penalty 2615.407781 = -21667.843705 nChanged 0 SP:Iteration 6F (21237.640000 sec): 3 clusters Score: Raw -24283.251486 + Penalty 2615.407781 = -21667.843705 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 73 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21237.730000 sec): 2 clusters Score: Raw -23971.181824 + Penalty 1321.313290 = -22649.868535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21237.930000 sec): 3 clusters Score: Raw -24147.636473 + Penalty 2642.626580 = -21505.009894 nChanged 28 SP:Iteration 1F (21238.150000 sec): 3 clusters Score: Raw -24302.254196 + Penalty 2642.626580 = -21659.627616 nChanged 12 SP:Iteration 2F (21238.340000 sec): 3 clusters Score: Raw -24443.528486 + Penalty 2642.626580 = -21800.901906 nChanged 7 SP:Iteration 3Q (21238.500000 sec): 3 clusters Score: Raw -24492.176942 + Penalty 2642.626580 = -21849.550362 nChanged 4 SP:Iteration 4Q (21238.680000 sec): 3 clusters Score: Raw -24514.442703 + Penalty 2642.626580 = -21871.816124 nChanged 1 SP:Iteration 5Q (21238.890000 sec): 3 clusters Score: Raw -24522.845149 + Penalty 2642.626580 = -21880.218570 nChanged 0 SP:Iteration 6F (21239.070000 sec): 3 clusters Score: Raw -24522.845149 + Penalty 2642.626580 = -21880.218570 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 74 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21239.170000 sec): 2 clusters Score: Raw -43080.466321 + Penalty 1392.959232 = -41687.507089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21239.330000 sec): 3 clusters Score: Raw -43286.910054 + Penalty 2785.918464 = -40500.991589 nChanged 31 SP:Iteration 1F (21239.550000 sec): 3 clusters Score: Raw -43367.820556 + Penalty 2785.918464 = -40581.902092 nChanged 6 SP:Iteration 2Q (21239.730000 sec): 3 clusters Score: Raw -43384.704101 + Penalty 2785.918464 = -40598.785637 nChanged 4 SP:Iteration 3Q (21239.930000 sec): 3 clusters Score: Raw -43419.051363 + Penalty 2785.918464 = -40633.132898 nChanged 3 SP:Iteration 4Q (21240.110000 sec): 3 clusters Score: Raw -43483.637524 + Penalty 2785.918464 = -40697.719059 nChanged 7 SP:Iteration 5Q (21240.310000 sec): 3 clusters Score: Raw -43649.520081 + Penalty 2785.918464 = -40863.601617 nChanged 13 SP:Iteration 6Q (21240.480000 sec): 3 clusters Score: Raw -43715.783214 + Penalty 2785.918464 = -40929.864750 nChanged 13 SP:Iteration 7Q (21240.670000 sec): 3 clusters Score: Raw -43833.578066 + Penalty 2785.918464 = -41047.659602 nChanged 6 SP:Iteration 8Q (21240.860000 sec): 3 clusters Score: Raw -43864.298584 + Penalty 2785.918464 = -41078.380120 nChanged 6 SP:Iteration 9Q (21241.020000 sec): 3 clusters Score: Raw -43886.247479 + Penalty 2785.918464 = -41100.329015 nChanged 2 SP:Iteration 10Q (21241.220000 sec): 3 clusters Score: Raw -43903.344761 + Penalty 2785.918464 = -41117.426297 nChanged 2 SP:Iteration 11Q (21241.330000 sec): 3 clusters Score: Raw -43921.651047 + Penalty 2785.918464 = -41135.732582 nChanged 0 SP:Iteration 12F (21241.580000 sec): 3 clusters Score: Raw -43921.651047 + Penalty 2785.918464 = -41135.732582 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 75 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21241.650000 sec): 2 clusters Score: Raw -11775.683812 + Penalty 1174.577215 = -10601.106596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21241.840000 sec): 3 clusters Score: Raw -12209.619635 + Penalty 2349.154430 = -9860.465205 nChanged 2 SP:Iteration 1Q (21242.050000 sec): 3 clusters Score: Raw -12226.253868 + Penalty 2349.154430 = -9877.099437 nChanged 2 SP:Iteration 2Q (21242.260000 sec): 3 clusters Score: Raw -12247.075433 + Penalty 2349.154430 = -9897.921003 nChanged 0 SP:Iteration 3F (21242.480000 sec): 3 clusters Score: Raw -12247.075433 + Penalty 2349.154430 = -9897.921003 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 76 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21242.520000 sec): 2 clusters Score: Raw -14559.835245 + Penalty 1193.421720 = -13366.413525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21242.730000 sec): 3 clusters Score: Raw -14887.771233 + Penalty 2386.843440 = -12500.927793 nChanged 6 SP:Iteration 1Q (21242.920000 sec): 3 clusters Score: Raw -14956.717030 + Penalty 2386.843440 = -12569.873589 nChanged 1 SP:Iteration 2Q (21243.110000 sec): 3 clusters Score: Raw -14959.796639 + Penalty 2386.843440 = -12572.953198 nChanged 0 SP:Iteration 3F (21243.300000 sec): 3 clusters Score: Raw -14959.796639 + Penalty 2386.843440 = -12572.953198 nChanged 0 Memory request: 0.00 GB would take us to total of 6.56 GB. Trying to split cluster 77 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21243.420000 sec): 2 clusters Score: Raw -20349.787493 + Penalty 1220.155270 = -19129.632224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21243.610000 sec): 3 clusters Score: Raw -20651.226059 + Penalty 2440.310539 = -18210.915520 nChanged 4 SP:Iteration 1Q (21243.800000 sec): 3 clusters Score: Raw -20696.213511 + Penalty 2440.310539 = -18255.902972 nChanged 0 SP:Iteration 2F (21244.060000 sec): 3 clusters Score: Raw -20696.213511 + Penalty 2440.310539 = -18255.902972 nChanged 0 ------ Evaluating fit on full set of 2617852 points ------ Score: Raw -465786409.847616 + Penalty 282198.104161 = -465504211.743455 Time taken for this iteration:21562.680000 seconds. 20->78 Clusters: Score -465504211.743455, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 1.63 GB would take us to total of 6.50 GB. ------ Running on subset of 872617 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 9 (727 points): Lose 299.871662 but Gain 3392.454501 Iteration 0F (21639.920000 sec): 20 clusters Score: Raw -129525685.272667 + Penalty 64456.635525 = -129461228.637142 nChanged 829104 Deleting Class 7 (424 points): Lose 2734.965946 but Gain 3392.454501 Iteration 1F (21671.900000 sec): 19 clusters Score: Raw -152510857.304646 + Penalty 61064.181024 = -152449793.123622 nChanged 91278 Iteration 2F (21701.570000 sec): 19 clusters Score: Raw -153194264.405537 + Penalty 61064.181024 = -153133200.224514 nChanged 54678 Iteration 3F (21731.560000 sec): 19 clusters Score: Raw -153426800.572093 + Penalty 61064.181024 = -153365736.391069 nChanged 55212 Iteration 4F (21762.530000 sec): 19 clusters Score: Raw -153622257.702292 + Penalty 61064.181024 = -153561193.521268 nChanged 57833 Iteration 5F (21792.970000 sec): 19 clusters Score: Raw -153750560.447934 + Penalty 61064.181024 = -153689496.266910 nChanged 60456 Iteration 6F (21823.780000 sec): 19 clusters Score: Raw -153853985.033892 + Penalty 61064.181024 = -153792920.852868 nChanged 63734 Iteration 7F (21852.910000 sec): 19 clusters Score: Raw -153953469.931237 + Penalty 61064.181024 = -153892405.750213 nChanged 66567 Iteration 8F (21882.180000 sec): 19 clusters Score: Raw -154051547.693329 + Penalty 61064.181024 = -153990483.512305 nChanged 66583 Iteration 9F (21914.740000 sec): 19 clusters Score: Raw -154145481.387687 + Penalty 61064.181024 = -154084417.206663 nChanged 64451 Iteration 10F (21945.640000 sec): 19 clusters Score: Raw -154233983.541921 + Penalty 61064.181024 = -154172919.360897 nChanged 59229 Iteration 11F (21977.370000 sec): 19 clusters Score: Raw -154311757.858489 + Penalty 61064.181024 = -154250693.677465 nChanged 51237 Iteration 12F (22008.770000 sec): 19 clusters Score: Raw -154372015.631533 + Penalty 61064.181024 = -154310951.450509 nChanged 41807 Iteration 13Q (22027.550000 sec): 19 clusters Score: Raw -154412789.087483 + Penalty 61064.181024 = -154351724.906459 nChanged 32673 Iteration 14Q (22046.320000 sec): 19 clusters Score: Raw -154437738.349393 + Penalty 61064.181024 = -154376674.168370 nChanged 25134 Iteration 15Q (22064.920000 sec): 19 clusters Score: Raw -154452286.394636 + Penalty 61064.181024 = -154391222.213612 nChanged 19554 Iteration 16Q (22080.110000 sec): 19 clusters Score: Raw -154461132.120181 + Penalty 61064.181024 = -154400067.939157 nChanged 15591 Iteration 17Q (22096.270000 sec): 19 clusters Score: Raw -154466766.301883 + Penalty 61064.181024 = -154405702.120860 nChanged 12875 Iteration 18Q (22111.850000 sec): 19 clusters Score: Raw -154470794.750060 + Penalty 61064.181024 = -154409730.569036 nChanged 11070 Iteration 19Q (22127.100000 sec): 19 clusters Score: Raw -154473873.938151 + Penalty 61064.181024 = -154412809.757127 nChanged 9811 Writing temp clu file Because OldScore, -154409730.569036, is greater than current (better) Score,-154412809.757127 Compute initial score before splitting: Score: Raw -154473873.938151 + Penalty 61064.181024 = -154412809.757127 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 1 (801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22127.400000 sec): 2 clusters Score: Raw -109619.881038 + Penalty 1658.093515 = -107961.787523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22127.560000 sec): 3 clusters Score: Raw -109982.844708 + Penalty 3316.187030 = -106666.657678 nChanged 283 SP:Iteration 1F (22127.750000 sec): 3 clusters Score: Raw -111250.624027 + Penalty 3316.187030 = -107934.436997 nChanged 117 SP:Iteration 2F (22127.970000 sec): 3 clusters Score: Raw -112134.446209 + Penalty 3316.187030 = -108818.259179 nChanged 75 SP:Iteration 3F (22128.200000 sec): 3 clusters Score: Raw -112640.253704 + Penalty 3316.187030 = -109324.066674 nChanged 43 SP:Iteration 4F (22128.380000 sec): 3 clusters Score: Raw -112788.803440 + Penalty 3316.187030 = -109472.616410 nChanged 22 SP:Iteration 5Q (22128.580000 sec): 3 clusters Score: Raw -112844.778972 + Penalty 3316.187030 = -109528.591942 nChanged 8 SP:Iteration 6Q (22128.750000 sec): 3 clusters Score: Raw -112860.176700 + Penalty 3316.187030 = -109543.989670 nChanged 5 SP:Iteration 7Q (22128.920000 sec): 3 clusters Score: Raw -112877.228400 + Penalty 3316.187030 = -109561.041371 nChanged 2 SP:Iteration 8Q (22129.110000 sec): 3 clusters Score: Raw -112884.919109 + Penalty 3316.187030 = -109568.732079 nChanged 2 SP:Iteration 9Q (22129.280000 sec): 3 clusters Score: Raw -112891.178755 + Penalty 3316.187030 = -109574.991725 nChanged 2 SP:Iteration 10Q (22129.460000 sec): 3 clusters Score: Raw -112900.911034 + Penalty 3316.187030 = -109584.724004 nChanged 1 SP:Iteration 11Q (22129.630000 sec): 3 clusters Score: Raw -112903.938065 + Penalty 3316.187030 = -109587.751035 nChanged 0 SP:Iteration 12F (22129.820000 sec): 3 clusters Score: Raw -112903.938065 + Penalty 3316.187030 = -109587.751035 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 7. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 2 (10888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22130.000000 sec): 2 clusters Score: Raw -1883062.651420 + Penalty 2305.263303 = -1880757.388117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22130.270000 sec): 3 clusters Score: Raw -1877225.752573 + Penalty 4610.526606 = -1872615.225967 nChanged 4515 SP:Iteration 1F (22130.500000 sec): 3 clusters Score: Raw -1880019.822777 + Penalty 4610.526606 = -1875409.296171 nChanged 933 SP:Iteration 2F (22130.740000 sec): 3 clusters Score: Raw -1880811.132421 + Penalty 4610.526606 = -1876200.605815 nChanged 777 SP:Iteration 3F (22130.970000 sec): 3 clusters Score: Raw -1881371.915236 + Penalty 4610.526606 = -1876761.388630 nChanged 642 SP:Iteration 4F (22131.250000 sec): 3 clusters Score: Raw -1881848.024044 + Penalty 4610.526606 = -1877237.497438 nChanged 601 SP:Iteration 5F (22131.460000 sec): 3 clusters Score: Raw -1882302.956753 + Penalty 4610.526606 = -1877692.430147 nChanged 539 SP:Iteration 6Q (22131.690000 sec): 3 clusters Score: Raw -1882728.528910 + Penalty 4610.526606 = -1878118.002304 nChanged 572 SP:Iteration 7F (22131.910000 sec): 3 clusters Score: Raw -1883149.237691 + Penalty 4610.526606 = -1878538.711085 nChanged 509 SP:Iteration 8Q (22132.160000 sec): 3 clusters Score: Raw -1883507.787300 + Penalty 4610.526606 = -1878897.260694 nChanged 461 SP:Iteration 9Q (22132.370000 sec): 3 clusters Score: Raw -1883797.949468 + Penalty 4610.526606 = -1879187.422862 nChanged 404 SP:Iteration 10Q (22132.580000 sec): 3 clusters Score: Raw -1884069.797362 + Penalty 4610.526606 = -1879459.270756 nChanged 364 SP:Iteration 11Q (22132.840000 sec): 3 clusters Score: Raw -1884346.286362 + Penalty 4610.526606 = -1879735.759756 nChanged 321 SP:Iteration 12Q (22133.060000 sec): 3 clusters Score: Raw -1884589.450081 + Penalty 4610.526606 = -1879978.923475 nChanged 297 SP:Iteration 13Q (22133.320000 sec): 3 clusters Score: Raw -1884778.930588 + Penalty 4610.526606 = -1880168.403982 nChanged 233 SP:Iteration 14Q (22133.530000 sec): 3 clusters Score: Raw -1884940.541937 + Penalty 4610.526606 = -1880330.015331 nChanged 205 SP:Iteration 15Q (22133.750000 sec): 3 clusters Score: Raw -1885060.853398 + Penalty 4610.526606 = -1880450.326792 nChanged 170 SP:Iteration 16Q (22134.000000 sec): 3 clusters Score: Raw -1885135.851292 + Penalty 4610.526606 = -1880525.324686 nChanged 149 SP:Iteration 17Q (22134.220000 sec): 3 clusters Score: Raw -1885202.416566 + Penalty 4610.526606 = -1880591.889960 nChanged 139 SP:Iteration 18Q (22134.480000 sec): 3 clusters Score: Raw -1885255.792012 + Penalty 4610.526606 = -1880645.265406 nChanged 124 SP:Iteration 19Q (22134.690000 sec): 3 clusters Score: Raw -1885300.505891 + Penalty 4610.526606 = -1880689.979285 nChanged 127 SP:Iteration 20F (22134.890000 sec): 3 clusters Score: Raw -1885346.631610 + Penalty 4610.526606 = -1880736.105004 nChanged 108 SP:Iteration 21Q (22135.130000 sec): 3 clusters Score: Raw -1885383.498284 + Penalty 4610.526606 = -1880772.971678 nChanged 85 SP:Iteration 22Q (22135.350000 sec): 3 clusters Score: Raw -1885408.592548 + Penalty 4610.526606 = -1880798.065942 nChanged 96 SP:Iteration 23Q (22135.570000 sec): 3 clusters Score: Raw -1885436.740679 + Penalty 4610.526606 = -1880826.214073 nChanged 82 SP:Iteration 24Q (22135.790000 sec): 3 clusters Score: Raw -1885462.336145 + Penalty 4610.526606 = -1880851.809539 nChanged 81 SP:Iteration 25Q (22136.020000 sec): 3 clusters Score: Raw -1885487.859356 + Penalty 4610.526606 = -1880877.332750 nChanged 84 SP:Iteration 26Q (22136.250000 sec): 3 clusters Score: Raw -1885511.911248 + Penalty 4610.526606 = -1880901.384642 nChanged 75 SP:Iteration 27Q (22136.480000 sec): 3 clusters Score: Raw -1885532.768987 + Penalty 4610.526606 = -1880922.242382 nChanged 70 SP:Iteration 28Q (22136.730000 sec): 3 clusters Score: Raw -1885551.731797 + Penalty 4610.526606 = -1880941.205191 nChanged 74 SP:Iteration 29Q (22137.010000 sec): 3 clusters Score: Raw -1885570.594980 + Penalty 4610.526606 = -1880960.068374 nChanged 72 SP:Iteration 30Q (22137.200000 sec): 3 clusters Score: Raw -1885591.150282 + Penalty 4610.526606 = -1880980.623677 nChanged 81 SP:Iteration 31Q (22137.430000 sec): 3 clusters Score: Raw -1885619.208433 + Penalty 4610.526606 = -1881008.681827 nChanged 76 SP:Iteration 32Q (22137.700000 sec): 3 clusters Score: Raw -1885653.127623 + Penalty 4610.526606 = -1881042.601017 nChanged 77 SP:Iteration 33Q (22137.930000 sec): 3 clusters Score: Raw -1885701.361473 + Penalty 4610.526606 = -1881090.834867 nChanged 87 SP:Iteration 34Q (22138.170000 sec): 3 clusters Score: Raw -1885774.773223 + Penalty 4610.526606 = -1881164.246617 nChanged 111 SP:Iteration 35Q (22138.400000 sec): 3 clusters Score: Raw -1885865.436306 + Penalty 4610.526606 = -1881254.909700 nChanged 140 SP:Iteration 36Q (22138.600000 sec): 3 clusters Score: Raw -1885976.428519 + Penalty 4610.526606 = -1881365.901913 nChanged 143 SP:Iteration 37Q (22138.870000 sec): 3 clusters Score: Raw -1886109.614500 + Penalty 4610.526606 = -1881499.087894 nChanged 143 SP:Iteration 38Q (22139.120000 sec): 3 clusters Score: Raw -1886230.816261 + Penalty 4610.526606 = -1881620.289655 nChanged 125 SP:Iteration 39Q (22139.310000 sec): 3 clusters Score: Raw -1886326.885162 + Penalty 4610.526606 = -1881716.358556 nChanged 138 SP:Iteration 40F (22139.570000 sec): 3 clusters Score: Raw -1886421.136727 + Penalty 4610.526606 = -1881810.610122 nChanged 128 SP:Iteration 41Q (22139.820000 sec): 3 clusters Score: Raw -1886497.524685 + Penalty 4610.526606 = -1881886.998079 nChanged 119 SP:Iteration 42Q (22140.080000 sec): 3 clusters Score: Raw -1886560.594749 + Penalty 4610.526606 = -1881950.068143 nChanged 120 SP:Iteration 43Q (22140.370000 sec): 3 clusters Score: Raw -1886629.540979 + Penalty 4610.526606 = -1882019.014373 nChanged 110 SP:Iteration 44Q (22140.600000 sec): 3 clusters Score: Raw -1886687.250941 + Penalty 4610.526606 = -1882076.724335 nChanged 93 SP:Iteration 45Q (22140.950000 sec): 3 clusters Score: Raw -1886731.109561 + Penalty 4610.526606 = -1882120.582955 nChanged 100 SP:Iteration 46Q (22141.170000 sec): 3 clusters Score: Raw -1886780.759574 + Penalty 4610.526606 = -1882170.232968 nChanged 101 SP:Iteration 47Q (22141.430000 sec): 3 clusters Score: Raw -1886820.830267 + Penalty 4610.526606 = -1882210.303661 nChanged 74 SP:Iteration 48Q (22141.670000 sec): 3 clusters Score: Raw -1886852.241783 + Penalty 4610.526606 = -1882241.715177 nChanged 77 SP:Iteration 49Q (22141.940000 sec): 3 clusters Score: Raw -1886889.031055 + Penalty 4610.526606 = -1882278.504449 nChanged 81 SP:Iteration 50Q (22142.180000 sec): 3 clusters Score: Raw -1886921.908728 + Penalty 4610.526606 = -1882311.382122 nChanged 51 SP:Iteration 51Q (22142.390000 sec): 3 clusters Score: Raw -1886943.053880 + Penalty 4610.526606 = -1882332.527274 nChanged 49 SP:Iteration 52Q (22142.620000 sec): 3 clusters Score: Raw -1886959.264030 + Penalty 4610.526606 = -1882348.737424 nChanged 45 SP:Iteration 53Q (22142.830000 sec): 3 clusters Score: Raw -1886980.578017 + Penalty 4610.526606 = -1882370.051411 nChanged 50 SP:Iteration 54Q (22143.040000 sec): 3 clusters Score: Raw -1887006.761642 + Penalty 4610.526606 = -1882396.235036 nChanged 56 SP:Iteration 55Q (22143.340000 sec): 3 clusters Score: Raw -1887035.881797 + Penalty 4610.526606 = -1882425.355191 nChanged 57 SP:Iteration 56Q (22143.570000 sec): 3 clusters Score: Raw -1887064.652125 + Penalty 4610.526606 = -1882454.125519 nChanged 53 SP:Iteration 57Q (22143.800000 sec): 3 clusters Score: Raw -1887103.888833 + Penalty 4610.526606 = -1882493.362227 nChanged 64 SP:Iteration 58Q (22144.050000 sec): 3 clusters Score: Raw -1887158.830387 + Penalty 4610.526606 = -1882548.303781 nChanged 70 SP:Iteration 59Q (22144.260000 sec): 3 clusters Score: Raw -1887215.764034 + Penalty 4610.526606 = -1882605.237428 nChanged 64 SP:Iteration 60F (22144.480000 sec): 3 clusters Score: Raw -1887283.122782 + Penalty 4610.526606 = -1882672.596176 nChanged 77 SP:Iteration 61Q (22144.730000 sec): 3 clusters Score: Raw -1887376.108612 + Penalty 4610.526606 = -1882765.582006 nChanged 93 SP:Iteration 62Q (22144.950000 sec): 3 clusters Score: Raw -1887496.793150 + Penalty 4610.526606 = -1882886.266544 nChanged 99 SP:Iteration 63Q (22145.130000 sec): 3 clusters Score: Raw -1887644.085840 + Penalty 4610.526606 = -1883033.559234 nChanged 91 SP:Iteration 64Q (22145.350000 sec): 3 clusters Score: Raw -1887797.531626 + Penalty 4610.526606 = -1883187.005020 nChanged 87 SP:Iteration 65Q (22145.580000 sec): 3 clusters Score: Raw -1887944.508985 + Penalty 4610.526606 = -1883333.982379 nChanged 76 SP:Iteration 66Q (22145.810000 sec): 3 clusters Score: Raw -1888068.366660 + Penalty 4610.526606 = -1883457.840054 nChanged 61 SP:Iteration 67Q (22146.040000 sec): 3 clusters Score: Raw -1888138.998855 + Penalty 4610.526606 = -1883528.472249 nChanged 40 SP:Iteration 68Q (22146.270000 sec): 3 clusters Score: Raw -1888166.912882 + Penalty 4610.526606 = -1883556.386276 nChanged 22 SP:Iteration 69Q (22146.540000 sec): 3 clusters Score: Raw -1888177.468336 + Penalty 4610.526606 = -1883566.941730 nChanged 7 SP:Iteration 70Q (22146.760000 sec): 3 clusters Score: Raw -1888180.212063 + Penalty 4610.526606 = -1883569.685457 nChanged 9 SP:Iteration 71Q (22146.980000 sec): 3 clusters Score: Raw -1888183.063614 + Penalty 4610.526606 = -1883572.537008 nChanged 2 SP:Iteration 72Q (22147.210000 sec): 3 clusters Score: Raw -1888183.587448 + Penalty 4610.526606 = -1883573.060842 nChanged 0 SP:Iteration 73F (22147.430000 sec): 3 clusters Score: Raw -1888183.587448 + Penalty 4610.526606 = -1883573.060842 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 3 (2309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22147.580000 sec): 2 clusters Score: Raw -374909.103670 + Penalty 1920.653313 = -372988.450357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22147.730000 sec): 3 clusters Score: Raw -374141.506721 + Penalty 3841.306625 = -370300.200096 nChanged 798 SP:Iteration 1F (22147.880000 sec): 3 clusters Score: Raw -376060.079932 + Penalty 3841.306625 = -372218.773306 nChanged 382 SP:Iteration 2F (22148.060000 sec): 3 clusters Score: Raw -378025.932690 + Penalty 3841.306625 = -374184.626064 nChanged 235 SP:Iteration 3F (22148.240000 sec): 3 clusters Score: Raw -379714.361378 + Penalty 3841.306625 = -375873.054753 nChanged 152 SP:Iteration 4F (22148.410000 sec): 3 clusters Score: Raw -380436.661943 + Penalty 3841.306625 = -376595.355318 nChanged 84 SP:Iteration 5Q (22148.600000 sec): 3 clusters Score: Raw -380639.353423 + Penalty 3841.306625 = -376798.046797 nChanged 36 SP:Iteration 6Q (22148.800000 sec): 3 clusters Score: Raw -380697.894705 + Penalty 3841.306625 = -376856.588080 nChanged 24 SP:Iteration 7Q (22148.980000 sec): 3 clusters Score: Raw -380736.423400 + Penalty 3841.306625 = -376895.116774 nChanged 13 SP:Iteration 8Q (22149.160000 sec): 3 clusters Score: Raw -380755.545405 + Penalty 3841.306625 = -376914.238779 nChanged 6 SP:Iteration 9Q (22149.320000 sec): 3 clusters Score: Raw -380763.877101 + Penalty 3841.306625 = -376922.570476 nChanged 3 SP:Iteration 10Q (22149.490000 sec): 3 clusters Score: Raw -380765.846585 + Penalty 3841.306625 = -376924.539959 nChanged 1 SP:Iteration 11Q (22149.720000 sec): 3 clusters Score: Raw -380767.414501 + Penalty 3841.306625 = -376926.107875 nChanged 1 SP:Iteration 12Q (22149.920000 sec): 3 clusters Score: Raw -380768.186610 + Penalty 3841.306625 = -376926.879984 nChanged 1 SP:Iteration 13Q (22150.110000 sec): 3 clusters Score: Raw -380768.686889 + Penalty 3841.306625 = -376927.380263 nChanged 0 SP:Iteration 14F (22150.260000 sec): 3 clusters Score: Raw -380768.686889 + Penalty 3841.306625 = -376927.380263 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 4 (1180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22150.400000 sec): 2 clusters Score: Raw -161473.416812 + Penalty 1754.170890 = -159719.245922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22150.570000 sec): 3 clusters Score: Raw -161575.517679 + Penalty 3508.341780 = -158067.175899 nChanged 410 SP:Iteration 1F (22150.720000 sec): 3 clusters Score: Raw -163103.616916 + Penalty 3508.341780 = -159595.275136 nChanged 230 SP:Iteration 2F (22150.920000 sec): 3 clusters Score: Raw -164581.516123 + Penalty 3508.341780 = -161073.174343 nChanged 128 SP:Iteration 3F (22151.080000 sec): 3 clusters Score: Raw -165603.467164 + Penalty 3508.341780 = -162095.125385 nChanged 58 SP:Iteration 4Q (22151.240000 sec): 3 clusters Score: Raw -166072.305048 + Penalty 3508.341780 = -162563.963268 nChanged 41 SP:Iteration 5Q (22151.440000 sec): 3 clusters Score: Raw -166373.619648 + Penalty 3508.341780 = -162865.277868 nChanged 32 SP:Iteration 6Q (22151.620000 sec): 3 clusters Score: Raw -166613.381442 + Penalty 3508.341780 = -163105.039662 nChanged 20 SP:Iteration 7Q (22151.860000 sec): 3 clusters Score: Raw -166736.446779 + Penalty 3508.341780 = -163228.104999 nChanged 15 SP:Iteration 8Q (22152.000000 sec): 3 clusters Score: Raw -166790.293710 + Penalty 3508.341780 = -163281.951930 nChanged 7 SP:Iteration 9Q (22152.210000 sec): 3 clusters Score: Raw -166799.470524 + Penalty 3508.341780 = -163291.128744 nChanged 3 SP:Iteration 10Q (22152.380000 sec): 3 clusters Score: Raw -166803.053673 + Penalty 3508.341780 = -163294.711893 nChanged 3 SP:Iteration 11Q (22152.530000 sec): 3 clusters Score: Raw -166805.699122 + Penalty 3508.341780 = -163297.357342 nChanged 1 SP:Iteration 12Q (22152.700000 sec): 3 clusters Score: Raw -166807.571760 + Penalty 3508.341780 = -163299.229980 nChanged 2 SP:Iteration 13Q (22152.910000 sec): 3 clusters Score: Raw -166810.161725 + Penalty 3508.341780 = -163301.819946 nChanged 4 SP:Iteration 14Q (22153.090000 sec): 3 clusters Score: Raw -166819.507460 + Penalty 3508.341780 = -163311.165680 nChanged 2 SP:Iteration 15Q (22153.260000 sec): 3 clusters Score: Raw -166823.541377 + Penalty 3508.341780 = -163315.199597 nChanged 2 SP:Iteration 16Q (22153.440000 sec): 3 clusters Score: Raw -166826.342721 + Penalty 3508.341780 = -163318.000941 nChanged 2 SP:Iteration 17Q (22153.630000 sec): 3 clusters Score: Raw -166828.069354 + Penalty 3508.341780 = -163319.727575 nChanged 0 SP:Iteration 18F (22153.830000 sec): 3 clusters Score: Raw -166828.069354 + Penalty 3508.341780 = -163319.727575 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 5 (225105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22155.210000 sec): 2 clusters Score: Raw -43003644.132523 + Penalty 3056.431915 = -43000587.700608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22156.460000 sec): 3 clusters Score: Raw -42855851.163979 + Penalty 6112.863831 = -42849738.300148 nChanged 108664 SP:Iteration 1F (22157.640000 sec): 3 clusters Score: Raw -42920187.569142 + Penalty 6112.863831 = -42914074.705312 nChanged 7156 SP:Iteration 2Q (22158.910000 sec): 3 clusters Score: Raw -42922260.009376 + Penalty 6112.863831 = -42916147.145546 nChanged 8147 SP:Iteration 3Q (22160.190000 sec): 3 clusters Score: Raw -42925050.596551 + Penalty 6112.863831 = -42918937.732720 nChanged 9353 SP:Iteration 4Q (22161.510000 sec): 3 clusters Score: Raw -42928624.272854 + Penalty 6112.863831 = -42922511.409023 nChanged 10511 SP:Iteration 5Q (22162.820000 sec): 3 clusters Score: Raw -42932897.045149 + Penalty 6112.863831 = -42926784.181318 nChanged 11002 SP:Iteration 6Q (22164.120000 sec): 3 clusters Score: Raw -42937369.911554 + Penalty 6112.863831 = -42931257.047723 nChanged 10823 SP:Iteration 7Q (22165.440000 sec): 3 clusters Score: Raw -42941809.829499 + Penalty 6112.863831 = -42935696.965669 nChanged 10493 SP:Iteration 8Q (22166.730000 sec): 3 clusters Score: Raw -42946298.338425 + Penalty 6112.863831 = -42940185.474595 nChanged 10358 SP:Iteration 9Q (22167.940000 sec): 3 clusters Score: Raw -42950875.227635 + Penalty 6112.863831 = -42944762.363804 nChanged 10259 SP:Iteration 10Q (22169.230000 sec): 3 clusters Score: Raw -42955787.391891 + Penalty 6112.863831 = -42949674.528060 nChanged 11213 SP:Iteration 11Q (22170.510000 sec): 3 clusters Score: Raw -42962143.093560 + Penalty 6112.863831 = -42956030.229729 nChanged 12819 SP:Iteration 12F (22171.750000 sec): 3 clusters Score: Raw -42971288.920110 + Penalty 6112.863831 = -42965176.056279 nChanged 13837 SP:Iteration 13F (22173.020000 sec): 3 clusters Score: Raw -42983171.336565 + Penalty 6112.863831 = -42977058.472735 nChanged 12538 SP:Iteration 14F (22174.210000 sec): 3 clusters Score: Raw -42994361.784699 + Penalty 6112.863831 = -42988248.920868 nChanged 9432 SP:Iteration 15Q (22175.380000 sec): 3 clusters Score: Raw -43001449.233682 + Penalty 6112.863831 = -42995336.369852 nChanged 6081 SP:Iteration 16Q (22176.550000 sec): 3 clusters Score: Raw -43004995.872032 + Penalty 6112.863831 = -42998883.008202 nChanged 3918 SP:Iteration 17Q (22177.640000 sec): 3 clusters Score: Raw -43006821.297407 + Penalty 6112.863831 = -43000708.433577 nChanged 2727 SP:Iteration 18Q (22178.760000 sec): 3 clusters Score: Raw -43007829.884361 + Penalty 6112.863831 = -43001717.020531 nChanged 2105 SP:Iteration 19Q (22179.850000 sec): 3 clusters Score: Raw -43008483.646261 + Penalty 6112.863831 = -43002370.782430 nChanged 1587 SP:Iteration 20F (22181.050000 sec): 3 clusters Score: Raw -43008899.353433 + Penalty 6112.863831 = -43002786.489602 nChanged 1294 SP:Iteration 21Q (22182.180000 sec): 3 clusters Score: Raw -43009214.224477 + Penalty 6112.863831 = -43003101.360646 nChanged 1166 SP:Iteration 22Q (22183.290000 sec): 3 clusters Score: Raw -43009475.056743 + Penalty 6112.863831 = -43003362.192912 nChanged 1038 SP:Iteration 23Q (22184.380000 sec): 3 clusters Score: Raw -43009668.552835 + Penalty 6112.863831 = -43003555.689004 nChanged 836 SP:Iteration 24Q (22185.490000 sec): 3 clusters Score: Raw -43009806.269983 + Penalty 6112.863831 = -43003693.406153 nChanged 701 SP:Iteration 25Q (22186.630000 sec): 3 clusters Score: Raw -43009911.730984 + Penalty 6112.863831 = -43003798.867153 nChanged 601 SP:Iteration 26Q (22187.780000 sec): 3 clusters Score: Raw -43009991.220143 + Penalty 6112.863831 = -43003878.356312 nChanged 550 SP:Iteration 27Q (22188.920000 sec): 3 clusters Score: Raw -43010058.204403 + Penalty 6112.863831 = -43003945.340572 nChanged 455 SP:Iteration 28Q (22190.110000 sec): 3 clusters Score: Raw -43010109.347837 + Penalty 6112.863831 = -43003996.484006 nChanged 402 SP:Iteration 29Q (22191.290000 sec): 3 clusters Score: Raw -43010149.212260 + Penalty 6112.863831 = -43004036.348430 nChanged 329 SP:Iteration 30Q (22192.480000 sec): 3 clusters Score: Raw -43010176.043531 + Penalty 6112.863831 = -43004063.179700 nChanged 247 SP:Iteration 31Q (22193.610000 sec): 3 clusters Score: Raw -43010193.657189 + Penalty 6112.863831 = -43004080.793358 nChanged 205 SP:Iteration 32Q (22194.800000 sec): 3 clusters Score: Raw -43010206.049522 + Penalty 6112.863831 = -43004093.185691 nChanged 174 SP:Iteration 33Q (22195.960000 sec): 3 clusters Score: Raw -43010215.075749 + Penalty 6112.863831 = -43004102.211918 nChanged 148 SP:Iteration 34Q (22197.120000 sec): 3 clusters Score: Raw -43010222.286213 + Penalty 6112.863831 = -43004109.422383 nChanged 120 SP:Iteration 35Q (22198.270000 sec): 3 clusters Score: Raw -43010227.240474 + Penalty 6112.863831 = -43004114.376643 nChanged 95 SP:Iteration 36Q (22199.360000 sec): 3 clusters Score: Raw -43010230.986472 + Penalty 6112.863831 = -43004118.122641 nChanged 89 SP:Iteration 37Q (22200.500000 sec): 3 clusters Score: Raw -43010234.498931 + Penalty 6112.863831 = -43004121.635100 nChanged 88 SP:Iteration 38Q (22201.690000 sec): 3 clusters Score: Raw -43010237.662294 + Penalty 6112.863831 = -43004124.798464 nChanged 68 SP:Iteration 39Q (22202.920000 sec): 3 clusters Score: Raw -43010240.004008 + Penalty 6112.863831 = -43004127.140177 nChanged 55 SP:Iteration 40F (22204.160000 sec): 3 clusters Score: Raw -43010241.648814 + Penalty 6112.863831 = -43004128.784984 nChanged 46 SP:Iteration 41Q (22205.310000 sec): 3 clusters Score: Raw -43010242.814669 + Penalty 6112.863831 = -43004129.950839 nChanged 34 SP:Iteration 42Q (22206.450000 sec): 3 clusters Score: Raw -43010243.655545 + Penalty 6112.863831 = -43004130.791714 nChanged 26 SP:Iteration 43Q (22207.600000 sec): 3 clusters Score: Raw -43010244.132849 + Penalty 6112.863831 = -43004131.269018 nChanged 18 SP:Iteration 44Q (22208.760000 sec): 3 clusters Score: Raw -43010244.456330 + Penalty 6112.863831 = -43004131.592500 nChanged 21 SP:Iteration 45Q (22209.920000 sec): 3 clusters Score: Raw -43010244.817774 + Penalty 6112.863831 = -43004131.953943 nChanged 13 SP:Iteration 46Q (22211.060000 sec): 3 clusters Score: Raw -43010245.002936 + Penalty 6112.863831 = -43004132.139105 nChanged 12 SP:Iteration 47Q (22212.260000 sec): 3 clusters Score: Raw -43010245.171341 + Penalty 6112.863831 = -43004132.307511 nChanged 12 SP:Iteration 48Q (22213.470000 sec): 3 clusters Score: Raw -43010245.412528 + Penalty 6112.863831 = -43004132.548697 nChanged 14 SP:Iteration 49Q (22214.590000 sec): 3 clusters Score: Raw -43010245.716268 + Penalty 6112.863831 = -43004132.852438 nChanged 17 SP:Iteration 50Q (22215.700000 sec): 3 clusters Score: Raw -43010246.083278 + Penalty 6112.863831 = -43004133.219448 nChanged 12 SP:Iteration 51Q (22216.800000 sec): 3 clusters Score: Raw -43010246.339326 + Penalty 6112.863831 = -43004133.475495 nChanged 5 SP:Iteration 52Q (22218.050000 sec): 3 clusters Score: Raw -43010246.448736 + Penalty 6112.863831 = -43004133.584906 nChanged 6 SP:Iteration 53Q (22219.150000 sec): 3 clusters Score: Raw -43010246.541595 + Penalty 6112.863831 = -43004133.677764 nChanged 6 SP:Iteration 54Q (22220.260000 sec): 3 clusters Score: Raw -43010246.656817 + Penalty 6112.863831 = -43004133.792986 nChanged 9 SP:Iteration 55Q (22221.350000 sec): 3 clusters Score: Raw -43010246.832645 + Penalty 6112.863831 = -43004133.968814 nChanged 6 SP:Iteration 56Q (22222.440000 sec): 3 clusters Score: Raw -43010246.972004 + Penalty 6112.863831 = -43004134.108173 nChanged 9 SP:Iteration 57Q (22223.540000 sec): 3 clusters Score: Raw -43010247.133337 + Penalty 6112.863831 = -43004134.269507 nChanged 9 SP:Iteration 58Q (22224.650000 sec): 3 clusters Score: Raw -43010247.275843 + Penalty 6112.863831 = -43004134.412012 nChanged 8 SP:Iteration 59Q (22225.760000 sec): 3 clusters Score: Raw -43010247.379506 + Penalty 6112.863831 = -43004134.515675 nChanged 4 SP:Iteration 60F (22226.990000 sec): 3 clusters Score: Raw -43010247.451565 + Penalty 6112.863831 = -43004134.587735 nChanged 3 SP:Iteration 61Q (22228.110000 sec): 3 clusters Score: Raw -43010247.502269 + Penalty 6112.863831 = -43004134.638439 nChanged 3 SP:Iteration 62Q (22229.250000 sec): 3 clusters Score: Raw -43010247.558947 + Penalty 6112.863831 = -43004134.695116 nChanged 6 SP:Iteration 63Q (22230.420000 sec): 3 clusters Score: Raw -43010247.653141 + Penalty 6112.863831 = -43004134.789310 nChanged 4 SP:Iteration 64Q (22231.600000 sec): 3 clusters Score: Raw -43010247.728441 + Penalty 6112.863831 = -43004134.864610 nChanged 4 SP:Iteration 65Q (22232.750000 sec): 3 clusters Score: Raw -43010247.803582 + Penalty 6112.863831 = -43004134.939751 nChanged 3 SP:Iteration 66Q (22233.940000 sec): 3 clusters Score: Raw -43010247.848991 + Penalty 6112.863831 = -43004134.985160 nChanged 0 SP:Iteration 67F (22235.160000 sec): 3 clusters Score: Raw -43010247.848991 + Penalty 6112.863831 = -43004134.985160 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 6 (29537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22235.450000 sec): 2 clusters Score: Raw -5057282.783553 + Penalty 2552.762950 = -5054730.020602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22235.780000 sec): 3 clusters Score: Raw -5039667.644458 + Penalty 5105.525901 = -5034562.118557 nChanged 13268 SP:Iteration 1F (22236.080000 sec): 3 clusters Score: Raw -5046964.768090 + Penalty 5105.525901 = -5041859.242189 nChanged 1642 SP:Iteration 2F (22236.390000 sec): 3 clusters Score: Raw -5047675.359552 + Penalty 5105.525901 = -5042569.833651 nChanged 1502 SP:Iteration 3F (22236.710000 sec): 3 clusters Score: Raw -5048407.091251 + Penalty 5105.525901 = -5043301.565351 nChanged 1540 SP:Iteration 4F (22237.050000 sec): 3 clusters Score: Raw -5049255.954458 + Penalty 5105.525901 = -5044150.428557 nChanged 1672 SP:Iteration 5F (22237.400000 sec): 3 clusters Score: Raw -5050255.562806 + Penalty 5105.525901 = -5045150.036905 nChanged 1738 SP:Iteration 6F (22237.710000 sec): 3 clusters Score: Raw -5051365.394417 + Penalty 5105.525901 = -5046259.868516 nChanged 1800 SP:Iteration 7F (22238.010000 sec): 3 clusters Score: Raw -5052592.732141 + Penalty 5105.525901 = -5047487.206240 nChanged 1693 SP:Iteration 8F (22238.330000 sec): 3 clusters Score: Raw -5053792.977091 + Penalty 5105.525901 = -5048687.451190 nChanged 1531 SP:Iteration 9F (22238.620000 sec): 3 clusters Score: Raw -5054899.466021 + Penalty 5105.525901 = -5049793.940120 nChanged 1231 SP:Iteration 10Q (22238.950000 sec): 3 clusters Score: Raw -5055817.794668 + Penalty 5105.525901 = -5050712.268767 nChanged 898 SP:Iteration 11Q (22239.280000 sec): 3 clusters Score: Raw -5056480.428735 + Penalty 5105.525901 = -5051374.902834 nChanged 601 SP:Iteration 12Q (22239.590000 sec): 3 clusters Score: Raw -5056907.992962 + Penalty 5105.525901 = -5051802.467061 nChanged 402 SP:Iteration 13Q (22239.900000 sec): 3 clusters Score: Raw -5057216.467528 + Penalty 5105.525901 = -5052110.941627 nChanged 259 SP:Iteration 14Q (22240.180000 sec): 3 clusters Score: Raw -5057426.486403 + Penalty 5105.525901 = -5052320.960503 nChanged 173 SP:Iteration 15Q (22240.510000 sec): 3 clusters Score: Raw -5057585.877175 + Penalty 5105.525901 = -5052480.351274 nChanged 141 SP:Iteration 16Q (22240.810000 sec): 3 clusters Score: Raw -5057706.463003 + Penalty 5105.525901 = -5052600.937102 nChanged 119 SP:Iteration 17Q (22241.160000 sec): 3 clusters Score: Raw -5057829.420685 + Penalty 5105.525901 = -5052723.894784 nChanged 102 SP:Iteration 18Q (22241.460000 sec): 3 clusters Score: Raw -5057922.103752 + Penalty 5105.525901 = -5052816.577851 nChanged 82 SP:Iteration 19Q (22241.740000 sec): 3 clusters Score: Raw -5057977.984159 + Penalty 5105.525901 = -5052872.458258 nChanged 65 SP:Iteration 20F (22242.090000 sec): 3 clusters Score: Raw -5058032.647170 + Penalty 5105.525901 = -5052927.121269 nChanged 59 SP:Iteration 21Q (22242.380000 sec): 3 clusters Score: Raw -5058082.452012 + Penalty 5105.525901 = -5052976.926112 nChanged 58 SP:Iteration 22Q (22242.690000 sec): 3 clusters Score: Raw -5058131.505295 + Penalty 5105.525901 = -5053025.979394 nChanged 52 SP:Iteration 23Q (22242.980000 sec): 3 clusters Score: Raw -5058173.351663 + Penalty 5105.525901 = -5053067.825762 nChanged 36 SP:Iteration 24Q (22243.280000 sec): 3 clusters Score: Raw -5058201.855380 + Penalty 5105.525901 = -5053096.329479 nChanged 42 SP:Iteration 25Q (22243.600000 sec): 3 clusters Score: Raw -5058231.089177 + Penalty 5105.525901 = -5053125.563276 nChanged 35 SP:Iteration 26Q (22243.920000 sec): 3 clusters Score: Raw -5058254.364776 + Penalty 5105.525901 = -5053148.838875 nChanged 34 SP:Iteration 27Q (22244.170000 sec): 3 clusters Score: Raw -5058271.794192 + Penalty 5105.525901 = -5053166.268291 nChanged 20 SP:Iteration 28Q (22244.480000 sec): 3 clusters Score: Raw -5058286.528469 + Penalty 5105.525901 = -5053181.002568 nChanged 23 SP:Iteration 29Q (22244.760000 sec): 3 clusters Score: Raw -5058299.717567 + Penalty 5105.525901 = -5053194.191666 nChanged 19 SP:Iteration 30Q (22245.090000 sec): 3 clusters Score: Raw -5058308.460996 + Penalty 5105.525901 = -5053202.935095 nChanged 16 SP:Iteration 31Q (22245.400000 sec): 3 clusters Score: Raw -5058318.394655 + Penalty 5105.525901 = -5053212.868754 nChanged 15 SP:Iteration 32Q (22245.730000 sec): 3 clusters Score: Raw -5058324.754538 + Penalty 5105.525901 = -5053219.228637 nChanged 7 SP:Iteration 33Q (22246.000000 sec): 3 clusters Score: Raw -5058328.162374 + Penalty 5105.525901 = -5053222.636473 nChanged 6 SP:Iteration 34Q (22246.290000 sec): 3 clusters Score: Raw -5058331.736295 + Penalty 5105.525901 = -5053226.210395 nChanged 4 SP:Iteration 35Q (22246.610000 sec): 3 clusters Score: Raw -5058333.645159 + Penalty 5105.525901 = -5053228.119258 nChanged 2 SP:Iteration 36Q (22246.950000 sec): 3 clusters Score: Raw -5058334.738109 + Penalty 5105.525901 = -5053229.212208 nChanged 1 SP:Iteration 37Q (22247.210000 sec): 3 clusters Score: Raw -5058335.521005 + Penalty 5105.525901 = -5053229.995104 nChanged 2 SP:Iteration 38Q (22247.530000 sec): 3 clusters Score: Raw -5058336.657727 + Penalty 5105.525901 = -5053231.131826 nChanged 2 SP:Iteration 39Q (22247.770000 sec): 3 clusters Score: Raw -5058337.620048 + Penalty 5105.525901 = -5053232.094147 nChanged 0 SP:Iteration 40F (22248.110000 sec): 3 clusters Score: Raw -5058337.620048 + Penalty 5105.525901 = -5053232.094147 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 8 (1512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22248.200000 sec): 2 clusters Score: Raw -239125.269134 + Penalty 1815.654762 = -237309.614372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22248.410000 sec): 3 clusters Score: Raw -238701.344980 + Penalty 3631.309524 = -235070.035456 nChanged 458 SP:Iteration 1F (22248.580000 sec): 3 clusters Score: Raw -239374.867443 + Penalty 3631.309524 = -235743.557919 nChanged 179 SP:Iteration 2F (22248.780000 sec): 3 clusters Score: Raw -239913.834888 + Penalty 3631.309524 = -236282.525364 nChanged 170 SP:Iteration 3F (22248.950000 sec): 3 clusters Score: Raw -241265.985414 + Penalty 3631.309524 = -237634.675890 nChanged 219 SP:Iteration 4F (22249.110000 sec): 3 clusters Score: Raw -242711.290503 + Penalty 3631.309524 = -239079.980979 nChanged 148 SP:Iteration 5F (22249.290000 sec): 3 clusters Score: Raw -243641.125239 + Penalty 3631.309524 = -240009.815715 nChanged 81 SP:Iteration 6F (22249.490000 sec): 3 clusters Score: Raw -244409.222358 + Penalty 3631.309524 = -240777.912834 nChanged 27 SP:Iteration 7Q (22249.690000 sec): 3 clusters Score: Raw -245095.272787 + Penalty 3631.309524 = -241463.963263 nChanged 13 SP:Iteration 8Q (22249.860000 sec): 3 clusters Score: Raw -245222.410403 + Penalty 3631.309524 = -241591.100879 nChanged 18 SP:Iteration 9Q (22250.050000 sec): 3 clusters Score: Raw -245364.161518 + Penalty 3631.309524 = -241732.851994 nChanged 17 SP:Iteration 10Q (22250.190000 sec): 3 clusters Score: Raw -245560.042142 + Penalty 3631.309524 = -241928.732618 nChanged 18 SP:Iteration 11Q (22250.400000 sec): 3 clusters Score: Raw -245805.573160 + Penalty 3631.309524 = -242174.263636 nChanged 10 SP:Iteration 12Q (22250.600000 sec): 3 clusters Score: Raw -246033.883115 + Penalty 3631.309524 = -242402.573591 nChanged 4 SP:Iteration 13Q (22250.780000 sec): 3 clusters Score: Raw -246144.107664 + Penalty 3631.309524 = -242512.798140 nChanged 4 SP:Iteration 14Q (22250.940000 sec): 3 clusters Score: Raw -246224.820573 + Penalty 3631.309524 = -242593.511049 nChanged 0 SP:Iteration 15F (22251.150000 sec): 3 clusters Score: Raw -246227.227123 + Penalty 3631.309524 = -242595.917599 nChanged 1 SP:Iteration 16Q (22251.340000 sec): 3 clusters Score: Raw -246259.298645 + Penalty 3631.309524 = -242627.989121 nChanged 3 SP:Iteration 17Q (22251.510000 sec): 3 clusters Score: Raw -246482.000270 + Penalty 3631.309524 = -242850.690746 nChanged 1 SP:Iteration 18Q (22251.690000 sec): 3 clusters Score: Raw -246974.204421 + Penalty 3631.309524 = -243342.894897 nChanged 0 SP:Iteration 19F (22251.880000 sec): 3 clusters Score: Raw -246974.204421 + Penalty 3631.309524 = -243342.894897 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 10 (25237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22252.100000 sec): 2 clusters Score: Raw -4282992.339733 + Penalty 2513.744480 = -4280478.595253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22252.380000 sec): 3 clusters Score: Raw -4268057.351928 + Penalty 5027.488960 = -4263029.862968 nChanged 11231 SP:Iteration 1F (22252.710000 sec): 3 clusters Score: Raw -4274997.588736 + Penalty 5027.488960 = -4269970.099777 nChanged 1933 SP:Iteration 2F (22253.000000 sec): 3 clusters Score: Raw -4276660.613754 + Penalty 5027.488960 = -4271633.124795 nChanged 2076 SP:Iteration 3F (22253.300000 sec): 3 clusters Score: Raw -4278634.935529 + Penalty 5027.488960 = -4273607.446569 nChanged 2226 SP:Iteration 4F (22253.530000 sec): 3 clusters Score: Raw -4281219.344444 + Penalty 5027.488960 = -4276191.855485 nChanged 2344 SP:Iteration 5F (22253.860000 sec): 3 clusters Score: Raw -4284010.696426 + Penalty 5027.488960 = -4278983.207467 nChanged 2062 SP:Iteration 6F (22254.130000 sec): 3 clusters Score: Raw -4286447.212088 + Penalty 5027.488960 = -4281419.723128 nChanged 1524 SP:Iteration 7F (22254.420000 sec): 3 clusters Score: Raw -4287716.291813 + Penalty 5027.488960 = -4282688.802853 nChanged 1010 SP:Iteration 8Q (22254.720000 sec): 3 clusters Score: Raw -4288101.448608 + Penalty 5027.488960 = -4283073.959648 nChanged 564 SP:Iteration 9Q (22255.050000 sec): 3 clusters Score: Raw -4288258.839998 + Penalty 5027.488960 = -4283231.351039 nChanged 388 SP:Iteration 10Q (22255.330000 sec): 3 clusters Score: Raw -4288348.001902 + Penalty 5027.488960 = -4283320.512942 nChanged 334 SP:Iteration 11Q (22255.680000 sec): 3 clusters Score: Raw -4288424.369213 + Penalty 5027.488960 = -4283396.880254 nChanged 324 SP:Iteration 12Q (22255.980000 sec): 3 clusters Score: Raw -4288494.208333 + Penalty 5027.488960 = -4283466.719373 nChanged 282 SP:Iteration 13Q (22256.280000 sec): 3 clusters Score: Raw -4288554.996551 + Penalty 5027.488960 = -4283527.507592 nChanged 290 SP:Iteration 14Q (22256.570000 sec): 3 clusters Score: Raw -4288619.144961 + Penalty 5027.488960 = -4283591.656002 nChanged 262 SP:Iteration 15Q (22256.890000 sec): 3 clusters Score: Raw -4288671.000490 + Penalty 5027.488960 = -4283643.511530 nChanged 228 SP:Iteration 16Q (22257.230000 sec): 3 clusters Score: Raw -4288713.858245 + Penalty 5027.488960 = -4283686.369286 nChanged 230 SP:Iteration 17Q (22257.510000 sec): 3 clusters Score: Raw -4288757.733503 + Penalty 5027.488960 = -4283730.244543 nChanged 230 SP:Iteration 18Q (22257.770000 sec): 3 clusters Score: Raw -4288803.679963 + Penalty 5027.488960 = -4283776.191003 nChanged 229 SP:Iteration 19Q (22258.100000 sec): 3 clusters Score: Raw -4288851.952518 + Penalty 5027.488960 = -4283824.463558 nChanged 225 SP:Iteration 20F (22258.400000 sec): 3 clusters Score: Raw -4288904.767211 + Penalty 5027.488960 = -4283877.278252 nChanged 221 SP:Iteration 21Q (22258.690000 sec): 3 clusters Score: Raw -4288952.421182 + Penalty 5027.488960 = -4283924.932223 nChanged 186 SP:Iteration 22Q (22258.970000 sec): 3 clusters Score: Raw -4288988.258869 + Penalty 5027.488960 = -4283960.769909 nChanged 171 SP:Iteration 23Q (22259.260000 sec): 3 clusters Score: Raw -4289017.022608 + Penalty 5027.488960 = -4283989.533649 nChanged 143 SP:Iteration 24Q (22259.540000 sec): 3 clusters Score: Raw -4289039.319812 + Penalty 5027.488960 = -4284011.830853 nChanged 116 SP:Iteration 25Q (22259.830000 sec): 3 clusters Score: Raw -4289053.602882 + Penalty 5027.488960 = -4284026.113923 nChanged 101 SP:Iteration 26Q (22260.150000 sec): 3 clusters Score: Raw -4289066.085064 + Penalty 5027.488960 = -4284038.596104 nChanged 92 SP:Iteration 27Q (22260.520000 sec): 3 clusters Score: Raw -4289076.974831 + Penalty 5027.488960 = -4284049.485871 nChanged 75 SP:Iteration 28Q (22260.860000 sec): 3 clusters Score: Raw -4289086.187961 + Penalty 5027.488960 = -4284058.699002 nChanged 89 SP:Iteration 29Q (22261.180000 sec): 3 clusters Score: Raw -4289097.430702 + Penalty 5027.488960 = -4284069.941743 nChanged 91 SP:Iteration 30Q (22261.540000 sec): 3 clusters Score: Raw -4289108.419036 + Penalty 5027.488960 = -4284080.930076 nChanged 92 SP:Iteration 31Q (22261.870000 sec): 3 clusters Score: Raw -4289120.592271 + Penalty 5027.488960 = -4284093.103312 nChanged 97 SP:Iteration 32Q (22262.230000 sec): 3 clusters Score: Raw -4289132.526464 + Penalty 5027.488960 = -4284105.037504 nChanged 87 SP:Iteration 33Q (22262.520000 sec): 3 clusters Score: Raw -4289141.736688 + Penalty 5027.488960 = -4284114.247728 nChanged 84 SP:Iteration 34Q (22262.840000 sec): 3 clusters Score: Raw -4289153.203922 + Penalty 5027.488960 = -4284125.714963 nChanged 95 SP:Iteration 35Q (22263.120000 sec): 3 clusters Score: Raw -4289166.145822 + Penalty 5027.488960 = -4284138.656863 nChanged 70 SP:Iteration 36Q (22263.410000 sec): 3 clusters Score: Raw -4289174.383267 + Penalty 5027.488960 = -4284146.894308 nChanged 55 SP:Iteration 37Q (22263.710000 sec): 3 clusters Score: Raw -4289180.810085 + Penalty 5027.488960 = -4284153.321126 nChanged 61 SP:Iteration 38Q (22264.000000 sec): 3 clusters Score: Raw -4289186.591600 + Penalty 5027.488960 = -4284159.102641 nChanged 44 SP:Iteration 39Q (22264.290000 sec): 3 clusters Score: Raw -4289190.294027 + Penalty 5027.488960 = -4284162.805067 nChanged 41 SP:Iteration 40F (22264.630000 sec): 3 clusters Score: Raw -4289194.234614 + Penalty 5027.488960 = -4284166.745654 nChanged 48 SP:Iteration 41Q (22264.910000 sec): 3 clusters Score: Raw -4289198.880398 + Penalty 5027.488960 = -4284171.391438 nChanged 43 SP:Iteration 42Q (22265.210000 sec): 3 clusters Score: Raw -4289203.153470 + Penalty 5027.488960 = -4284175.664511 nChanged 36 SP:Iteration 43Q (22265.460000 sec): 3 clusters Score: Raw -4289206.523557 + Penalty 5027.488960 = -4284179.034598 nChanged 39 SP:Iteration 44Q (22265.770000 sec): 3 clusters Score: Raw -4289210.114235 + Penalty 5027.488960 = -4284182.625275 nChanged 31 SP:Iteration 45Q (22266.090000 sec): 3 clusters Score: Raw -4289212.725547 + Penalty 5027.488960 = -4284185.236588 nChanged 28 SP:Iteration 46Q (22266.400000 sec): 3 clusters Score: Raw -4289215.381485 + Penalty 5027.488960 = -4284187.892525 nChanged 28 SP:Iteration 47Q (22266.750000 sec): 3 clusters Score: Raw -4289217.991777 + Penalty 5027.488960 = -4284190.502818 nChanged 25 SP:Iteration 48Q (22267.030000 sec): 3 clusters Score: Raw -4289220.410787 + Penalty 5027.488960 = -4284192.921828 nChanged 23 SP:Iteration 49Q (22267.330000 sec): 3 clusters Score: Raw -4289222.142911 + Penalty 5027.488960 = -4284194.653952 nChanged 19 SP:Iteration 50Q (22267.670000 sec): 3 clusters Score: Raw -4289223.662172 + Penalty 5027.488960 = -4284196.173213 nChanged 14 SP:Iteration 51Q (22267.970000 sec): 3 clusters Score: Raw -4289224.614991 + Penalty 5027.488960 = -4284197.126031 nChanged 12 SP:Iteration 52Q (22268.250000 sec): 3 clusters Score: Raw -4289225.572662 + Penalty 5027.488960 = -4284198.083702 nChanged 11 SP:Iteration 53Q (22268.580000 sec): 3 clusters Score: Raw -4289226.465479 + Penalty 5027.488960 = -4284198.976520 nChanged 12 SP:Iteration 54Q (22268.860000 sec): 3 clusters Score: Raw -4289227.313388 + Penalty 5027.488960 = -4284199.824429 nChanged 10 SP:Iteration 55Q (22269.200000 sec): 3 clusters Score: Raw -4289227.906711 + Penalty 5027.488960 = -4284200.417751 nChanged 10 SP:Iteration 56Q (22269.500000 sec): 3 clusters Score: Raw -4289228.531029 + Penalty 5027.488960 = -4284201.042069 nChanged 11 SP:Iteration 57Q (22269.870000 sec): 3 clusters Score: Raw -4289229.388823 + Penalty 5027.488960 = -4284201.899864 nChanged 7 SP:Iteration 58Q (22270.150000 sec): 3 clusters Score: Raw -4289229.900110 + Penalty 5027.488960 = -4284202.411151 nChanged 3 SP:Iteration 59Q (22270.550000 sec): 3 clusters Score: Raw -4289230.214689 + Penalty 5027.488960 = -4284202.725729 nChanged 3 SP:Iteration 60F (22270.840000 sec): 3 clusters Score: Raw -4289230.449659 + Penalty 5027.488960 = -4284202.960700 nChanged 1 SP:Iteration 61Q (22271.170000 sec): 3 clusters Score: Raw -4289230.508253 + Penalty 5027.488960 = -4284203.019294 nChanged 0 SP:Iteration 62F (22271.500000 sec): 3 clusters Score: Raw -4289230.508253 + Penalty 5027.488960 = -4284203.019294 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 11 (212143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22272.520000 sec): 2 clusters Score: Raw -37686992.590610 + Penalty 3041.723932 = -37683950.866678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22273.730000 sec): 3 clusters Score: Raw -37547537.701352 + Penalty 6083.447864 = -37541454.253488 nChanged 102449 SP:Iteration 1F (22274.960000 sec): 3 clusters Score: Raw -37608568.942491 + Penalty 6083.447864 = -37602485.494628 nChanged 8748 SP:Iteration 2Q (22276.240000 sec): 3 clusters Score: Raw -37612609.769502 + Penalty 6083.447864 = -37606526.321638 nChanged 12355 SP:Iteration 3F (22277.520000 sec): 3 clusters Score: Raw -37620550.698704 + Penalty 6083.447864 = -37614467.250841 nChanged 15971 SP:Iteration 4F (22278.850000 sec): 3 clusters Score: Raw -37632413.865338 + Penalty 6083.447864 = -37626330.417474 nChanged 17164 SP:Iteration 5F (22280.080000 sec): 3 clusters Score: Raw -37645481.952344 + Penalty 6083.447864 = -37639398.504480 nChanged 15687 SP:Iteration 6F (22281.360000 sec): 3 clusters Score: Raw -37656793.131300 + Penalty 6083.447864 = -37650709.683436 nChanged 13016 SP:Iteration 7F (22282.620000 sec): 3 clusters Score: Raw -37665305.783379 + Penalty 6083.447864 = -37659222.335515 nChanged 10740 SP:Iteration 8F (22283.940000 sec): 3 clusters Score: Raw -37671636.816478 + Penalty 6083.447864 = -37665553.368614 nChanged 9437 SP:Iteration 9Q (22285.120000 sec): 3 clusters Score: Raw -37676820.995167 + Penalty 6083.447864 = -37670737.547303 nChanged 8679 SP:Iteration 10Q (22286.250000 sec): 3 clusters Score: Raw -37681197.909294 + Penalty 6083.447864 = -37675114.461430 nChanged 8119 SP:Iteration 11Q (22287.430000 sec): 3 clusters Score: Raw -37685040.487167 + Penalty 6083.447864 = -37678957.039303 nChanged 7345 SP:Iteration 12Q (22288.580000 sec): 3 clusters Score: Raw -37688275.155887 + Penalty 6083.447864 = -37682191.708023 nChanged 6287 SP:Iteration 13Q (22289.720000 sec): 3 clusters Score: Raw -37690784.420723 + Penalty 6083.447864 = -37684700.972860 nChanged 5161 SP:Iteration 14Q (22290.920000 sec): 3 clusters Score: Raw -37692611.919341 + Penalty 6083.447864 = -37686528.471478 nChanged 4050 SP:Iteration 15Q (22292.050000 sec): 3 clusters Score: Raw -37693832.929276 + Penalty 6083.447864 = -37687749.481412 nChanged 3251 SP:Iteration 16Q (22293.340000 sec): 3 clusters Score: Raw -37694692.163556 + Penalty 6083.447864 = -37688608.715692 nChanged 2641 SP:Iteration 17Q (22294.520000 sec): 3 clusters Score: Raw -37695310.181598 + Penalty 6083.447864 = -37689226.733735 nChanged 2073 SP:Iteration 18Q (22295.680000 sec): 3 clusters Score: Raw -37695733.612431 + Penalty 6083.447864 = -37689650.164567 nChanged 1673 SP:Iteration 19Q (22296.800000 sec): 3 clusters Score: Raw -37696035.857689 + Penalty 6083.447864 = -37689952.409825 nChanged 1315 SP:Iteration 20F (22298.010000 sec): 3 clusters Score: Raw -37696237.095856 + Penalty 6083.447864 = -37690153.647992 nChanged 1019 SP:Iteration 21Q (22299.130000 sec): 3 clusters Score: Raw -37696371.136859 + Penalty 6083.447864 = -37690287.688995 nChanged 835 SP:Iteration 22Q (22300.260000 sec): 3 clusters Score: Raw -37696468.277710 + Penalty 6083.447864 = -37690384.829846 nChanged 635 SP:Iteration 23Q (22301.390000 sec): 3 clusters Score: Raw -37696532.754627 + Penalty 6083.447864 = -37690449.306763 nChanged 507 SP:Iteration 24Q (22302.560000 sec): 3 clusters Score: Raw -37696579.217057 + Penalty 6083.447864 = -37690495.769193 nChanged 391 SP:Iteration 25Q (22303.770000 sec): 3 clusters Score: Raw -37696610.993149 + Penalty 6083.447864 = -37690527.545285 nChanged 305 SP:Iteration 26Q (22305.020000 sec): 3 clusters Score: Raw -37696632.242102 + Penalty 6083.447864 = -37690548.794239 nChanged 246 SP:Iteration 27Q (22306.180000 sec): 3 clusters Score: Raw -37696649.450965 + Penalty 6083.447864 = -37690566.003102 nChanged 199 SP:Iteration 28Q (22307.350000 sec): 3 clusters Score: Raw -37696661.671566 + Penalty 6083.447864 = -37690578.223702 nChanged 174 SP:Iteration 29Q (22308.490000 sec): 3 clusters Score: Raw -37696671.783841 + Penalty 6083.447864 = -37690588.335977 nChanged 135 SP:Iteration 30Q (22309.660000 sec): 3 clusters Score: Raw -37696677.961786 + Penalty 6083.447864 = -37690594.513923 nChanged 108 SP:Iteration 31Q (22310.740000 sec): 3 clusters Score: Raw -37696682.885261 + Penalty 6083.447864 = -37690599.437397 nChanged 95 SP:Iteration 32Q (22311.860000 sec): 3 clusters Score: Raw -37696687.270504 + Penalty 6083.447864 = -37690603.822640 nChanged 94 SP:Iteration 33Q (22312.970000 sec): 3 clusters Score: Raw -37696691.847173 + Penalty 6083.447864 = -37690608.399310 nChanged 98 SP:Iteration 34Q (22314.090000 sec): 3 clusters Score: Raw -37696696.467708 + Penalty 6083.447864 = -37690613.019844 nChanged 82 SP:Iteration 35Q (22315.340000 sec): 3 clusters Score: Raw -37696699.854838 + Penalty 6083.447864 = -37690616.406974 nChanged 81 SP:Iteration 36Q (22316.400000 sec): 3 clusters Score: Raw -37696703.227116 + Penalty 6083.447864 = -37690619.779252 nChanged 76 SP:Iteration 37Q (22317.460000 sec): 3 clusters Score: Raw -37696705.872145 + Penalty 6083.447864 = -37690622.424281 nChanged 56 SP:Iteration 38Q (22318.610000 sec): 3 clusters Score: Raw -37696708.059845 + Penalty 6083.447864 = -37690624.611981 nChanged 52 SP:Iteration 39Q (22319.670000 sec): 3 clusters Score: Raw -37696709.854859 + Penalty 6083.447864 = -37690626.406995 nChanged 38 SP:Iteration 40F (22320.900000 sec): 3 clusters Score: Raw -37696711.352002 + Penalty 6083.447864 = -37690627.904138 nChanged 41 SP:Iteration 41Q (22322.030000 sec): 3 clusters Score: Raw -37696712.686904 + Penalty 6083.447864 = -37690629.239040 nChanged 37 SP:Iteration 42Q (22323.220000 sec): 3 clusters Score: Raw -37696714.107425 + Penalty 6083.447864 = -37690630.659562 nChanged 30 SP:Iteration 43Q (22324.380000 sec): 3 clusters Score: Raw -37696715.091854 + Penalty 6083.447864 = -37690631.643990 nChanged 21 SP:Iteration 44Q (22325.490000 sec): 3 clusters Score: Raw -37696715.843792 + Penalty 6083.447864 = -37690632.395929 nChanged 22 SP:Iteration 45Q (22326.620000 sec): 3 clusters Score: Raw -37696716.533623 + Penalty 6083.447864 = -37690633.085760 nChanged 19 SP:Iteration 46Q (22327.790000 sec): 3 clusters Score: Raw -37696717.078210 + Penalty 6083.447864 = -37690633.630346 nChanged 16 SP:Iteration 47Q (22329.030000 sec): 3 clusters Score: Raw -37696717.502067 + Penalty 6083.447864 = -37690634.054203 nChanged 9 SP:Iteration 48Q (22330.140000 sec): 3 clusters Score: Raw -37696717.713744 + Penalty 6083.447864 = -37690634.265880 nChanged 7 SP:Iteration 49Q (22331.300000 sec): 3 clusters Score: Raw -37696717.925141 + Penalty 6083.447864 = -37690634.477277 nChanged 8 SP:Iteration 50Q (22332.500000 sec): 3 clusters Score: Raw -37696718.095555 + Penalty 6083.447864 = -37690634.647691 nChanged 6 SP:Iteration 51Q (22333.660000 sec): 3 clusters Score: Raw -37696718.232744 + Penalty 6083.447864 = -37690634.784880 nChanged 4 SP:Iteration 52Q (22334.820000 sec): 3 clusters Score: Raw -37696718.335927 + Penalty 6083.447864 = -37690634.888063 nChanged 3 SP:Iteration 53Q (22335.950000 sec): 3 clusters Score: Raw -37696718.389947 + Penalty 6083.447864 = -37690634.942083 nChanged 0 SP:Iteration 54F (22337.240000 sec): 3 clusters Score: Raw -37696718.389947 + Penalty 6083.447864 = -37690634.942083 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 12 (2340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22337.400000 sec): 2 clusters Score: Raw -396235.127087 + Penalty 1923.960740 = -394311.166347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22337.550000 sec): 3 clusters Score: Raw -395519.041519 + Penalty 3847.921479 = -391671.120040 nChanged 852 SP:Iteration 1F (22337.760000 sec): 3 clusters Score: Raw -396744.157818 + Penalty 3847.921479 = -392896.236338 nChanged 301 SP:Iteration 2F (22337.980000 sec): 3 clusters Score: Raw -398001.594555 + Penalty 3847.921479 = -394153.673075 nChanged 371 SP:Iteration 3F (22338.180000 sec): 3 clusters Score: Raw -400150.732838 + Penalty 3847.921479 = -396302.811358 nChanged 325 SP:Iteration 4F (22338.360000 sec): 3 clusters Score: Raw -402288.906327 + Penalty 3847.921479 = -398440.984848 nChanged 141 SP:Iteration 5F (22338.600000 sec): 3 clusters Score: Raw -402952.182634 + Penalty 3847.921479 = -399104.261155 nChanged 64 SP:Iteration 6Q (22338.830000 sec): 3 clusters Score: Raw -403298.903322 + Penalty 3847.921479 = -399450.981843 nChanged 29 SP:Iteration 7Q (22339.050000 sec): 3 clusters Score: Raw -403415.973764 + Penalty 3847.921479 = -399568.052285 nChanged 18 SP:Iteration 8Q (22339.330000 sec): 3 clusters Score: Raw -403477.270165 + Penalty 3847.921479 = -399629.348685 nChanged 15 SP:Iteration 9Q (22339.520000 sec): 3 clusters Score: Raw -403515.924865 + Penalty 3847.921479 = -399668.003386 nChanged 7 SP:Iteration 10Q (22339.680000 sec): 3 clusters Score: Raw -403528.551537 + Penalty 3847.921479 = -399680.630058 nChanged 3 SP:Iteration 11Q (22339.940000 sec): 3 clusters Score: Raw -403531.128445 + Penalty 3847.921479 = -399683.206965 nChanged 2 SP:Iteration 12Q (22340.190000 sec): 3 clusters Score: Raw -403537.436016 + Penalty 3847.921479 = -399689.514537 nChanged 3 SP:Iteration 13Q (22340.370000 sec): 3 clusters Score: Raw -403542.453992 + Penalty 3847.921479 = -399694.532513 nChanged 3 SP:Iteration 14Q (22340.580000 sec): 3 clusters Score: Raw -403546.684631 + Penalty 3847.921479 = -399698.763152 nChanged 2 SP:Iteration 15Q (22340.770000 sec): 3 clusters Score: Raw -403549.393424 + Penalty 3847.921479 = -399701.471945 nChanged 1 SP:Iteration 16Q (22340.960000 sec): 3 clusters Score: Raw -403551.055793 + Penalty 3847.921479 = -399703.134314 nChanged 3 SP:Iteration 17Q (22341.170000 sec): 3 clusters Score: Raw -403553.327241 + Penalty 3847.921479 = -399705.405762 nChanged 2 SP:Iteration 18Q (22341.340000 sec): 3 clusters Score: Raw -403554.435826 + Penalty 3847.921479 = -399706.514347 nChanged 1 SP:Iteration 19Q (22341.560000 sec): 3 clusters Score: Raw -403555.981863 + Penalty 3847.921479 = -399708.060383 nChanged 0 SP:Iteration 20F (22341.750000 sec): 3 clusters Score: Raw -403560.202503 + Penalty 3847.921479 = -399712.281024 nChanged 1 SP:Iteration 21Q (22341.910000 sec): 3 clusters Score: Raw -403569.551853 + Penalty 3847.921479 = -399721.630373 nChanged 4 SP:Iteration 22Q (22342.090000 sec): 3 clusters Score: Raw -403605.325741 + Penalty 3847.921479 = -399757.404261 nChanged 9 SP:Iteration 23Q (22342.320000 sec): 3 clusters Score: Raw -403803.216342 + Penalty 3847.921479 = -399955.294862 nChanged 17 SP:Iteration 24Q (22342.490000 sec): 3 clusters Score: Raw -404058.761727 + Penalty 3847.921479 = -400210.840247 nChanged 30 SP:Iteration 25Q (22342.700000 sec): 3 clusters Score: Raw -404216.739227 + Penalty 3847.921479 = -400368.817748 nChanged 26 SP:Iteration 26Q (22342.910000 sec): 3 clusters Score: Raw -404299.277646 + Penalty 3847.921479 = -400451.356167 nChanged 24 SP:Iteration 27Q (22343.130000 sec): 3 clusters Score: Raw -404346.752734 + Penalty 3847.921479 = -400498.831255 nChanged 18 SP:Iteration 28Q (22343.340000 sec): 3 clusters Score: Raw -404376.645008 + Penalty 3847.921479 = -400528.723529 nChanged 18 SP:Iteration 29Q (22343.500000 sec): 3 clusters Score: Raw -404403.128106 + Penalty 3847.921479 = -400555.206626 nChanged 12 SP:Iteration 30Q (22343.660000 sec): 3 clusters Score: Raw -404415.669435 + Penalty 3847.921479 = -400567.747955 nChanged 8 SP:Iteration 31Q (22343.830000 sec): 3 clusters Score: Raw -404424.792940 + Penalty 3847.921479 = -400576.871460 nChanged 5 SP:Iteration 32Q (22344.030000 sec): 3 clusters Score: Raw -404429.232663 + Penalty 3847.921479 = -400581.311184 nChanged 5 SP:Iteration 33Q (22344.190000 sec): 3 clusters Score: Raw -404432.892717 + Penalty 3847.921479 = -400584.971238 nChanged 3 SP:Iteration 34Q (22344.380000 sec): 3 clusters Score: Raw -404435.788230 + Penalty 3847.921479 = -400587.866751 nChanged 4 SP:Iteration 35Q (22344.610000 sec): 3 clusters Score: Raw -404441.518916 + Penalty 3847.921479 = -400593.597437 nChanged 7 SP:Iteration 36Q (22344.800000 sec): 3 clusters Score: Raw -404448.147372 + Penalty 3847.921479 = -400600.225893 nChanged 3 SP:Iteration 37Q (22345.020000 sec): 3 clusters Score: Raw -404449.929288 + Penalty 3847.921479 = -400602.007809 nChanged 3 SP:Iteration 38Q (22345.200000 sec): 3 clusters Score: Raw -404452.094504 + Penalty 3847.921479 = -400604.173025 nChanged 1 SP:Iteration 39Q (22345.410000 sec): 3 clusters Score: Raw -404452.555690 + Penalty 3847.921479 = -400604.634211 nChanged 0 SP:Iteration 40F (22345.570000 sec): 3 clusters Score: Raw -404452.555690 + Penalty 3847.921479 = -400604.634211 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 13 (1788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22345.670000 sec): 2 clusters Score: Raw -289001.210028 + Penalty 1857.235533 = -287143.974495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22345.870000 sec): 3 clusters Score: Raw -288402.677697 + Penalty 3714.471066 = -284688.206631 nChanged 588 SP:Iteration 1F (22346.080000 sec): 3 clusters Score: Raw -289302.731753 + Penalty 3714.471066 = -285588.260687 nChanged 216 SP:Iteration 2F (22346.210000 sec): 3 clusters Score: Raw -289690.075579 + Penalty 3714.471066 = -285975.604513 nChanged 113 SP:Iteration 3F (22346.410000 sec): 3 clusters Score: Raw -289885.406042 + Penalty 3714.471066 = -286170.934976 nChanged 90 SP:Iteration 4F (22346.570000 sec): 3 clusters Score: Raw -290026.317211 + Penalty 3714.471066 = -286311.846145 nChanged 60 SP:Iteration 5Q (22346.760000 sec): 3 clusters Score: Raw -290123.165707 + Penalty 3714.471066 = -286408.694641 nChanged 59 SP:Iteration 6Q (22346.960000 sec): 3 clusters Score: Raw -290234.891819 + Penalty 3714.471066 = -286520.420753 nChanged 51 SP:Iteration 7Q (22347.130000 sec): 3 clusters Score: Raw -290336.798998 + Penalty 3714.471066 = -286622.327932 nChanged 50 SP:Iteration 8Q (22347.360000 sec): 3 clusters Score: Raw -290439.087897 + Penalty 3714.471066 = -286724.616831 nChanged 50 SP:Iteration 9Q (22347.520000 sec): 3 clusters Score: Raw -290545.921608 + Penalty 3714.471066 = -286831.450542 nChanged 46 SP:Iteration 10Q (22347.770000 sec): 3 clusters Score: Raw -290632.428260 + Penalty 3714.471066 = -286917.957194 nChanged 40 SP:Iteration 11Q (22347.970000 sec): 3 clusters Score: Raw -290718.316477 + Penalty 3714.471066 = -287003.845410 nChanged 54 SP:Iteration 12Q (22348.150000 sec): 3 clusters Score: Raw -290813.938262 + Penalty 3714.471066 = -287099.467195 nChanged 56 SP:Iteration 13Q (22348.370000 sec): 3 clusters Score: Raw -290918.279683 + Penalty 3714.471066 = -287203.808617 nChanged 53 SP:Iteration 14Q (22348.530000 sec): 3 clusters Score: Raw -291002.082948 + Penalty 3714.471066 = -287287.611882 nChanged 32 SP:Iteration 15Q (22348.720000 sec): 3 clusters Score: Raw -291052.235854 + Penalty 3714.471066 = -287337.764788 nChanged 22 SP:Iteration 16Q (22348.970000 sec): 3 clusters Score: Raw -291075.417226 + Penalty 3714.471066 = -287360.946160 nChanged 9 SP:Iteration 17Q (22349.140000 sec): 3 clusters Score: Raw -291085.568109 + Penalty 3714.471066 = -287371.097043 nChanged 9 SP:Iteration 18Q (22349.330000 sec): 3 clusters Score: Raw -291095.322943 + Penalty 3714.471066 = -287380.851877 nChanged 4 SP:Iteration 19Q (22349.510000 sec): 3 clusters Score: Raw -291101.869026 + Penalty 3714.471066 = -287387.397960 nChanged 5 SP:Iteration 20F (22349.690000 sec): 3 clusters Score: Raw -291111.027200 + Penalty 3714.471066 = -287396.556134 nChanged 7 SP:Iteration 21Q (22349.920000 sec): 3 clusters Score: Raw -291122.559241 + Penalty 3714.471066 = -287408.088175 nChanged 7 SP:Iteration 22Q (22350.100000 sec): 3 clusters Score: Raw -291131.336509 + Penalty 3714.471066 = -287416.865443 nChanged 1 SP:Iteration 23Q (22350.350000 sec): 3 clusters Score: Raw -291132.965933 + Penalty 3714.471066 = -287418.494867 nChanged 3 SP:Iteration 24Q (22350.590000 sec): 3 clusters Score: Raw -291135.311821 + Penalty 3714.471066 = -287420.840755 nChanged 3 SP:Iteration 25Q (22350.760000 sec): 3 clusters Score: Raw -291136.860209 + Penalty 3714.471066 = -287422.389143 nChanged 0 SP:Iteration 26F (22350.990000 sec): 3 clusters Score: Raw -291136.860209 + Penalty 3714.471066 = -287422.389143 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 14 (23718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22351.220000 sec): 2 clusters Score: Raw -4335610.161135 + Penalty 2498.349404 = -4333111.811731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22351.550000 sec): 3 clusters Score: Raw -4321617.480214 + Penalty 4996.698808 = -4316620.781406 nChanged 10577 SP:Iteration 1F (22351.890000 sec): 3 clusters Score: Raw -4327755.518846 + Penalty 4996.698808 = -4322758.820038 nChanged 1438 SP:Iteration 2F (22352.230000 sec): 3 clusters Score: Raw -4328389.702826 + Penalty 4996.698808 = -4323393.004018 nChanged 1241 SP:Iteration 3F (22352.540000 sec): 3 clusters Score: Raw -4328893.377779 + Penalty 4996.698808 = -4323896.678971 nChanged 1066 SP:Iteration 4Q (22352.820000 sec): 3 clusters Score: Raw -4329362.442052 + Penalty 4996.698808 = -4324365.743244 nChanged 1063 SP:Iteration 5Q (22353.140000 sec): 3 clusters Score: Raw -4329962.960647 + Penalty 4996.698808 = -4324966.261839 nChanged 1112 SP:Iteration 6Q (22353.460000 sec): 3 clusters Score: Raw -4331002.330460 + Penalty 4996.698808 = -4326005.631652 nChanged 1332 SP:Iteration 7F (22353.790000 sec): 3 clusters Score: Raw -4332928.379918 + Penalty 4996.698808 = -4327931.681110 nChanged 1696 SP:Iteration 8F (22354.060000 sec): 3 clusters Score: Raw -4335087.146357 + Penalty 4996.698808 = -4330090.447549 nChanged 1792 SP:Iteration 9F (22354.370000 sec): 3 clusters Score: Raw -4337248.040630 + Penalty 4996.698808 = -4332251.341821 nChanged 1868 SP:Iteration 10F (22354.680000 sec): 3 clusters Score: Raw -4339868.710649 + Penalty 4996.698808 = -4334872.011840 nChanged 1832 SP:Iteration 11F (22354.970000 sec): 3 clusters Score: Raw -4342631.574578 + Penalty 4996.698808 = -4337634.875769 nChanged 1477 SP:Iteration 12F (22355.280000 sec): 3 clusters Score: Raw -4344610.958203 + Penalty 4996.698808 = -4339614.259395 nChanged 972 SP:Iteration 13Q (22355.600000 sec): 3 clusters Score: Raw -4345480.636745 + Penalty 4996.698808 = -4340483.937937 nChanged 644 SP:Iteration 14Q (22355.920000 sec): 3 clusters Score: Raw -4345927.141358 + Penalty 4996.698808 = -4340930.442550 nChanged 446 SP:Iteration 15Q (22356.290000 sec): 3 clusters Score: Raw -4346223.848758 + Penalty 4996.698808 = -4341227.149950 nChanged 376 SP:Iteration 16Q (22356.550000 sec): 3 clusters Score: Raw -4346468.297654 + Penalty 4996.698808 = -4341471.598846 nChanged 338 SP:Iteration 17Q (22356.860000 sec): 3 clusters Score: Raw -4346689.647019 + Penalty 4996.698808 = -4341692.948211 nChanged 324 SP:Iteration 18Q (22357.240000 sec): 3 clusters Score: Raw -4346909.507493 + Penalty 4996.698808 = -4341912.808685 nChanged 288 SP:Iteration 19Q (22357.570000 sec): 3 clusters Score: Raw -4347129.365936 + Penalty 4996.698808 = -4342132.667128 nChanged 238 SP:Iteration 20F (22357.890000 sec): 3 clusters Score: Raw -4347338.977639 + Penalty 4996.698808 = -4342342.278831 nChanged 227 SP:Iteration 21Q (22358.230000 sec): 3 clusters Score: Raw -4347562.953864 + Penalty 4996.698808 = -4342566.255056 nChanged 182 SP:Iteration 22Q (22358.620000 sec): 3 clusters Score: Raw -4347721.942531 + Penalty 4996.698808 = -4342725.243723 nChanged 177 SP:Iteration 23Q (22358.910000 sec): 3 clusters Score: Raw -4347868.439403 + Penalty 4996.698808 = -4342871.740595 nChanged 163 SP:Iteration 24Q (22359.230000 sec): 3 clusters Score: Raw -4347989.674704 + Penalty 4996.698808 = -4342992.975896 nChanged 145 SP:Iteration 25Q (22359.540000 sec): 3 clusters Score: Raw -4348062.030870 + Penalty 4996.698808 = -4343065.332062 nChanged 116 SP:Iteration 26Q (22359.840000 sec): 3 clusters Score: Raw -4348108.677250 + Penalty 4996.698808 = -4343111.978442 nChanged 70 SP:Iteration 27Q (22360.150000 sec): 3 clusters Score: Raw -4348136.931667 + Penalty 4996.698808 = -4343140.232859 nChanged 53 SP:Iteration 28Q (22360.470000 sec): 3 clusters Score: Raw -4348155.565642 + Penalty 4996.698808 = -4343158.866834 nChanged 47 SP:Iteration 29Q (22360.760000 sec): 3 clusters Score: Raw -4348167.261471 + Penalty 4996.698808 = -4343170.562662 nChanged 31 SP:Iteration 30Q (22361.050000 sec): 3 clusters Score: Raw -4348173.527065 + Penalty 4996.698808 = -4343176.828257 nChanged 20 SP:Iteration 31Q (22361.300000 sec): 3 clusters Score: Raw -4348177.557052 + Penalty 4996.698808 = -4343180.858244 nChanged 15 SP:Iteration 32Q (22361.580000 sec): 3 clusters Score: Raw -4348179.526412 + Penalty 4996.698808 = -4343182.827604 nChanged 5 SP:Iteration 33Q (22361.860000 sec): 3 clusters Score: Raw -4348180.376143 + Penalty 4996.698808 = -4343183.677335 nChanged 5 SP:Iteration 34Q (22362.170000 sec): 3 clusters Score: Raw -4348181.043619 + Penalty 4996.698808 = -4343184.344811 nChanged 4 SP:Iteration 35Q (22362.440000 sec): 3 clusters Score: Raw -4348181.548199 + Penalty 4996.698808 = -4343184.849391 nChanged 5 SP:Iteration 36Q (22362.800000 sec): 3 clusters Score: Raw -4348182.026372 + Penalty 4996.698808 = -4343185.327564 nChanged 2 SP:Iteration 37Q (22363.100000 sec): 3 clusters Score: Raw -4348182.231776 + Penalty 4996.698808 = -4343185.532968 nChanged 0 SP:Iteration 38F (22363.460000 sec): 3 clusters Score: Raw -4348182.231776 + Penalty 4996.698808 = -4343185.532968 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 15 (3681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22363.580000 sec): 2 clusters Score: Raw -585069.638062 + Penalty 2036.313054 = -583033.325008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22363.770000 sec): 3 clusters Score: Raw -583556.173935 + Penalty 4072.626108 = -579483.547828 nChanged 1357 SP:Iteration 1F (22364.010000 sec): 3 clusters Score: Raw -586132.565649 + Penalty 4072.626108 = -582059.939541 nChanged 559 SP:Iteration 2F (22364.180000 sec): 3 clusters Score: Raw -588371.990328 + Penalty 4072.626108 = -584299.364220 nChanged 436 SP:Iteration 3F (22364.400000 sec): 3 clusters Score: Raw -589733.899920 + Penalty 4072.626108 = -585661.273813 nChanged 317 SP:Iteration 4F (22364.600000 sec): 3 clusters Score: Raw -590730.249038 + Penalty 4072.626108 = -586657.622930 nChanged 182 SP:Iteration 5Q (22364.810000 sec): 3 clusters Score: Raw -591165.009341 + Penalty 4072.626108 = -587092.383233 nChanged 94 SP:Iteration 6Q (22365.050000 sec): 3 clusters Score: Raw -591299.731465 + Penalty 4072.626108 = -587227.105358 nChanged 44 SP:Iteration 7Q (22365.230000 sec): 3 clusters Score: Raw -591331.735087 + Penalty 4072.626108 = -587259.108980 nChanged 26 SP:Iteration 8Q (22365.400000 sec): 3 clusters Score: Raw -591354.898791 + Penalty 4072.626108 = -587282.272684 nChanged 18 SP:Iteration 9Q (22365.580000 sec): 3 clusters Score: Raw -591379.598029 + Penalty 4072.626108 = -587306.971922 nChanged 18 SP:Iteration 10Q (22365.790000 sec): 3 clusters Score: Raw -591396.159736 + Penalty 4072.626108 = -587323.533628 nChanged 9 SP:Iteration 11Q (22365.970000 sec): 3 clusters Score: Raw -591400.221922 + Penalty 4072.626108 = -587327.595814 nChanged 3 SP:Iteration 12Q (22366.150000 sec): 3 clusters Score: Raw -591401.219777 + Penalty 4072.626108 = -587328.593669 nChanged 1 SP:Iteration 13Q (22366.340000 sec): 3 clusters Score: Raw -591402.545113 + Penalty 4072.626108 = -587329.919005 nChanged 4 SP:Iteration 14Q (22366.560000 sec): 3 clusters Score: Raw -591406.048755 + Penalty 4072.626108 = -587333.422647 nChanged 4 SP:Iteration 15Q (22366.740000 sec): 3 clusters Score: Raw -591407.270476 + Penalty 4072.626108 = -587334.644368 nChanged 3 SP:Iteration 16Q (22366.940000 sec): 3 clusters Score: Raw -591408.400146 + Penalty 4072.626108 = -587335.774038 nChanged 0 SP:Iteration 17F (22367.150000 sec): 3 clusters Score: Raw -591412.236852 + Penalty 4072.626108 = -587339.610744 nChanged 3 SP:Iteration 18Q (22367.350000 sec): 3 clusters Score: Raw -591429.727197 + Penalty 4072.626108 = -587357.101089 nChanged 9 SP:Iteration 19Q (22367.560000 sec): 3 clusters Score: Raw -591473.787647 + Penalty 4072.626108 = -587401.161539 nChanged 20 SP:Iteration 20F (22367.720000 sec): 3 clusters Score: Raw -591579.570635 + Penalty 4072.626108 = -587506.944527 nChanged 45 SP:Iteration 21Q (22367.970000 sec): 3 clusters Score: Raw -591967.011251 + Penalty 4072.626108 = -587894.385143 nChanged 48 SP:Iteration 22Q (22368.160000 sec): 3 clusters Score: Raw -592531.957878 + Penalty 4072.626108 = -588459.331770 nChanged 51 SP:Iteration 23Q (22368.390000 sec): 3 clusters Score: Raw -592598.614319 + Penalty 4072.626108 = -588525.988211 nChanged 20 SP:Iteration 24Q (22368.570000 sec): 3 clusters Score: Raw -592616.054350 + Penalty 4072.626108 = -588543.428243 nChanged 15 SP:Iteration 25Q (22368.700000 sec): 3 clusters Score: Raw -592628.283021 + Penalty 4072.626108 = -588555.656913 nChanged 6 SP:Iteration 26Q (22368.910000 sec): 3 clusters Score: Raw -592631.203931 + Penalty 4072.626108 = -588558.577823 nChanged 2 SP:Iteration 27Q (22369.090000 sec): 3 clusters Score: Raw -592632.152062 + Penalty 4072.626108 = -588559.525954 nChanged 2 SP:Iteration 28Q (22369.270000 sec): 3 clusters Score: Raw -592633.127945 + Penalty 4072.626108 = -588560.501837 nChanged 3 SP:Iteration 29Q (22369.430000 sec): 3 clusters Score: Raw -592634.564237 + Penalty 4072.626108 = -588561.938129 nChanged 2 SP:Iteration 30Q (22369.590000 sec): 3 clusters Score: Raw -592635.353889 + Penalty 4072.626108 = -588562.727781 nChanged 3 SP:Iteration 31Q (22369.760000 sec): 3 clusters Score: Raw -592636.883058 + Penalty 4072.626108 = -588564.256950 nChanged 1 SP:Iteration 32Q (22369.940000 sec): 3 clusters Score: Raw -592637.574764 + Penalty 4072.626108 = -588564.948657 nChanged 2 SP:Iteration 33Q (22370.160000 sec): 3 clusters Score: Raw -592638.746139 + Penalty 4072.626108 = -588566.120032 nChanged 4 SP:Iteration 34Q (22370.340000 sec): 3 clusters Score: Raw -592642.070217 + Penalty 4072.626108 = -588569.444109 nChanged 7 SP:Iteration 35Q (22370.560000 sec): 3 clusters Score: Raw -592646.598199 + Penalty 4072.626108 = -588573.972091 nChanged 5 SP:Iteration 36Q (22370.710000 sec): 3 clusters Score: Raw -592649.145423 + Penalty 4072.626108 = -588576.519315 nChanged 5 SP:Iteration 37Q (22370.880000 sec): 3 clusters Score: Raw -592651.191769 + Penalty 4072.626108 = -588578.565661 nChanged 0 SP:Iteration 38F (22371.050000 sec): 3 clusters Score: Raw -592653.519820 + Penalty 4072.626108 = -588580.893712 nChanged 1 SP:Iteration 39Q (22371.210000 sec): 3 clusters Score: Raw -592655.079267 + Penalty 4072.626108 = -588582.453159 nChanged 2 SP:Iteration 40F (22371.430000 sec): 3 clusters Score: Raw -592657.519588 + Penalty 4072.626108 = -588584.893480 nChanged 1 SP:Iteration 41Q (22371.620000 sec): 3 clusters Score: Raw -592657.854003 + Penalty 4072.626108 = -588585.227895 nChanged 0 SP:Iteration 42F (22371.830000 sec): 3 clusters Score: Raw -592657.854003 + Penalty 4072.626108 = -588585.227895 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 16 (1391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22371.920000 sec): 2 clusters Score: Raw -189128.030988 + Penalty 1794.968992 = -187333.061997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22372.060000 sec): 3 clusters Score: Raw -189710.612967 + Penalty 3589.937983 = -186120.674984 nChanged 511 SP:Iteration 1F (22372.280000 sec): 3 clusters Score: Raw -194133.419428 + Penalty 3589.937983 = -190543.481445 nChanged 170 SP:Iteration 2F (22372.500000 sec): 3 clusters Score: Raw -197255.061366 + Penalty 3589.937983 = -193665.123383 nChanged 75 SP:Iteration 3F (22372.660000 sec): 3 clusters Score: Raw -198561.077321 + Penalty 3589.937983 = -194971.139338 nChanged 51 SP:Iteration 4Q (22372.850000 sec): 3 clusters Score: Raw -198968.909118 + Penalty 3589.937983 = -195378.971135 nChanged 26 SP:Iteration 5Q (22373.020000 sec): 3 clusters Score: Raw -199069.405593 + Penalty 3589.937983 = -195479.467610 nChanged 8 SP:Iteration 6Q (22373.200000 sec): 3 clusters Score: Raw -199087.172830 + Penalty 3589.937983 = -195497.234847 nChanged 4 SP:Iteration 7Q (22373.390000 sec): 3 clusters Score: Raw -199097.239457 + Penalty 3589.937983 = -195507.301474 nChanged 3 SP:Iteration 8Q (22373.600000 sec): 3 clusters Score: Raw -199107.192204 + Penalty 3589.937983 = -195517.254221 nChanged 2 SP:Iteration 9Q (22373.800000 sec): 3 clusters Score: Raw -199114.659843 + Penalty 3589.937983 = -195524.721860 nChanged 0 SP:Iteration 10F (22373.970000 sec): 3 clusters Score: Raw -199119.724365 + Penalty 3589.937983 = -195529.786382 nChanged 2 SP:Iteration 11Q (22374.150000 sec): 3 clusters Score: Raw -199125.987895 + Penalty 3589.937983 = -195536.049911 nChanged 2 SP:Iteration 12Q (22374.300000 sec): 3 clusters Score: Raw -199134.254020 + Penalty 3589.937983 = -195544.316037 nChanged 2 SP:Iteration 13Q (22374.500000 sec): 3 clusters Score: Raw -199143.279496 + Penalty 3589.937983 = -195553.341512 nChanged 2 SP:Iteration 14Q (22374.700000 sec): 3 clusters Score: Raw -199149.578531 + Penalty 3589.937983 = -195559.640548 nChanged 3 SP:Iteration 15Q (22374.870000 sec): 3 clusters Score: Raw -199166.992819 + Penalty 3589.937983 = -195577.054836 nChanged 2 SP:Iteration 16Q (22375.060000 sec): 3 clusters Score: Raw -199173.759077 + Penalty 3589.937983 = -195583.821093 nChanged 1 SP:Iteration 17Q (22375.220000 sec): 3 clusters Score: Raw -199177.531107 + Penalty 3589.937983 = -195587.593124 nChanged 0 SP:Iteration 18F (22375.360000 sec): 3 clusters Score: Raw -199177.531107 + Penalty 3589.937983 = -195587.593124 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 17 (1221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22375.530000 sec): 2 clusters Score: Raw -175616.179384 + Penalty 1762.641518 = -173853.537866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22375.690000 sec): 3 clusters Score: Raw -175567.117936 + Penalty 3525.283035 = -172041.834901 nChanged 412 SP:Iteration 1F (22375.850000 sec): 3 clusters Score: Raw -177062.480613 + Penalty 3525.283035 = -173537.197578 nChanged 187 SP:Iteration 2F (22376.040000 sec): 3 clusters Score: Raw -178150.376158 + Penalty 3525.283035 = -174625.093123 nChanged 129 SP:Iteration 3F (22376.200000 sec): 3 clusters Score: Raw -178663.994310 + Penalty 3525.283035 = -175138.711275 nChanged 60 SP:Iteration 4Q (22376.340000 sec): 3 clusters Score: Raw -178904.732523 + Penalty 3525.283035 = -175379.449488 nChanged 37 SP:Iteration 5Q (22376.520000 sec): 3 clusters Score: Raw -179089.939962 + Penalty 3525.283035 = -175564.656927 nChanged 27 SP:Iteration 6Q (22376.700000 sec): 3 clusters Score: Raw -179254.092232 + Penalty 3525.283035 = -175728.809196 nChanged 11 SP:Iteration 7Q (22376.880000 sec): 3 clusters Score: Raw -179343.514349 + Penalty 3525.283035 = -175818.231314 nChanged 4 SP:Iteration 8Q (22377.040000 sec): 3 clusters Score: Raw -179370.955563 + Penalty 3525.283035 = -175845.672528 nChanged 3 SP:Iteration 9Q (22377.270000 sec): 3 clusters Score: Raw -179381.183475 + Penalty 3525.283035 = -175855.900440 nChanged 1 SP:Iteration 10Q (22377.510000 sec): 3 clusters Score: Raw -179382.690647 + Penalty 3525.283035 = -175857.407612 nChanged 0 SP:Iteration 11F (22377.710000 sec): 3 clusters Score: Raw -179440.254584 + Penalty 3525.283035 = -175914.971549 nChanged 3 SP:Iteration 12Q (22377.960000 sec): 3 clusters Score: Raw -179485.486696 + Penalty 3525.283035 = -175960.203660 nChanged 1 SP:Iteration 13Q (22378.150000 sec): 3 clusters Score: Raw -179488.064913 + Penalty 3525.283035 = -175962.781878 nChanged 3 SP:Iteration 14Q (22378.290000 sec): 3 clusters Score: Raw -179501.038402 + Penalty 3525.283035 = -175975.755367 nChanged 2 SP:Iteration 15Q (22378.490000 sec): 3 clusters Score: Raw -179507.372707 + Penalty 3525.283035 = -175982.089672 nChanged 2 SP:Iteration 16Q (22378.670000 sec): 3 clusters Score: Raw -179511.366381 + Penalty 3525.283035 = -175986.083346 nChanged 2 SP:Iteration 17Q (22378.900000 sec): 3 clusters Score: Raw -179513.928891 + Penalty 3525.283035 = -175988.645856 nChanged 2 SP:Iteration 18Q (22379.060000 sec): 3 clusters Score: Raw -179516.680863 + Penalty 3525.283035 = -175991.397828 nChanged 0 SP:Iteration 19F (22379.280000 sec): 3 clusters Score: Raw -179516.680863 + Penalty 3525.283035 = -175991.397828 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 18 (313058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22381.260000 sec): 2 clusters Score: Raw -55193425.878433 + Penalty 3138.227651 = -55190287.650781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22382.950000 sec): 3 clusters Score: Raw -54986445.941662 + Penalty 6276.455303 = -54980169.486359 nChanged 151812 SP:Iteration 1F (22384.820000 sec): 3 clusters Score: Raw -55077555.712093 + Penalty 6276.455303 = -55071279.256790 nChanged 12724 SP:Iteration 2Q (22386.670000 sec): 3 clusters Score: Raw -55082555.467073 + Penalty 6276.455303 = -55076279.011770 nChanged 18148 SP:Iteration 3F (22388.380000 sec): 3 clusters Score: Raw -55093175.497938 + Penalty 6276.455303 = -55086899.042635 nChanged 24701 SP:Iteration 4F (22390.130000 sec): 3 clusters Score: Raw -55112516.597649 + Penalty 6276.455303 = -55106240.142346 nChanged 28535 SP:Iteration 5F (22391.810000 sec): 3 clusters Score: Raw -55138440.564780 + Penalty 6276.455303 = -55132164.109477 nChanged 25801 SP:Iteration 6F (22393.510000 sec): 3 clusters Score: Raw -55161475.180444 + Penalty 6276.455303 = -55155198.725141 nChanged 18521 SP:Iteration 7F (22395.250000 sec): 3 clusters Score: Raw -55175682.281007 + Penalty 6276.455303 = -55169405.825704 nChanged 11653 SP:Iteration 8Q (22396.990000 sec): 3 clusters Score: Raw -55183069.788523 + Penalty 6276.455303 = -55176793.333220 nChanged 7330 SP:Iteration 9Q (22398.760000 sec): 3 clusters Score: Raw -55187090.625552 + Penalty 6276.455303 = -55180814.170249 nChanged 5044 SP:Iteration 10Q (22400.540000 sec): 3 clusters Score: Raw -55189651.997559 + Penalty 6276.455303 = -55183375.542256 nChanged 3610 SP:Iteration 11Q (22402.360000 sec): 3 clusters Score: Raw -55191379.781488 + Penalty 6276.455303 = -55185103.326185 nChanged 2637 SP:Iteration 12Q (22404.070000 sec): 3 clusters Score: Raw -55192558.577422 + Penalty 6276.455303 = -55186282.122119 nChanged 1817 SP:Iteration 13Q (22405.740000 sec): 3 clusters Score: Raw -55193330.989664 + Penalty 6276.455303 = -55187054.534361 nChanged 1314 SP:Iteration 14Q (22407.340000 sec): 3 clusters Score: Raw -55193865.852233 + Penalty 6276.455303 = -55187589.396930 nChanged 966 SP:Iteration 15Q (22409.040000 sec): 3 clusters Score: Raw -55194236.438089 + Penalty 6276.455303 = -55187959.982786 nChanged 749 SP:Iteration 16Q (22410.600000 sec): 3 clusters Score: Raw -55194507.985649 + Penalty 6276.455303 = -55188231.530346 nChanged 585 SP:Iteration 17Q (22412.160000 sec): 3 clusters Score: Raw -55194725.660775 + Penalty 6276.455303 = -55188449.205472 nChanged 474 SP:Iteration 18Q (22413.850000 sec): 3 clusters Score: Raw -55194868.635579 + Penalty 6276.455303 = -55188592.180276 nChanged 376 SP:Iteration 19Q (22415.420000 sec): 3 clusters Score: Raw -55194971.786143 + Penalty 6276.455303 = -55188695.330840 nChanged 325 SP:Iteration 20F (22417.170000 sec): 3 clusters Score: Raw -55195056.769954 + Penalty 6276.455303 = -55188780.314651 nChanged 303 SP:Iteration 21Q (22418.770000 sec): 3 clusters Score: Raw -55195127.540387 + Penalty 6276.455303 = -55188851.085085 nChanged 272 SP:Iteration 22Q (22420.390000 sec): 3 clusters Score: Raw -55195199.170525 + Penalty 6276.455303 = -55188922.715222 nChanged 259 SP:Iteration 23Q (22421.980000 sec): 3 clusters Score: Raw -55195258.016990 + Penalty 6276.455303 = -55188981.561687 nChanged 242 SP:Iteration 24Q (22423.540000 sec): 3 clusters Score: Raw -55195310.060017 + Penalty 6276.455303 = -55189033.604714 nChanged 236 SP:Iteration 25Q (22425.030000 sec): 3 clusters Score: Raw -55195359.329962 + Penalty 6276.455303 = -55189082.874659 nChanged 214 SP:Iteration 26Q (22426.710000 sec): 3 clusters Score: Raw -55195398.353323 + Penalty 6276.455303 = -55189121.898020 nChanged 181 SP:Iteration 27Q (22428.440000 sec): 3 clusters Score: Raw -55195429.217780 + Penalty 6276.455303 = -55189152.762477 nChanged 167 SP:Iteration 28Q (22430.070000 sec): 3 clusters Score: Raw -55195457.802538 + Penalty 6276.455303 = -55189181.347235 nChanged 179 SP:Iteration 29Q (22431.700000 sec): 3 clusters Score: Raw -55195488.369822 + Penalty 6276.455303 = -55189211.914519 nChanged 185 SP:Iteration 30Q (22433.310000 sec): 3 clusters Score: Raw -55195522.457964 + Penalty 6276.455303 = -55189246.002661 nChanged 207 SP:Iteration 31Q (22434.750000 sec): 3 clusters Score: Raw -55195559.497699 + Penalty 6276.455303 = -55189283.042396 nChanged 206 SP:Iteration 32Q (22436.230000 sec): 3 clusters Score: Raw -55195598.838272 + Penalty 6276.455303 = -55189322.382969 nChanged 226 SP:Iteration 33Q (22437.730000 sec): 3 clusters Score: Raw -55195639.230587 + Penalty 6276.455303 = -55189362.775284 nChanged 234 SP:Iteration 34Q (22439.250000 sec): 3 clusters Score: Raw -55195686.904443 + Penalty 6276.455303 = -55189410.449140 nChanged 264 SP:Iteration 35Q (22440.810000 sec): 3 clusters Score: Raw -55195736.808916 + Penalty 6276.455303 = -55189460.353613 nChanged 292 SP:Iteration 36Q (22442.330000 sec): 3 clusters Score: Raw -55195799.074225 + Penalty 6276.455303 = -55189522.618922 nChanged 303 SP:Iteration 37Q (22443.820000 sec): 3 clusters Score: Raw -55195868.038686 + Penalty 6276.455303 = -55189591.583383 nChanged 344 SP:Iteration 38Q (22445.260000 sec): 3 clusters Score: Raw -55195957.077644 + Penalty 6276.455303 = -55189680.622341 nChanged 410 SP:Iteration 39Q (22446.820000 sec): 3 clusters Score: Raw -55196066.942393 + Penalty 6276.455303 = -55189790.487090 nChanged 408 SP:Iteration 40F (22448.500000 sec): 3 clusters Score: Raw -55196163.037145 + Penalty 6276.455303 = -55189886.581842 nChanged 405 SP:Iteration 41Q (22450.000000 sec): 3 clusters Score: Raw -55196268.751334 + Penalty 6276.455303 = -55189992.296032 nChanged 452 SP:Iteration 42Q (22451.590000 sec): 3 clusters Score: Raw -55196382.471164 + Penalty 6276.455303 = -55190106.015861 nChanged 471 SP:Iteration 43Q (22453.090000 sec): 3 clusters Score: Raw -55196504.427835 + Penalty 6276.455303 = -55190227.972532 nChanged 479 SP:Iteration 44Q (22454.590000 sec): 3 clusters Score: Raw -55196634.567430 + Penalty 6276.455303 = -55190358.112127 nChanged 578 SP:Iteration 45Q (22456.100000 sec): 3 clusters Score: Raw -55196797.726689 + Penalty 6276.455303 = -55190521.271386 nChanged 602 SP:Iteration 46Q (22457.790000 sec): 3 clusters Score: Raw -55196955.243384 + Penalty 6276.455303 = -55190678.788081 nChanged 596 SP:Iteration 47Q (22459.450000 sec): 3 clusters Score: Raw -55197094.535607 + Penalty 6276.455303 = -55190818.080304 nChanged 528 SP:Iteration 48Q (22460.950000 sec): 3 clusters Score: Raw -55197213.923124 + Penalty 6276.455303 = -55190937.467821 nChanged 512 SP:Iteration 49Q (22462.480000 sec): 3 clusters Score: Raw -55197306.821471 + Penalty 6276.455303 = -55191030.366169 nChanged 471 SP:Iteration 50Q (22464.100000 sec): 3 clusters Score: Raw -55197387.516141 + Penalty 6276.455303 = -55191111.060838 nChanged 429 SP:Iteration 51Q (22465.630000 sec): 3 clusters Score: Raw -55197450.274306 + Penalty 6276.455303 = -55191173.819004 nChanged 339 SP:Iteration 52Q (22467.240000 sec): 3 clusters Score: Raw -55197493.942675 + Penalty 6276.455303 = -55191217.487372 nChanged 280 SP:Iteration 53Q (22468.820000 sec): 3 clusters Score: Raw -55197524.789711 + Penalty 6276.455303 = -55191248.334409 nChanged 226 SP:Iteration 54Q (22470.510000 sec): 3 clusters Score: Raw -55197551.360553 + Penalty 6276.455303 = -55191274.905250 nChanged 191 SP:Iteration 55Q (22472.230000 sec): 3 clusters Score: Raw -55197571.994396 + Penalty 6276.455303 = -55191295.539093 nChanged 205 SP:Iteration 56Q (22473.760000 sec): 3 clusters Score: Raw -55197594.319847 + Penalty 6276.455303 = -55191317.864544 nChanged 167 SP:Iteration 57Q (22475.280000 sec): 3 clusters Score: Raw -55197608.071657 + Penalty 6276.455303 = -55191331.616354 nChanged 115 SP:Iteration 58Q (22476.880000 sec): 3 clusters Score: Raw -55197618.303245 + Penalty 6276.455303 = -55191341.847942 nChanged 127 SP:Iteration 59Q (22478.550000 sec): 3 clusters Score: Raw -55197628.155912 + Penalty 6276.455303 = -55191351.700609 nChanged 110 SP:Iteration 60F (22480.400000 sec): 3 clusters Score: Raw -55197636.429050 + Penalty 6276.455303 = -55191359.973748 nChanged 100 SP:Iteration 61Q (22482.040000 sec): 3 clusters Score: Raw -55197643.709742 + Penalty 6276.455303 = -55191367.254439 nChanged 86 SP:Iteration 62Q (22483.630000 sec): 3 clusters Score: Raw -55197649.072143 + Penalty 6276.455303 = -55191372.616840 nChanged 62 SP:Iteration 63Q (22485.110000 sec): 3 clusters Score: Raw -55197653.608994 + Penalty 6276.455303 = -55191377.153692 nChanged 67 SP:Iteration 64Q (22486.600000 sec): 3 clusters Score: Raw -55197658.016519 + Penalty 6276.455303 = -55191381.561216 nChanged 60 SP:Iteration 65Q (22488.130000 sec): 3 clusters Score: Raw -55197661.705062 + Penalty 6276.455303 = -55191385.249759 nChanged 51 SP:Iteration 66Q (22489.630000 sec): 3 clusters Score: Raw -55197664.848892 + Penalty 6276.455303 = -55191388.393589 nChanged 47 SP:Iteration 67Q (22491.160000 sec): 3 clusters Score: Raw -55197667.527482 + Penalty 6276.455303 = -55191391.072179 nChanged 56 SP:Iteration 68Q (22492.790000 sec): 3 clusters Score: Raw -55197670.225895 + Penalty 6276.455303 = -55191393.770592 nChanged 38 SP:Iteration 69Q (22494.340000 sec): 3 clusters Score: Raw -55197671.881051 + Penalty 6276.455303 = -55191395.425749 nChanged 28 SP:Iteration 70Q (22495.820000 sec): 3 clusters Score: Raw -55197673.358787 + Penalty 6276.455303 = -55191396.903484 nChanged 25 SP:Iteration 71Q (22497.570000 sec): 3 clusters Score: Raw -55197674.681008 + Penalty 6276.455303 = -55191398.225706 nChanged 17 SP:Iteration 72Q (22499.090000 sec): 3 clusters Score: Raw -55197675.675219 + Penalty 6276.455303 = -55191399.219917 nChanged 16 SP:Iteration 73Q (22500.690000 sec): 3 clusters Score: Raw -55197676.513480 + Penalty 6276.455303 = -55191400.058177 nChanged 20 SP:Iteration 74Q (22502.280000 sec): 3 clusters Score: Raw -55197677.308734 + Penalty 6276.455303 = -55191400.853431 nChanged 20 SP:Iteration 75Q (22503.910000 sec): 3 clusters Score: Raw -55197678.239159 + Penalty 6276.455303 = -55191401.783856 nChanged 18 SP:Iteration 76Q (22505.400000 sec): 3 clusters Score: Raw -55197679.099366 + Penalty 6276.455303 = -55191402.644064 nChanged 16 SP:Iteration 77Q (22507.000000 sec): 3 clusters Score: Raw -55197679.676589 + Penalty 6276.455303 = -55191403.221286 nChanged 12 SP:Iteration 78Q (22508.670000 sec): 3 clusters Score: Raw -55197680.213414 + Penalty 6276.455303 = -55191403.758111 nChanged 10 SP:Iteration 79Q (22510.280000 sec): 3 clusters Score: Raw -55197680.630367 + Penalty 6276.455303 = -55191404.175064 nChanged 5 SP:Iteration 80F (22512.020000 sec): 3 clusters Score: Raw -55197680.919493 + Penalty 6276.455303 = -55191404.464190 nChanged 5 SP:Iteration 81Q (22513.560000 sec): 3 clusters Score: Raw -55197681.215299 + Penalty 6276.455303 = -55191404.759996 nChanged 6 SP:Iteration 82Q (22515.170000 sec): 3 clusters Score: Raw -55197681.391115 + Penalty 6276.455303 = -55191404.935812 nChanged 4 SP:Iteration 83Q (22516.750000 sec): 3 clusters Score: Raw -55197681.529006 + Penalty 6276.455303 = -55191405.073703 nChanged 2 SP:Iteration 84Q (22518.430000 sec): 3 clusters Score: Raw -55197681.572155 + Penalty 6276.455303 = -55191405.116853 nChanged 2 SP:Iteration 85Q (22520.020000 sec): 3 clusters Score: Raw -55197681.676123 + Penalty 6276.455303 = -55191405.220820 nChanged 4 SP:Iteration 86Q (22521.600000 sec): 3 clusters Score: Raw -55197681.876687 + Penalty 6276.455303 = -55191405.421384 nChanged 7 SP:Iteration 87Q (22523.160000 sec): 3 clusters Score: Raw -55197682.204924 + Penalty 6276.455303 = -55191405.749621 nChanged 5 SP:Iteration 88Q (22524.850000 sec): 3 clusters Score: Raw -55197682.350004 + Penalty 6276.455303 = -55191405.894702 nChanged 3 SP:Iteration 89Q (22526.460000 sec): 3 clusters Score: Raw -55197682.520931 + Penalty 6276.455303 = -55191406.065628 nChanged 4 SP:Iteration 90Q (22528.060000 sec): 3 clusters Score: Raw -55197682.722648 + Penalty 6276.455303 = -55191406.267345 nChanged 3 SP:Iteration 91Q (22529.560000 sec): 3 clusters Score: Raw -55197682.955104 + Penalty 6276.455303 = -55191406.499801 nChanged 2 SP:Iteration 92Q (22531.190000 sec): 3 clusters Score: Raw -55197683.062155 + Penalty 6276.455303 = -55191406.606852 nChanged 0 SP:Iteration 93F (22532.880000 sec): 3 clusters Score: Raw -55197683.062155 + Penalty 6276.455303 = -55191406.606852 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 19 (10669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22533.160000 sec): 2 clusters Score: Raw -1793681.155875 + Penalty 2300.224210 = -1791380.931666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22533.390000 sec): 3 clusters Score: Raw -1787881.691266 + Penalty 4600.448419 = -1783281.242847 nChanged 4429 SP:Iteration 1F (22533.640000 sec): 3 clusters Score: Raw -1790421.650400 + Penalty 4600.448419 = -1785821.201980 nChanged 822 SP:Iteration 2F (22533.930000 sec): 3 clusters Score: Raw -1790916.594400 + Penalty 4600.448419 = -1786316.145980 nChanged 712 SP:Iteration 3F (22534.190000 sec): 3 clusters Score: Raw -1791389.046692 + Penalty 4600.448419 = -1786788.598273 nChanged 706 SP:Iteration 4F (22534.390000 sec): 3 clusters Score: Raw -1792052.323880 + Penalty 4600.448419 = -1787451.875461 nChanged 778 SP:Iteration 5F (22534.570000 sec): 3 clusters Score: Raw -1792883.226981 + Penalty 4600.448419 = -1788282.778561 nChanged 770 SP:Iteration 6F (22534.800000 sec): 3 clusters Score: Raw -1793532.500619 + Penalty 4600.448419 = -1788932.052200 nChanged 598 SP:Iteration 7F (22535.030000 sec): 3 clusters Score: Raw -1793923.361683 + Penalty 4600.448419 = -1789322.913264 nChanged 416 SP:Iteration 8Q (22535.230000 sec): 3 clusters Score: Raw -1794139.263059 + Penalty 4600.448419 = -1789538.814640 nChanged 302 SP:Iteration 9Q (22535.390000 sec): 3 clusters Score: Raw -1794265.949997 + Penalty 4600.448419 = -1789665.501578 nChanged 192 SP:Iteration 10Q (22535.640000 sec): 3 clusters Score: Raw -1794331.729996 + Penalty 4600.448419 = -1789731.281576 nChanged 117 SP:Iteration 11Q (22535.860000 sec): 3 clusters Score: Raw -1794367.077087 + Penalty 4600.448419 = -1789766.628668 nChanged 85 SP:Iteration 12Q (22536.090000 sec): 3 clusters Score: Raw -1794385.732661 + Penalty 4600.448419 = -1789785.284242 nChanged 63 SP:Iteration 13Q (22536.350000 sec): 3 clusters Score: Raw -1794399.077184 + Penalty 4600.448419 = -1789798.628765 nChanged 38 SP:Iteration 14Q (22536.590000 sec): 3 clusters Score: Raw -1794406.250033 + Penalty 4600.448419 = -1789805.801614 nChanged 28 SP:Iteration 15Q (22536.770000 sec): 3 clusters Score: Raw -1794411.452612 + Penalty 4600.448419 = -1789811.004193 nChanged 15 SP:Iteration 16Q (22537.010000 sec): 3 clusters Score: Raw -1794413.786845 + Penalty 4600.448419 = -1789813.338426 nChanged 12 SP:Iteration 17Q (22537.230000 sec): 3 clusters Score: Raw -1794415.405134 + Penalty 4600.448419 = -1789814.956715 nChanged 9 SP:Iteration 18Q (22537.440000 sec): 3 clusters Score: Raw -1794416.859888 + Penalty 4600.448419 = -1789816.411469 nChanged 9 SP:Iteration 19Q (22537.670000 sec): 3 clusters Score: Raw -1794418.506935 + Penalty 4600.448419 = -1789818.058516 nChanged 13 SP:Iteration 20F (22537.940000 sec): 3 clusters Score: Raw -1794421.313811 + Penalty 4600.448419 = -1789820.865392 nChanged 18 SP:Iteration 21Q (22538.150000 sec): 3 clusters Score: Raw -1794424.029223 + Penalty 4600.448419 = -1789823.580804 nChanged 19 SP:Iteration 22Q (22538.370000 sec): 3 clusters Score: Raw -1794427.357160 + Penalty 4600.448419 = -1789826.908741 nChanged 18 SP:Iteration 23Q (22538.590000 sec): 3 clusters Score: Raw -1794431.264399 + Penalty 4600.448419 = -1789830.815980 nChanged 22 SP:Iteration 24Q (22538.850000 sec): 3 clusters Score: Raw -1794435.618039 + Penalty 4600.448419 = -1789835.169619 nChanged 19 SP:Iteration 25Q (22539.040000 sec): 3 clusters Score: Raw -1794438.958688 + Penalty 4600.448419 = -1789838.510269 nChanged 26 SP:Iteration 26Q (22539.180000 sec): 3 clusters Score: Raw -1794443.350750 + Penalty 4600.448419 = -1789842.902331 nChanged 25 SP:Iteration 27Q (22539.400000 sec): 3 clusters Score: Raw -1794447.627416 + Penalty 4600.448419 = -1789847.178997 nChanged 27 SP:Iteration 28Q (22539.630000 sec): 3 clusters Score: Raw -1794451.893791 + Penalty 4600.448419 = -1789851.445372 nChanged 26 SP:Iteration 29Q (22539.830000 sec): 3 clusters Score: Raw -1794456.413188 + Penalty 4600.448419 = -1789855.964769 nChanged 22 SP:Iteration 30Q (22540.070000 sec): 3 clusters Score: Raw -1794462.068568 + Penalty 4600.448419 = -1789861.620149 nChanged 29 SP:Iteration 31Q (22540.310000 sec): 3 clusters Score: Raw -1794467.934036 + Penalty 4600.448419 = -1789867.485617 nChanged 35 SP:Iteration 32Q (22540.550000 sec): 3 clusters Score: Raw -1794476.897840 + Penalty 4600.448419 = -1789876.449421 nChanged 40 SP:Iteration 33Q (22540.750000 sec): 3 clusters Score: Raw -1794486.905964 + Penalty 4600.448419 = -1789886.457544 nChanged 39 SP:Iteration 34Q (22540.990000 sec): 3 clusters Score: Raw -1794495.734456 + Penalty 4600.448419 = -1789895.286037 nChanged 41 SP:Iteration 35Q (22541.220000 sec): 3 clusters Score: Raw -1794504.263542 + Penalty 4600.448419 = -1789903.815123 nChanged 39 SP:Iteration 36Q (22541.410000 sec): 3 clusters Score: Raw -1794514.581797 + Penalty 4600.448419 = -1789914.133378 nChanged 54 SP:Iteration 37Q (22541.640000 sec): 3 clusters Score: Raw -1794527.570446 + Penalty 4600.448419 = -1789927.122027 nChanged 48 SP:Iteration 38Q (22541.890000 sec): 3 clusters Score: Raw -1794539.269286 + Penalty 4600.448419 = -1789938.820867 nChanged 51 SP:Iteration 39Q (22542.150000 sec): 3 clusters Score: Raw -1794550.817017 + Penalty 4600.448419 = -1789950.368598 nChanged 57 SP:Iteration 40F (22542.390000 sec): 3 clusters Score: Raw -1794564.452724 + Penalty 4600.448419 = -1789964.004304 nChanged 60 SP:Iteration 41Q (22542.630000 sec): 3 clusters Score: Raw -1794581.990025 + Penalty 4600.448419 = -1789981.541606 nChanged 67 SP:Iteration 42Q (22542.880000 sec): 3 clusters Score: Raw -1794601.315255 + Penalty 4600.448419 = -1790000.866836 nChanged 77 SP:Iteration 43Q (22543.130000 sec): 3 clusters Score: Raw -1794623.898026 + Penalty 4600.448419 = -1790023.449607 nChanged 74 SP:Iteration 44Q (22543.390000 sec): 3 clusters Score: Raw -1794645.763805 + Penalty 4600.448419 = -1790045.315386 nChanged 80 SP:Iteration 45Q (22543.620000 sec): 3 clusters Score: Raw -1794666.574780 + Penalty 4600.448419 = -1790066.126361 nChanged 68 SP:Iteration 46Q (22543.830000 sec): 3 clusters Score: Raw -1794684.535703 + Penalty 4600.448419 = -1790084.087284 nChanged 86 SP:Iteration 47Q (22544.090000 sec): 3 clusters Score: Raw -1794706.097897 + Penalty 4600.448419 = -1790105.649478 nChanged 78 SP:Iteration 48Q (22544.300000 sec): 3 clusters Score: Raw -1794725.632981 + Penalty 4600.448419 = -1790125.184562 nChanged 77 SP:Iteration 49Q (22544.550000 sec): 3 clusters Score: Raw -1794744.789991 + Penalty 4600.448419 = -1790144.341571 nChanged 81 SP:Iteration 50Q (22544.770000 sec): 3 clusters Score: Raw -1794765.169654 + Penalty 4600.448419 = -1790164.721234 nChanged 92 SP:Iteration 51Q (22545.030000 sec): 3 clusters Score: Raw -1794786.442920 + Penalty 4600.448419 = -1790185.994501 nChanged 80 SP:Iteration 52Q (22545.220000 sec): 3 clusters Score: Raw -1794806.830614 + Penalty 4600.448419 = -1790206.382195 nChanged 71 SP:Iteration 53Q (22545.450000 sec): 3 clusters Score: Raw -1794822.475038 + Penalty 4600.448419 = -1790222.026619 nChanged 69 SP:Iteration 54Q (22545.680000 sec): 3 clusters Score: Raw -1794839.210195 + Penalty 4600.448419 = -1790238.761776 nChanged 74 SP:Iteration 55Q (22545.900000 sec): 3 clusters Score: Raw -1794859.142846 + Penalty 4600.448419 = -1790258.694426 nChanged 69 SP:Iteration 56Q (22546.130000 sec): 3 clusters Score: Raw -1794877.168783 + Penalty 4600.448419 = -1790276.720364 nChanged 81 SP:Iteration 57Q (22546.350000 sec): 3 clusters Score: Raw -1794898.042144 + Penalty 4600.448419 = -1790297.593725 nChanged 83 SP:Iteration 58Q (22546.630000 sec): 3 clusters Score: Raw -1794918.344972 + Penalty 4600.448419 = -1790317.896553 nChanged 78 SP:Iteration 59Q (22546.820000 sec): 3 clusters Score: Raw -1794937.661457 + Penalty 4600.448419 = -1790337.213038 nChanged 66 SP:Iteration 60F (22547.070000 sec): 3 clusters Score: Raw -1794953.482319 + Penalty 4600.448419 = -1790353.033900 nChanged 74 SP:Iteration 61Q (22547.310000 sec): 3 clusters Score: Raw -1794974.286630 + Penalty 4600.448419 = -1790373.838211 nChanged 88 SP:Iteration 62Q (22547.540000 sec): 3 clusters Score: Raw -1794997.432931 + Penalty 4600.448419 = -1790396.984511 nChanged 75 SP:Iteration 63Q (22547.780000 sec): 3 clusters Score: Raw -1795016.447045 + Penalty 4600.448419 = -1790415.998625 nChanged 66 SP:Iteration 64Q (22548.010000 sec): 3 clusters Score: Raw -1795031.124765 + Penalty 4600.448419 = -1790430.676346 nChanged 55 SP:Iteration 65Q (22548.230000 sec): 3 clusters Score: Raw -1795044.472483 + Penalty 4600.448419 = -1790444.024064 nChanged 59 SP:Iteration 66Q (22548.460000 sec): 3 clusters Score: Raw -1795058.164580 + Penalty 4600.448419 = -1790457.716160 nChanged 59 SP:Iteration 67Q (22548.700000 sec): 3 clusters Score: Raw -1795070.954551 + Penalty 4600.448419 = -1790470.506131 nChanged 49 SP:Iteration 68Q (22548.920000 sec): 3 clusters Score: Raw -1795080.794721 + Penalty 4600.448419 = -1790480.346301 nChanged 45 SP:Iteration 69Q (22549.130000 sec): 3 clusters Score: Raw -1795088.538994 + Penalty 4600.448419 = -1790488.090575 nChanged 28 SP:Iteration 70Q (22549.400000 sec): 3 clusters Score: Raw -1795095.098400 + Penalty 4600.448419 = -1790494.649981 nChanged 46 SP:Iteration 71Q (22549.620000 sec): 3 clusters Score: Raw -1795104.886900 + Penalty 4600.448419 = -1790504.438481 nChanged 37 SP:Iteration 72Q (22549.850000 sec): 3 clusters Score: Raw -1795113.606615 + Penalty 4600.448419 = -1790513.158196 nChanged 42 SP:Iteration 73Q (22550.070000 sec): 3 clusters Score: Raw -1795123.722711 + Penalty 4600.448419 = -1790523.274292 nChanged 33 SP:Iteration 74Q (22550.260000 sec): 3 clusters Score: Raw -1795130.345316 + Penalty 4600.448419 = -1790529.896897 nChanged 27 SP:Iteration 75Q (22550.490000 sec): 3 clusters Score: Raw -1795134.973003 + Penalty 4600.448419 = -1790534.524584 nChanged 24 SP:Iteration 76Q (22550.750000 sec): 3 clusters Score: Raw -1795139.636130 + Penalty 4600.448419 = -1790539.187711 nChanged 17 SP:Iteration 77Q (22551.010000 sec): 3 clusters Score: Raw -1795143.123380 + Penalty 4600.448419 = -1790542.674961 nChanged 17 SP:Iteration 78Q (22551.240000 sec): 3 clusters Score: Raw -1795146.075264 + Penalty 4600.448419 = -1790545.626845 nChanged 11 SP:Iteration 79Q (22551.440000 sec): 3 clusters Score: Raw -1795147.806946 + Penalty 4600.448419 = -1790547.358526 nChanged 7 SP:Iteration 80F (22551.680000 sec): 3 clusters Score: Raw -1795148.668934 + Penalty 4600.448419 = -1790548.220514 nChanged 4 SP:Iteration 81Q (22551.920000 sec): 3 clusters Score: Raw -1795149.193141 + Penalty 4600.448419 = -1790548.744722 nChanged 0 SP:Iteration 82F (22552.130000 sec): 3 clusters Score: Raw -1795149.193141 + Penalty 4600.448419 = -1790548.744722 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 20 (1440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22552.230000 sec): 2 clusters Score: Raw -146018.580084 + Penalty 1803.554801 = -144215.025283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22552.450000 sec): 3 clusters Score: Raw -146168.373332 + Penalty 3607.109603 = -142561.263729 nChanged 582 SP:Iteration 1F (22552.600000 sec): 3 clusters Score: Raw -148263.339881 + Penalty 3607.109603 = -144656.230278 nChanged 276 SP:Iteration 2F (22552.790000 sec): 3 clusters Score: Raw -150956.906210 + Penalty 3607.109603 = -147349.796607 nChanged 181 SP:Iteration 3F (22552.950000 sec): 3 clusters Score: Raw -153631.176427 + Penalty 3607.109603 = -150024.066824 nChanged 108 SP:Iteration 4F (22553.120000 sec): 3 clusters Score: Raw -155975.896601 + Penalty 3607.109603 = -152368.786998 nChanged 102 SP:Iteration 5F (22553.320000 sec): 3 clusters Score: Raw -159245.450828 + Penalty 3607.109603 = -155638.341225 nChanged 98 SP:Iteration 6F (22553.490000 sec): 3 clusters Score: Raw -161421.242528 + Penalty 3607.109603 = -157814.132925 nChanged 67 SP:Iteration 7Q (22553.690000 sec): 3 clusters Score: Raw -162725.757874 + Penalty 3607.109603 = -159118.648271 nChanged 42 SP:Iteration 8Q (22553.850000 sec): 3 clusters Score: Raw -163632.385911 + Penalty 3607.109603 = -160025.276309 nChanged 33 SP:Iteration 9Q (22554.070000 sec): 3 clusters Score: Raw -164650.995977 + Penalty 3607.109603 = -161043.886375 nChanged 17 SP:Iteration 10Q (22554.250000 sec): 3 clusters Score: Raw -165370.538260 + Penalty 3607.109603 = -161763.428658 nChanged 3 SP:Iteration 11Q (22554.400000 sec): 3 clusters Score: Raw -165407.148230 + Penalty 3607.109603 = -161800.038628 nChanged 0 SP:Iteration 12F (22554.590000 sec): 3 clusters Score: Raw -165407.148230 + Penalty 3607.109603 = -161800.038628 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Iteration 20F (22608.570000 sec): 35 clusters Score: Raw -154618798.695105 + Penalty 115343.453045 = -154503455.242059 nChanged 29792 Iteration 21Q (22640.060000 sec): 35 clusters Score: Raw -154633216.452728 + Penalty 115343.453045 = -154517872.999683 nChanged 14626 Iteration 22Q (22670.070000 sec): 35 clusters Score: Raw -154638296.511514 + Penalty 115343.453045 = -154522953.058469 nChanged 10381 Iteration 23Q (22704.730000 sec): 35 clusters Score: Raw -154640981.634302 + Penalty 115343.453045 = -154525638.181257 nChanged 8586 Iteration 24Q (22735.750000 sec): 35 clusters Score: Raw -154642844.699425 + Penalty 115343.453045 = -154527501.246380 nChanged 7382 Iteration 25Q (22769.720000 sec): 35 clusters Score: Raw -154644249.800400 + Penalty 115343.453045 = -154528906.347355 nChanged 6495 Iteration 26Q (22805.720000 sec): 35 clusters Score: Raw -154645463.372870 + Penalty 115343.453045 = -154530119.919825 nChanged 5917 Iteration 27Q (22837.990000 sec): 35 clusters Score: Raw -154646506.604807 + Penalty 115343.453045 = -154531163.151762 nChanged 5537 Iteration 28Q (22873.170000 sec): 35 clusters Score: Raw -154647429.341334 + Penalty 115343.453045 = -154532085.888288 nChanged 5079 Iteration 29Q (22909.500000 sec): 35 clusters Score: Raw -154648144.353903 + Penalty 115343.453045 = -154532800.900857 nChanged 4751 Iteration 30Q (22945.360000 sec): 35 clusters Score: Raw -154648790.312496 + Penalty 115343.453045 = -154533446.859451 nChanged 4476 Iteration 31Q (22982.670000 sec): 35 clusters Score: Raw -154649422.024954 + Penalty 115343.453045 = -154534078.571909 nChanged 4195 Iteration 32Q (23015.250000 sec): 35 clusters Score: Raw -154649958.107911 + Penalty 115343.453045 = -154534614.654866 nChanged 3966 Iteration 33Q (23048.320000 sec): 35 clusters Score: Raw -154650426.666322 + Penalty 115343.453045 = -154535083.213277 nChanged 3861 Iteration 34Q (23083.400000 sec): 35 clusters Score: Raw -154650876.497685 + Penalty 115343.453045 = -154535533.044640 nChanged 3655 Iteration 35Q (23112.750000 sec): 35 clusters Score: Raw -154651293.440795 + Penalty 115343.453045 = -154535949.987750 nChanged 3495 Iteration 36Q (23146.770000 sec): 35 clusters Score: Raw -154651674.708411 + Penalty 115343.453045 = -154536331.255366 nChanged 3395 Iteration 37Q (23178.390000 sec): 35 clusters Score: Raw -154652038.460937 + Penalty 115343.453045 = -154536695.007891 nChanged 3215 Iteration 38Q (23213.310000 sec): 35 clusters Score: Raw -154652380.494846 + Penalty 115343.453045 = -154537037.041800 nChanged 3103 Iteration 39Q (23248.440000 sec): 35 clusters Score: Raw -154652733.750518 + Penalty 115343.453045 = -154537390.297473 nChanged 2983 Iteration 40F (23303.110000 sec): 35 clusters Score: Raw -154654254.086974 + Penalty 115343.453045 = -154538910.633929 nChanged 3059 Iteration 41Q (23336.640000 sec): 35 clusters Score: Raw -154656099.571913 + Penalty 115343.453045 = -154540756.118868 nChanged 2960 Iteration 42Q (23370.100000 sec): 35 clusters Score: Raw -154656769.351088 + Penalty 115343.453045 = -154541425.898043 nChanged 2886 Iteration 43Q (23400.660000 sec): 35 clusters Score: Raw -154657198.275804 + Penalty 115343.453045 = -154541854.822759 nChanged 2756 Iteration 44Q (23429.280000 sec): 35 clusters Score: Raw -154657574.328399 + Penalty 115343.453045 = -154542230.875354 nChanged 2652 Iteration 45Q (23459.350000 sec): 35 clusters Score: Raw -154657927.260680 + Penalty 115343.453045 = -154542583.807635 nChanged 2594 Iteration 46Q (23493.580000 sec): 35 clusters Score: Raw -154658282.147476 + Penalty 115343.453045 = -154542938.694431 nChanged 2456 Iteration 47Q (23526.410000 sec): 35 clusters Score: Raw -154658629.646275 + Penalty 115343.453045 = -154543286.193229 nChanged 2471 Iteration 48Q (23556.240000 sec): 35 clusters Score: Raw -154658952.150803 + Penalty 115343.453045 = -154543608.697758 nChanged 2401 Iteration 49Q (23586.680000 sec): 35 clusters Score: Raw -154659243.446335 + Penalty 115343.453045 = -154543899.993290 nChanged 2360 Iteration 50Q (23618.270000 sec): 35 clusters Score: Raw -154659531.676027 + Penalty 115343.453045 = -154544188.222982 nChanged 2291 Iteration 51Q (23650.080000 sec): 35 clusters Score: Raw -154659819.419059 + Penalty 115343.453045 = -154544475.966014 nChanged 2147 Iteration 52Q (23687.090000 sec): 35 clusters Score: Raw -154660080.416996 + Penalty 115343.453045 = -154544736.963951 nChanged 2079 Iteration 53Q (23726.120000 sec): 35 clusters Score: Raw -154660330.720369 + Penalty 115343.453045 = -154544987.267324 nChanged 1950 Iteration 54Q (23762.850000 sec): 35 clusters Score: Raw -154660564.927739 + Penalty 115343.453045 = -154545221.474694 nChanged 1853 Iteration 55Q (23799.770000 sec): 35 clusters Score: Raw -154660791.371827 + Penalty 115343.453045 = -154545447.918782 nChanged 1701 Iteration 56Q (23838.770000 sec): 35 clusters Score: Raw -154660988.911945 + Penalty 115343.453045 = -154545645.458900 nChanged 1581 Iteration 57Q (23877.250000 sec): 35 clusters Score: Raw -154661155.352447 + Penalty 115343.453045 = -154545811.899402 nChanged 1470 Iteration 58Q (23915.520000 sec): 35 clusters Score: Raw -154661307.982666 + Penalty 115343.453045 = -154545964.529620 nChanged 1338 Writing temp clu file Because OldScore, -154545811.899402, is greater than current (better) Score,-154545964.529620 Compute initial score before splitting: Score: Raw -154661307.982666 + Penalty 115343.453045 = -154545964.529620 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 1 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23915.740000 sec): 2 clusters Score: Raw -85620.114910 + Penalty 1582.690372 = -84037.424538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23915.960000 sec): 3 clusters Score: Raw -85938.616490 + Penalty 3165.380745 = -82773.235746 nChanged 183 SP:Iteration 1F (23916.140000 sec): 3 clusters Score: Raw -86798.845789 + Penalty 3165.380745 = -83633.465044 nChanged 69 SP:Iteration 2F (23916.310000 sec): 3 clusters Score: Raw -87373.488750 + Penalty 3165.380745 = -84208.108005 nChanged 31 SP:Iteration 3F (23916.480000 sec): 3 clusters Score: Raw -87497.132739 + Penalty 3165.380745 = -84331.751995 nChanged 14 SP:Iteration 4Q (23916.650000 sec): 3 clusters Score: Raw -87543.562656 + Penalty 3165.380745 = -84378.181912 nChanged 9 SP:Iteration 5Q (23916.800000 sec): 3 clusters Score: Raw -87563.358970 + Penalty 3165.380745 = -84397.978226 nChanged 4 SP:Iteration 6Q (23916.990000 sec): 3 clusters Score: Raw -87579.872099 + Penalty 3165.380745 = -84414.491355 nChanged 4 SP:Iteration 7Q (23917.190000 sec): 3 clusters Score: Raw -87590.354779 + Penalty 3165.380745 = -84424.974035 nChanged 5 SP:Iteration 8Q (23917.330000 sec): 3 clusters Score: Raw -87614.910209 + Penalty 3165.380745 = -84449.529465 nChanged 10 SP:Iteration 9Q (23917.510000 sec): 3 clusters Score: Raw -87650.973276 + Penalty 3165.380745 = -84485.592531 nChanged 5 SP:Iteration 10Q (23917.670000 sec): 3 clusters Score: Raw -87685.114358 + Penalty 3165.380745 = -84519.733614 nChanged 6 SP:Iteration 11Q (23917.900000 sec): 3 clusters Score: Raw -87707.857504 + Penalty 3165.380745 = -84542.476760 nChanged 1 SP:Iteration 12Q (23918.060000 sec): 3 clusters Score: Raw -87717.461748 + Penalty 3165.380745 = -84552.081004 nChanged 0 SP:Iteration 13F (23918.250000 sec): 3 clusters Score: Raw -87717.461748 + Penalty 3165.380745 = -84552.081004 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 2 (1952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23918.350000 sec): 2 clusters Score: Raw -355351.034882 + Penalty 1878.999222 = -353472.035660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23918.530000 sec): 3 clusters Score: Raw -354646.677435 + Penalty 3757.998444 = -350888.678991 nChanged 609 SP:Iteration 1F (23918.710000 sec): 3 clusters Score: Raw -355104.700017 + Penalty 3757.998444 = -351346.701573 nChanged 140 SP:Iteration 2F (23918.900000 sec): 3 clusters Score: Raw -355234.481205 + Penalty 3757.998444 = -351476.482761 nChanged 98 SP:Iteration 3F (23919.080000 sec): 3 clusters Score: Raw -355329.077421 + Penalty 3757.998444 = -351571.078976 nChanged 76 SP:Iteration 4Q (23919.230000 sec): 3 clusters Score: Raw -355403.829775 + Penalty 3757.998444 = -351645.831330 nChanged 58 SP:Iteration 5Q (23919.410000 sec): 3 clusters Score: Raw -355454.683802 + Penalty 3757.998444 = -351696.685358 nChanged 37 SP:Iteration 6Q (23919.600000 sec): 3 clusters Score: Raw -355483.010636 + Penalty 3757.998444 = -351725.012192 nChanged 32 SP:Iteration 7Q (23919.790000 sec): 3 clusters Score: Raw -355508.533556 + Penalty 3757.998444 = -351750.535112 nChanged 30 SP:Iteration 8Q (23919.980000 sec): 3 clusters Score: Raw -355534.304886 + Penalty 3757.998444 = -351776.306442 nChanged 25 SP:Iteration 9Q (23920.140000 sec): 3 clusters Score: Raw -355554.273076 + Penalty 3757.998444 = -351796.274632 nChanged 20 SP:Iteration 10Q (23920.360000 sec): 3 clusters Score: Raw -355569.522405 + Penalty 3757.998444 = -351811.523960 nChanged 16 SP:Iteration 11Q (23920.520000 sec): 3 clusters Score: Raw -355583.811555 + Penalty 3757.998444 = -351825.813111 nChanged 19 SP:Iteration 12Q (23920.680000 sec): 3 clusters Score: Raw -355598.800773 + Penalty 3757.998444 = -351840.802328 nChanged 20 SP:Iteration 13Q (23920.860000 sec): 3 clusters Score: Raw -355615.901904 + Penalty 3757.998444 = -351857.903460 nChanged 22 SP:Iteration 14Q (23921.060000 sec): 3 clusters Score: Raw -355633.338570 + Penalty 3757.998444 = -351875.340125 nChanged 18 SP:Iteration 15Q (23921.220000 sec): 3 clusters Score: Raw -355652.565816 + Penalty 3757.998444 = -351894.567371 nChanged 22 SP:Iteration 16Q (23921.410000 sec): 3 clusters Score: Raw -355675.077032 + Penalty 3757.998444 = -351917.078588 nChanged 29 SP:Iteration 17Q (23921.530000 sec): 3 clusters Score: Raw -355717.485458 + Penalty 3757.998444 = -351959.487014 nChanged 26 SP:Iteration 18Q (23921.670000 sec): 3 clusters Score: Raw -355753.350348 + Penalty 3757.998444 = -351995.351903 nChanged 33 SP:Iteration 19Q (23921.850000 sec): 3 clusters Score: Raw -355781.020208 + Penalty 3757.998444 = -352023.021764 nChanged 18 SP:Iteration 20F (23922.010000 sec): 3 clusters Score: Raw -355795.141500 + Penalty 3757.998444 = -352037.143056 nChanged 16 SP:Iteration 21Q (23922.190000 sec): 3 clusters Score: Raw -355809.901548 + Penalty 3757.998444 = -352051.903103 nChanged 17 SP:Iteration 22Q (23922.370000 sec): 3 clusters Score: Raw -355831.246132 + Penalty 3757.998444 = -352073.247688 nChanged 28 SP:Iteration 23Q (23922.520000 sec): 3 clusters Score: Raw -355871.872966 + Penalty 3757.998444 = -352113.874521 nChanged 33 SP:Iteration 24Q (23922.730000 sec): 3 clusters Score: Raw -355924.858061 + Penalty 3757.998444 = -352166.859617 nChanged 30 SP:Iteration 25Q (23922.900000 sec): 3 clusters Score: Raw -355959.620550 + Penalty 3757.998444 = -352201.622106 nChanged 27 SP:Iteration 26Q (23923.080000 sec): 3 clusters Score: Raw -355990.136599 + Penalty 3757.998444 = -352232.138154 nChanged 18 SP:Iteration 27Q (23923.280000 sec): 3 clusters Score: Raw -356013.448493 + Penalty 3757.998444 = -352255.450048 nChanged 22 SP:Iteration 28Q (23923.440000 sec): 3 clusters Score: Raw -356038.890272 + Penalty 3757.998444 = -352280.891828 nChanged 17 SP:Iteration 29Q (23923.620000 sec): 3 clusters Score: Raw -356056.896105 + Penalty 3757.998444 = -352298.897661 nChanged 16 SP:Iteration 30Q (23923.790000 sec): 3 clusters Score: Raw -356070.274614 + Penalty 3757.998444 = -352312.276169 nChanged 16 SP:Iteration 31Q (23923.980000 sec): 3 clusters Score: Raw -356082.957032 + Penalty 3757.998444 = -352324.958587 nChanged 9 SP:Iteration 32Q (23924.190000 sec): 3 clusters Score: Raw -356094.508975 + Penalty 3757.998444 = -352336.510531 nChanged 10 SP:Iteration 33Q (23924.370000 sec): 3 clusters Score: Raw -356104.616527 + Penalty 3757.998444 = -352346.618083 nChanged 14 SP:Iteration 34Q (23924.500000 sec): 3 clusters Score: Raw -356121.630746 + Penalty 3757.998444 = -352363.632302 nChanged 22 SP:Iteration 35Q (23924.690000 sec): 3 clusters Score: Raw -356155.335391 + Penalty 3757.998444 = -352397.336946 nChanged 23 SP:Iteration 36Q (23924.920000 sec): 3 clusters Score: Raw -356191.858169 + Penalty 3757.998444 = -352433.859724 nChanged 15 SP:Iteration 37Q (23925.100000 sec): 3 clusters Score: Raw -356211.193805 + Penalty 3757.998444 = -352453.195361 nChanged 17 SP:Iteration 38Q (23925.240000 sec): 3 clusters Score: Raw -356232.371537 + Penalty 3757.998444 = -352474.373092 nChanged 17 SP:Iteration 39Q (23925.420000 sec): 3 clusters Score: Raw -356244.482307 + Penalty 3757.998444 = -352486.483862 nChanged 13 SP:Iteration 40F (23925.630000 sec): 3 clusters Score: Raw -356254.975785 + Penalty 3757.998444 = -352496.977341 nChanged 9 SP:Iteration 41Q (23925.760000 sec): 3 clusters Score: Raw -356263.573329 + Penalty 3757.998444 = -352505.574885 nChanged 10 SP:Iteration 42Q (23925.920000 sec): 3 clusters Score: Raw -356270.964179 + Penalty 3757.998444 = -352512.965734 nChanged 7 SP:Iteration 43Q (23926.100000 sec): 3 clusters Score: Raw -356274.992875 + Penalty 3757.998444 = -352516.994431 nChanged 5 SP:Iteration 44Q (23926.260000 sec): 3 clusters Score: Raw -356278.422912 + Penalty 3757.998444 = -352520.424468 nChanged 6 SP:Iteration 45Q (23926.420000 sec): 3 clusters Score: Raw -356281.548792 + Penalty 3757.998444 = -352523.550348 nChanged 3 SP:Iteration 46Q (23926.630000 sec): 3 clusters Score: Raw -356284.419176 + Penalty 3757.998444 = -352526.420732 nChanged 3 SP:Iteration 47Q (23926.800000 sec): 3 clusters Score: Raw -356287.258428 + Penalty 3757.998444 = -352529.259983 nChanged 1 SP:Iteration 48Q (23926.950000 sec): 3 clusters Score: Raw -356288.307090 + Penalty 3757.998444 = -352530.308645 nChanged 1 SP:Iteration 49Q (23927.160000 sec): 3 clusters Score: Raw -356292.097039 + Penalty 3757.998444 = -352534.098594 nChanged 3 SP:Iteration 50Q (23927.330000 sec): 3 clusters Score: Raw -356293.946936 + Penalty 3757.998444 = -352535.948492 nChanged 3 SP:Iteration 51Q (23927.490000 sec): 3 clusters Score: Raw -356295.831099 + Penalty 3757.998444 = -352537.832655 nChanged 0 SP:Iteration 52F (23927.650000 sec): 3 clusters Score: Raw -356295.831099 + Penalty 3757.998444 = -352537.832655 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 3 (1251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23927.730000 sec): 2 clusters Score: Raw -199123.878033 + Penalty 1768.661231 = -197355.216802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23927.880000 sec): 3 clusters Score: Raw -198793.454317 + Penalty 3537.322461 = -195256.131855 nChanged 366 SP:Iteration 1F (23928.060000 sec): 3 clusters Score: Raw -199266.374004 + Penalty 3537.322461 = -195729.051542 nChanged 115 SP:Iteration 2F (23928.230000 sec): 3 clusters Score: Raw -199478.104729 + Penalty 3537.322461 = -195940.782268 nChanged 78 SP:Iteration 3F (23928.390000 sec): 3 clusters Score: Raw -199642.033843 + Penalty 3537.322461 = -196104.711382 nChanged 69 SP:Iteration 4F (23928.550000 sec): 3 clusters Score: Raw -199774.411272 + Penalty 3537.322461 = -196237.088810 nChanged 41 SP:Iteration 5Q (23928.730000 sec): 3 clusters Score: Raw -199835.456229 + Penalty 3537.322461 = -196298.133768 nChanged 37 SP:Iteration 6Q (23928.890000 sec): 3 clusters Score: Raw -199898.687436 + Penalty 3537.322461 = -196361.364975 nChanged 27 SP:Iteration 7Q (23929.070000 sec): 3 clusters Score: Raw -199943.323562 + Penalty 3537.322461 = -196406.001101 nChanged 17 SP:Iteration 8Q (23929.250000 sec): 3 clusters Score: Raw -199968.021803 + Penalty 3537.322461 = -196430.699342 nChanged 16 SP:Iteration 9Q (23929.410000 sec): 3 clusters Score: Raw -199990.864183 + Penalty 3537.322461 = -196453.541721 nChanged 11 SP:Iteration 10Q (23929.590000 sec): 3 clusters Score: Raw -200002.828358 + Penalty 3537.322461 = -196465.505896 nChanged 4 SP:Iteration 11Q (23929.740000 sec): 3 clusters Score: Raw -200005.780868 + Penalty 3537.322461 = -196468.458407 nChanged 4 SP:Iteration 12Q (23929.930000 sec): 3 clusters Score: Raw -200009.578104 + Penalty 3537.322461 = -196472.255643 nChanged 3 SP:Iteration 13Q (23930.090000 sec): 3 clusters Score: Raw -200012.700461 + Penalty 3537.322461 = -196475.378000 nChanged 3 SP:Iteration 14Q (23930.280000 sec): 3 clusters Score: Raw -200016.170099 + Penalty 3537.322461 = -196478.847637 nChanged 1 SP:Iteration 15Q (23930.470000 sec): 3 clusters Score: Raw -200017.624949 + Penalty 3537.322461 = -196480.302488 nChanged 2 SP:Iteration 16Q (23930.640000 sec): 3 clusters Score: Raw -200022.118032 + Penalty 3537.322461 = -196484.795571 nChanged 4 SP:Iteration 17Q (23930.860000 sec): 3 clusters Score: Raw -200028.266855 + Penalty 3537.322461 = -196490.944394 nChanged 3 SP:Iteration 18Q (23931.010000 sec): 3 clusters Score: Raw -200030.925799 + Penalty 3537.322461 = -196493.603338 nChanged 4 SP:Iteration 19Q (23931.180000 sec): 3 clusters Score: Raw -200034.617229 + Penalty 3537.322461 = -196497.294768 nChanged 3 SP:Iteration 20F (23931.370000 sec): 3 clusters Score: Raw -200042.135959 + Penalty 3537.322461 = -196504.813498 nChanged 3 SP:Iteration 21Q (23931.570000 sec): 3 clusters Score: Raw -200044.951114 + Penalty 3537.322461 = -196507.628653 nChanged 2 SP:Iteration 22Q (23931.720000 sec): 3 clusters Score: Raw -200049.963604 + Penalty 3537.322461 = -196512.641143 nChanged 4 SP:Iteration 23Q (23931.910000 sec): 3 clusters Score: Raw -200056.661673 + Penalty 3537.322461 = -196519.339212 nChanged 4 SP:Iteration 24Q (23932.080000 sec): 3 clusters Score: Raw -200062.180572 + Penalty 3537.322461 = -196524.858110 nChanged 1 SP:Iteration 25Q (23932.260000 sec): 3 clusters Score: Raw -200063.224477 + Penalty 3537.322461 = -196525.902016 nChanged 1 SP:Iteration 26Q (23932.430000 sec): 3 clusters Score: Raw -200063.749965 + Penalty 3537.322461 = -196526.427503 nChanged 1 SP:Iteration 27Q (23932.650000 sec): 3 clusters Score: Raw -200064.738365 + Penalty 3537.322461 = -196527.415904 nChanged 2 SP:Iteration 28Q (23932.770000 sec): 3 clusters Score: Raw -200066.523802 + Penalty 3537.322461 = -196529.201341 nChanged 1 SP:Iteration 29Q (23933.020000 sec): 3 clusters Score: Raw -200068.352994 + Penalty 3537.322461 = -196531.030533 nChanged 2 SP:Iteration 30Q (23933.250000 sec): 3 clusters Score: Raw -200070.235102 + Penalty 3537.322461 = -196532.912641 nChanged 3 SP:Iteration 31Q (23933.430000 sec): 3 clusters Score: Raw -200072.810104 + Penalty 3537.322461 = -196535.487643 nChanged 1 SP:Iteration 32Q (23933.580000 sec): 3 clusters Score: Raw -200074.027157 + Penalty 3537.322461 = -196536.704695 nChanged 0 SP:Iteration 33F (23933.730000 sec): 3 clusters Score: Raw -200074.027157 + Penalty 3537.322461 = -196536.704695 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 4 (1087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23933.820000 sec): 2 clusters Score: Raw -170720.624440 + Penalty 1733.811868 = -168986.812572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23934.010000 sec): 3 clusters Score: Raw -170689.829168 + Penalty 3467.623736 = -167222.205432 nChanged 337 SP:Iteration 1F (23934.170000 sec): 3 clusters Score: Raw -172120.729914 + Penalty 3467.623736 = -168653.106178 nChanged 174 SP:Iteration 2F (23934.370000 sec): 3 clusters Score: Raw -172701.497523 + Penalty 3467.623736 = -169233.873787 nChanged 69 SP:Iteration 3F (23934.570000 sec): 3 clusters Score: Raw -173080.817547 + Penalty 3467.623736 = -169613.193811 nChanged 48 SP:Iteration 4Q (23934.680000 sec): 3 clusters Score: Raw -173315.417015 + Penalty 3467.623736 = -169847.793279 nChanged 40 SP:Iteration 5Q (23934.840000 sec): 3 clusters Score: Raw -173492.535153 + Penalty 3467.623736 = -170024.911416 nChanged 36 SP:Iteration 6Q (23935.000000 sec): 3 clusters Score: Raw -173873.515456 + Penalty 3467.623736 = -170405.891720 nChanged 26 SP:Iteration 7Q (23935.180000 sec): 3 clusters Score: Raw -174146.688949 + Penalty 3467.623736 = -170679.065213 nChanged 13 SP:Iteration 8Q (23935.370000 sec): 3 clusters Score: Raw -174201.467642 + Penalty 3467.623736 = -170733.843906 nChanged 4 SP:Iteration 9Q (23935.530000 sec): 3 clusters Score: Raw -174235.652054 + Penalty 3467.623736 = -170768.028318 nChanged 2 SP:Iteration 10Q (23935.750000 sec): 3 clusters Score: Raw -174242.551223 + Penalty 3467.623736 = -170774.927487 nChanged 2 SP:Iteration 11Q (23935.890000 sec): 3 clusters Score: Raw -174244.948726 + Penalty 3467.623736 = -170777.324990 nChanged 1 SP:Iteration 12Q (23936.090000 sec): 3 clusters Score: Raw -174245.434761 + Penalty 3467.623736 = -170777.811025 nChanged 0 SP:Iteration 13F (23936.270000 sec): 3 clusters Score: Raw -174245.434761 + Penalty 3467.623736 = -170777.811025 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 5 (51445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23936.570000 sec): 2 clusters Score: Raw -9707614.241807 + Penalty 2690.370602 = -9704923.871205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23937.050000 sec): 3 clusters Score: Raw -9675485.025190 + Penalty 5380.741203 = -9670104.283987 nChanged 23852 SP:Iteration 1F (23937.490000 sec): 3 clusters Score: Raw -9688810.591209 + Penalty 5380.741203 = -9683429.850006 nChanged 2076 SP:Iteration 2Q (23937.950000 sec): 3 clusters Score: Raw -9689461.067159 + Penalty 5380.741203 = -9684080.325956 nChanged 2100 SP:Iteration 3Q (23938.450000 sec): 3 clusters Score: Raw -9690220.405726 + Penalty 5380.741203 = -9684839.664523 nChanged 2267 SP:Iteration 4Q (23938.910000 sec): 3 clusters Score: Raw -9691205.325340 + Penalty 5380.741203 = -9685824.584137 nChanged 2604 SP:Iteration 5F (23939.340000 sec): 3 clusters Score: Raw -9692639.986752 + Penalty 5380.741203 = -9687259.245549 nChanged 3228 SP:Iteration 6F (23939.750000 sec): 3 clusters Score: Raw -9694833.056954 + Penalty 5380.741203 = -9689452.315751 nChanged 3736 SP:Iteration 7F (23940.240000 sec): 3 clusters Score: Raw -9697915.474007 + Penalty 5380.741203 = -9692534.732804 nChanged 3739 SP:Iteration 8F (23940.660000 sec): 3 clusters Score: Raw -9701375.739736 + Penalty 5380.741203 = -9695994.998533 nChanged 2965 SP:Iteration 9F (23941.090000 sec): 3 clusters Score: Raw -9704199.114777 + Penalty 5380.741203 = -9698818.373574 nChanged 1912 SP:Iteration 10Q (23941.500000 sec): 3 clusters Score: Raw -9706014.559282 + Penalty 5380.741203 = -9700633.818078 nChanged 1037 SP:Iteration 11Q (23941.950000 sec): 3 clusters Score: Raw -9706968.856176 + Penalty 5380.741203 = -9701588.114973 nChanged 470 SP:Iteration 12Q (23942.350000 sec): 3 clusters Score: Raw -9707341.069639 + Penalty 5380.741203 = -9701960.328435 nChanged 274 SP:Iteration 13Q (23942.790000 sec): 3 clusters Score: Raw -9707563.034506 + Penalty 5380.741203 = -9702182.293303 nChanged 177 SP:Iteration 14Q (23943.160000 sec): 3 clusters Score: Raw -9707707.502905 + Penalty 5380.741203 = -9702326.761702 nChanged 107 SP:Iteration 15Q (23943.580000 sec): 3 clusters Score: Raw -9707804.435925 + Penalty 5380.741203 = -9702423.694722 nChanged 67 SP:Iteration 16Q (23943.960000 sec): 3 clusters Score: Raw -9707858.484424 + Penalty 5380.741203 = -9702477.743221 nChanged 47 SP:Iteration 17Q (23944.440000 sec): 3 clusters Score: Raw -9707909.454039 + Penalty 5380.741203 = -9702528.712835 nChanged 35 SP:Iteration 18Q (23944.850000 sec): 3 clusters Score: Raw -9707939.640852 + Penalty 5380.741203 = -9702558.899649 nChanged 31 SP:Iteration 19Q (23945.270000 sec): 3 clusters Score: Raw -9707965.080558 + Penalty 5380.741203 = -9702584.339355 nChanged 27 SP:Iteration 20F (23945.700000 sec): 3 clusters Score: Raw -9707989.275969 + Penalty 5380.741203 = -9702608.534766 nChanged 21 SP:Iteration 21Q (23946.080000 sec): 3 clusters Score: Raw -9708008.963804 + Penalty 5380.741203 = -9702628.222601 nChanged 11 SP:Iteration 22Q (23946.460000 sec): 3 clusters Score: Raw -9708021.411863 + Penalty 5380.741203 = -9702640.670660 nChanged 12 SP:Iteration 23Q (23946.830000 sec): 3 clusters Score: Raw -9708034.213236 + Penalty 5380.741203 = -9702653.472033 nChanged 12 SP:Iteration 24Q (23947.280000 sec): 3 clusters Score: Raw -9708045.504976 + Penalty 5380.741203 = -9702664.763773 nChanged 9 SP:Iteration 25Q (23947.730000 sec): 3 clusters Score: Raw -9708053.336384 + Penalty 5380.741203 = -9702672.595181 nChanged 8 SP:Iteration 26Q (23948.130000 sec): 3 clusters Score: Raw -9708059.772965 + Penalty 5380.741203 = -9702679.031762 nChanged 5 SP:Iteration 27Q (23948.480000 sec): 3 clusters Score: Raw -9708063.505819 + Penalty 5380.741203 = -9702682.764616 nChanged 4 SP:Iteration 28Q (23948.900000 sec): 3 clusters Score: Raw -9708066.418797 + Penalty 5380.741203 = -9702685.677594 nChanged 2 SP:Iteration 29Q (23949.300000 sec): 3 clusters Score: Raw -9708067.944456 + Penalty 5380.741203 = -9702687.203252 nChanged 3 SP:Iteration 30Q (23949.720000 sec): 3 clusters Score: Raw -9708070.840757 + Penalty 5380.741203 = -9702690.099554 nChanged 3 SP:Iteration 31Q (23950.130000 sec): 3 clusters Score: Raw -9708072.857316 + Penalty 5380.741203 = -9702692.116113 nChanged 1 SP:Iteration 32Q (23950.510000 sec): 3 clusters Score: Raw -9708074.062954 + Penalty 5380.741203 = -9702693.321751 nChanged 1 SP:Iteration 33Q (23950.910000 sec): 3 clusters Score: Raw -9708075.867948 + Penalty 5380.741203 = -9702695.126745 nChanged 3 SP:Iteration 34Q (23951.330000 sec): 3 clusters Score: Raw -9708078.071646 + Penalty 5380.741203 = -9702697.330443 nChanged 1 SP:Iteration 35Q (23951.740000 sec): 3 clusters Score: Raw -9708078.568822 + Penalty 5380.741203 = -9702697.827619 nChanged 0 SP:Iteration 36F (23952.180000 sec): 3 clusters Score: Raw -9708078.568822 + Penalty 5380.741203 = -9702697.827619 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 6 (25299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23952.380000 sec): 2 clusters Score: Raw -4333401.373426 + Penalty 2514.352997 = -4330887.020429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23952.680000 sec): 3 clusters Score: Raw -4318459.683874 + Penalty 5028.705994 = -4313430.977880 nChanged 11282 SP:Iteration 1F (23952.990000 sec): 3 clusters Score: Raw -4324744.482976 + Penalty 5028.705994 = -4319715.776983 nChanged 1429 SP:Iteration 2F (23953.240000 sec): 3 clusters Score: Raw -4325389.124055 + Penalty 5028.705994 = -4320360.418061 nChanged 1391 SP:Iteration 3F (23953.550000 sec): 3 clusters Score: Raw -4326045.928757 + Penalty 5028.705994 = -4321017.222764 nChanged 1367 SP:Iteration 4F (23953.890000 sec): 3 clusters Score: Raw -4326784.455556 + Penalty 5028.705994 = -4321755.749562 nChanged 1498 SP:Iteration 5F (23954.220000 sec): 3 clusters Score: Raw -4327711.273861 + Penalty 5028.705994 = -4322682.567867 nChanged 1516 SP:Iteration 6F (23954.530000 sec): 3 clusters Score: Raw -4328718.655937 + Penalty 5028.705994 = -4323689.949944 nChanged 1495 SP:Iteration 7F (23954.820000 sec): 3 clusters Score: Raw -4329759.201665 + Penalty 5028.705994 = -4324730.495671 nChanged 1388 SP:Iteration 8F (23955.110000 sec): 3 clusters Score: Raw -4330790.124978 + Penalty 5028.705994 = -4325761.418984 nChanged 1176 SP:Iteration 9Q (23955.370000 sec): 3 clusters Score: Raw -4331681.005557 + Penalty 5028.705994 = -4326652.299563 nChanged 908 SP:Iteration 10Q (23955.710000 sec): 3 clusters Score: Raw -4332380.917942 + Penalty 5028.705994 = -4327352.211948 nChanged 623 SP:Iteration 11Q (23956.000000 sec): 3 clusters Score: Raw -4332881.552884 + Penalty 5028.705994 = -4327852.846891 nChanged 410 SP:Iteration 12Q (23956.280000 sec): 3 clusters Score: Raw -4333190.050636 + Penalty 5028.705994 = -4328161.344643 nChanged 203 SP:Iteration 13Q (23956.560000 sec): 3 clusters Score: Raw -4333336.004289 + Penalty 5028.705994 = -4328307.298295 nChanged 146 SP:Iteration 14Q (23956.870000 sec): 3 clusters Score: Raw -4333444.316775 + Penalty 5028.705994 = -4328415.610781 nChanged 92 SP:Iteration 15Q (23957.170000 sec): 3 clusters Score: Raw -4333516.448533 + Penalty 5028.705994 = -4328487.742539 nChanged 67 SP:Iteration 16Q (23957.440000 sec): 3 clusters Score: Raw -4333571.616455 + Penalty 5028.705994 = -4328542.910462 nChanged 49 SP:Iteration 17Q (23957.680000 sec): 3 clusters Score: Raw -4333619.039162 + Penalty 5028.705994 = -4328590.333168 nChanged 34 SP:Iteration 18Q (23958.010000 sec): 3 clusters Score: Raw -4333646.343595 + Penalty 5028.705994 = -4328617.637601 nChanged 22 SP:Iteration 19Q (23958.280000 sec): 3 clusters Score: Raw -4333671.726331 + Penalty 5028.705994 = -4328643.020337 nChanged 20 SP:Iteration 20F (23958.580000 sec): 3 clusters Score: Raw -4333686.401221 + Penalty 5028.705994 = -4328657.695228 nChanged 6 SP:Iteration 21Q (23958.860000 sec): 3 clusters Score: Raw -4333691.721233 + Penalty 5028.705994 = -4328663.015240 nChanged 10 SP:Iteration 22Q (23959.150000 sec): 3 clusters Score: Raw -4333700.857667 + Penalty 5028.705994 = -4328672.151674 nChanged 7 SP:Iteration 23Q (23959.460000 sec): 3 clusters Score: Raw -4333706.152141 + Penalty 5028.705994 = -4328677.446147 nChanged 3 SP:Iteration 24Q (23959.720000 sec): 3 clusters Score: Raw -4333708.348203 + Penalty 5028.705994 = -4328679.642210 nChanged 4 SP:Iteration 25Q (23960.010000 sec): 3 clusters Score: Raw -4333711.019751 + Penalty 5028.705994 = -4328682.313758 nChanged 2 SP:Iteration 26Q (23960.270000 sec): 3 clusters Score: Raw -4333712.728118 + Penalty 5028.705994 = -4328684.022124 nChanged 3 SP:Iteration 27Q (23960.580000 sec): 3 clusters Score: Raw -4333716.313673 + Penalty 5028.705994 = -4328687.607679 nChanged 5 SP:Iteration 28Q (23960.880000 sec): 3 clusters Score: Raw -4333720.005095 + Penalty 5028.705994 = -4328691.299102 nChanged 3 SP:Iteration 29Q (23961.150000 sec): 3 clusters Score: Raw -4333722.770621 + Penalty 5028.705994 = -4328694.064627 nChanged 1 SP:Iteration 30Q (23961.440000 sec): 3 clusters Score: Raw -4333723.553875 + Penalty 5028.705994 = -4328694.847881 nChanged 0 SP:Iteration 31F (23961.760000 sec): 3 clusters Score: Raw -4333723.553875 + Penalty 5028.705994 = -4328694.847881 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 7 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23961.850000 sec): 2 clusters Score: Raw -29269.046211 + Penalty 1334.214544 = -27934.831667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23962.080000 sec): 3 clusters Score: Raw -29665.807000 + Penalty 2668.429087 = -26997.377913 nChanged 36 SP:Iteration 1F (23962.220000 sec): 3 clusters Score: Raw -29989.517871 + Penalty 2668.429087 = -27321.088783 nChanged 15 SP:Iteration 2F (23962.360000 sec): 3 clusters Score: Raw -30136.518503 + Penalty 2668.429087 = -27468.089415 nChanged 9 SP:Iteration 3Q (23962.530000 sec): 3 clusters Score: Raw -30242.503065 + Penalty 2668.429087 = -27574.073978 nChanged 2 SP:Iteration 4Q (23962.690000 sec): 3 clusters Score: Raw -30273.557387 + Penalty 2668.429087 = -27605.128300 nChanged 1 SP:Iteration 5Q (23962.890000 sec): 3 clusters Score: Raw -30284.989082 + Penalty 2668.429087 = -27616.559994 nChanged 0 SP:Iteration 6F (23963.100000 sec): 3 clusters Score: Raw -30284.989082 + Penalty 2668.429087 = -27616.559994 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 8 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23963.200000 sec): 2 clusters Score: Raw -125538.973393 + Penalty 1630.272681 = -123908.700712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23963.360000 sec): 3 clusters Score: Raw -125499.851817 + Penalty 3260.545363 = -122239.306455 nChanged 168 SP:Iteration 1F (23963.530000 sec): 3 clusters Score: Raw -125779.477410 + Penalty 3260.545363 = -122518.932047 nChanged 56 SP:Iteration 2F (23963.680000 sec): 3 clusters Score: Raw -125897.967727 + Penalty 3260.545363 = -122637.422364 nChanged 44 SP:Iteration 3F (23963.900000 sec): 3 clusters Score: Raw -126033.177254 + Penalty 3260.545363 = -122772.631891 nChanged 35 SP:Iteration 4Q (23964.050000 sec): 3 clusters Score: Raw -126167.533978 + Penalty 3260.545363 = -122906.988615 nChanged 35 SP:Iteration 5Q (23964.260000 sec): 3 clusters Score: Raw -126288.091254 + Penalty 3260.545363 = -123027.545891 nChanged 28 SP:Iteration 6Q (23964.410000 sec): 3 clusters Score: Raw -126417.035368 + Penalty 3260.545363 = -123156.490005 nChanged 32 SP:Iteration 7Q (23964.570000 sec): 3 clusters Score: Raw -126552.798662 + Penalty 3260.545363 = -123292.253300 nChanged 30 SP:Iteration 8Q (23964.790000 sec): 3 clusters Score: Raw -126650.263137 + Penalty 3260.545363 = -123389.717774 nChanged 18 SP:Iteration 9Q (23964.950000 sec): 3 clusters Score: Raw -126704.482510 + Penalty 3260.545363 = -123443.937147 nChanged 8 SP:Iteration 10Q (23965.080000 sec): 3 clusters Score: Raw -126743.714706 + Penalty 3260.545363 = -123483.169343 nChanged 5 SP:Iteration 11Q (23965.250000 sec): 3 clusters Score: Raw -126773.246693 + Penalty 3260.545363 = -123512.701330 nChanged 8 SP:Iteration 12Q (23965.420000 sec): 3 clusters Score: Raw -126803.834889 + Penalty 3260.545363 = -123543.289526 nChanged 5 SP:Iteration 13Q (23965.610000 sec): 3 clusters Score: Raw -126816.884439 + Penalty 3260.545363 = -123556.339076 nChanged 3 SP:Iteration 14Q (23965.780000 sec): 3 clusters Score: Raw -126824.526103 + Penalty 3260.545363 = -123563.980740 nChanged 2 SP:Iteration 15Q (23965.970000 sec): 3 clusters Score: Raw -126830.174709 + Penalty 3260.545363 = -123569.629346 nChanged 4 SP:Iteration 16Q (23966.150000 sec): 3 clusters Score: Raw -126858.322943 + Penalty 3260.545363 = -123597.777580 nChanged 5 SP:Iteration 17Q (23966.320000 sec): 3 clusters Score: Raw -126884.985248 + Penalty 3260.545363 = -123624.439885 nChanged 7 SP:Iteration 18Q (23966.500000 sec): 3 clusters Score: Raw -126909.998781 + Penalty 3260.545363 = -123649.453418 nChanged 5 SP:Iteration 19Q (23966.660000 sec): 3 clusters Score: Raw -126931.326805 + Penalty 3260.545363 = -123670.781442 nChanged 7 SP:Iteration 20F (23966.840000 sec): 3 clusters Score: Raw -126962.511035 + Penalty 3260.545363 = -123701.965672 nChanged 5 SP:Iteration 21Q (23967.020000 sec): 3 clusters Score: Raw -126979.093080 + Penalty 3260.545363 = -123718.547718 nChanged 3 SP:Iteration 22Q (23967.250000 sec): 3 clusters Score: Raw -126998.182436 + Penalty 3260.545363 = -123737.637073 nChanged 3 SP:Iteration 23Q (23967.420000 sec): 3 clusters Score: Raw -127005.213385 + Penalty 3260.545363 = -123744.668022 nChanged 1 SP:Iteration 24Q (23967.580000 sec): 3 clusters Score: Raw -127005.917656 + Penalty 3260.545363 = -123745.372293 nChanged 0 SP:Iteration 25F (23967.750000 sec): 3 clusters Score: Raw -127005.917656 + Penalty 3260.545363 = -123745.372293 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 9 (8538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23967.880000 sec): 2 clusters Score: Raw -1477403.245515 + Penalty 2244.965953 = -1475158.279562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23968.110000 sec): 3 clusters Score: Raw -1472893.654762 + Penalty 4489.931905 = -1468403.722856 nChanged 3525 SP:Iteration 1F (23968.330000 sec): 3 clusters Score: Raw -1475022.744990 + Penalty 4489.931905 = -1470532.813084 nChanged 637 SP:Iteration 2F (23968.520000 sec): 3 clusters Score: Raw -1475501.643601 + Penalty 4489.931905 = -1471011.711695 nChanged 555 SP:Iteration 3F (23968.760000 sec): 3 clusters Score: Raw -1475921.234958 + Penalty 4489.931905 = -1471431.303053 nChanged 482 SP:Iteration 4F (23968.940000 sec): 3 clusters Score: Raw -1476247.517613 + Penalty 4489.931905 = -1471757.585707 nChanged 435 SP:Iteration 5F (23969.120000 sec): 3 clusters Score: Raw -1476584.071924 + Penalty 4489.931905 = -1472094.140019 nChanged 419 SP:Iteration 6Q (23969.380000 sec): 3 clusters Score: Raw -1476889.299643 + Penalty 4489.931905 = -1472399.367737 nChanged 384 SP:Iteration 7Q (23969.550000 sec): 3 clusters Score: Raw -1477163.947135 + Penalty 4489.931905 = -1472674.015230 nChanged 326 SP:Iteration 8Q (23969.760000 sec): 3 clusters Score: Raw -1477393.515245 + Penalty 4489.931905 = -1472903.583340 nChanged 298 SP:Iteration 9Q (23970.000000 sec): 3 clusters Score: Raw -1477571.664052 + Penalty 4489.931905 = -1473081.732147 nChanged 251 SP:Iteration 10Q (23970.200000 sec): 3 clusters Score: Raw -1477705.168993 + Penalty 4489.931905 = -1473215.237088 nChanged 226 SP:Iteration 11Q (23970.400000 sec): 3 clusters Score: Raw -1477834.905310 + Penalty 4489.931905 = -1473344.973404 nChanged 200 SP:Iteration 12Q (23970.640000 sec): 3 clusters Score: Raw -1477967.726713 + Penalty 4489.931905 = -1473477.794808 nChanged 218 SP:Iteration 13Q (23970.870000 sec): 3 clusters Score: Raw -1478124.864050 + Penalty 4489.931905 = -1473634.932145 nChanged 217 SP:Iteration 14Q (23971.080000 sec): 3 clusters Score: Raw -1478279.472461 + Penalty 4489.931905 = -1473789.540555 nChanged 208 SP:Iteration 15Q (23971.310000 sec): 3 clusters Score: Raw -1478441.011112 + Penalty 4489.931905 = -1473951.079206 nChanged 221 SP:Iteration 16Q (23971.510000 sec): 3 clusters Score: Raw -1478600.394958 + Penalty 4489.931905 = -1474110.463053 nChanged 189 SP:Iteration 17Q (23971.730000 sec): 3 clusters Score: Raw -1478695.344697 + Penalty 4489.931905 = -1474205.412792 nChanged 143 SP:Iteration 18Q (23971.920000 sec): 3 clusters Score: Raw -1478760.872633 + Penalty 4489.931905 = -1474270.940727 nChanged 105 SP:Iteration 19Q (23972.180000 sec): 3 clusters Score: Raw -1478809.154458 + Penalty 4489.931905 = -1474319.222553 nChanged 102 SP:Iteration 20F (23972.410000 sec): 3 clusters Score: Raw -1478853.563309 + Penalty 4489.931905 = -1474363.631404 nChanged 75 SP:Iteration 21Q (23972.600000 sec): 3 clusters Score: Raw -1478881.421594 + Penalty 4489.931905 = -1474391.489688 nChanged 69 SP:Iteration 22Q (23972.820000 sec): 3 clusters Score: Raw -1478898.300318 + Penalty 4489.931905 = -1474408.368412 nChanged 39 SP:Iteration 23Q (23973.000000 sec): 3 clusters Score: Raw -1478908.787902 + Penalty 4489.931905 = -1474418.855997 nChanged 31 SP:Iteration 24Q (23973.200000 sec): 3 clusters Score: Raw -1478914.050217 + Penalty 4489.931905 = -1474424.118312 nChanged 19 SP:Iteration 25Q (23973.400000 sec): 3 clusters Score: Raw -1478917.514556 + Penalty 4489.931905 = -1474427.582651 nChanged 15 SP:Iteration 26Q (23973.610000 sec): 3 clusters Score: Raw -1478921.118186 + Penalty 4489.931905 = -1474431.186280 nChanged 16 SP:Iteration 27Q (23973.800000 sec): 3 clusters Score: Raw -1478926.282709 + Penalty 4489.931905 = -1474436.350804 nChanged 15 SP:Iteration 28Q (23974.040000 sec): 3 clusters Score: Raw -1478930.307802 + Penalty 4489.931905 = -1474440.375896 nChanged 17 SP:Iteration 29Q (23974.230000 sec): 3 clusters Score: Raw -1478934.726741 + Penalty 4489.931905 = -1474444.794836 nChanged 18 SP:Iteration 30Q (23974.440000 sec): 3 clusters Score: Raw -1478940.886516 + Penalty 4489.931905 = -1474450.954610 nChanged 22 SP:Iteration 31Q (23974.600000 sec): 3 clusters Score: Raw -1478948.482741 + Penalty 4489.931905 = -1474458.550836 nChanged 20 SP:Iteration 32Q (23974.790000 sec): 3 clusters Score: Raw -1478953.244165 + Penalty 4489.931905 = -1474463.312260 nChanged 18 SP:Iteration 33Q (23975.020000 sec): 3 clusters Score: Raw -1478956.867283 + Penalty 4489.931905 = -1474466.935377 nChanged 16 SP:Iteration 34Q (23975.200000 sec): 3 clusters Score: Raw -1478960.102295 + Penalty 4489.931905 = -1474470.170390 nChanged 13 SP:Iteration 35Q (23975.420000 sec): 3 clusters Score: Raw -1478962.700731 + Penalty 4489.931905 = -1474472.768825 nChanged 16 SP:Iteration 36Q (23975.630000 sec): 3 clusters Score: Raw -1478965.606821 + Penalty 4489.931905 = -1474475.674916 nChanged 11 SP:Iteration 37Q (23975.850000 sec): 3 clusters Score: Raw -1478968.083672 + Penalty 4489.931905 = -1474478.151767 nChanged 10 SP:Iteration 38Q (23976.070000 sec): 3 clusters Score: Raw -1478969.851122 + Penalty 4489.931905 = -1474479.919217 nChanged 8 SP:Iteration 39Q (23976.340000 sec): 3 clusters Score: Raw -1478971.464924 + Penalty 4489.931905 = -1474481.533019 nChanged 5 SP:Iteration 40F (23976.540000 sec): 3 clusters Score: Raw -1478972.426756 + Penalty 4489.931905 = -1474482.494851 nChanged 4 SP:Iteration 41Q (23976.750000 sec): 3 clusters Score: Raw -1478973.071351 + Penalty 4489.931905 = -1474483.139445 nChanged 4 SP:Iteration 42Q (23976.940000 sec): 3 clusters Score: Raw -1478973.680790 + Penalty 4489.931905 = -1474483.748885 nChanged 3 SP:Iteration 43Q (23977.160000 sec): 3 clusters Score: Raw -1478974.387037 + Penalty 4489.931905 = -1474484.455132 nChanged 0 SP:Iteration 44F (23977.390000 sec): 3 clusters Score: Raw -1478974.387037 + Penalty 4489.931905 = -1474484.455132 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 10 (32055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23977.640000 sec): 2 clusters Score: Raw -5589989.064877 + Penalty 2573.051697 = -5587416.013180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23977.990000 sec): 3 clusters Score: Raw -5570820.544130 + Penalty 5146.103394 = -5565674.440736 nChanged 14304 SP:Iteration 1F (23978.340000 sec): 3 clusters Score: Raw -5578806.436293 + Penalty 5146.103394 = -5573660.332899 nChanged 1682 SP:Iteration 2F (23978.630000 sec): 3 clusters Score: Raw -5579551.931459 + Penalty 5146.103394 = -5574405.828064 nChanged 1668 SP:Iteration 3F (23978.990000 sec): 3 clusters Score: Raw -5580362.988815 + Penalty 5146.103394 = -5575216.885420 nChanged 1748 SP:Iteration 4F (23979.280000 sec): 3 clusters Score: Raw -5581271.570114 + Penalty 5146.103394 = -5576125.466720 nChanged 1701 SP:Iteration 5F (23979.640000 sec): 3 clusters Score: Raw -5582224.710064 + Penalty 5146.103394 = -5577078.606669 nChanged 1686 SP:Iteration 6F (23979.970000 sec): 3 clusters Score: Raw -5583161.926530 + Penalty 5146.103394 = -5578015.823136 nChanged 1626 SP:Iteration 7F (23980.280000 sec): 3 clusters Score: Raw -5584037.398063 + Penalty 5146.103394 = -5578891.294669 nChanged 1481 SP:Iteration 8Q (23980.630000 sec): 3 clusters Score: Raw -5584801.526918 + Penalty 5146.103394 = -5579655.423524 nChanged 1328 SP:Iteration 9Q (23980.950000 sec): 3 clusters Score: Raw -5585458.381031 + Penalty 5146.103394 = -5580312.277637 nChanged 1272 SP:Iteration 10Q (23981.330000 sec): 3 clusters Score: Raw -5586012.445359 + Penalty 5146.103394 = -5580866.341965 nChanged 1075 SP:Iteration 11Q (23981.680000 sec): 3 clusters Score: Raw -5586412.965215 + Penalty 5146.103394 = -5581266.861820 nChanged 864 SP:Iteration 12Q (23982.010000 sec): 3 clusters Score: Raw -5586696.015033 + Penalty 5146.103394 = -5581549.911638 nChanged 710 SP:Iteration 13Q (23982.370000 sec): 3 clusters Score: Raw -5586896.023322 + Penalty 5146.103394 = -5581749.919928 nChanged 592 SP:Iteration 14Q (23982.710000 sec): 3 clusters Score: Raw -5587054.236025 + Penalty 5146.103394 = -5581908.132631 nChanged 529 SP:Iteration 15Q (23982.990000 sec): 3 clusters Score: Raw -5587195.305604 + Penalty 5146.103394 = -5582049.202210 nChanged 473 SP:Iteration 16Q (23983.340000 sec): 3 clusters Score: Raw -5587314.963416 + Penalty 5146.103394 = -5582168.860022 nChanged 473 SP:Iteration 17Q (23983.690000 sec): 3 clusters Score: Raw -5587428.520294 + Penalty 5146.103394 = -5582282.416900 nChanged 445 SP:Iteration 18Q (23984.030000 sec): 3 clusters Score: Raw -5587543.576880 + Penalty 5146.103394 = -5582397.473485 nChanged 452 SP:Iteration 19Q (23984.360000 sec): 3 clusters Score: Raw -5587670.124496 + Penalty 5146.103394 = -5582524.021102 nChanged 496 SP:Iteration 20F (23984.690000 sec): 3 clusters Score: Raw -5587817.448976 + Penalty 5146.103394 = -5582671.345582 nChanged 516 SP:Iteration 21Q (23984.980000 sec): 3 clusters Score: Raw -5587964.849374 + Penalty 5146.103394 = -5582818.745980 nChanged 506 SP:Iteration 22Q (23985.330000 sec): 3 clusters Score: Raw -5588108.157186 + Penalty 5146.103394 = -5582962.053791 nChanged 517 SP:Iteration 23Q (23985.630000 sec): 3 clusters Score: Raw -5588261.848346 + Penalty 5146.103394 = -5583115.744952 nChanged 517 SP:Iteration 24Q (23986.000000 sec): 3 clusters Score: Raw -5588422.681803 + Penalty 5146.103394 = -5583276.578409 nChanged 511 SP:Iteration 25Q (23986.290000 sec): 3 clusters Score: Raw -5588592.574283 + Penalty 5146.103394 = -5583446.470888 nChanged 507 SP:Iteration 26Q (23986.660000 sec): 3 clusters Score: Raw -5588766.181960 + Penalty 5146.103394 = -5583620.078565 nChanged 467 SP:Iteration 27Q (23987.010000 sec): 3 clusters Score: Raw -5588926.967516 + Penalty 5146.103394 = -5583780.864122 nChanged 418 SP:Iteration 28Q (23987.360000 sec): 3 clusters Score: Raw -5589080.550500 + Penalty 5146.103394 = -5583934.447105 nChanged 386 SP:Iteration 29Q (23987.670000 sec): 3 clusters Score: Raw -5589218.575218 + Penalty 5146.103394 = -5584072.471823 nChanged 357 SP:Iteration 30Q (23987.990000 sec): 3 clusters Score: Raw -5589351.079401 + Penalty 5146.103394 = -5584204.976007 nChanged 320 SP:Iteration 31Q (23988.320000 sec): 3 clusters Score: Raw -5589465.654089 + Penalty 5146.103394 = -5584319.550695 nChanged 295 SP:Iteration 32Q (23988.640000 sec): 3 clusters Score: Raw -5589575.576345 + Penalty 5146.103394 = -5584429.472950 nChanged 283 SP:Iteration 33Q (23988.960000 sec): 3 clusters Score: Raw -5589683.700913 + Penalty 5146.103394 = -5584537.597519 nChanged 267 SP:Iteration 34Q (23989.340000 sec): 3 clusters Score: Raw -5589788.486402 + Penalty 5146.103394 = -5584642.383008 nChanged 238 SP:Iteration 35Q (23989.640000 sec): 3 clusters Score: Raw -5589887.295048 + Penalty 5146.103394 = -5584741.191654 nChanged 221 SP:Iteration 36Q (23989.930000 sec): 3 clusters Score: Raw -5589981.579468 + Penalty 5146.103394 = -5584835.476073 nChanged 191 SP:Iteration 37Q (23990.270000 sec): 3 clusters Score: Raw -5590066.229195 + Penalty 5146.103394 = -5584920.125801 nChanged 173 SP:Iteration 38Q (23990.630000 sec): 3 clusters Score: Raw -5590141.044251 + Penalty 5146.103394 = -5584994.940856 nChanged 139 SP:Iteration 39Q (23990.930000 sec): 3 clusters Score: Raw -5590200.922294 + Penalty 5146.103394 = -5585054.818900 nChanged 128 SP:Iteration 40F (23991.280000 sec): 3 clusters Score: Raw -5590247.319257 + Penalty 5146.103394 = -5585101.215862 nChanged 100 SP:Iteration 41Q (23991.600000 sec): 3 clusters Score: Raw -5590289.140209 + Penalty 5146.103394 = -5585143.036815 nChanged 86 SP:Iteration 42Q (23991.910000 sec): 3 clusters Score: Raw -5590328.476594 + Penalty 5146.103394 = -5585182.373199 nChanged 67 SP:Iteration 43Q (23992.270000 sec): 3 clusters Score: Raw -5590356.028428 + Penalty 5146.103394 = -5585209.925033 nChanged 58 SP:Iteration 44Q (23992.520000 sec): 3 clusters Score: Raw -5590381.929825 + Penalty 5146.103394 = -5585235.826431 nChanged 47 SP:Iteration 45Q (23992.860000 sec): 3 clusters Score: Raw -5590403.065437 + Penalty 5146.103394 = -5585256.962043 nChanged 49 SP:Iteration 46Q (23993.170000 sec): 3 clusters Score: Raw -5590427.556550 + Penalty 5146.103394 = -5585281.453156 nChanged 47 SP:Iteration 47Q (23993.470000 sec): 3 clusters Score: Raw -5590450.558174 + Penalty 5146.103394 = -5585304.454780 nChanged 42 SP:Iteration 48Q (23993.760000 sec): 3 clusters Score: Raw -5590470.261716 + Penalty 5146.103394 = -5585324.158322 nChanged 28 SP:Iteration 49Q (23994.060000 sec): 3 clusters Score: Raw -5590482.955350 + Penalty 5146.103394 = -5585336.851956 nChanged 33 SP:Iteration 50Q (23994.350000 sec): 3 clusters Score: Raw -5590493.958294 + Penalty 5146.103394 = -5585347.854899 nChanged 16 SP:Iteration 51Q (23994.650000 sec): 3 clusters Score: Raw -5590501.089864 + Penalty 5146.103394 = -5585354.986469 nChanged 13 SP:Iteration 52Q (23994.970000 sec): 3 clusters Score: Raw -5590505.465878 + Penalty 5146.103394 = -5585359.362484 nChanged 12 SP:Iteration 53Q (23995.290000 sec): 3 clusters Score: Raw -5590510.285533 + Penalty 5146.103394 = -5585364.182139 nChanged 11 SP:Iteration 54Q (23995.610000 sec): 3 clusters Score: Raw -5590514.961234 + Penalty 5146.103394 = -5585368.857840 nChanged 8 SP:Iteration 55Q (23995.990000 sec): 3 clusters Score: Raw -5590517.673765 + Penalty 5146.103394 = -5585371.570371 nChanged 5 SP:Iteration 56Q (23996.280000 sec): 3 clusters Score: Raw -5590519.563941 + Penalty 5146.103394 = -5585373.460547 nChanged 2 SP:Iteration 57Q (23996.590000 sec): 3 clusters Score: Raw -5590520.100713 + Penalty 5146.103394 = -5585373.997319 nChanged 2 SP:Iteration 58Q (23996.900000 sec): 3 clusters Score: Raw -5590520.697727 + Penalty 5146.103394 = -5585374.594333 nChanged 1 SP:Iteration 59Q (23997.260000 sec): 3 clusters Score: Raw -5590521.075669 + Penalty 5146.103394 = -5585374.972274 nChanged 0 SP:Iteration 60F (23997.600000 sec): 3 clusters Score: Raw -5590521.075669 + Penalty 5146.103394 = -5585374.972274 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 11 (9208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23997.750000 sec): 2 clusters Score: Raw -1714420.472054 + Penalty 2263.701332 = -1712156.770723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23997.980000 sec): 3 clusters Score: Raw -1709499.637884 + Penalty 4527.402663 = -1704972.235221 nChanged 3851 SP:Iteration 1F (23998.200000 sec): 3 clusters Score: Raw -1711568.431963 + Penalty 4527.402663 = -1707041.029299 nChanged 593 SP:Iteration 2F (23998.400000 sec): 3 clusters Score: Raw -1711856.440874 + Penalty 4527.402663 = -1707329.038210 nChanged 459 SP:Iteration 3Q (23998.660000 sec): 3 clusters Score: Raw -1712057.156397 + Penalty 4527.402663 = -1707529.753734 nChanged 361 SP:Iteration 4Q (23998.860000 sec): 3 clusters Score: Raw -1712210.333204 + Penalty 4527.402663 = -1707682.930540 nChanged 350 SP:Iteration 5Q (23999.110000 sec): 3 clusters Score: Raw -1712384.402263 + Penalty 4527.402663 = -1707856.999599 nChanged 383 SP:Iteration 6Q (23999.320000 sec): 3 clusters Score: Raw -1712631.633440 + Penalty 4527.402663 = -1708104.230776 nChanged 431 SP:Iteration 7Q (23999.520000 sec): 3 clusters Score: Raw -1712925.786179 + Penalty 4527.402663 = -1708398.383516 nChanged 438 SP:Iteration 8Q (23999.780000 sec): 3 clusters Score: Raw -1713237.487477 + Penalty 4527.402663 = -1708710.084814 nChanged 449 SP:Iteration 9Q (23999.980000 sec): 3 clusters Score: Raw -1713547.404332 + Penalty 4527.402663 = -1709020.001669 nChanged 400 SP:Iteration 10Q (24000.220000 sec): 3 clusters Score: Raw -1713812.252385 + Penalty 4527.402663 = -1709284.849722 nChanged 331 SP:Iteration 11Q (24000.410000 sec): 3 clusters Score: Raw -1714003.779031 + Penalty 4527.402663 = -1709476.376367 nChanged 297 SP:Iteration 12Q (24000.630000 sec): 3 clusters Score: Raw -1714175.784362 + Penalty 4527.402663 = -1709648.381699 nChanged 245 SP:Iteration 13Q (24000.850000 sec): 3 clusters Score: Raw -1714316.188284 + Penalty 4527.402663 = -1709788.785621 nChanged 225 SP:Iteration 14Q (24001.060000 sec): 3 clusters Score: Raw -1714445.167484 + Penalty 4527.402663 = -1709917.764820 nChanged 180 SP:Iteration 15Q (24001.300000 sec): 3 clusters Score: Raw -1714541.893693 + Penalty 4527.402663 = -1710014.491029 nChanged 147 SP:Iteration 16Q (24001.550000 sec): 3 clusters Score: Raw -1714609.639523 + Penalty 4527.402663 = -1710082.236860 nChanged 114 SP:Iteration 17Q (24001.740000 sec): 3 clusters Score: Raw -1714665.959660 + Penalty 4527.402663 = -1710138.556997 nChanged 98 SP:Iteration 18Q (24001.960000 sec): 3 clusters Score: Raw -1714712.709839 + Penalty 4527.402663 = -1710185.307176 nChanged 90 SP:Iteration 19Q (24002.160000 sec): 3 clusters Score: Raw -1714758.220899 + Penalty 4527.402663 = -1710230.818235 nChanged 65 SP:Iteration 20F (24002.410000 sec): 3 clusters Score: Raw -1714788.996532 + Penalty 4527.402663 = -1710261.593869 nChanged 51 SP:Iteration 21Q (24002.600000 sec): 3 clusters Score: Raw -1714812.065882 + Penalty 4527.402663 = -1710284.663218 nChanged 39 SP:Iteration 22Q (24002.870000 sec): 3 clusters Score: Raw -1714830.400700 + Penalty 4527.402663 = -1710302.998037 nChanged 38 SP:Iteration 23Q (24003.060000 sec): 3 clusters Score: Raw -1714847.876340 + Penalty 4527.402663 = -1710320.473676 nChanged 30 SP:Iteration 24Q (24003.280000 sec): 3 clusters Score: Raw -1714862.596913 + Penalty 4527.402663 = -1710335.194249 nChanged 26 SP:Iteration 25Q (24003.500000 sec): 3 clusters Score: Raw -1714878.184925 + Penalty 4527.402663 = -1710350.782262 nChanged 31 SP:Iteration 26Q (24003.720000 sec): 3 clusters Score: Raw -1714894.838691 + Penalty 4527.402663 = -1710367.436028 nChanged 34 SP:Iteration 27Q (24003.930000 sec): 3 clusters Score: Raw -1714913.779959 + Penalty 4527.402663 = -1710386.377296 nChanged 25 SP:Iteration 28Q (24004.150000 sec): 3 clusters Score: Raw -1714928.338100 + Penalty 4527.402663 = -1710400.935436 nChanged 22 SP:Iteration 29Q (24004.380000 sec): 3 clusters Score: Raw -1714939.577561 + Penalty 4527.402663 = -1710412.174898 nChanged 22 SP:Iteration 30Q (24004.630000 sec): 3 clusters Score: Raw -1714950.971842 + Penalty 4527.402663 = -1710423.569179 nChanged 9 SP:Iteration 31Q (24004.840000 sec): 3 clusters Score: Raw -1714955.217985 + Penalty 4527.402663 = -1710427.815322 nChanged 9 SP:Iteration 32Q (24005.020000 sec): 3 clusters Score: Raw -1714958.632780 + Penalty 4527.402663 = -1710431.230117 nChanged 9 SP:Iteration 33Q (24005.280000 sec): 3 clusters Score: Raw -1714962.966416 + Penalty 4527.402663 = -1710435.563752 nChanged 8 SP:Iteration 34Q (24005.500000 sec): 3 clusters Score: Raw -1714966.094037 + Penalty 4527.402663 = -1710438.691374 nChanged 8 SP:Iteration 35Q (24005.760000 sec): 3 clusters Score: Raw -1714968.366099 + Penalty 4527.402663 = -1710440.963436 nChanged 1 SP:Iteration 36Q (24005.930000 sec): 3 clusters Score: Raw -1714968.684192 + Penalty 4527.402663 = -1710441.281529 nChanged 0 SP:Iteration 37F (24006.170000 sec): 3 clusters Score: Raw -1714968.684192 + Penalty 4527.402663 = -1710441.281529 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 12 (1737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24006.290000 sec): 2 clusters Score: Raw -313076.795347 + Penalty 1850.058862 = -311226.736485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24006.470000 sec): 3 clusters Score: Raw -312512.349995 + Penalty 3700.117724 = -308812.232271 nChanged 505 SP:Iteration 1F (24006.670000 sec): 3 clusters Score: Raw -312949.846444 + Penalty 3700.117724 = -309249.728720 nChanged 147 SP:Iteration 2F (24006.820000 sec): 3 clusters Score: Raw -313185.432122 + Penalty 3700.117724 = -309485.314398 nChanged 108 SP:Iteration 3F (24007.060000 sec): 3 clusters Score: Raw -313340.877020 + Penalty 3700.117724 = -309640.759295 nChanged 78 SP:Iteration 4Q (24007.240000 sec): 3 clusters Score: Raw -313433.988790 + Penalty 3700.117724 = -309733.871065 nChanged 67 SP:Iteration 5Q (24007.380000 sec): 3 clusters Score: Raw -313541.243165 + Penalty 3700.117724 = -309841.125441 nChanged 67 SP:Iteration 6Q (24007.560000 sec): 3 clusters Score: Raw -313643.445080 + Penalty 3700.117724 = -309943.327356 nChanged 61 SP:Iteration 7Q (24007.750000 sec): 3 clusters Score: Raw -313732.785900 + Penalty 3700.117724 = -310032.668176 nChanged 68 SP:Iteration 8Q (24007.900000 sec): 3 clusters Score: Raw -313835.218199 + Penalty 3700.117724 = -310135.100475 nChanged 57 SP:Iteration 9Q (24008.070000 sec): 3 clusters Score: Raw -313926.256276 + Penalty 3700.117724 = -310226.138552 nChanged 51 SP:Iteration 10Q (24008.200000 sec): 3 clusters Score: Raw -314004.626925 + Penalty 3700.117724 = -310304.509201 nChanged 32 SP:Iteration 11Q (24008.370000 sec): 3 clusters Score: Raw -314039.900700 + Penalty 3700.117724 = -310339.782976 nChanged 15 SP:Iteration 12Q (24008.590000 sec): 3 clusters Score: Raw -314060.368578 + Penalty 3700.117724 = -310360.250854 nChanged 13 SP:Iteration 13Q (24008.820000 sec): 3 clusters Score: Raw -314074.705136 + Penalty 3700.117724 = -310374.587412 nChanged 11 SP:Iteration 14Q (24009.020000 sec): 3 clusters Score: Raw -314086.432262 + Penalty 3700.117724 = -310386.314538 nChanged 8 SP:Iteration 15Q (24009.170000 sec): 3 clusters Score: Raw -314094.534040 + Penalty 3700.117724 = -310394.416315 nChanged 6 SP:Iteration 16Q (24009.340000 sec): 3 clusters Score: Raw -314100.379073 + Penalty 3700.117724 = -310400.261349 nChanged 6 SP:Iteration 17Q (24009.510000 sec): 3 clusters Score: Raw -314104.984923 + Penalty 3700.117724 = -310404.867199 nChanged 1 SP:Iteration 18Q (24009.700000 sec): 3 clusters Score: Raw -314105.987918 + Penalty 3700.117724 = -310405.870194 nChanged 0 SP:Iteration 19F (24009.900000 sec): 3 clusters Score: Raw -314111.344407 + Penalty 3700.117724 = -310411.226683 nChanged 1 SP:Iteration 20F (24010.100000 sec): 3 clusters Score: Raw -314131.118408 + Penalty 3700.117724 = -310431.000684 nChanged 6 SP:Iteration 21Q (24010.320000 sec): 3 clusters Score: Raw -314139.998987 + Penalty 3700.117724 = -310439.881263 nChanged 4 SP:Iteration 22Q (24010.490000 sec): 3 clusters Score: Raw -314144.158229 + Penalty 3700.117724 = -310444.040505 nChanged 3 SP:Iteration 23Q (24010.670000 sec): 3 clusters Score: Raw -314148.666670 + Penalty 3700.117724 = -310448.548946 nChanged 4 SP:Iteration 24Q (24010.850000 sec): 3 clusters Score: Raw -314151.690661 + Penalty 3700.117724 = -310451.572937 nChanged 2 SP:Iteration 25Q (24011.030000 sec): 3 clusters Score: Raw -314153.206227 + Penalty 3700.117724 = -310453.088503 nChanged 0 SP:Iteration 26F (24011.230000 sec): 3 clusters Score: Raw -314153.206227 + Penalty 3700.117724 = -310453.088503 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 13 (890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24011.280000 sec): 2 clusters Score: Raw -149170.021234 + Penalty 1684.222923 = -147485.798312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24011.450000 sec): 3 clusters Score: Raw -149021.987440 + Penalty 3368.445846 = -145653.541595 nChanged 202 SP:Iteration 1F (24011.640000 sec): 3 clusters Score: Raw -149299.440932 + Penalty 3368.445846 = -145930.995087 nChanged 68 SP:Iteration 2F (24011.820000 sec): 3 clusters Score: Raw -149417.882080 + Penalty 3368.445846 = -146049.436234 nChanged 36 SP:Iteration 3Q (24012.020000 sec): 3 clusters Score: Raw -149488.026975 + Penalty 3368.445846 = -146119.581129 nChanged 29 SP:Iteration 4Q (24012.220000 sec): 3 clusters Score: Raw -149555.442489 + Penalty 3368.445846 = -146186.996643 nChanged 26 SP:Iteration 5Q (24012.380000 sec): 3 clusters Score: Raw -149643.384629 + Penalty 3368.445846 = -146274.938784 nChanged 33 SP:Iteration 6Q (24012.530000 sec): 3 clusters Score: Raw -149743.141918 + Penalty 3368.445846 = -146374.696072 nChanged 26 SP:Iteration 7Q (24012.710000 sec): 3 clusters Score: Raw -149819.787993 + Penalty 3368.445846 = -146451.342147 nChanged 27 SP:Iteration 8Q (24012.830000 sec): 3 clusters Score: Raw -149891.397165 + Penalty 3368.445846 = -146522.951319 nChanged 31 SP:Iteration 9Q (24012.960000 sec): 3 clusters Score: Raw -149959.817168 + Penalty 3368.445846 = -146591.371323 nChanged 18 SP:Iteration 10Q (24013.140000 sec): 3 clusters Score: Raw -149985.893295 + Penalty 3368.445846 = -146617.447449 nChanged 8 SP:Iteration 11Q (24013.300000 sec): 3 clusters Score: Raw -149996.104191 + Penalty 3368.445846 = -146627.658345 nChanged 5 SP:Iteration 12Q (24013.450000 sec): 3 clusters Score: Raw -150003.889268 + Penalty 3368.445846 = -146635.443422 nChanged 7 SP:Iteration 13Q (24013.630000 sec): 3 clusters Score: Raw -150015.036645 + Penalty 3368.445846 = -146646.590800 nChanged 5 SP:Iteration 14Q (24013.770000 sec): 3 clusters Score: Raw -150021.062863 + Penalty 3368.445846 = -146652.617017 nChanged 9 SP:Iteration 15Q (24013.940000 sec): 3 clusters Score: Raw -150031.107145 + Penalty 3368.445846 = -146662.661299 nChanged 1 SP:Iteration 16Q (24014.120000 sec): 3 clusters Score: Raw -150032.688992 + Penalty 3368.445846 = -146664.243147 nChanged 5 SP:Iteration 17Q (24014.330000 sec): 3 clusters Score: Raw -150040.929918 + Penalty 3368.445846 = -146672.484072 nChanged 3 SP:Iteration 18Q (24014.490000 sec): 3 clusters Score: Raw -150045.312366 + Penalty 3368.445846 = -146676.866520 nChanged 2 SP:Iteration 19Q (24014.670000 sec): 3 clusters Score: Raw -150049.307426 + Penalty 3368.445846 = -146680.861580 nChanged 0 SP:Iteration 20F (24014.890000 sec): 3 clusters Score: Raw -150049.307426 + Penalty 3368.445846 = -146680.861580 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 14 (7467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24014.990000 sec): 2 clusters Score: Raw -1404202.929496 + Penalty 2211.725651 = -1401991.203846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24015.190000 sec): 3 clusters Score: Raw -1400351.777990 + Penalty 4423.451301 = -1395928.326688 nChanged 2977 SP:Iteration 1F (24015.400000 sec): 3 clusters Score: Raw -1401925.769016 + Penalty 4423.451301 = -1397502.317715 nChanged 512 SP:Iteration 2F (24015.640000 sec): 3 clusters Score: Raw -1402196.348877 + Penalty 4423.451301 = -1397772.897576 nChanged 379 SP:Iteration 3F (24015.850000 sec): 3 clusters Score: Raw -1402399.697450 + Penalty 4423.451301 = -1397976.246148 nChanged 360 SP:Iteration 4Q (24016.060000 sec): 3 clusters Score: Raw -1402601.419555 + Penalty 4423.451301 = -1398177.968254 nChanged 331 SP:Iteration 5Q (24016.280000 sec): 3 clusters Score: Raw -1402797.955617 + Penalty 4423.451301 = -1398374.504316 nChanged 342 SP:Iteration 6Q (24016.480000 sec): 3 clusters Score: Raw -1403023.567235 + Penalty 4423.451301 = -1398600.115934 nChanged 351 SP:Iteration 7Q (24016.700000 sec): 3 clusters Score: Raw -1403272.567230 + Penalty 4423.451301 = -1398849.115928 nChanged 353 SP:Iteration 8Q (24016.910000 sec): 3 clusters Score: Raw -1403525.901558 + Penalty 4423.451301 = -1399102.450257 nChanged 289 SP:Iteration 9Q (24017.120000 sec): 3 clusters Score: Raw -1403730.942860 + Penalty 4423.451301 = -1399307.491559 nChanged 254 SP:Iteration 10Q (24017.340000 sec): 3 clusters Score: Raw -1403940.886907 + Penalty 4423.451301 = -1399517.435606 nChanged 222 SP:Iteration 11Q (24017.540000 sec): 3 clusters Score: Raw -1404107.427241 + Penalty 4423.451301 = -1399683.975940 nChanged 149 SP:Iteration 12Q (24017.770000 sec): 3 clusters Score: Raw -1404193.803328 + Penalty 4423.451301 = -1399770.352027 nChanged 92 SP:Iteration 13Q (24017.960000 sec): 3 clusters Score: Raw -1404244.309412 + Penalty 4423.451301 = -1399820.858111 nChanged 67 SP:Iteration 14Q (24018.140000 sec): 3 clusters Score: Raw -1404283.358835 + Penalty 4423.451301 = -1399859.907534 nChanged 46 SP:Iteration 15Q (24018.370000 sec): 3 clusters Score: Raw -1404305.122557 + Penalty 4423.451301 = -1399881.671256 nChanged 24 SP:Iteration 16Q (24018.590000 sec): 3 clusters Score: Raw -1404314.696265 + Penalty 4423.451301 = -1399891.244964 nChanged 16 SP:Iteration 17Q (24018.830000 sec): 3 clusters Score: Raw -1404321.635431 + Penalty 4423.451301 = -1399898.184130 nChanged 10 SP:Iteration 18Q (24019.020000 sec): 3 clusters Score: Raw -1404325.610863 + Penalty 4423.451301 = -1399902.159562 nChanged 11 SP:Iteration 19Q (24019.230000 sec): 3 clusters Score: Raw -1404329.778298 + Penalty 4423.451301 = -1399906.326997 nChanged 9 SP:Iteration 20F (24019.460000 sec): 3 clusters Score: Raw -1404335.060225 + Penalty 4423.451301 = -1399911.608924 nChanged 11 SP:Iteration 21Q (24019.640000 sec): 3 clusters Score: Raw -1404340.584866 + Penalty 4423.451301 = -1399917.133565 nChanged 7 SP:Iteration 22Q (24019.880000 sec): 3 clusters Score: Raw -1404345.004348 + Penalty 4423.451301 = -1399921.553047 nChanged 7 SP:Iteration 23Q (24020.060000 sec): 3 clusters Score: Raw -1404347.733744 + Penalty 4423.451301 = -1399924.282443 nChanged 4 SP:Iteration 24Q (24020.290000 sec): 3 clusters Score: Raw -1404348.650223 + Penalty 4423.451301 = -1399925.198922 nChanged 1 SP:Iteration 25Q (24020.530000 sec): 3 clusters Score: Raw -1404348.981033 + Penalty 4423.451301 = -1399925.529732 nChanged 1 SP:Iteration 26Q (24020.720000 sec): 3 clusters Score: Raw -1404349.206123 + Penalty 4423.451301 = -1399925.754822 nChanged 1 SP:Iteration 27Q (24020.970000 sec): 3 clusters Score: Raw -1404349.607466 + Penalty 4423.451301 = -1399926.156165 nChanged 3 SP:Iteration 28Q (24021.190000 sec): 3 clusters Score: Raw -1404351.130799 + Penalty 4423.451301 = -1399927.679498 nChanged 2 SP:Iteration 29Q (24021.390000 sec): 3 clusters Score: Raw -1404351.801269 + Penalty 4423.451301 = -1399928.349968 nChanged 1 SP:Iteration 30Q (24021.610000 sec): 3 clusters Score: Raw -1404351.950664 + Penalty 4423.451301 = -1399928.499362 nChanged 2 SP:Iteration 31Q (24021.830000 sec): 3 clusters Score: Raw -1404352.457018 + Penalty 4423.451301 = -1399929.005717 nChanged 0 SP:Iteration 32F (24022.000000 sec): 3 clusters Score: Raw -1404352.457018 + Penalty 4423.451301 = -1399929.005717 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 15 (1786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24022.090000 sec): 2 clusters Score: Raw -299022.823415 + Penalty 1856.957973 = -297165.865442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24022.290000 sec): 3 clusters Score: Raw -298429.268964 + Penalty 3713.915946 = -294715.353019 nChanged 557 SP:Iteration 1F (24022.450000 sec): 3 clusters Score: Raw -299110.430853 + Penalty 3713.915946 = -295396.514908 nChanged 205 SP:Iteration 2F (24022.640000 sec): 3 clusters Score: Raw -299727.181835 + Penalty 3713.915946 = -296013.265889 nChanged 196 SP:Iteration 3F (24022.770000 sec): 3 clusters Score: Raw -300621.741455 + Penalty 3713.915946 = -296907.825509 nChanged 151 SP:Iteration 4F (24022.980000 sec): 3 clusters Score: Raw -301257.058245 + Penalty 3713.915946 = -297543.142300 nChanged 89 SP:Iteration 5Q (24023.170000 sec): 3 clusters Score: Raw -301452.507059 + Penalty 3713.915946 = -297738.591113 nChanged 54 SP:Iteration 6Q (24023.360000 sec): 3 clusters Score: Raw -301519.760591 + Penalty 3713.915946 = -297805.844645 nChanged 25 SP:Iteration 7Q (24023.540000 sec): 3 clusters Score: Raw -301563.424749 + Penalty 3713.915946 = -297849.508804 nChanged 21 SP:Iteration 8Q (24023.700000 sec): 3 clusters Score: Raw -301590.541436 + Penalty 3713.915946 = -297876.625491 nChanged 17 SP:Iteration 9Q (24023.930000 sec): 3 clusters Score: Raw -301606.390571 + Penalty 3713.915946 = -297892.474625 nChanged 11 SP:Iteration 10Q (24024.100000 sec): 3 clusters Score: Raw -301616.527230 + Penalty 3713.915946 = -297902.611285 nChanged 8 SP:Iteration 11Q (24024.270000 sec): 3 clusters Score: Raw -301622.236731 + Penalty 3713.915946 = -297908.320786 nChanged 3 SP:Iteration 12Q (24024.470000 sec): 3 clusters Score: Raw -301625.479877 + Penalty 3713.915946 = -297911.563931 nChanged 2 SP:Iteration 13Q (24024.650000 sec): 3 clusters Score: Raw -301627.346842 + Penalty 3713.915946 = -297913.430897 nChanged 0 SP:Iteration 14F (24024.850000 sec): 3 clusters Score: Raw -301627.346842 + Penalty 3713.915946 = -297913.430897 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 16 (789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24024.930000 sec): 2 clusters Score: Raw -119097.127398 + Penalty 1654.350048 = -117442.777350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24025.110000 sec): 3 clusters Score: Raw -119110.508643 + Penalty 3308.700095 = -115801.808548 nChanged 211 SP:Iteration 1F (24025.280000 sec): 3 clusters Score: Raw -119749.181971 + Penalty 3308.700095 = -116440.481875 nChanged 100 SP:Iteration 2F (24025.470000 sec): 3 clusters Score: Raw -120308.811701 + Penalty 3308.700095 = -117000.111606 nChanged 65 SP:Iteration 3F (24025.670000 sec): 3 clusters Score: Raw -120566.080958 + Penalty 3308.700095 = -117257.380862 nChanged 36 SP:Iteration 4Q (24025.870000 sec): 3 clusters Score: Raw -120726.981187 + Penalty 3308.700095 = -117418.281091 nChanged 32 SP:Iteration 5Q (24026.040000 sec): 3 clusters Score: Raw -120910.047782 + Penalty 3308.700095 = -117601.347687 nChanged 35 SP:Iteration 6Q (24026.220000 sec): 3 clusters Score: Raw -121243.503681 + Penalty 3308.700095 = -117934.803585 nChanged 42 SP:Iteration 7F (24026.370000 sec): 3 clusters Score: Raw -121720.727872 + Penalty 3308.700095 = -118412.027777 nChanged 57 SP:Iteration 8F (24026.590000 sec): 3 clusters Score: Raw -122438.142208 + Penalty 3308.700095 = -119129.442113 nChanged 80 SP:Iteration 9F (24026.730000 sec): 3 clusters Score: Raw -123011.233455 + Penalty 3308.700095 = -119702.533360 nChanged 57 SP:Iteration 10F (24026.900000 sec): 3 clusters Score: Raw -123310.776391 + Penalty 3308.700095 = -120002.076296 nChanged 33 SP:Iteration 11Q (24027.070000 sec): 3 clusters Score: Raw -123515.563080 + Penalty 3308.700095 = -120206.862985 nChanged 9 SP:Iteration 12Q (24027.270000 sec): 3 clusters Score: Raw -123575.186181 + Penalty 3308.700095 = -120266.486086 nChanged 3 SP:Iteration 13Q (24027.490000 sec): 3 clusters Score: Raw -123606.925001 + Penalty 3308.700095 = -120298.224905 nChanged 2 SP:Iteration 14Q (24027.650000 sec): 3 clusters Score: Raw -123623.667049 + Penalty 3308.700095 = -120314.966954 nChanged 3 SP:Iteration 15Q (24027.820000 sec): 3 clusters Score: Raw -123634.932536 + Penalty 3308.700095 = -120326.232441 nChanged 0 SP:Iteration 16F (24027.990000 sec): 3 clusters Score: Raw -123636.032978 + Penalty 3308.700095 = -120327.332883 nChanged 1 SP:Iteration 17Q (24028.180000 sec): 3 clusters Score: Raw -123656.595572 + Penalty 3308.700095 = -120347.895477 nChanged 2 SP:Iteration 18Q (24028.350000 sec): 3 clusters Score: Raw -123675.695485 + Penalty 3308.700095 = -120366.995389 nChanged 2 SP:Iteration 19Q (24028.560000 sec): 3 clusters Score: Raw -123698.691708 + Penalty 3308.700095 = -120389.991613 nChanged 2 SP:Iteration 20F (24028.710000 sec): 3 clusters Score: Raw -123712.418345 + Penalty 3308.700095 = -120403.718250 nChanged 4 SP:Iteration 21Q (24028.900000 sec): 3 clusters Score: Raw -123786.192955 + Penalty 3308.700095 = -120477.492860 nChanged 1 SP:Iteration 22Q (24029.100000 sec): 3 clusters Score: Raw -123799.146743 + Penalty 3308.700095 = -120490.446648 nChanged 1 SP:Iteration 23Q (24029.240000 sec): 3 clusters Score: Raw -123802.139895 + Penalty 3308.700095 = -120493.439800 nChanged 0 SP:Iteration 24F (24029.460000 sec): 3 clusters Score: Raw -123802.139895 + Penalty 3308.700095 = -120493.439800 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 17 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24029.570000 sec): 2 clusters Score: Raw -61052.061852 + Penalty 1496.799395 = -59555.262457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24029.740000 sec): 3 clusters Score: Raw -61237.021371 + Penalty 2993.598791 = -58243.422581 nChanged 88 SP:Iteration 1F (24029.900000 sec): 3 clusters Score: Raw -61784.989135 + Penalty 2993.598791 = -58791.390344 nChanged 26 SP:Iteration 2F (24030.080000 sec): 3 clusters Score: Raw -61958.401396 + Penalty 2993.598791 = -58964.802605 nChanged 15 SP:Iteration 3Q (24030.260000 sec): 3 clusters Score: Raw -62037.073902 + Penalty 2993.598791 = -59043.475112 nChanged 9 SP:Iteration 4Q (24030.460000 sec): 3 clusters Score: Raw -62080.670603 + Penalty 2993.598791 = -59087.071813 nChanged 3 SP:Iteration 5Q (24030.600000 sec): 3 clusters Score: Raw -62090.123409 + Penalty 2993.598791 = -59096.524619 nChanged 3 SP:Iteration 6Q (24030.800000 sec): 3 clusters Score: Raw -62106.355082 + Penalty 2993.598791 = -59112.756292 nChanged 3 SP:Iteration 7Q (24030.940000 sec): 3 clusters Score: Raw -62139.797120 + Penalty 2993.598791 = -59146.198330 nChanged 6 SP:Iteration 8Q (24031.140000 sec): 3 clusters Score: Raw -62189.043190 + Penalty 2993.598791 = -59195.444399 nChanged 12 SP:Iteration 9Q (24031.330000 sec): 3 clusters Score: Raw -62349.570619 + Penalty 2993.598791 = -59355.971829 nChanged 18 SP:Iteration 10Q (24031.550000 sec): 3 clusters Score: Raw -62602.296742 + Penalty 2993.598791 = -59608.697952 nChanged 15 SP:Iteration 11Q (24031.700000 sec): 3 clusters Score: Raw -62925.725952 + Penalty 2993.598791 = -59932.127162 nChanged 11 SP:Iteration 12Q (24031.910000 sec): 3 clusters Score: Raw -63025.066754 + Penalty 2993.598791 = -60031.467963 nChanged 2 SP:Iteration 13Q (24032.110000 sec): 3 clusters Score: Raw -63051.569584 + Penalty 2993.598791 = -60057.970793 nChanged 1 SP:Iteration 14Q (24032.280000 sec): 3 clusters Score: Raw -63059.596457 + Penalty 2993.598791 = -60065.997666 nChanged 0 SP:Iteration 15F (24032.480000 sec): 3 clusters Score: Raw -63059.596457 + Penalty 2993.598791 = -60065.997666 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 18 (22554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24032.670000 sec): 2 clusters Score: Raw -4123568.849808 + Penalty 2485.869593 = -4121082.980215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24032.930000 sec): 3 clusters Score: Raw -4110412.441403 + Penalty 4971.739186 = -4105440.702217 nChanged 9913 SP:Iteration 1F (24033.230000 sec): 3 clusters Score: Raw -4115600.672130 + Penalty 4971.739186 = -4110628.932945 nChanged 1100 SP:Iteration 2Q (24033.560000 sec): 3 clusters Score: Raw -4115986.457128 + Penalty 4971.739186 = -4111014.717942 nChanged 992 SP:Iteration 3Q (24033.850000 sec): 3 clusters Score: Raw -4116315.982685 + Penalty 4971.739186 = -4111344.243499 nChanged 861 SP:Iteration 4Q (24034.140000 sec): 3 clusters Score: Raw -4116595.562599 + Penalty 4971.739186 = -4111623.823413 nChanged 818 SP:Iteration 5Q (24034.420000 sec): 3 clusters Score: Raw -4116873.342673 + Penalty 4971.739186 = -4111901.603488 nChanged 805 SP:Iteration 6Q (24034.750000 sec): 3 clusters Score: Raw -4117182.781075 + Penalty 4971.739186 = -4112211.041889 nChanged 900 SP:Iteration 7Q (24035.060000 sec): 3 clusters Score: Raw -4117581.326436 + Penalty 4971.739186 = -4112609.587250 nChanged 1037 SP:Iteration 8Q (24035.350000 sec): 3 clusters Score: Raw -4118137.011299 + Penalty 4971.739186 = -4113165.272113 nChanged 1304 SP:Iteration 9F (24035.620000 sec): 3 clusters Score: Raw -4119025.974271 + Penalty 4971.739186 = -4114054.235085 nChanged 1485 SP:Iteration 10F (24035.940000 sec): 3 clusters Score: Raw -4120211.524266 + Penalty 4971.739186 = -4115239.785080 nChanged 1438 SP:Iteration 11F (24036.240000 sec): 3 clusters Score: Raw -4121498.461378 + Penalty 4971.739186 = -4116526.722192 nChanged 1149 SP:Iteration 12F (24036.530000 sec): 3 clusters Score: Raw -4122597.608857 + Penalty 4971.739186 = -4117625.869671 nChanged 676 SP:Iteration 13Q (24036.830000 sec): 3 clusters Score: Raw -4123249.030780 + Penalty 4971.739186 = -4118277.291595 nChanged 283 SP:Iteration 14Q (24037.080000 sec): 3 clusters Score: Raw -4123528.848361 + Penalty 4971.739186 = -4118557.109175 nChanged 114 SP:Iteration 15Q (24037.330000 sec): 3 clusters Score: Raw -4123646.099584 + Penalty 4971.739186 = -4118674.360398 nChanged 64 SP:Iteration 16Q (24037.590000 sec): 3 clusters Score: Raw -4123710.550540 + Penalty 4971.739186 = -4118738.811355 nChanged 33 SP:Iteration 17Q (24037.880000 sec): 3 clusters Score: Raw -4123743.606942 + Penalty 4971.739186 = -4118771.867756 nChanged 21 SP:Iteration 18Q (24038.130000 sec): 3 clusters Score: Raw -4123765.767539 + Penalty 4971.739186 = -4118794.028354 nChanged 18 SP:Iteration 19Q (24038.370000 sec): 3 clusters Score: Raw -4123789.196168 + Penalty 4971.739186 = -4118817.456982 nChanged 12 SP:Iteration 20F (24038.630000 sec): 3 clusters Score: Raw -4123807.190403 + Penalty 4971.739186 = -4118835.451218 nChanged 12 SP:Iteration 21Q (24038.900000 sec): 3 clusters Score: Raw -4123828.327055 + Penalty 4971.739186 = -4118856.587869 nChanged 8 SP:Iteration 22Q (24039.160000 sec): 3 clusters Score: Raw -4123841.138591 + Penalty 4971.739186 = -4118869.399405 nChanged 8 SP:Iteration 23Q (24039.480000 sec): 3 clusters Score: Raw -4123852.700328 + Penalty 4971.739186 = -4118880.961142 nChanged 6 SP:Iteration 24Q (24039.740000 sec): 3 clusters Score: Raw -4123861.540925 + Penalty 4971.739186 = -4118889.801739 nChanged 3 SP:Iteration 25Q (24039.960000 sec): 3 clusters Score: Raw -4123869.852493 + Penalty 4971.739186 = -4118898.113308 nChanged 4 SP:Iteration 26Q (24040.230000 sec): 3 clusters Score: Raw -4123876.288150 + Penalty 4971.739186 = -4118904.548964 nChanged 1 SP:Iteration 27Q (24040.510000 sec): 3 clusters Score: Raw -4123878.541688 + Penalty 4971.739186 = -4118906.802503 nChanged 0 SP:Iteration 28F (24040.750000 sec): 3 clusters Score: Raw -4123878.541688 + Penalty 4971.739186 = -4118906.802503 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 19 (18999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24040.960000 sec): 2 clusters Score: Raw -3186109.209984 + Penalty 2443.331123 = -3183665.878861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24041.190000 sec): 3 clusters Score: Raw -3175118.019184 + Penalty 4886.662246 = -3170231.356938 nChanged 8312 SP:Iteration 1F (24041.440000 sec): 3 clusters Score: Raw -3179720.426040 + Penalty 4886.662246 = -3174833.763794 nChanged 1040 SP:Iteration 2F (24041.720000 sec): 3 clusters Score: Raw -3180183.953165 + Penalty 4886.662246 = -3175297.290919 nChanged 920 SP:Iteration 3Q (24041.960000 sec): 3 clusters Score: Raw -3180692.243551 + Penalty 4886.662246 = -3175805.581305 nChanged 936 SP:Iteration 4Q (24042.260000 sec): 3 clusters Score: Raw -3181354.134733 + Penalty 4886.662246 = -3176467.472487 nChanged 1015 SP:Iteration 5F (24042.550000 sec): 3 clusters Score: Raw -3182071.444014 + Penalty 4886.662246 = -3177184.781767 nChanged 1041 SP:Iteration 6F (24042.770000 sec): 3 clusters Score: Raw -3182770.564933 + Penalty 4886.662246 = -3177883.902687 nChanged 1096 SP:Iteration 7F (24043.020000 sec): 3 clusters Score: Raw -3183452.168332 + Penalty 4886.662246 = -3178565.506086 nChanged 1070 SP:Iteration 8F (24043.300000 sec): 3 clusters Score: Raw -3184153.027116 + Penalty 4886.662246 = -3179266.364870 nChanged 1003 SP:Iteration 9F (24043.600000 sec): 3 clusters Score: Raw -3184785.961512 + Penalty 4886.662246 = -3179899.299266 nChanged 905 SP:Iteration 10Q (24043.870000 sec): 3 clusters Score: Raw -3185284.663865 + Penalty 4886.662246 = -3180398.001619 nChanged 749 SP:Iteration 11Q (24044.100000 sec): 3 clusters Score: Raw -3185688.810482 + Penalty 4886.662246 = -3180802.148235 nChanged 640 SP:Iteration 12Q (24044.390000 sec): 3 clusters Score: Raw -3186011.448075 + Penalty 4886.662246 = -3181124.785829 nChanged 553 SP:Iteration 13Q (24044.630000 sec): 3 clusters Score: Raw -3186282.044776 + Penalty 4886.662246 = -3181395.382530 nChanged 433 SP:Iteration 14Q (24044.900000 sec): 3 clusters Score: Raw -3186497.295294 + Penalty 4886.662246 = -3181610.633048 nChanged 391 SP:Iteration 15Q (24045.170000 sec): 3 clusters Score: Raw -3186677.665828 + Penalty 4886.662246 = -3181791.003582 nChanged 340 SP:Iteration 16Q (24045.470000 sec): 3 clusters Score: Raw -3186824.061217 + Penalty 4886.662246 = -3181937.398971 nChanged 285 SP:Iteration 17Q (24045.720000 sec): 3 clusters Score: Raw -3186918.382423 + Penalty 4886.662246 = -3182031.720177 nChanged 261 SP:Iteration 18Q (24045.990000 sec): 3 clusters Score: Raw -3186991.003578 + Penalty 4886.662246 = -3182104.341332 nChanged 195 SP:Iteration 19Q (24046.250000 sec): 3 clusters Score: Raw -3187040.773361 + Penalty 4886.662246 = -3182154.111115 nChanged 165 SP:Iteration 20F (24046.520000 sec): 3 clusters Score: Raw -3187079.665707 + Penalty 4886.662246 = -3182193.003461 nChanged 157 SP:Iteration 21Q (24046.850000 sec): 3 clusters Score: Raw -3187115.538654 + Penalty 4886.662246 = -3182228.876408 nChanged 138 SP:Iteration 22Q (24047.120000 sec): 3 clusters Score: Raw -3187147.492631 + Penalty 4886.662246 = -3182260.830384 nChanged 125 SP:Iteration 23Q (24047.390000 sec): 3 clusters Score: Raw -3187175.597554 + Penalty 4886.662246 = -3182288.935308 nChanged 126 SP:Iteration 24Q (24047.660000 sec): 3 clusters Score: Raw -3187200.313696 + Penalty 4886.662246 = -3182313.651450 nChanged 131 SP:Iteration 25Q (24047.890000 sec): 3 clusters Score: Raw -3187227.019147 + Penalty 4886.662246 = -3182340.356901 nChanged 107 SP:Iteration 26Q (24048.180000 sec): 3 clusters Score: Raw -3187248.935225 + Penalty 4886.662246 = -3182362.272979 nChanged 105 SP:Iteration 27Q (24048.460000 sec): 3 clusters Score: Raw -3187270.173292 + Penalty 4886.662246 = -3182383.511046 nChanged 93 SP:Iteration 28Q (24048.670000 sec): 3 clusters Score: Raw -3187288.517278 + Penalty 4886.662246 = -3182401.855032 nChanged 86 SP:Iteration 29Q (24048.930000 sec): 3 clusters Score: Raw -3187305.207893 + Penalty 4886.662246 = -3182418.545647 nChanged 92 SP:Iteration 30Q (24049.190000 sec): 3 clusters Score: Raw -3187322.577625 + Penalty 4886.662246 = -3182435.915379 nChanged 80 SP:Iteration 31Q (24049.460000 sec): 3 clusters Score: Raw -3187337.772768 + Penalty 4886.662246 = -3182451.110522 nChanged 67 SP:Iteration 32Q (24049.730000 sec): 3 clusters Score: Raw -3187351.578563 + Penalty 4886.662246 = -3182464.916317 nChanged 65 SP:Iteration 33Q (24049.930000 sec): 3 clusters Score: Raw -3187364.270810 + Penalty 4886.662246 = -3182477.608564 nChanged 76 SP:Iteration 34Q (24050.230000 sec): 3 clusters Score: Raw -3187380.018417 + Penalty 4886.662246 = -3182493.356171 nChanged 74 SP:Iteration 35Q (24050.490000 sec): 3 clusters Score: Raw -3187393.485891 + Penalty 4886.662246 = -3182506.823645 nChanged 70 SP:Iteration 36Q (24050.710000 sec): 3 clusters Score: Raw -3187405.686570 + Penalty 4886.662246 = -3182519.024324 nChanged 67 SP:Iteration 37Q (24050.980000 sec): 3 clusters Score: Raw -3187418.343216 + Penalty 4886.662246 = -3182531.680970 nChanged 69 SP:Iteration 38Q (24051.250000 sec): 3 clusters Score: Raw -3187431.705485 + Penalty 4886.662246 = -3182545.043239 nChanged 65 SP:Iteration 39Q (24051.590000 sec): 3 clusters Score: Raw -3187442.933358 + Penalty 4886.662246 = -3182556.271112 nChanged 67 SP:Iteration 40F (24051.800000 sec): 3 clusters Score: Raw -3187453.838983 + Penalty 4886.662246 = -3182567.176737 nChanged 70 SP:Iteration 41Q (24052.080000 sec): 3 clusters Score: Raw -3187467.837198 + Penalty 4886.662246 = -3182581.174952 nChanged 77 SP:Iteration 42Q (24052.380000 sec): 3 clusters Score: Raw -3187483.467081 + Penalty 4886.662246 = -3182596.804835 nChanged 71 SP:Iteration 43Q (24052.670000 sec): 3 clusters Score: Raw -3187496.718912 + Penalty 4886.662246 = -3182610.056666 nChanged 73 SP:Iteration 44Q (24052.950000 sec): 3 clusters Score: Raw -3187511.376565 + Penalty 4886.662246 = -3182624.714319 nChanged 70 SP:Iteration 45Q (24053.220000 sec): 3 clusters Score: Raw -3187525.650082 + Penalty 4886.662246 = -3182638.987836 nChanged 77 SP:Iteration 46Q (24053.510000 sec): 3 clusters Score: Raw -3187538.265691 + Penalty 4886.662246 = -3182651.603445 nChanged 66 SP:Iteration 47Q (24053.780000 sec): 3 clusters Score: Raw -3187547.852855 + Penalty 4886.662246 = -3182661.190609 nChanged 51 SP:Iteration 48Q (24054.050000 sec): 3 clusters Score: Raw -3187555.422484 + Penalty 4886.662246 = -3182668.760238 nChanged 44 SP:Iteration 49Q (24054.330000 sec): 3 clusters Score: Raw -3187561.607989 + Penalty 4886.662246 = -3182674.945743 nChanged 44 SP:Iteration 50Q (24054.600000 sec): 3 clusters Score: Raw -3187567.881511 + Penalty 4886.662246 = -3182681.219265 nChanged 44 SP:Iteration 51Q (24054.840000 sec): 3 clusters Score: Raw -3187573.778092 + Penalty 4886.662246 = -3182687.115846 nChanged 42 SP:Iteration 52Q (24055.090000 sec): 3 clusters Score: Raw -3187579.616619 + Penalty 4886.662246 = -3182692.954373 nChanged 41 SP:Iteration 53Q (24055.360000 sec): 3 clusters Score: Raw -3187585.495145 + Penalty 4886.662246 = -3182698.832899 nChanged 43 SP:Iteration 54Q (24055.610000 sec): 3 clusters Score: Raw -3187591.706903 + Penalty 4886.662246 = -3182705.044657 nChanged 36 SP:Iteration 55Q (24055.900000 sec): 3 clusters Score: Raw -3187596.659430 + Penalty 4886.662246 = -3182709.997184 nChanged 35 SP:Iteration 56Q (24056.180000 sec): 3 clusters Score: Raw -3187600.683935 + Penalty 4886.662246 = -3182714.021689 nChanged 25 SP:Iteration 57Q (24056.440000 sec): 3 clusters Score: Raw -3187603.645214 + Penalty 4886.662246 = -3182716.982968 nChanged 20 SP:Iteration 58Q (24056.700000 sec): 3 clusters Score: Raw -3187606.254918 + Penalty 4886.662246 = -3182719.592672 nChanged 24 SP:Iteration 59Q (24056.970000 sec): 3 clusters Score: Raw -3187609.233103 + Penalty 4886.662246 = -3182722.570856 nChanged 21 SP:Iteration 60F (24057.260000 sec): 3 clusters Score: Raw -3187611.462441 + Penalty 4886.662246 = -3182724.800195 nChanged 15 SP:Iteration 61Q (24057.570000 sec): 3 clusters Score: Raw -3187612.879018 + Penalty 4886.662246 = -3182726.216772 nChanged 11 SP:Iteration 62Q (24057.870000 sec): 3 clusters Score: Raw -3187613.931644 + Penalty 4886.662246 = -3182727.269398 nChanged 13 SP:Iteration 63Q (24058.110000 sec): 3 clusters Score: Raw -3187615.045057 + Penalty 4886.662246 = -3182728.382811 nChanged 7 SP:Iteration 64Q (24058.360000 sec): 3 clusters Score: Raw -3187615.666602 + Penalty 4886.662246 = -3182729.004356 nChanged 8 SP:Iteration 65Q (24058.680000 sec): 3 clusters Score: Raw -3187616.440000 + Penalty 4886.662246 = -3182729.777754 nChanged 15 SP:Iteration 66Q (24058.930000 sec): 3 clusters Score: Raw -3187617.992841 + Penalty 4886.662246 = -3182731.330595 nChanged 9 SP:Iteration 67Q (24059.220000 sec): 3 clusters Score: Raw -3187618.765584 + Penalty 4886.662246 = -3182732.103338 nChanged 6 SP:Iteration 68Q (24059.470000 sec): 3 clusters Score: Raw -3187619.336756 + Penalty 4886.662246 = -3182732.674510 nChanged 7 SP:Iteration 69Q (24059.730000 sec): 3 clusters Score: Raw -3187620.293074 + Penalty 4886.662246 = -3182733.630828 nChanged 8 SP:Iteration 70Q (24060.030000 sec): 3 clusters Score: Raw -3187621.162200 + Penalty 4886.662246 = -3182734.499954 nChanged 13 SP:Iteration 71Q (24060.240000 sec): 3 clusters Score: Raw -3187622.437073 + Penalty 4886.662246 = -3182735.774827 nChanged 13 SP:Iteration 72Q (24060.500000 sec): 3 clusters Score: Raw -3187623.630747 + Penalty 4886.662246 = -3182736.968501 nChanged 12 SP:Iteration 73Q (24060.810000 sec): 3 clusters Score: Raw -3187624.776594 + Penalty 4886.662246 = -3182738.114348 nChanged 15 SP:Iteration 74Q (24061.030000 sec): 3 clusters Score: Raw -3187626.136546 + Penalty 4886.662246 = -3182739.474300 nChanged 10 SP:Iteration 75Q (24061.280000 sec): 3 clusters Score: Raw -3187627.286674 + Penalty 4886.662246 = -3182740.624428 nChanged 13 SP:Iteration 76Q (24061.530000 sec): 3 clusters Score: Raw -3187628.539466 + Penalty 4886.662246 = -3182741.877220 nChanged 13 SP:Iteration 77Q (24061.830000 sec): 3 clusters Score: Raw -3187629.885755 + Penalty 4886.662246 = -3182743.223509 nChanged 8 SP:Iteration 78Q (24062.090000 sec): 3 clusters Score: Raw -3187630.778815 + Penalty 4886.662246 = -3182744.116569 nChanged 3 SP:Iteration 79Q (24062.350000 sec): 3 clusters Score: Raw -3187631.070990 + Penalty 4886.662246 = -3182744.408744 nChanged 4 SP:Iteration 80F (24062.590000 sec): 3 clusters Score: Raw -3187631.397830 + Penalty 4886.662246 = -3182744.735584 nChanged 3 SP:Iteration 81Q (24062.840000 sec): 3 clusters Score: Raw -3187631.606636 + Penalty 4886.662246 = -3182744.944390 nChanged 5 SP:Iteration 82Q (24063.090000 sec): 3 clusters Score: Raw -3187631.994251 + Penalty 4886.662246 = -3182745.332005 nChanged 3 SP:Iteration 83Q (24063.370000 sec): 3 clusters Score: Raw -3187632.282843 + Penalty 4886.662246 = -3182745.620597 nChanged 0 SP:Iteration 84F (24063.650000 sec): 3 clusters Score: Raw -3187632.282843 + Penalty 4886.662246 = -3182745.620597 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 20 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24063.710000 sec): 2 clusters Score: Raw -85093.284520 + Penalty 1595.369143 = -83497.915377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24063.910000 sec): 3 clusters Score: Raw -85601.204100 + Penalty 3190.738286 = -82410.465814 nChanged 196 SP:Iteration 1F (24064.070000 sec): 3 clusters Score: Raw -87118.198718 + Penalty 3190.738286 = -83927.460432 nChanged 85 SP:Iteration 2F (24064.290000 sec): 3 clusters Score: Raw -88696.864923 + Penalty 3190.738286 = -85506.126637 nChanged 83 SP:Iteration 3F (24064.450000 sec): 3 clusters Score: Raw -91567.438142 + Penalty 3190.738286 = -88376.699856 nChanged 22 SP:Iteration 4Q (24064.640000 sec): 3 clusters Score: Raw -93456.704273 + Penalty 3190.738286 = -90265.965987 nChanged 2 SP:Iteration 5Q (24064.790000 sec): 3 clusters Score: Raw -93867.714004 + Penalty 3190.738286 = -90676.975718 nChanged 0 SP:Iteration 6F (24064.940000 sec): 3 clusters Score: Raw -93867.714004 + Penalty 3190.738286 = -90676.975718 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 21 (1480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24065.060000 sec): 2 clusters Score: Raw -253743.199669 + Penalty 1810.349747 = -251932.849922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24065.230000 sec): 3 clusters Score: Raw -253323.471742 + Penalty 3620.699494 = -249702.772248 nChanged 431 SP:Iteration 1F (24065.410000 sec): 3 clusters Score: Raw -253785.793516 + Penalty 3620.699494 = -250165.094022 nChanged 134 SP:Iteration 2F (24065.590000 sec): 3 clusters Score: Raw -254010.143360 + Penalty 3620.699494 = -250389.443866 nChanged 89 SP:Iteration 3F (24065.740000 sec): 3 clusters Score: Raw -254196.063655 + Penalty 3620.699494 = -250575.364162 nChanged 90 SP:Iteration 4F (24065.910000 sec): 3 clusters Score: Raw -254476.128859 + Penalty 3620.699494 = -250855.429365 nChanged 99 SP:Iteration 5F (24066.090000 sec): 3 clusters Score: Raw -254817.722818 + Penalty 3620.699494 = -251197.023324 nChanged 114 SP:Iteration 6F (24066.270000 sec): 3 clusters Score: Raw -255198.278984 + Penalty 3620.699494 = -251577.579490 nChanged 126 SP:Iteration 7F (24066.480000 sec): 3 clusters Score: Raw -255702.554488 + Penalty 3620.699494 = -252081.854994 nChanged 118 SP:Iteration 8F (24066.650000 sec): 3 clusters Score: Raw -256360.984276 + Penalty 3620.699494 = -252740.284782 nChanged 69 SP:Iteration 9Q (24066.810000 sec): 3 clusters Score: Raw -256689.452700 + Penalty 3620.699494 = -253068.753207 nChanged 45 SP:Iteration 10Q (24066.990000 sec): 3 clusters Score: Raw -256891.438102 + Penalty 3620.699494 = -253270.738608 nChanged 32 SP:Iteration 11Q (24067.190000 sec): 3 clusters Score: Raw -257125.386328 + Penalty 3620.699494 = -253504.686834 nChanged 27 SP:Iteration 12Q (24067.340000 sec): 3 clusters Score: Raw -257576.527289 + Penalty 3620.699494 = -253955.827795 nChanged 13 SP:Iteration 13Q (24067.570000 sec): 3 clusters Score: Raw -257871.277725 + Penalty 3620.699494 = -254250.578231 nChanged 4 SP:Iteration 14Q (24067.710000 sec): 3 clusters Score: Raw -257890.162870 + Penalty 3620.699494 = -254269.463376 nChanged 1 SP:Iteration 15Q (24067.880000 sec): 3 clusters Score: Raw -257891.563698 + Penalty 3620.699494 = -254270.864204 nChanged 0 SP:Iteration 16F (24068.080000 sec): 3 clusters Score: Raw -257891.563698 + Penalty 3620.699494 = -254270.864204 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 22 (609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24068.210000 sec): 2 clusters Score: Raw -79219.010584 + Penalty 1590.130930 = -77628.879654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24068.360000 sec): 3 clusters Score: Raw -79645.789075 + Penalty 3180.261861 = -76465.527214 nChanged 227 SP:Iteration 1F (24068.530000 sec): 3 clusters Score: Raw -81304.776561 + Penalty 3180.261861 = -78124.514700 nChanged 65 SP:Iteration 2F (24068.680000 sec): 3 clusters Score: Raw -82787.936320 + Penalty 3180.261861 = -79607.674459 nChanged 55 SP:Iteration 3F (24068.800000 sec): 3 clusters Score: Raw -84446.168173 + Penalty 3180.261861 = -81265.906313 nChanged 30 SP:Iteration 4Q (24068.980000 sec): 3 clusters Score: Raw -85104.725958 + Penalty 3180.261861 = -81924.464097 nChanged 9 SP:Iteration 5Q (24069.160000 sec): 3 clusters Score: Raw -85331.999984 + Penalty 3180.261861 = -82151.738123 nChanged 3 SP:Iteration 6Q (24069.320000 sec): 3 clusters Score: Raw -85451.123674 + Penalty 3180.261861 = -82270.861813 nChanged 4 SP:Iteration 7Q (24069.490000 sec): 3 clusters Score: Raw -85485.388283 + Penalty 3180.261861 = -82305.126423 nChanged 0 SP:Iteration 8F (24069.680000 sec): 3 clusters Score: Raw -85485.388283 + Penalty 3180.261861 = -82305.126423 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 23 (178812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24070.580000 sec): 2 clusters Score: Raw -34387285.246211 + Penalty 2999.334383 = -34384285.911828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24071.640000 sec): 3 clusters Score: Raw -34270491.262370 + Penalty 5998.668766 = -34264492.593604 nChanged 85919 SP:Iteration 1F (24072.660000 sec): 3 clusters Score: Raw -34320242.364905 + Penalty 5998.668766 = -34314243.696139 nChanged 5026 SP:Iteration 2Q (24073.920000 sec): 3 clusters Score: Raw -34321324.894560 + Penalty 5998.668766 = -34315326.225794 nChanged 6030 SP:Iteration 3Q (24074.990000 sec): 3 clusters Score: Raw -34323067.854489 + Penalty 5998.668766 = -34317069.185723 nChanged 8086 SP:Iteration 4Q (24076.120000 sec): 3 clusters Score: Raw -34326441.452274 + Penalty 5998.668766 = -34320442.783508 nChanged 11143 SP:Iteration 5F (24077.260000 sec): 3 clusters Score: Raw -34332849.911020 + Penalty 5998.668766 = -34326851.242254 nChanged 14306 SP:Iteration 6F (24078.260000 sec): 3 clusters Score: Raw -34343609.045026 + Penalty 5998.668766 = -34337610.376260 nChanged 16021 SP:Iteration 7F (24079.260000 sec): 3 clusters Score: Raw -34357994.032411 + Penalty 5998.668766 = -34351995.363645 nChanged 14352 SP:Iteration 8F (24080.320000 sec): 3 clusters Score: Raw -34372276.761667 + Penalty 5998.668766 = -34366278.092902 nChanged 9390 SP:Iteration 9F (24081.440000 sec): 3 clusters Score: Raw -34381854.598279 + Penalty 5998.668766 = -34375855.929513 nChanged 4120 SP:Iteration 10Q (24082.560000 sec): 3 clusters Score: Raw -34385929.262900 + Penalty 5998.668766 = -34379930.594134 nChanged 1145 SP:Iteration 11Q (24083.620000 sec): 3 clusters Score: Raw -34387069.461674 + Penalty 5998.668766 = -34381070.792908 nChanged 249 SP:Iteration 12Q (24084.640000 sec): 3 clusters Score: Raw -34387380.226025 + Penalty 5998.668766 = -34381381.557259 nChanged 64 SP:Iteration 13Q (24085.580000 sec): 3 clusters Score: Raw -34387493.561591 + Penalty 5998.668766 = -34381494.892825 nChanged 33 SP:Iteration 14Q (24086.500000 sec): 3 clusters Score: Raw -34387550.089264 + Penalty 5998.668766 = -34381551.420498 nChanged 17 SP:Iteration 15Q (24087.420000 sec): 3 clusters Score: Raw -34387576.618053 + Penalty 5998.668766 = -34381577.949287 nChanged 5 SP:Iteration 16Q (24088.260000 sec): 3 clusters Score: Raw -34387586.475409 + Penalty 5998.668766 = -34381587.806644 nChanged 8 SP:Iteration 17Q (24089.210000 sec): 3 clusters Score: Raw -34387599.029013 + Penalty 5998.668766 = -34381600.360247 nChanged 4 SP:Iteration 18Q (24090.070000 sec): 3 clusters Score: Raw -34387604.395617 + Penalty 5998.668766 = -34381605.726852 nChanged 2 SP:Iteration 19Q (24090.940000 sec): 3 clusters Score: Raw -34387606.990913 + Penalty 5998.668766 = -34381608.322147 nChanged 3 SP:Iteration 20F (24091.960000 sec): 3 clusters Score: Raw -34387611.610983 + Penalty 5998.668766 = -34381612.942218 nChanged 5 SP:Iteration 21Q (24092.900000 sec): 3 clusters Score: Raw -34387623.701074 + Penalty 5998.668766 = -34381625.032308 nChanged 3 SP:Iteration 22Q (24093.820000 sec): 3 clusters Score: Raw -34387627.967579 + Penalty 5998.668766 = -34381629.298814 nChanged 2 SP:Iteration 23Q (24094.760000 sec): 3 clusters Score: Raw -34387631.971506 + Penalty 5998.668766 = -34381633.302741 nChanged 1 SP:Iteration 24Q (24095.720000 sec): 3 clusters Score: Raw -34387634.905299 + Penalty 5998.668766 = -34381636.236534 nChanged 0 SP:Iteration 25F (24096.720000 sec): 3 clusters Score: Raw -34387634.905299 + Penalty 5998.668766 = -34381636.236534 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 24 (1178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24096.910000 sec): 2 clusters Score: Raw -189118.611866 + Penalty 1753.750194 = -187364.861672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24097.150000 sec): 3 clusters Score: Raw -188809.499205 + Penalty 3507.500389 = -185301.998816 nChanged 320 SP:Iteration 1F (24097.310000 sec): 3 clusters Score: Raw -189295.702471 + Penalty 3507.500389 = -185788.202083 nChanged 114 SP:Iteration 2F (24097.530000 sec): 3 clusters Score: Raw -189549.444102 + Penalty 3507.500389 = -186041.943713 nChanged 85 SP:Iteration 3F (24097.710000 sec): 3 clusters Score: Raw -189751.041644 + Penalty 3507.500389 = -186243.541255 nChanged 72 SP:Iteration 4F (24097.880000 sec): 3 clusters Score: Raw -189906.354027 + Penalty 3507.500389 = -186398.853638 nChanged 52 SP:Iteration 5Q (24098.030000 sec): 3 clusters Score: Raw -190031.763792 + Penalty 3507.500389 = -186524.263404 nChanged 31 SP:Iteration 6Q (24098.210000 sec): 3 clusters Score: Raw -190100.045911 + Penalty 3507.500389 = -186592.545522 nChanged 36 SP:Iteration 7Q (24098.390000 sec): 3 clusters Score: Raw -190213.006154 + Penalty 3507.500389 = -186705.505765 nChanged 48 SP:Iteration 8Q (24098.570000 sec): 3 clusters Score: Raw -190374.802549 + Penalty 3507.500389 = -186867.302160 nChanged 51 SP:Iteration 9Q (24098.760000 sec): 3 clusters Score: Raw -190613.150353 + Penalty 3507.500389 = -187105.649964 nChanged 49 SP:Iteration 10Q (24098.930000 sec): 3 clusters Score: Raw -190842.301421 + Penalty 3507.500389 = -187334.801033 nChanged 45 SP:Iteration 11Q (24099.080000 sec): 3 clusters Score: Raw -191012.199966 + Penalty 3507.500389 = -187504.699578 nChanged 31 SP:Iteration 12Q (24099.220000 sec): 3 clusters Score: Raw -191148.022727 + Penalty 3507.500389 = -187640.522339 nChanged 34 SP:Iteration 13Q (24099.400000 sec): 3 clusters Score: Raw -191359.883156 + Penalty 3507.500389 = -187852.382767 nChanged 28 SP:Iteration 14Q (24099.580000 sec): 3 clusters Score: Raw -191496.755190 + Penalty 3507.500389 = -187989.254801 nChanged 14 SP:Iteration 15Q (24099.760000 sec): 3 clusters Score: Raw -191542.732916 + Penalty 3507.500389 = -188035.232528 nChanged 13 SP:Iteration 16Q (24099.930000 sec): 3 clusters Score: Raw -191587.502695 + Penalty 3507.500389 = -188080.002307 nChanged 20 SP:Iteration 17Q (24100.110000 sec): 3 clusters Score: Raw -191645.755992 + Penalty 3507.500389 = -188138.255603 nChanged 14 SP:Iteration 18Q (24100.250000 sec): 3 clusters Score: Raw -191682.030589 + Penalty 3507.500389 = -188174.530200 nChanged 17 SP:Iteration 19Q (24100.360000 sec): 3 clusters Score: Raw -191734.912292 + Penalty 3507.500389 = -188227.411903 nChanged 19 SP:Iteration 20F (24100.550000 sec): 3 clusters Score: Raw -191819.670368 + Penalty 3507.500389 = -188312.169979 nChanged 18 SP:Iteration 21Q (24100.750000 sec): 3 clusters Score: Raw -191930.363469 + Penalty 3507.500389 = -188422.863081 nChanged 7 SP:Iteration 22Q (24100.930000 sec): 3 clusters Score: Raw -191956.337456 + Penalty 3507.500389 = -188448.837067 nChanged 0 SP:Iteration 23F (24101.130000 sec): 3 clusters Score: Raw -191956.337456 + Penalty 3507.500389 = -188448.837067 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 25 (6753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24101.250000 sec): 2 clusters Score: Raw -1117503.369114 + Penalty 2186.800048 = -1115316.569066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24101.470000 sec): 3 clusters Score: Raw -1114034.638886 + Penalty 4373.600096 = -1109661.038790 nChanged 2743 SP:Iteration 1F (24101.670000 sec): 3 clusters Score: Raw -1116055.507573 + Penalty 4373.600096 = -1111681.907476 nChanged 683 SP:Iteration 2F (24101.880000 sec): 3 clusters Score: Raw -1116991.447160 + Penalty 4373.600096 = -1112617.847063 nChanged 654 SP:Iteration 3F (24102.110000 sec): 3 clusters Score: Raw -1118002.922388 + Penalty 4373.600096 = -1113629.322292 nChanged 561 SP:Iteration 4F (24102.350000 sec): 3 clusters Score: Raw -1118663.349305 + Penalty 4373.600096 = -1114289.749208 nChanged 436 SP:Iteration 5F (24102.540000 sec): 3 clusters Score: Raw -1119060.482321 + Penalty 4373.600096 = -1114686.882225 nChanged 349 SP:Iteration 6F (24102.720000 sec): 3 clusters Score: Raw -1119339.275845 + Penalty 4373.600096 = -1114965.675749 nChanged 283 SP:Iteration 7Q (24102.940000 sec): 3 clusters Score: Raw -1119566.165947 + Penalty 4373.600096 = -1115192.565850 nChanged 251 SP:Iteration 8Q (24103.110000 sec): 3 clusters Score: Raw -1119760.491327 + Penalty 4373.600096 = -1115386.891230 nChanged 192 SP:Iteration 9Q (24103.310000 sec): 3 clusters Score: Raw -1119891.794981 + Penalty 4373.600096 = -1115518.194884 nChanged 144 SP:Iteration 10Q (24103.500000 sec): 3 clusters Score: Raw -1119983.332088 + Penalty 4373.600096 = -1115609.731992 nChanged 129 SP:Iteration 11Q (24103.730000 sec): 3 clusters Score: Raw -1120074.257751 + Penalty 4373.600096 = -1115700.657655 nChanged 127 SP:Iteration 12Q (24103.920000 sec): 3 clusters Score: Raw -1120166.171745 + Penalty 4373.600096 = -1115792.571649 nChanged 89 SP:Iteration 13Q (24104.130000 sec): 3 clusters Score: Raw -1120228.873984 + Penalty 4373.600096 = -1115855.273888 nChanged 77 SP:Iteration 14Q (24104.310000 sec): 3 clusters Score: Raw -1120284.677293 + Penalty 4373.600096 = -1115911.077197 nChanged 67 SP:Iteration 15Q (24104.510000 sec): 3 clusters Score: Raw -1120325.276098 + Penalty 4373.600096 = -1115951.676001 nChanged 45 SP:Iteration 16Q (24104.730000 sec): 3 clusters Score: Raw -1120348.033318 + Penalty 4373.600096 = -1115974.433222 nChanged 51 SP:Iteration 17Q (24104.950000 sec): 3 clusters Score: Raw -1120375.705176 + Penalty 4373.600096 = -1116002.105080 nChanged 37 SP:Iteration 18Q (24105.140000 sec): 3 clusters Score: Raw -1120389.514666 + Penalty 4373.600096 = -1116015.914570 nChanged 24 SP:Iteration 19Q (24105.380000 sec): 3 clusters Score: Raw -1120398.309625 + Penalty 4373.600096 = -1116024.709528 nChanged 17 SP:Iteration 20F (24105.600000 sec): 3 clusters Score: Raw -1120404.793734 + Penalty 4373.600096 = -1116031.193637 nChanged 16 SP:Iteration 21Q (24105.840000 sec): 3 clusters Score: Raw -1120410.127891 + Penalty 4373.600096 = -1116036.527795 nChanged 11 SP:Iteration 22Q (24106.050000 sec): 3 clusters Score: Raw -1120415.010548 + Penalty 4373.600096 = -1116041.410452 nChanged 10 SP:Iteration 23Q (24106.250000 sec): 3 clusters Score: Raw -1120419.357975 + Penalty 4373.600096 = -1116045.757878 nChanged 6 SP:Iteration 24Q (24106.430000 sec): 3 clusters Score: Raw -1120421.000157 + Penalty 4373.600096 = -1116047.400061 nChanged 4 SP:Iteration 25Q (24106.690000 sec): 3 clusters Score: Raw -1120421.887667 + Penalty 4373.600096 = -1116048.287570 nChanged 2 SP:Iteration 26Q (24106.880000 sec): 3 clusters Score: Raw -1120422.348677 + Penalty 4373.600096 = -1116048.748581 nChanged 2 SP:Iteration 27Q (24107.090000 sec): 3 clusters Score: Raw -1120423.097510 + Penalty 4373.600096 = -1116049.497414 nChanged 3 SP:Iteration 28Q (24107.290000 sec): 3 clusters Score: Raw -1120424.055335 + Penalty 4373.600096 = -1116050.455238 nChanged 5 SP:Iteration 29Q (24107.530000 sec): 3 clusters Score: Raw -1120425.239897 + Penalty 4373.600096 = -1116051.639800 nChanged 1 SP:Iteration 30Q (24107.720000 sec): 3 clusters Score: Raw -1120425.412432 + Penalty 4373.600096 = -1116051.812335 nChanged 1 SP:Iteration 31Q (24107.930000 sec): 3 clusters Score: Raw -1120425.522056 + Penalty 4373.600096 = -1116051.921959 nChanged 0 SP:Iteration 32F (24108.170000 sec): 3 clusters Score: Raw -1120425.522056 + Penalty 4373.600096 = -1116051.921959 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 26 (210834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24109.200000 sec): 2 clusters Score: Raw -37286909.672012 + Penalty 3040.188940 = -37283869.483072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24110.550000 sec): 3 clusters Score: Raw -37148747.086750 + Penalty 6080.377881 = -37142666.708869 nChanged 101485 SP:Iteration 1F (24111.850000 sec): 3 clusters Score: Raw -37207272.801172 + Penalty 6080.377881 = -37201192.423291 nChanged 5250 SP:Iteration 2Q (24113.150000 sec): 3 clusters Score: Raw -37208196.428835 + Penalty 6080.377881 = -37202116.050954 nChanged 5559 SP:Iteration 3Q (24114.430000 sec): 3 clusters Score: Raw -37209311.314608 + Penalty 6080.377881 = -37203230.936727 nChanged 6199 SP:Iteration 4Q (24115.780000 sec): 3 clusters Score: Raw -37210785.753510 + Penalty 6080.377881 = -37204705.375629 nChanged 7193 SP:Iteration 5Q (24117.080000 sec): 3 clusters Score: Raw -37212925.746647 + Penalty 6080.377881 = -37206845.368766 nChanged 8650 SP:Iteration 6Q (24118.400000 sec): 3 clusters Score: Raw -37216191.376740 + Penalty 6080.377881 = -37210110.998859 nChanged 10439 SP:Iteration 7Q (24119.870000 sec): 3 clusters Score: Raw -37221068.021701 + Penalty 6080.377881 = -37214987.643820 nChanged 12086 SP:Iteration 8F (24121.200000 sec): 3 clusters Score: Raw -37227937.909650 + Penalty 6080.377881 = -37221857.531769 nChanged 12890 SP:Iteration 9F (24122.410000 sec): 3 clusters Score: Raw -37236805.214534 + Penalty 6080.377881 = -37230724.836653 nChanged 12645 SP:Iteration 10F (24123.690000 sec): 3 clusters Score: Raw -37246909.638681 + Penalty 6080.377881 = -37240829.260800 nChanged 10841 SP:Iteration 11F (24124.990000 sec): 3 clusters Score: Raw -37256227.369740 + Penalty 6080.377881 = -37250146.991859 nChanged 8543 SP:Iteration 12Q (24126.250000 sec): 3 clusters Score: Raw -37262161.749531 + Penalty 6080.377881 = -37256081.371650 nChanged 5805 SP:Iteration 13Q (24127.540000 sec): 3 clusters Score: Raw -37265156.282273 + Penalty 6080.377881 = -37259075.904392 nChanged 4180 SP:Iteration 14Q (24128.820000 sec): 3 clusters Score: Raw -37267216.397806 + Penalty 6080.377881 = -37261136.019925 nChanged 3775 SP:Iteration 15Q (24129.940000 sec): 3 clusters Score: Raw -37269047.273319 + Penalty 6080.377881 = -37262966.895438 nChanged 3535 SP:Iteration 16Q (24131.110000 sec): 3 clusters Score: Raw -37270812.203118 + Penalty 6080.377881 = -37264731.825237 nChanged 3352 SP:Iteration 17Q (24132.250000 sec): 3 clusters Score: Raw -37272524.586074 + Penalty 6080.377881 = -37266444.208193 nChanged 3140 SP:Iteration 18Q (24133.370000 sec): 3 clusters Score: Raw -37274180.962444 + Penalty 6080.377881 = -37268100.584563 nChanged 2895 SP:Iteration 19Q (24134.490000 sec): 3 clusters Score: Raw -37275753.438570 + Penalty 6080.377881 = -37269673.060689 nChanged 2603 SP:Iteration 20F (24135.690000 sec): 3 clusters Score: Raw -37277239.090471 + Penalty 6080.377881 = -37271158.712590 nChanged 2396 SP:Iteration 21Q (24136.870000 sec): 3 clusters Score: Raw -37278586.684319 + Penalty 6080.377881 = -37272506.306438 nChanged 2145 SP:Iteration 22Q (24138.100000 sec): 3 clusters Score: Raw -37279810.738700 + Penalty 6080.377881 = -37273730.360819 nChanged 1893 SP:Iteration 23Q (24139.350000 sec): 3 clusters Score: Raw -37280855.777189 + Penalty 6080.377881 = -37274775.399308 nChanged 1708 SP:Iteration 24Q (24140.470000 sec): 3 clusters Score: Raw -37281788.479330 + Penalty 6080.377881 = -37275708.101449 nChanged 1482 SP:Iteration 25Q (24141.540000 sec): 3 clusters Score: Raw -37282565.432410 + Penalty 6080.377881 = -37276485.054529 nChanged 1271 SP:Iteration 26Q (24142.650000 sec): 3 clusters Score: Raw -37283180.005321 + Penalty 6080.377881 = -37277099.627440 nChanged 1067 SP:Iteration 27Q (24143.770000 sec): 3 clusters Score: Raw -37283639.703109 + Penalty 6080.377881 = -37277559.325228 nChanged 924 SP:Iteration 28Q (24144.730000 sec): 3 clusters Score: Raw -37284009.764326 + Penalty 6080.377881 = -37277929.386445 nChanged 784 SP:Iteration 29Q (24145.780000 sec): 3 clusters Score: Raw -37284312.679353 + Penalty 6080.377881 = -37278232.301472 nChanged 738 SP:Iteration 30Q (24147.070000 sec): 3 clusters Score: Raw -37284621.111442 + Penalty 6080.377881 = -37278540.733561 nChanged 697 SP:Iteration 31Q (24148.370000 sec): 3 clusters Score: Raw -37284894.654350 + Penalty 6080.377881 = -37278814.276469 nChanged 664 SP:Iteration 32Q (24149.420000 sec): 3 clusters Score: Raw -37285144.985310 + Penalty 6080.377881 = -37279064.607429 nChanged 583 SP:Iteration 33Q (24150.600000 sec): 3 clusters Score: Raw -37285355.852201 + Penalty 6080.377881 = -37279275.474320 nChanged 531 SP:Iteration 34Q (24151.670000 sec): 3 clusters Score: Raw -37285547.790013 + Penalty 6080.377881 = -37279467.412132 nChanged 515 SP:Iteration 35Q (24152.850000 sec): 3 clusters Score: Raw -37285731.396061 + Penalty 6080.377881 = -37279651.018180 nChanged 475 SP:Iteration 36Q (24154.000000 sec): 3 clusters Score: Raw -37285899.696547 + Penalty 6080.377881 = -37279819.318666 nChanged 459 SP:Iteration 37Q (24155.100000 sec): 3 clusters Score: Raw -37286061.708411 + Penalty 6080.377881 = -37279981.330530 nChanged 406 SP:Iteration 38Q (24156.150000 sec): 3 clusters Score: Raw -37286198.310773 + Penalty 6080.377881 = -37280117.932892 nChanged 356 SP:Iteration 39Q (24157.320000 sec): 3 clusters Score: Raw -37286313.238994 + Penalty 6080.377881 = -37280232.861113 nChanged 293 SP:Iteration 40F (24158.530000 sec): 3 clusters Score: Raw -37286401.466143 + Penalty 6080.377881 = -37280321.088262 nChanged 268 SP:Iteration 41Q (24159.520000 sec): 3 clusters Score: Raw -37286479.082578 + Penalty 6080.377881 = -37280398.704697 nChanged 241 SP:Iteration 42Q (24160.590000 sec): 3 clusters Score: Raw -37286548.215151 + Penalty 6080.377881 = -37280467.837270 nChanged 206 SP:Iteration 43Q (24161.600000 sec): 3 clusters Score: Raw -37286608.423250 + Penalty 6080.377881 = -37280528.045369 nChanged 219 SP:Iteration 44Q (24162.630000 sec): 3 clusters Score: Raw -37286670.871387 + Penalty 6080.377881 = -37280590.493506 nChanged 183 SP:Iteration 45Q (24163.730000 sec): 3 clusters Score: Raw -37286721.063397 + Penalty 6080.377881 = -37280640.685516 nChanged 160 SP:Iteration 46Q (24164.720000 sec): 3 clusters Score: Raw -37286763.682426 + Penalty 6080.377881 = -37280683.304545 nChanged 152 SP:Iteration 47Q (24165.790000 sec): 3 clusters Score: Raw -37286808.985954 + Penalty 6080.377881 = -37280728.608073 nChanged 167 SP:Iteration 48Q (24166.740000 sec): 3 clusters Score: Raw -37286861.851235 + Penalty 6080.377881 = -37280781.473354 nChanged 171 SP:Iteration 49Q (24167.760000 sec): 3 clusters Score: Raw -37286920.899032 + Penalty 6080.377881 = -37280840.521151 nChanged 158 SP:Iteration 50Q (24168.740000 sec): 3 clusters Score: Raw -37286969.571073 + Penalty 6080.377881 = -37280889.193192 nChanged 149 SP:Iteration 51Q (24169.770000 sec): 3 clusters Score: Raw -37287015.110451 + Penalty 6080.377881 = -37280934.732570 nChanged 134 SP:Iteration 52Q (24170.790000 sec): 3 clusters Score: Raw -37287057.949919 + Penalty 6080.377881 = -37280977.572038 nChanged 122 SP:Iteration 53Q (24171.780000 sec): 3 clusters Score: Raw -37287099.211036 + Penalty 6080.377881 = -37281018.833155 nChanged 125 SP:Iteration 54Q (24172.770000 sec): 3 clusters Score: Raw -37287136.177734 + Penalty 6080.377881 = -37281055.799853 nChanged 97 SP:Iteration 55Q (24173.790000 sec): 3 clusters Score: Raw -37287162.982774 + Penalty 6080.377881 = -37281082.604893 nChanged 85 SP:Iteration 56Q (24174.770000 sec): 3 clusters Score: Raw -37287190.069915 + Penalty 6080.377881 = -37281109.692034 nChanged 83 SP:Iteration 57Q (24175.820000 sec): 3 clusters Score: Raw -37287214.991799 + Penalty 6080.377881 = -37281134.613918 nChanged 80 SP:Iteration 58Q (24176.750000 sec): 3 clusters Score: Raw -37287236.246483 + Penalty 6080.377881 = -37281155.868602 nChanged 55 SP:Iteration 59Q (24177.760000 sec): 3 clusters Score: Raw -37287248.990279 + Penalty 6080.377881 = -37281168.612398 nChanged 43 SP:Iteration 60F (24178.920000 sec): 3 clusters Score: Raw -37287260.834488 + Penalty 6080.377881 = -37281180.456607 nChanged 51 SP:Iteration 61Q (24179.870000 sec): 3 clusters Score: Raw -37287272.942338 + Penalty 6080.377881 = -37281192.564457 nChanged 40 SP:Iteration 62Q (24181.030000 sec): 3 clusters Score: Raw -37287281.776094 + Penalty 6080.377881 = -37281201.398213 nChanged 35 SP:Iteration 63Q (24182.170000 sec): 3 clusters Score: Raw -37287289.477572 + Penalty 6080.377881 = -37281209.099691 nChanged 34 SP:Iteration 64Q (24183.520000 sec): 3 clusters Score: Raw -37287296.240252 + Penalty 6080.377881 = -37281215.862371 nChanged 25 SP:Iteration 65Q (24184.590000 sec): 3 clusters Score: Raw -37287300.467462 + Penalty 6080.377881 = -37281220.089581 nChanged 12 SP:Iteration 66Q (24185.690000 sec): 3 clusters Score: Raw -37287302.933739 + Penalty 6080.377881 = -37281222.555858 nChanged 11 SP:Iteration 67Q (24186.950000 sec): 3 clusters Score: Raw -37287304.736355 + Penalty 6080.377881 = -37281224.358474 nChanged 8 SP:Iteration 68Q (24188.130000 sec): 3 clusters Score: Raw -37287305.865369 + Penalty 6080.377881 = -37281225.487488 nChanged 8 SP:Iteration 69Q (24189.200000 sec): 3 clusters Score: Raw -37287306.798388 + Penalty 6080.377881 = -37281226.420507 nChanged 6 SP:Iteration 70Q (24190.350000 sec): 3 clusters Score: Raw -37287307.607256 + Penalty 6080.377881 = -37281227.229375 nChanged 5 SP:Iteration 71Q (24191.690000 sec): 3 clusters Score: Raw -37287308.552776 + Penalty 6080.377881 = -37281228.174895 nChanged 3 SP:Iteration 72Q (24193.030000 sec): 3 clusters Score: Raw -37287309.044459 + Penalty 6080.377881 = -37281228.666578 nChanged 4 SP:Iteration 73Q (24194.180000 sec): 3 clusters Score: Raw -37287309.504575 + Penalty 6080.377881 = -37281229.126694 nChanged 2 SP:Iteration 74Q (24195.390000 sec): 3 clusters Score: Raw -37287309.843258 + Penalty 6080.377881 = -37281229.465377 nChanged 1 SP:Iteration 75Q (24196.500000 sec): 3 clusters Score: Raw -37287310.034191 + Penalty 6080.377881 = -37281229.656310 nChanged 4 SP:Iteration 76Q (24197.720000 sec): 3 clusters Score: Raw -37287310.475747 + Penalty 6080.377881 = -37281230.097866 nChanged 4 SP:Iteration 77Q (24198.770000 sec): 3 clusters Score: Raw -37287311.104281 + Penalty 6080.377881 = -37281230.726400 nChanged 3 SP:Iteration 78Q (24199.960000 sec): 3 clusters Score: Raw -37287311.543383 + Penalty 6080.377881 = -37281231.165502 nChanged 4 SP:Iteration 79Q (24201.410000 sec): 3 clusters Score: Raw -37287312.114205 + Penalty 6080.377881 = -37281231.736324 nChanged 3 SP:Iteration 80F (24202.870000 sec): 3 clusters Score: Raw -37287312.889515 + Penalty 6080.377881 = -37281232.511634 nChanged 7 SP:Iteration 81Q (24203.920000 sec): 3 clusters Score: Raw -37287314.179568 + Penalty 6080.377881 = -37281233.801687 nChanged 8 SP:Iteration 82Q (24205.000000 sec): 3 clusters Score: Raw -37287315.935824 + Penalty 6080.377881 = -37281235.557943 nChanged 10 SP:Iteration 83Q (24206.120000 sec): 3 clusters Score: Raw -37287317.848628 + Penalty 6080.377881 = -37281237.470747 nChanged 7 SP:Iteration 84Q (24207.190000 sec): 3 clusters Score: Raw -37287318.822497 + Penalty 6080.377881 = -37281238.444616 nChanged 7 SP:Iteration 85Q (24208.340000 sec): 3 clusters Score: Raw -37287320.044251 + Penalty 6080.377881 = -37281239.666370 nChanged 7 SP:Iteration 86Q (24209.400000 sec): 3 clusters Score: Raw -37287321.211748 + Penalty 6080.377881 = -37281240.833867 nChanged 12 SP:Iteration 87Q (24210.550000 sec): 3 clusters Score: Raw -37287322.819270 + Penalty 6080.377881 = -37281242.441389 nChanged 6 SP:Iteration 88Q (24211.730000 sec): 3 clusters Score: Raw -37287323.751050 + Penalty 6080.377881 = -37281243.373169 nChanged 5 SP:Iteration 89Q (24212.980000 sec): 3 clusters Score: Raw -37287324.356630 + Penalty 6080.377881 = -37281243.978749 nChanged 5 SP:Iteration 90Q (24214.110000 sec): 3 clusters Score: Raw -37287325.183434 + Penalty 6080.377881 = -37281244.805553 nChanged 6 SP:Iteration 91Q (24215.190000 sec): 3 clusters Score: Raw -37287325.997046 + Penalty 6080.377881 = -37281245.619165 nChanged 3 SP:Iteration 92Q (24216.210000 sec): 3 clusters Score: Raw -37287326.637766 + Penalty 6080.377881 = -37281246.259885 nChanged 2 SP:Iteration 93Q (24217.110000 sec): 3 clusters Score: Raw -37287326.917782 + Penalty 6080.377881 = -37281246.539901 nChanged 1 SP:Iteration 94Q (24218.180000 sec): 3 clusters Score: Raw -37287327.111064 + Penalty 6080.377881 = -37281246.733183 nChanged 0 SP:Iteration 95F (24219.330000 sec): 3 clusters Score: Raw -37287327.111064 + Penalty 6080.377881 = -37281246.733183 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 27 (999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24219.470000 sec): 2 clusters Score: Raw -164135.088305 + Penalty 1712.875185 = -162422.213120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24219.630000 sec): 3 clusters Score: Raw -164151.931816 + Penalty 3425.750370 = -160726.181446 nChanged 276 SP:Iteration 1F (24219.800000 sec): 3 clusters Score: Raw -164723.731283 + Penalty 3425.750370 = -161297.980913 nChanged 113 SP:Iteration 2F (24219.970000 sec): 3 clusters Score: Raw -165091.904105 + Penalty 3425.750370 = -161666.153735 nChanged 83 SP:Iteration 3F (24220.140000 sec): 3 clusters Score: Raw -165415.341030 + Penalty 3425.750370 = -161989.590659 nChanged 47 SP:Iteration 4Q (24220.310000 sec): 3 clusters Score: Raw -165579.480762 + Penalty 3425.750370 = -162153.730392 nChanged 32 SP:Iteration 5Q (24220.480000 sec): 3 clusters Score: Raw -165710.630230 + Penalty 3425.750370 = -162284.879860 nChanged 30 SP:Iteration 6Q (24220.660000 sec): 3 clusters Score: Raw -165824.854909 + Penalty 3425.750370 = -162399.104538 nChanged 29 SP:Iteration 7Q (24220.870000 sec): 3 clusters Score: Raw -165938.337492 + Penalty 3425.750370 = -162512.587122 nChanged 10 SP:Iteration 8Q (24221.020000 sec): 3 clusters Score: Raw -165991.664463 + Penalty 3425.750370 = -162565.914093 nChanged 9 SP:Iteration 9Q (24221.170000 sec): 3 clusters Score: Raw -166019.737754 + Penalty 3425.750370 = -162593.987383 nChanged 7 SP:Iteration 10Q (24221.360000 sec): 3 clusters Score: Raw -166046.252232 + Penalty 3425.750370 = -162620.501862 nChanged 5 SP:Iteration 11Q (24221.530000 sec): 3 clusters Score: Raw -166059.294684 + Penalty 3425.750370 = -162633.544314 nChanged 2 SP:Iteration 12Q (24221.700000 sec): 3 clusters Score: Raw -166061.298531 + Penalty 3425.750370 = -162635.548161 nChanged 3 SP:Iteration 13Q (24221.920000 sec): 3 clusters Score: Raw -166069.110161 + Penalty 3425.750370 = -162643.359790 nChanged 2 SP:Iteration 14Q (24222.120000 sec): 3 clusters Score: Raw -166072.509319 + Penalty 3425.750370 = -162646.758949 nChanged 1 SP:Iteration 15Q (24222.310000 sec): 3 clusters Score: Raw -166073.362450 + Penalty 3425.750370 = -162647.612080 nChanged 1 SP:Iteration 16Q (24222.430000 sec): 3 clusters Score: Raw -166074.869914 + Penalty 3425.750370 = -162649.119544 nChanged 0 SP:Iteration 17F (24222.600000 sec): 3 clusters Score: Raw -166076.926768 + Penalty 3425.750370 = -162651.176398 nChanged 2 SP:Iteration 18Q (24222.790000 sec): 3 clusters Score: Raw -166104.060711 + Penalty 3425.750370 = -162678.310341 nChanged 7 SP:Iteration 19Q (24222.930000 sec): 3 clusters Score: Raw -166134.956750 + Penalty 3425.750370 = -162709.206379 nChanged 10 SP:Iteration 20F (24223.060000 sec): 3 clusters Score: Raw -166155.193983 + Penalty 3425.750370 = -162729.443613 nChanged 5 SP:Iteration 21Q (24223.260000 sec): 3 clusters Score: Raw -166177.834099 + Penalty 3425.750370 = -162752.083729 nChanged 4 SP:Iteration 22Q (24223.410000 sec): 3 clusters Score: Raw -166184.833507 + Penalty 3425.750370 = -162759.083137 nChanged 0 SP:Iteration 23F (24223.620000 sec): 3 clusters Score: Raw -166184.833507 + Penalty 3425.750370 = -162759.083137 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 28 (1019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24223.710000 sec): 2 clusters Score: Raw -165414.507965 + Penalty 1717.791104 = -163696.716861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24223.880000 sec): 3 clusters Score: Raw -165227.717186 + Penalty 3435.582208 = -161792.134978 nChanged 311 SP:Iteration 1F (24224.120000 sec): 3 clusters Score: Raw -165751.995405 + Penalty 3435.582208 = -162316.413196 nChanged 105 SP:Iteration 2F (24224.250000 sec): 3 clusters Score: Raw -165976.067641 + Penalty 3435.582208 = -162540.485433 nChanged 67 SP:Iteration 3F (24224.510000 sec): 3 clusters Score: Raw -166165.843486 + Penalty 3435.582208 = -162730.261278 nChanged 54 SP:Iteration 4F (24224.710000 sec): 3 clusters Score: Raw -166307.289298 + Penalty 3435.582208 = -162871.707090 nChanged 42 SP:Iteration 5Q (24224.870000 sec): 3 clusters Score: Raw -166469.261862 + Penalty 3435.582208 = -163033.679654 nChanged 36 SP:Iteration 6Q (24225.100000 sec): 3 clusters Score: Raw -166607.470383 + Penalty 3435.582208 = -163171.888175 nChanged 37 SP:Iteration 7Q (24225.340000 sec): 3 clusters Score: Raw -166782.264157 + Penalty 3435.582208 = -163346.681949 nChanged 30 SP:Iteration 8Q (24225.500000 sec): 3 clusters Score: Raw -166920.581976 + Penalty 3435.582208 = -163484.999767 nChanged 17 SP:Iteration 9Q (24225.700000 sec): 3 clusters Score: Raw -166969.043322 + Penalty 3435.582208 = -163533.461113 nChanged 9 SP:Iteration 10Q (24225.860000 sec): 3 clusters Score: Raw -166984.007772 + Penalty 3435.582208 = -163548.425564 nChanged 7 SP:Iteration 11Q (24226.060000 sec): 3 clusters Score: Raw -166999.346505 + Penalty 3435.582208 = -163563.764297 nChanged 2 SP:Iteration 12Q (24226.230000 sec): 3 clusters Score: Raw -167005.784130 + Penalty 3435.582208 = -163570.201922 nChanged 4 SP:Iteration 13Q (24226.420000 sec): 3 clusters Score: Raw -167013.738046 + Penalty 3435.582208 = -163578.155838 nChanged 0 SP:Iteration 14F (24226.600000 sec): 3 clusters Score: Raw -167018.278185 + Penalty 3435.582208 = -163582.695977 nChanged 3 SP:Iteration 15Q (24226.830000 sec): 3 clusters Score: Raw -167048.605632 + Penalty 3435.582208 = -163613.023423 nChanged 3 SP:Iteration 16Q (24226.990000 sec): 3 clusters Score: Raw -167058.820934 + Penalty 3435.582208 = -163623.238726 nChanged 1 SP:Iteration 17Q (24227.190000 sec): 3 clusters Score: Raw -167060.200201 + Penalty 3435.582208 = -163624.617992 nChanged 1 SP:Iteration 18Q (24227.350000 sec): 3 clusters Score: Raw -167061.248549 + Penalty 3435.582208 = -163625.666341 nChanged 0 SP:Iteration 19F (24227.560000 sec): 3 clusters Score: Raw -167061.248549 + Penalty 3435.582208 = -163625.666341 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 29 (5739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24227.660000 sec): 2 clusters Score: Raw -1035856.981289 + Penalty 2146.449984 = -1033710.531305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24227.890000 sec): 3 clusters Score: Raw -1032991.817531 + Penalty 4292.899968 = -1028698.917563 nChanged 2257 SP:Iteration 1F (24228.130000 sec): 3 clusters Score: Raw -1034201.202162 + Penalty 4292.899968 = -1029908.302194 nChanged 407 SP:Iteration 2F (24228.360000 sec): 3 clusters Score: Raw -1034419.394651 + Penalty 4292.899968 = -1030126.494683 nChanged 293 SP:Iteration 3F (24228.620000 sec): 3 clusters Score: Raw -1034581.492332 + Penalty 4292.899968 = -1030288.592364 nChanged 236 SP:Iteration 4Q (24228.850000 sec): 3 clusters Score: Raw -1034723.388808 + Penalty 4292.899968 = -1030430.488840 nChanged 215 SP:Iteration 5Q (24229.060000 sec): 3 clusters Score: Raw -1034861.929186 + Penalty 4292.899968 = -1030569.029218 nChanged 223 SP:Iteration 6Q (24229.280000 sec): 3 clusters Score: Raw -1034982.910921 + Penalty 4292.899968 = -1030690.010953 nChanged 211 SP:Iteration 7Q (24229.480000 sec): 3 clusters Score: Raw -1035098.465203 + Penalty 4292.899968 = -1030805.565235 nChanged 195 SP:Iteration 8Q (24229.660000 sec): 3 clusters Score: Raw -1035206.474216 + Penalty 4292.899968 = -1030913.574248 nChanged 210 SP:Iteration 9Q (24229.860000 sec): 3 clusters Score: Raw -1035335.644959 + Penalty 4292.899968 = -1031042.744991 nChanged 212 SP:Iteration 10Q (24230.060000 sec): 3 clusters Score: Raw -1035471.348975 + Penalty 4292.899968 = -1031178.449007 nChanged 221 SP:Iteration 11Q (24230.240000 sec): 3 clusters Score: Raw -1035633.509145 + Penalty 4292.899968 = -1031340.609177 nChanged 230 SP:Iteration 12Q (24230.420000 sec): 3 clusters Score: Raw -1035798.300308 + Penalty 4292.899968 = -1031505.400340 nChanged 199 SP:Iteration 13Q (24230.600000 sec): 3 clusters Score: Raw -1035930.190502 + Penalty 4292.899968 = -1031637.290534 nChanged 169 SP:Iteration 14Q (24230.800000 sec): 3 clusters Score: Raw -1036046.482549 + Penalty 4292.899968 = -1031753.582581 nChanged 137 SP:Iteration 15Q (24231.000000 sec): 3 clusters Score: Raw -1036147.669517 + Penalty 4292.899968 = -1031854.769549 nChanged 130 SP:Iteration 16Q (24231.200000 sec): 3 clusters Score: Raw -1036249.436203 + Penalty 4292.899968 = -1031956.536235 nChanged 104 SP:Iteration 17Q (24231.400000 sec): 3 clusters Score: Raw -1036338.580296 + Penalty 4292.899968 = -1032045.680328 nChanged 96 SP:Iteration 18Q (24231.620000 sec): 3 clusters Score: Raw -1036411.540950 + Penalty 4292.899968 = -1032118.640982 nChanged 65 SP:Iteration 19Q (24231.790000 sec): 3 clusters Score: Raw -1036455.726100 + Penalty 4292.899968 = -1032162.826132 nChanged 50 SP:Iteration 20F (24231.980000 sec): 3 clusters Score: Raw -1036493.675683 + Penalty 4292.899968 = -1032200.775715 nChanged 33 SP:Iteration 21Q (24232.190000 sec): 3 clusters Score: Raw -1036516.766581 + Penalty 4292.899968 = -1032223.866613 nChanged 26 SP:Iteration 22Q (24232.400000 sec): 3 clusters Score: Raw -1036537.814241 + Penalty 4292.899968 = -1032244.914273 nChanged 19 SP:Iteration 23Q (24232.630000 sec): 3 clusters Score: Raw -1036549.259504 + Penalty 4292.899968 = -1032256.359536 nChanged 14 SP:Iteration 24Q (24232.780000 sec): 3 clusters Score: Raw -1036560.575686 + Penalty 4292.899968 = -1032267.675718 nChanged 17 SP:Iteration 25Q (24232.990000 sec): 3 clusters Score: Raw -1036574.377389 + Penalty 4292.899968 = -1032281.477421 nChanged 9 SP:Iteration 26Q (24233.200000 sec): 3 clusters Score: Raw -1036580.914794 + Penalty 4292.899968 = -1032288.014826 nChanged 7 SP:Iteration 27Q (24233.410000 sec): 3 clusters Score: Raw -1036586.025550 + Penalty 4292.899968 = -1032293.125582 nChanged 3 SP:Iteration 28Q (24233.610000 sec): 3 clusters Score: Raw -1036588.525377 + Penalty 4292.899968 = -1032295.625409 nChanged 2 SP:Iteration 29Q (24233.830000 sec): 3 clusters Score: Raw -1036589.503963 + Penalty 4292.899968 = -1032296.603995 nChanged 1 SP:Iteration 30Q (24234.010000 sec): 3 clusters Score: Raw -1036590.178894 + Penalty 4292.899968 = -1032297.278926 nChanged 0 SP:Iteration 31F (24234.200000 sec): 3 clusters Score: Raw -1036590.178894 + Penalty 4292.899968 = -1032297.278926 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 30 (2024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24234.300000 sec): 2 clusters Score: Raw -324023.308670 + Penalty 1887.982096 = -322135.326574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24234.530000 sec): 3 clusters Score: Raw -323347.474409 + Penalty 3775.964191 = -319571.510218 nChanged 650 SP:Iteration 1F (24234.700000 sec): 3 clusters Score: Raw -324140.304789 + Penalty 3775.964191 = -320364.340598 nChanged 247 SP:Iteration 2F (24234.910000 sec): 3 clusters Score: Raw -324752.673838 + Penalty 3775.964191 = -320976.709647 nChanged 199 SP:Iteration 3F (24235.070000 sec): 3 clusters Score: Raw -325294.432137 + Penalty 3775.964191 = -321518.467946 nChanged 142 SP:Iteration 4F (24235.260000 sec): 3 clusters Score: Raw -325612.318355 + Penalty 3775.964191 = -321836.354163 nChanged 102 SP:Iteration 5F (24235.440000 sec): 3 clusters Score: Raw -325843.817897 + Penalty 3775.964191 = -322067.853706 nChanged 94 SP:Iteration 6Q (24235.620000 sec): 3 clusters Score: Raw -326405.781919 + Penalty 3775.964191 = -322629.817728 nChanged 124 SP:Iteration 7F (24235.780000 sec): 3 clusters Score: Raw -327046.462009 + Penalty 3775.964191 = -323270.497818 nChanged 117 SP:Iteration 8F (24235.950000 sec): 3 clusters Score: Raw -327294.313599 + Penalty 3775.964191 = -323518.349408 nChanged 76 SP:Iteration 9Q (24236.150000 sec): 3 clusters Score: Raw -327426.974826 + Penalty 3775.964191 = -323651.010635 nChanged 44 SP:Iteration 10Q (24236.370000 sec): 3 clusters Score: Raw -327486.664227 + Penalty 3775.964191 = -323710.700036 nChanged 23 SP:Iteration 11Q (24236.600000 sec): 3 clusters Score: Raw -327522.014927 + Penalty 3775.964191 = -323746.050736 nChanged 23 SP:Iteration 12Q (24236.780000 sec): 3 clusters Score: Raw -327541.726965 + Penalty 3775.964191 = -323765.762774 nChanged 8 SP:Iteration 13Q (24236.920000 sec): 3 clusters Score: Raw -327548.800257 + Penalty 3775.964191 = -323772.836066 nChanged 5 SP:Iteration 14Q (24237.070000 sec): 3 clusters Score: Raw -327552.042439 + Penalty 3775.964191 = -323776.078248 nChanged 4 SP:Iteration 15Q (24237.260000 sec): 3 clusters Score: Raw -327555.249613 + Penalty 3775.964191 = -323779.285422 nChanged 2 SP:Iteration 16Q (24237.400000 sec): 3 clusters Score: Raw -327555.961084 + Penalty 3775.964191 = -323779.996893 nChanged 1 SP:Iteration 17Q (24237.550000 sec): 3 clusters Score: Raw -327556.771822 + Penalty 3775.964191 = -323780.807631 nChanged 1 SP:Iteration 18Q (24237.740000 sec): 3 clusters Score: Raw -327557.939550 + Penalty 3775.964191 = -323781.975359 nChanged 2 SP:Iteration 19Q (24237.870000 sec): 3 clusters Score: Raw -327559.430168 + Penalty 3775.964191 = -323783.465977 nChanged 1 SP:Iteration 20F (24238.060000 sec): 3 clusters Score: Raw -327560.174702 + Penalty 3775.964191 = -323784.210511 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 31 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24238.170000 sec): 2 clusters Score: Raw -63941.407492 + Penalty 1558.465272 = -62382.942220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24238.360000 sec): 3 clusters Score: Raw -64254.651058 + Penalty 3116.930544 = -61137.720514 nChanged 158 SP:Iteration 1F (24238.540000 sec): 3 clusters Score: Raw -64985.344828 + Penalty 3116.930544 = -61868.414285 nChanged 57 SP:Iteration 2F (24238.670000 sec): 3 clusters Score: Raw -65487.491716 + Penalty 3116.930544 = -62370.561173 nChanged 29 SP:Iteration 3F (24238.820000 sec): 3 clusters Score: Raw -65876.378207 + Penalty 3116.930544 = -62759.447663 nChanged 23 SP:Iteration 4Q (24238.990000 sec): 3 clusters Score: Raw -66219.203208 + Penalty 3116.930544 = -63102.272665 nChanged 19 SP:Iteration 5Q (24239.180000 sec): 3 clusters Score: Raw -66385.049599 + Penalty 3116.930544 = -63268.119055 nChanged 11 SP:Iteration 6Q (24239.390000 sec): 3 clusters Score: Raw -66536.496979 + Penalty 3116.930544 = -63419.566436 nChanged 9 SP:Iteration 7Q (24239.560000 sec): 3 clusters Score: Raw -66635.639770 + Penalty 3116.930544 = -63518.709226 nChanged 9 SP:Iteration 8Q (24239.720000 sec): 3 clusters Score: Raw -66744.268319 + Penalty 3116.930544 = -63627.337775 nChanged 7 SP:Iteration 9Q (24239.910000 sec): 3 clusters Score: Raw -66802.715213 + Penalty 3116.930544 = -63685.784669 nChanged 4 SP:Iteration 10Q (24240.050000 sec): 3 clusters Score: Raw -66866.258861 + Penalty 3116.930544 = -63749.328317 nChanged 2 SP:Iteration 11Q (24240.230000 sec): 3 clusters Score: Raw -66878.171862 + Penalty 3116.930544 = -63761.241319 nChanged 2 SP:Iteration 12Q (24240.420000 sec): 3 clusters Score: Raw -66885.669282 + Penalty 3116.930544 = -63768.738738 nChanged 1 SP:Iteration 13Q (24240.650000 sec): 3 clusters Score: Raw -66893.794065 + Penalty 3116.930544 = -63776.863521 nChanged 0 SP:Iteration 14F (24240.810000 sec): 3 clusters Score: Raw -66895.649420 + Penalty 3116.930544 = -63778.718876 nChanged 1 SP:Iteration 15Q (24240.950000 sec): 3 clusters Score: Raw -66916.685385 + Penalty 3116.930544 = -63799.754841 nChanged 2 SP:Iteration 16Q (24241.110000 sec): 3 clusters Score: Raw -66925.037013 + Penalty 3116.930544 = -63808.106469 nChanged 2 SP:Iteration 17Q (24241.260000 sec): 3 clusters Score: Raw -66962.041230 + Penalty 3116.930544 = -63845.110686 nChanged 1 SP:Iteration 18Q (24241.450000 sec): 3 clusters Score: Raw -66965.476852 + Penalty 3116.930544 = -63848.546308 nChanged 0 SP:Iteration 19F (24241.640000 sec): 3 clusters Score: Raw -66965.476852 + Penalty 3116.930544 = -63848.546308 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 32 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24241.740000 sec): 2 clusters Score: Raw -115392.623656 + Penalty 1647.659854 = -113744.963803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24241.980000 sec): 3 clusters Score: Raw -115439.358799 + Penalty 3295.319708 = -112144.039091 nChanged 208 SP:Iteration 1F (24242.150000 sec): 3 clusters Score: Raw -116046.937695 + Penalty 3295.319708 = -112751.617987 nChanged 71 SP:Iteration 2F (24242.360000 sec): 3 clusters Score: Raw -116494.166351 + Penalty 3295.319708 = -113198.846644 nChanged 61 SP:Iteration 3F (24242.550000 sec): 3 clusters Score: Raw -116769.443845 + Penalty 3295.319708 = -113474.124137 nChanged 38 SP:Iteration 4Q (24242.720000 sec): 3 clusters Score: Raw -116908.053499 + Penalty 3295.319708 = -113612.733792 nChanged 38 SP:Iteration 5Q (24242.890000 sec): 3 clusters Score: Raw -117062.194907 + Penalty 3295.319708 = -113766.875199 nChanged 38 SP:Iteration 6Q (24243.060000 sec): 3 clusters Score: Raw -117296.769116 + Penalty 3295.319708 = -114001.449408 nChanged 28 SP:Iteration 7Q (24243.220000 sec): 3 clusters Score: Raw -117512.135872 + Penalty 3295.319708 = -114216.816165 nChanged 19 SP:Iteration 8Q (24243.400000 sec): 3 clusters Score: Raw -117636.537141 + Penalty 3295.319708 = -114341.217433 nChanged 15 SP:Iteration 9Q (24243.570000 sec): 3 clusters Score: Raw -117702.302153 + Penalty 3295.319708 = -114406.982446 nChanged 12 SP:Iteration 10Q (24243.770000 sec): 3 clusters Score: Raw -117749.886378 + Penalty 3295.319708 = -114454.566670 nChanged 12 SP:Iteration 11Q (24243.920000 sec): 3 clusters Score: Raw -117792.761265 + Penalty 3295.319708 = -114497.441557 nChanged 8 SP:Iteration 12Q (24244.120000 sec): 3 clusters Score: Raw -117824.512246 + Penalty 3295.319708 = -114529.192538 nChanged 6 SP:Iteration 13Q (24244.270000 sec): 3 clusters Score: Raw -117849.057545 + Penalty 3295.319708 = -114553.737837 nChanged 4 SP:Iteration 14Q (24244.470000 sec): 3 clusters Score: Raw -117880.790402 + Penalty 3295.319708 = -114585.470694 nChanged 1 SP:Iteration 15Q (24244.630000 sec): 3 clusters Score: Raw -117908.520904 + Penalty 3295.319708 = -114613.201197 nChanged 1 SP:Iteration 16Q (24244.810000 sec): 3 clusters Score: Raw -117914.678899 + Penalty 3295.319708 = -114619.359191 nChanged 0 SP:Iteration 17F (24244.950000 sec): 3 clusters Score: Raw -117917.034805 + Penalty 3295.319708 = -114621.715098 nChanged 3 SP:Iteration 18Q (24245.110000 sec): 3 clusters Score: Raw -117934.609949 + Penalty 3295.319708 = -114639.290241 nChanged 1 SP:Iteration 19Q (24245.320000 sec): 3 clusters Score: Raw -117943.392978 + Penalty 3295.319708 = -114648.073270 nChanged 2 SP:Iteration 20F (24245.510000 sec): 3 clusters Score: Raw -117955.591539 + Penalty 3295.319708 = -114660.271831 nChanged 3 SP:Iteration 21Q (24245.690000 sec): 3 clusters Score: Raw -117965.641176 + Penalty 3295.319708 = -114670.321469 nChanged 2 SP:Iteration 22Q (24245.840000 sec): 3 clusters Score: Raw -117973.175058 + Penalty 3295.319708 = -114677.855350 nChanged 0 SP:Iteration 23F (24246.030000 sec): 3 clusters Score: Raw -117973.175058 + Penalty 3295.319708 = -114677.855350 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 33 (269005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24247.440000 sec): 2 clusters Score: Raw -47619635.795926 + Penalty 3100.616341 = -47616535.179585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24248.940000 sec): 3 clusters Score: Raw -47441623.884741 + Penalty 6201.232682 = -47435422.652059 nChanged 130158 SP:Iteration 1F (24250.400000 sec): 3 clusters Score: Raw -47518986.453953 + Penalty 6201.232682 = -47512785.221271 nChanged 7767 SP:Iteration 2Q (24251.910000 sec): 3 clusters Score: Raw -47520876.934572 + Penalty 6201.232682 = -47514675.701890 nChanged 9910 SP:Iteration 3Q (24253.450000 sec): 3 clusters Score: Raw -47524273.161094 + Penalty 6201.232682 = -47518071.928412 nChanged 13563 SP:Iteration 4F (24254.910000 sec): 3 clusters Score: Raw -47530985.013159 + Penalty 6201.232682 = -47524783.780477 nChanged 18722 SP:Iteration 5F (24256.350000 sec): 3 clusters Score: Raw -47543515.437660 + Penalty 6201.232682 = -47537314.204978 nChanged 22855 SP:Iteration 6F (24257.770000 sec): 3 clusters Score: Raw -47562323.010234 + Penalty 6201.232682 = -47556121.777552 nChanged 22752 SP:Iteration 7F (24259.220000 sec): 3 clusters Score: Raw -47582911.965105 + Penalty 6201.232682 = -47576710.732423 nChanged 17830 SP:Iteration 8F (24260.740000 sec): 3 clusters Score: Raw -47598720.897943 + Penalty 6201.232682 = -47592519.665262 nChanged 11625 SP:Iteration 9Q (24262.180000 sec): 3 clusters Score: Raw -47608558.785069 + Penalty 6201.232682 = -47602357.552387 nChanged 6967 SP:Iteration 10Q (24263.690000 sec): 3 clusters Score: Raw -47614130.016008 + Penalty 6201.232682 = -47607928.783326 nChanged 3819 SP:Iteration 11Q (24265.020000 sec): 3 clusters Score: Raw -47617050.588903 + Penalty 6201.232682 = -47610849.356221 nChanged 1989 SP:Iteration 12Q (24266.280000 sec): 3 clusters Score: Raw -47618493.227935 + Penalty 6201.232682 = -47612291.995253 nChanged 1090 SP:Iteration 13Q (24267.490000 sec): 3 clusters Score: Raw -47619201.744030 + Penalty 6201.232682 = -47613000.511348 nChanged 629 SP:Iteration 14Q (24268.890000 sec): 3 clusters Score: Raw -47619566.859057 + Penalty 6201.232682 = -47613365.626375 nChanged 395 SP:Iteration 15Q (24270.240000 sec): 3 clusters Score: Raw -47619777.229692 + Penalty 6201.232682 = -47613575.997010 nChanged 239 SP:Iteration 16Q (24271.440000 sec): 3 clusters Score: Raw -47619884.033370 + Penalty 6201.232682 = -47613682.800689 nChanged 165 SP:Iteration 17Q (24272.750000 sec): 3 clusters Score: Raw -47619965.065895 + Penalty 6201.232682 = -47613763.833213 nChanged 149 SP:Iteration 18Q (24273.990000 sec): 3 clusters Score: Raw -47620029.472370 + Penalty 6201.232682 = -47613828.239688 nChanged 96 SP:Iteration 19Q (24275.310000 sec): 3 clusters Score: Raw -47620069.648526 + Penalty 6201.232682 = -47613868.415844 nChanged 83 SP:Iteration 20F (24276.800000 sec): 3 clusters Score: Raw -47620106.016968 + Penalty 6201.232682 = -47613904.784286 nChanged 75 SP:Iteration 21Q (24278.220000 sec): 3 clusters Score: Raw -47620137.529322 + Penalty 6201.232682 = -47613936.296641 nChanged 57 SP:Iteration 22Q (24279.460000 sec): 3 clusters Score: Raw -47620161.338274 + Penalty 6201.232682 = -47613960.105592 nChanged 49 SP:Iteration 23Q (24280.790000 sec): 3 clusters Score: Raw -47620179.774634 + Penalty 6201.232682 = -47613978.541952 nChanged 31 SP:Iteration 24Q (24282.080000 sec): 3 clusters Score: Raw -47620190.975271 + Penalty 6201.232682 = -47613989.742589 nChanged 28 SP:Iteration 25Q (24283.390000 sec): 3 clusters Score: Raw -47620202.547563 + Penalty 6201.232682 = -47614001.314882 nChanged 35 SP:Iteration 26Q (24284.730000 sec): 3 clusters Score: Raw -47620215.670676 + Penalty 6201.232682 = -47614014.437994 nChanged 24 SP:Iteration 27Q (24286.320000 sec): 3 clusters Score: Raw -47620223.171439 + Penalty 6201.232682 = -47614021.938757 nChanged 26 SP:Iteration 28Q (24287.850000 sec): 3 clusters Score: Raw -47620233.915947 + Penalty 6201.232682 = -47614032.683265 nChanged 25 SP:Iteration 29Q (24289.140000 sec): 3 clusters Score: Raw -47620242.519061 + Penalty 6201.232682 = -47614041.286379 nChanged 18 SP:Iteration 30Q (24290.680000 sec): 3 clusters Score: Raw -47620248.715019 + Penalty 6201.232682 = -47614047.482337 nChanged 14 SP:Iteration 31Q (24291.950000 sec): 3 clusters Score: Raw -47620254.066340 + Penalty 6201.232682 = -47614052.833658 nChanged 15 SP:Iteration 32Q (24293.310000 sec): 3 clusters Score: Raw -47620259.319355 + Penalty 6201.232682 = -47614058.086673 nChanged 14 SP:Iteration 33Q (24294.610000 sec): 3 clusters Score: Raw -47620263.634629 + Penalty 6201.232682 = -47614062.401948 nChanged 12 SP:Iteration 34Q (24295.950000 sec): 3 clusters Score: Raw -47620267.565190 + Penalty 6201.232682 = -47614066.332508 nChanged 8 SP:Iteration 35Q (24297.400000 sec): 3 clusters Score: Raw -47620270.860646 + Penalty 6201.232682 = -47614069.627964 nChanged 8 SP:Iteration 36Q (24298.830000 sec): 3 clusters Score: Raw -47620273.282974 + Penalty 6201.232682 = -47614072.050293 nChanged 4 SP:Iteration 37Q (24300.220000 sec): 3 clusters Score: Raw -47620274.609357 + Penalty 6201.232682 = -47614073.376675 nChanged 1 SP:Iteration 38Q (24301.530000 sec): 3 clusters Score: Raw -47620274.849161 + Penalty 6201.232682 = -47614073.616479 nChanged 0 SP:Iteration 39F (24302.980000 sec): 3 clusters Score: Raw -47620274.849161 + Penalty 6201.232682 = -47614073.616479 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 34 (705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24303.200000 sec): 2 clusters Score: Raw -70329.701204 + Penalty 1626.433055 = -68703.268149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24303.370000 sec): 3 clusters Score: Raw -70689.394753 + Penalty 3252.866110 = -67436.528643 nChanged 225 SP:Iteration 1F (24303.600000 sec): 3 clusters Score: Raw -71542.980385 + Penalty 3252.866110 = -68290.114275 nChanged 112 SP:Iteration 2F (24303.790000 sec): 3 clusters Score: Raw -72258.081704 + Penalty 3252.866110 = -69005.215594 nChanged 73 SP:Iteration 3F (24304.000000 sec): 3 clusters Score: Raw -73088.726118 + Penalty 3252.866110 = -69835.860008 nChanged 38 SP:Iteration 4F (24304.140000 sec): 3 clusters Score: Raw -73813.354751 + Penalty 3252.866110 = -70560.488641 nChanged 32 SP:Iteration 5Q (24304.350000 sec): 3 clusters Score: Raw -74466.846648 + Penalty 3252.866110 = -71213.980538 nChanged 27 SP:Iteration 6Q (24304.490000 sec): 3 clusters Score: Raw -75093.213693 + Penalty 3252.866110 = -71840.347583 nChanged 24 SP:Iteration 7Q (24304.690000 sec): 3 clusters Score: Raw -75626.811782 + Penalty 3252.866110 = -72373.945672 nChanged 16 SP:Iteration 8Q (24304.880000 sec): 3 clusters Score: Raw -75915.896580 + Penalty 3252.866110 = -72663.030470 nChanged 9 SP:Iteration 9Q (24305.090000 sec): 3 clusters Score: Raw -76041.007083 + Penalty 3252.866110 = -72788.140972 nChanged 7 SP:Iteration 10Q (24305.360000 sec): 3 clusters Score: Raw -76164.841943 + Penalty 3252.866110 = -72911.975833 nChanged 7 SP:Iteration 11Q (24305.550000 sec): 3 clusters Score: Raw -76292.257893 + Penalty 3252.866110 = -73039.391783 nChanged 4 SP:Iteration 12Q (24305.730000 sec): 3 clusters Score: Raw -76322.195544 + Penalty 3252.866110 = -73069.329434 nChanged 3 SP:Iteration 13Q (24305.900000 sec): 3 clusters Score: Raw -76334.847898 + Penalty 3252.866110 = -73081.981787 nChanged 1 SP:Iteration 14Q (24306.010000 sec): 3 clusters Score: Raw -76339.181458 + Penalty 3252.866110 = -73086.315348 nChanged 0 SP:Iteration 15F (24306.210000 sec): 3 clusters Score: Raw -76339.181458 + Penalty 3252.866110 = -73086.315348 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Iteration 59Q (24347.590000 sec): 50 clusters Score: Raw -154721549.856731 + Penalty 166230.270565 = -154555319.586166 nChanged 2440 Iteration 60F (24422.100000 sec): 50 clusters Score: Raw -154727432.895035 + Penalty 166230.270565 = -154561202.624470 nChanged 2724 Iteration 61Q (24460.300000 sec): 50 clusters Score: Raw -154731725.359788 + Penalty 166230.270565 = -154565495.089222 nChanged 2373 Iteration 62Q (24500.860000 sec): 50 clusters Score: Raw -154733575.642347 + Penalty 166230.270565 = -154567345.371782 nChanged 2091 Iteration 63Q (24539.730000 sec): 50 clusters Score: Raw -154734421.329362 + Penalty 166230.270565 = -154568191.058797 nChanged 1786 Iteration 64Q (24581.320000 sec): 50 clusters Score: Raw -154735025.462606 + Penalty 166230.270565 = -154568795.192041 nChanged 1565 Iteration 65Q (24628.630000 sec): 50 clusters Score: Raw -154735437.115935 + Penalty 166230.270565 = -154569206.845370 nChanged 1430 Iteration 66Q (24674.090000 sec): 50 clusters Score: Raw -154735824.570642 + Penalty 166230.270565 = -154569594.300077 nChanged 1323 Iteration 67Q (24722.660000 sec): 50 clusters Score: Raw -154736080.037035 + Penalty 166230.270565 = -154569849.766470 nChanged 1235 Iteration 68Q (24764.870000 sec): 50 clusters Score: Raw -154736273.818830 + Penalty 166230.270565 = -154570043.548265 nChanged 1128 Iteration 69Q (24816.070000 sec): 50 clusters Score: Raw -154736427.901460 + Penalty 166230.270565 = -154570197.630895 nChanged 1064 Iteration 70Q (24863.730000 sec): 50 clusters Score: Raw -154736558.463538 + Penalty 166230.270565 = -154570328.192972 nChanged 868 Iteration 71Q (24912.780000 sec): 50 clusters Score: Raw -154736664.295262 + Penalty 166230.270565 = -154570434.024697 nChanged 784 Iteration 72Q (24952.070000 sec): 50 clusters Score: Raw -154736749.403301 + Penalty 166230.270565 = -154570519.132736 nChanged 653 Iteration 73Q (24998.400000 sec): 50 clusters Score: Raw -154736833.089538 + Penalty 166230.270565 = -154570602.818973 nChanged 612 Iteration 74Q (25039.760000 sec): 50 clusters Score: Raw -154736910.211499 + Penalty 166230.270565 = -154570679.940934 nChanged 532 Iteration 75Q (25088.310000 sec): 50 clusters Score: Raw -154736964.241045 + Penalty 166230.270565 = -154570733.970480 nChanged 497 Iteration 76Q (25132.840000 sec): 50 clusters Score: Raw -154737020.950281 + Penalty 166230.270565 = -154570790.679716 nChanged 431 Iteration 77Q (25181.540000 sec): 50 clusters Score: Raw -154737073.483946 + Penalty 166230.270565 = -154570843.213381 nChanged 390 Iteration 78Q (25226.610000 sec): 50 clusters Score: Raw -154737124.822189 + Penalty 166230.270565 = -154570894.551624 nChanged 409 Iteration 79Q (25273.120000 sec): 50 clusters Score: Raw -154737189.545938 + Penalty 166230.270565 = -154570959.275373 nChanged 391 Iteration 80F (25354.320000 sec): 50 clusters Score: Raw -154738319.450264 + Penalty 166230.270565 = -154572089.179699 nChanged 419 Iteration 81Q (25401.030000 sec): 50 clusters Score: Raw -154739753.864070 + Penalty 166230.270565 = -154573523.593505 nChanged 393 Iteration 82Q (25451.010000 sec): 50 clusters Score: Raw -154740087.474738 + Penalty 166230.270565 = -154573857.204173 nChanged 315 Iteration 83Q (25501.710000 sec): 50 clusters Score: Raw -154740363.879512 + Penalty 166230.270565 = -154574133.608947 nChanged 294 Iteration 84Q (25552.260000 sec): 50 clusters Score: Raw -154740543.925237 + Penalty 166230.270565 = -154574313.654672 nChanged 275 Iteration 85Q (25600.580000 sec): 50 clusters Score: Raw -154740680.951459 + Penalty 166230.270565 = -154574450.680894 nChanged 230 Iteration 86Q (25646.120000 sec): 50 clusters Score: Raw -154740778.570519 + Penalty 166230.270565 = -154574548.299954 nChanged 216 Iteration 87Q (25691.570000 sec): 50 clusters Score: Raw -154740817.298851 + Penalty 166230.270565 = -154574587.028286 nChanged 197 Iteration 88Q (25736.260000 sec): 50 clusters Score: Raw -154740837.273061 + Penalty 166230.270565 = -154574607.002495 nChanged 166 Iteration 89Q (25780.850000 sec): 50 clusters Score: Raw -154740852.681270 + Penalty 166230.270565 = -154574622.410705 nChanged 151 Iteration 90Q (25823.180000 sec): 50 clusters Score: Raw -154740864.938484 + Penalty 166230.270565 = -154574634.667919 nChanged 140 Iteration 91Q (25869.410000 sec): 50 clusters Score: Raw -154740874.242147 + Penalty 166230.270565 = -154574643.971582 nChanged 132 Iteration 92Q (25910.110000 sec): 50 clusters Score: Raw -154740883.921030 + Penalty 166230.270565 = -154574653.650465 nChanged 136 Iteration 93Q (25953.210000 sec): 50 clusters Score: Raw -154740895.119863 + Penalty 166230.270565 = -154574664.849297 nChanged 131 Iteration 94Q (25997.000000 sec): 50 clusters Score: Raw -154740906.613279 + Penalty 166230.270565 = -154574676.342713 nChanged 118 Iteration 95Q (26041.670000 sec): 50 clusters Score: Raw -154740917.176093 + Penalty 166230.270565 = -154574686.905528 nChanged 93 Iteration 96Q (26086.940000 sec): 50 clusters Score: Raw -154740922.416708 + Penalty 166230.270565 = -154574692.146143 nChanged 91 Iteration 97Q (26129.290000 sec): 50 clusters Score: Raw -154740927.114396 + Penalty 166230.270565 = -154574696.843831 nChanged 94 Iteration 98Q (26171.760000 sec): 50 clusters Score: Raw -154740930.831428 + Penalty 166230.270565 = -154574700.560863 nChanged 72 Writing temp clu file Because OldScore, -154574696.843831, is greater than current (better) Score,-154574700.560863 Compute initial score before splitting: Score: Raw -154740930.831428 + Penalty 166230.270565 = -154574700.560863 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 1 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26172.120000 sec): 2 clusters Score: Raw -43670.762035 + Penalty 1401.817317 = -42268.944719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26172.290000 sec): 3 clusters Score: Raw -43883.524438 + Penalty 2803.634633 = -41079.889804 nChanged 45 SP:Iteration 1F (26172.520000 sec): 3 clusters Score: Raw -44085.406805 + Penalty 2803.634633 = -41281.772171 nChanged 18 SP:Iteration 2F (26172.710000 sec): 3 clusters Score: Raw -44221.404498 + Penalty 2803.634633 = -41417.769865 nChanged 8 SP:Iteration 3Q (26172.950000 sec): 3 clusters Score: Raw -44303.955944 + Penalty 2803.634633 = -41500.321311 nChanged 4 SP:Iteration 4Q (26173.140000 sec): 3 clusters Score: Raw -44352.081196 + Penalty 2803.634633 = -41548.446562 nChanged 2 SP:Iteration 5Q (26173.340000 sec): 3 clusters Score: Raw -44373.561697 + Penalty 2803.634633 = -41569.927064 nChanged 0 SP:Iteration 6F (26173.520000 sec): 3 clusters Score: Raw -44373.561697 + Penalty 2803.634633 = -41569.927064 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 2 (2653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26173.620000 sec): 2 clusters Score: Raw -485826.863110 + Penalty 1955.094696 = -483871.768414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26173.850000 sec): 3 clusters Score: Raw -484752.662236 + Penalty 3910.189392 = -480842.472844 nChanged 897 SP:Iteration 1F (26174.050000 sec): 3 clusters Score: Raw -485350.167972 + Penalty 3910.189392 = -481439.978580 nChanged 188 SP:Iteration 2F (26174.240000 sec): 3 clusters Score: Raw -485485.197969 + Penalty 3910.189392 = -481575.008577 nChanged 113 SP:Iteration 3Q (26174.460000 sec): 3 clusters Score: Raw -485570.915396 + Penalty 3910.189392 = -481660.726004 nChanged 99 SP:Iteration 4Q (26174.600000 sec): 3 clusters Score: Raw -485661.255178 + Penalty 3910.189392 = -481751.065786 nChanged 92 SP:Iteration 5Q (26174.800000 sec): 3 clusters Score: Raw -485760.825716 + Penalty 3910.189392 = -481850.636325 nChanged 101 SP:Iteration 6Q (26175.010000 sec): 3 clusters Score: Raw -485863.080144 + Penalty 3910.189392 = -481952.890752 nChanged 68 SP:Iteration 7Q (26175.170000 sec): 3 clusters Score: Raw -485931.540566 + Penalty 3910.189392 = -482021.351174 nChanged 56 SP:Iteration 8Q (26175.350000 sec): 3 clusters Score: Raw -485970.038196 + Penalty 3910.189392 = -482059.848804 nChanged 41 SP:Iteration 9Q (26175.520000 sec): 3 clusters Score: Raw -485998.269367 + Penalty 3910.189392 = -482088.079975 nChanged 36 SP:Iteration 10Q (26175.720000 sec): 3 clusters Score: Raw -486025.603153 + Penalty 3910.189392 = -482115.413761 nChanged 43 SP:Iteration 11Q (26175.910000 sec): 3 clusters Score: Raw -486053.785689 + Penalty 3910.189392 = -482143.596297 nChanged 30 SP:Iteration 12Q (26176.080000 sec): 3 clusters Score: Raw -486071.599566 + Penalty 3910.189392 = -482161.410174 nChanged 17 SP:Iteration 13Q (26176.280000 sec): 3 clusters Score: Raw -486078.217352 + Penalty 3910.189392 = -482168.027961 nChanged 12 SP:Iteration 14Q (26176.440000 sec): 3 clusters Score: Raw -486083.695862 + Penalty 3910.189392 = -482173.506470 nChanged 10 SP:Iteration 15Q (26176.640000 sec): 3 clusters Score: Raw -486088.532531 + Penalty 3910.189392 = -482178.343139 nChanged 9 SP:Iteration 16Q (26176.800000 sec): 3 clusters Score: Raw -486094.065778 + Penalty 3910.189392 = -482183.876386 nChanged 15 SP:Iteration 17Q (26176.990000 sec): 3 clusters Score: Raw -486103.483380 + Penalty 3910.189392 = -482193.293988 nChanged 13 SP:Iteration 18Q (26177.200000 sec): 3 clusters Score: Raw -486110.896036 + Penalty 3910.189392 = -482200.706644 nChanged 15 SP:Iteration 19Q (26177.340000 sec): 3 clusters Score: Raw -486118.889223 + Penalty 3910.189392 = -482208.699832 nChanged 11 SP:Iteration 20F (26177.540000 sec): 3 clusters Score: Raw -486123.381504 + Penalty 3910.189392 = -482213.192112 nChanged 9 SP:Iteration 21Q (26177.750000 sec): 3 clusters Score: Raw -486128.868733 + Penalty 3910.189392 = -482218.679342 nChanged 7 SP:Iteration 22Q (26177.930000 sec): 3 clusters Score: Raw -486131.945281 + Penalty 3910.189392 = -482221.755890 nChanged 5 SP:Iteration 23Q (26178.100000 sec): 3 clusters Score: Raw -486135.253539 + Penalty 3910.189392 = -482225.064147 nChanged 7 SP:Iteration 24Q (26178.310000 sec): 3 clusters Score: Raw -486139.317461 + Penalty 3910.189392 = -482229.128069 nChanged 7 SP:Iteration 25Q (26178.490000 sec): 3 clusters Score: Raw -486142.641616 + Penalty 3910.189392 = -482232.452224 nChanged 4 SP:Iteration 26Q (26178.660000 sec): 3 clusters Score: Raw -486144.910319 + Penalty 3910.189392 = -482234.720928 nChanged 3 SP:Iteration 27Q (26178.850000 sec): 3 clusters Score: Raw -486146.259196 + Penalty 3910.189392 = -482236.069804 nChanged 5 SP:Iteration 28Q (26179.010000 sec): 3 clusters Score: Raw -486148.571131 + Penalty 3910.189392 = -482238.381739 nChanged 8 SP:Iteration 29Q (26179.230000 sec): 3 clusters Score: Raw -486152.518118 + Penalty 3910.189392 = -482242.328726 nChanged 4 SP:Iteration 30Q (26179.410000 sec): 3 clusters Score: Raw -486155.176004 + Penalty 3910.189392 = -482244.986612 nChanged 5 SP:Iteration 31Q (26179.640000 sec): 3 clusters Score: Raw -486156.748464 + Penalty 3910.189392 = -482246.559073 nChanged 5 SP:Iteration 32Q (26179.840000 sec): 3 clusters Score: Raw -486160.372644 + Penalty 3910.189392 = -482250.183252 nChanged 9 SP:Iteration 33Q (26180.000000 sec): 3 clusters Score: Raw -486165.759648 + Penalty 3910.189392 = -482255.570256 nChanged 8 SP:Iteration 34Q (26180.200000 sec): 3 clusters Score: Raw -486168.826956 + Penalty 3910.189392 = -482258.637564 nChanged 2 SP:Iteration 35Q (26180.400000 sec): 3 clusters Score: Raw -486169.414168 + Penalty 3910.189392 = -482259.224777 nChanged 1 SP:Iteration 36Q (26180.620000 sec): 3 clusters Score: Raw -486169.677708 + Penalty 3910.189392 = -482259.488317 nChanged 1 SP:Iteration 37Q (26180.780000 sec): 3 clusters Score: Raw -486170.228909 + Penalty 3910.189392 = -482260.039518 nChanged 1 SP:Iteration 38Q (26180.970000 sec): 3 clusters Score: Raw -486170.750387 + Penalty 3910.189392 = -482260.560996 nChanged 2 SP:Iteration 39Q (26181.140000 sec): 3 clusters Score: Raw -486172.007598 + Penalty 3910.189392 = -482261.818207 nChanged 3 SP:Iteration 40F (26181.350000 sec): 3 clusters Score: Raw -486173.669240 + Penalty 3910.189392 = -482263.479848 nChanged 1 SP:Iteration 41Q (26181.520000 sec): 3 clusters Score: Raw -486173.999203 + Penalty 3910.189392 = -482263.809812 nChanged 1 SP:Iteration 42Q (26181.720000 sec): 3 clusters Score: Raw -486174.320580 + Penalty 3910.189392 = -482264.131188 nChanged 1 SP:Iteration 43Q (26181.940000 sec): 3 clusters Score: Raw -486175.139901 + Penalty 3910.189392 = -482264.950510 nChanged 2 SP:Iteration 44Q (26182.120000 sec): 3 clusters Score: Raw -486176.508723 + Penalty 3910.189392 = -482266.319331 nChanged 2 SP:Iteration 45Q (26182.320000 sec): 3 clusters Score: Raw -486177.108423 + Penalty 3910.189392 = -482266.919032 nChanged 2 SP:Iteration 46Q (26182.520000 sec): 3 clusters Score: Raw -486177.851524 + Penalty 3910.189392 = -482267.662132 nChanged 0 SP:Iteration 47F (26182.700000 sec): 3 clusters Score: Raw -486177.851524 + Penalty 3910.189392 = -482267.662132 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 3 (1187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26182.790000 sec): 2 clusters Score: Raw -188822.012290 + Penalty 1755.637730 = -187066.374561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26182.990000 sec): 3 clusters Score: Raw -188505.503858 + Penalty 3511.275460 = -184994.228398 nChanged 322 SP:Iteration 1F (26183.200000 sec): 3 clusters Score: Raw -188970.234117 + Penalty 3511.275460 = -185458.958657 nChanged 126 SP:Iteration 2F (26183.430000 sec): 3 clusters Score: Raw -189262.546355 + Penalty 3511.275460 = -185751.270895 nChanged 79 SP:Iteration 3F (26183.630000 sec): 3 clusters Score: Raw -189442.308584 + Penalty 3511.275460 = -185931.033124 nChanged 48 SP:Iteration 4Q (26183.820000 sec): 3 clusters Score: Raw -189543.571669 + Penalty 3511.275460 = -186032.296210 nChanged 40 SP:Iteration 5Q (26183.970000 sec): 3 clusters Score: Raw -189626.582851 + Penalty 3511.275460 = -186115.307392 nChanged 29 SP:Iteration 6Q (26184.150000 sec): 3 clusters Score: Raw -189667.471824 + Penalty 3511.275460 = -186156.196364 nChanged 13 SP:Iteration 7Q (26184.320000 sec): 3 clusters Score: Raw -189685.650516 + Penalty 3511.275460 = -186174.375056 nChanged 14 SP:Iteration 8Q (26184.520000 sec): 3 clusters Score: Raw -189704.651224 + Penalty 3511.275460 = -186193.375765 nChanged 16 SP:Iteration 9Q (26184.730000 sec): 3 clusters Score: Raw -189726.879184 + Penalty 3511.275460 = -186215.603725 nChanged 16 SP:Iteration 10Q (26184.900000 sec): 3 clusters Score: Raw -189746.390024 + Penalty 3511.275460 = -186235.114564 nChanged 6 SP:Iteration 11Q (26185.080000 sec): 3 clusters Score: Raw -189752.811589 + Penalty 3511.275460 = -186241.536129 nChanged 2 SP:Iteration 12Q (26185.270000 sec): 3 clusters Score: Raw -189755.172167 + Penalty 3511.275460 = -186243.896707 nChanged 2 SP:Iteration 13Q (26185.440000 sec): 3 clusters Score: Raw -189756.346745 + Penalty 3511.275460 = -186245.071285 nChanged 0 SP:Iteration 14F (26185.660000 sec): 3 clusters Score: Raw -189756.346745 + Penalty 3511.275460 = -186245.071285 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 4 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26185.730000 sec): 2 clusters Score: Raw -89785.587006 + Penalty 1565.310233 = -88220.276773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26185.920000 sec): 3 clusters Score: Raw -89866.542155 + Penalty 3130.620465 = -86735.921690 nChanged 111 SP:Iteration 1F (26186.130000 sec): 3 clusters Score: Raw -90171.124848 + Penalty 3130.620465 = -87040.504382 nChanged 50 SP:Iteration 2F (26186.290000 sec): 3 clusters Score: Raw -90330.442629 + Penalty 3130.620465 = -87199.822163 nChanged 22 SP:Iteration 3Q (26186.500000 sec): 3 clusters Score: Raw -90378.751079 + Penalty 3130.620465 = -87248.130614 nChanged 12 SP:Iteration 4Q (26186.670000 sec): 3 clusters Score: Raw -90434.839231 + Penalty 3130.620465 = -87304.218766 nChanged 10 SP:Iteration 5Q (26186.880000 sec): 3 clusters Score: Raw -90481.139486 + Penalty 3130.620465 = -87350.519021 nChanged 14 SP:Iteration 6Q (26187.070000 sec): 3 clusters Score: Raw -90570.114200 + Penalty 3130.620465 = -87439.493734 nChanged 15 SP:Iteration 7Q (26187.280000 sec): 3 clusters Score: Raw -90813.251115 + Penalty 3130.620465 = -87682.630649 nChanged 20 SP:Iteration 8Q (26187.460000 sec): 3 clusters Score: Raw -91028.558193 + Penalty 3130.620465 = -87897.937728 nChanged 21 SP:Iteration 9Q (26187.660000 sec): 3 clusters Score: Raw -91128.963609 + Penalty 3130.620465 = -87998.343144 nChanged 14 SP:Iteration 10Q (26187.860000 sec): 3 clusters Score: Raw -91192.337292 + Penalty 3130.620465 = -88061.716827 nChanged 12 SP:Iteration 11Q (26188.020000 sec): 3 clusters Score: Raw -91243.945172 + Penalty 3130.620465 = -88113.324706 nChanged 2 SP:Iteration 12Q (26188.250000 sec): 3 clusters Score: Raw -91252.115926 + Penalty 3130.620465 = -88121.495461 nChanged 2 SP:Iteration 13Q (26188.430000 sec): 3 clusters Score: Raw -91257.390935 + Penalty 3130.620465 = -88126.770469 nChanged 3 SP:Iteration 14Q (26188.600000 sec): 3 clusters Score: Raw -91270.947910 + Penalty 3130.620465 = -88140.327445 nChanged 2 SP:Iteration 15Q (26188.750000 sec): 3 clusters Score: Raw -91282.602242 + Penalty 3130.620465 = -88151.981777 nChanged 2 SP:Iteration 16Q (26188.930000 sec): 3 clusters Score: Raw -91297.547409 + Penalty 3130.620465 = -88166.926943 nChanged 4 SP:Iteration 17Q (26189.090000 sec): 3 clusters Score: Raw -91310.587796 + Penalty 3130.620465 = -88179.967331 nChanged 3 SP:Iteration 18Q (26189.240000 sec): 3 clusters Score: Raw -91328.089190 + Penalty 3130.620465 = -88197.468724 nChanged 1 SP:Iteration 19Q (26189.380000 sec): 3 clusters Score: Raw -91331.798500 + Penalty 3130.620465 = -88201.178035 nChanged 0 SP:Iteration 20F (26189.570000 sec): 3 clusters Score: Raw -91331.798500 + Penalty 3130.620465 = -88201.178035 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 5 (52759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26189.910000 sec): 2 clusters Score: Raw -9945634.801357 + Penalty 2696.625434 = -9942938.175923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26190.390000 sec): 3 clusters Score: Raw -9912855.950095 + Penalty 5393.250868 = -9907462.699227 nChanged 24304 SP:Iteration 1F (26190.860000 sec): 3 clusters Score: Raw -9926580.579474 + Penalty 5393.250868 = -9921187.328606 nChanged 2046 SP:Iteration 2Q (26191.330000 sec): 3 clusters Score: Raw -9927107.769303 + Penalty 5393.250868 = -9921714.518435 nChanged 1891 SP:Iteration 3Q (26191.830000 sec): 3 clusters Score: Raw -9927606.953668 + Penalty 5393.250868 = -9922213.702800 nChanged 1764 SP:Iteration 4Q (26192.360000 sec): 3 clusters Score: Raw -9928078.062475 + Penalty 5393.250868 = -9922684.811607 nChanged 1813 SP:Iteration 5Q (26192.830000 sec): 3 clusters Score: Raw -9928593.659921 + Penalty 5393.250868 = -9923200.409053 nChanged 1912 SP:Iteration 6Q (26193.330000 sec): 3 clusters Score: Raw -9929177.342465 + Penalty 5393.250868 = -9923784.091597 nChanged 2007 SP:Iteration 7Q (26193.850000 sec): 3 clusters Score: Raw -9929881.863948 + Penalty 5393.250868 = -9924488.613080 nChanged 2164 SP:Iteration 8Q (26194.380000 sec): 3 clusters Score: Raw -9930756.310837 + Penalty 5393.250868 = -9925363.059969 nChanged 2452 SP:Iteration 9Q (26194.860000 sec): 3 clusters Score: Raw -9931970.531818 + Penalty 5393.250868 = -9926577.280950 nChanged 2712 SP:Iteration 10F (26195.310000 sec): 3 clusters Score: Raw -9933538.493050 + Penalty 5393.250868 = -9928145.242182 nChanged 2799 SP:Iteration 11F (26195.800000 sec): 3 clusters Score: Raw -9935320.737881 + Penalty 5393.250868 = -9929927.487014 nChanged 2793 SP:Iteration 12F (26196.200000 sec): 3 clusters Score: Raw -9937229.997607 + Penalty 5393.250868 = -9931836.746740 nChanged 2536 SP:Iteration 13Q (26196.640000 sec): 3 clusters Score: Raw -9938980.602676 + Penalty 5393.250868 = -9933587.351808 nChanged 2198 SP:Iteration 14Q (26197.080000 sec): 3 clusters Score: Raw -9940505.029341 + Penalty 5393.250868 = -9935111.778474 nChanged 1860 SP:Iteration 15Q (26197.520000 sec): 3 clusters Score: Raw -9941804.217798 + Penalty 5393.250868 = -9936410.966930 nChanged 1559 SP:Iteration 16Q (26197.960000 sec): 3 clusters Score: Raw -9942935.652456 + Penalty 5393.250868 = -9937542.401589 nChanged 1258 SP:Iteration 17Q (26198.380000 sec): 3 clusters Score: Raw -9943848.417050 + Penalty 5393.250868 = -9938455.166182 nChanged 921 SP:Iteration 18Q (26198.870000 sec): 3 clusters Score: Raw -9944498.839878 + Penalty 5393.250868 = -9939105.589010 nChanged 662 SP:Iteration 19Q (26199.340000 sec): 3 clusters Score: Raw -9944962.226755 + Penalty 5393.250868 = -9939568.975887 nChanged 460 SP:Iteration 20F (26199.820000 sec): 3 clusters Score: Raw -9945297.574417 + Penalty 5393.250868 = -9939904.323549 nChanged 306 SP:Iteration 21Q (26200.230000 sec): 3 clusters Score: Raw -9945525.855448 + Penalty 5393.250868 = -9940132.604580 nChanged 196 SP:Iteration 22Q (26200.710000 sec): 3 clusters Score: Raw -9945678.046106 + Penalty 5393.250868 = -9940284.795238 nChanged 123 SP:Iteration 23Q (26201.140000 sec): 3 clusters Score: Raw -9945772.100988 + Penalty 5393.250868 = -9940378.850120 nChanged 77 SP:Iteration 24Q (26201.580000 sec): 3 clusters Score: Raw -9945830.156482 + Penalty 5393.250868 = -9940436.905614 nChanged 53 SP:Iteration 25Q (26202.030000 sec): 3 clusters Score: Raw -9945877.460642 + Penalty 5393.250868 = -9940484.209775 nChanged 40 SP:Iteration 26Q (26202.450000 sec): 3 clusters Score: Raw -9945913.071819 + Penalty 5393.250868 = -9940519.820951 nChanged 27 SP:Iteration 27Q (26202.900000 sec): 3 clusters Score: Raw -9945936.495868 + Penalty 5393.250868 = -9940543.245000 nChanged 14 SP:Iteration 28Q (26203.360000 sec): 3 clusters Score: Raw -9945949.468945 + Penalty 5393.250868 = -9940556.218077 nChanged 17 SP:Iteration 29Q (26203.840000 sec): 3 clusters Score: Raw -9945964.295529 + Penalty 5393.250868 = -9940571.044661 nChanged 13 SP:Iteration 30Q (26204.280000 sec): 3 clusters Score: Raw -9945976.919336 + Penalty 5393.250868 = -9940583.668468 nChanged 11 SP:Iteration 31Q (26204.740000 sec): 3 clusters Score: Raw -9945985.521078 + Penalty 5393.250868 = -9940592.270210 nChanged 9 SP:Iteration 32Q (26205.170000 sec): 3 clusters Score: Raw -9945992.032924 + Penalty 5393.250868 = -9940598.782056 nChanged 10 SP:Iteration 33Q (26205.670000 sec): 3 clusters Score: Raw -9945998.517631 + Penalty 5393.250868 = -9940605.266763 nChanged 4 SP:Iteration 34Q (26206.100000 sec): 3 clusters Score: Raw -9946003.790230 + Penalty 5393.250868 = -9940610.539362 nChanged 8 SP:Iteration 35Q (26206.570000 sec): 3 clusters Score: Raw -9946013.008474 + Penalty 5393.250868 = -9940619.757606 nChanged 6 SP:Iteration 36Q (26207.050000 sec): 3 clusters Score: Raw -9946017.911138 + Penalty 5393.250868 = -9940624.660270 nChanged 3 SP:Iteration 37Q (26207.490000 sec): 3 clusters Score: Raw -9946020.967773 + Penalty 5393.250868 = -9940627.716906 nChanged 3 SP:Iteration 38Q (26207.970000 sec): 3 clusters Score: Raw -9946023.449683 + Penalty 5393.250868 = -9940630.198815 nChanged 4 SP:Iteration 39Q (26208.420000 sec): 3 clusters Score: Raw -9946027.738997 + Penalty 5393.250868 = -9940634.488129 nChanged 1 SP:Iteration 40F (26208.910000 sec): 3 clusters Score: Raw -9946028.289643 + Penalty 5393.250868 = -9940635.038775 nChanged 1 SP:Iteration 41Q (26209.380000 sec): 3 clusters Score: Raw -9946028.435549 + Penalty 5393.250868 = -9940635.184681 nChanged 0 SP:Iteration 42F (26209.830000 sec): 3 clusters Score: Raw -9946028.435549 + Penalty 5393.250868 = -9940635.184681 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 6 (23557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26210.080000 sec): 2 clusters Score: Raw -4040326.019085 + Penalty 2496.660217 = -4037829.358867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26210.380000 sec): 3 clusters Score: Raw -4026473.388278 + Penalty 4993.320434 = -4021480.067843 nChanged 10470 SP:Iteration 1F (26210.710000 sec): 3 clusters Score: Raw -4032175.187996 + Penalty 4993.320434 = -4027181.867562 nChanged 1195 SP:Iteration 2F (26211.040000 sec): 3 clusters Score: Raw -4032625.045119 + Penalty 4993.320434 = -4027631.724684 nChanged 1096 SP:Iteration 3Q (26211.330000 sec): 3 clusters Score: Raw -4033033.480207 + Penalty 4993.320434 = -4028040.159772 nChanged 1008 SP:Iteration 4Q (26211.680000 sec): 3 clusters Score: Raw -4033403.377922 + Penalty 4993.320434 = -4028410.057487 nChanged 919 SP:Iteration 5Q (26211.990000 sec): 3 clusters Score: Raw -4033741.792088 + Penalty 4993.320434 = -4028748.471653 nChanged 887 SP:Iteration 6Q (26212.280000 sec): 3 clusters Score: Raw -4034097.190246 + Penalty 4993.320434 = -4029103.869811 nChanged 915 SP:Iteration 7Q (26212.580000 sec): 3 clusters Score: Raw -4034491.440619 + Penalty 4993.320434 = -4029498.120185 nChanged 908 SP:Iteration 8Q (26212.900000 sec): 3 clusters Score: Raw -4034889.623092 + Penalty 4993.320434 = -4029896.302658 nChanged 889 SP:Iteration 9Q (26213.230000 sec): 3 clusters Score: Raw -4035326.340588 + Penalty 4993.320434 = -4030333.020154 nChanged 952 SP:Iteration 10Q (26213.550000 sec): 3 clusters Score: Raw -4035801.908263 + Penalty 4993.320434 = -4030808.587828 nChanged 941 SP:Iteration 11Q (26213.910000 sec): 3 clusters Score: Raw -4036323.987088 + Penalty 4993.320434 = -4031330.666654 nChanged 926 SP:Iteration 12Q (26214.290000 sec): 3 clusters Score: Raw -4036864.709545 + Penalty 4993.320434 = -4031871.389111 nChanged 941 SP:Iteration 13Q (26214.570000 sec): 3 clusters Score: Raw -4037450.026846 + Penalty 4993.320434 = -4032456.706412 nChanged 903 SP:Iteration 14Q (26214.910000 sec): 3 clusters Score: Raw -4037999.953809 + Penalty 4993.320434 = -4033006.633375 nChanged 820 SP:Iteration 15Q (26215.250000 sec): 3 clusters Score: Raw -4038483.109025 + Penalty 4993.320434 = -4033489.788590 nChanged 776 SP:Iteration 16Q (26215.590000 sec): 3 clusters Score: Raw -4038920.046982 + Penalty 4993.320434 = -4033926.726548 nChanged 657 SP:Iteration 17Q (26215.850000 sec): 3 clusters Score: Raw -4039286.810877 + Penalty 4993.320434 = -4034293.490443 nChanged 559 SP:Iteration 18Q (26216.150000 sec): 3 clusters Score: Raw -4039594.924631 + Penalty 4993.320434 = -4034601.604196 nChanged 439 SP:Iteration 19Q (26216.520000 sec): 3 clusters Score: Raw -4039848.671390 + Penalty 4993.320434 = -4034855.350956 nChanged 373 SP:Iteration 20F (26216.870000 sec): 3 clusters Score: Raw -4040065.940583 + Penalty 4993.320434 = -4035072.620149 nChanged 281 SP:Iteration 21Q (26217.180000 sec): 3 clusters Score: Raw -4040231.907590 + Penalty 4993.320434 = -4035238.587156 nChanged 249 SP:Iteration 22Q (26217.540000 sec): 3 clusters Score: Raw -4040381.238544 + Penalty 4993.320434 = -4035387.918109 nChanged 203 SP:Iteration 23Q (26217.850000 sec): 3 clusters Score: Raw -4040502.406747 + Penalty 4993.320434 = -4035509.086313 nChanged 131 SP:Iteration 24Q (26218.170000 sec): 3 clusters Score: Raw -4040571.823349 + Penalty 4993.320434 = -4035578.502914 nChanged 88 SP:Iteration 25Q (26218.460000 sec): 3 clusters Score: Raw -4040618.680216 + Penalty 4993.320434 = -4035625.359781 nChanged 64 SP:Iteration 26Q (26218.740000 sec): 3 clusters Score: Raw -4040648.313507 + Penalty 4993.320434 = -4035654.993072 nChanged 38 SP:Iteration 27Q (26219.010000 sec): 3 clusters Score: Raw -4040664.405494 + Penalty 4993.320434 = -4035671.085060 nChanged 38 SP:Iteration 28Q (26219.260000 sec): 3 clusters Score: Raw -4040680.052689 + Penalty 4993.320434 = -4035686.732254 nChanged 34 SP:Iteration 29Q (26219.550000 sec): 3 clusters Score: Raw -4040693.990067 + Penalty 4993.320434 = -4035700.669632 nChanged 24 SP:Iteration 30Q (26219.820000 sec): 3 clusters Score: Raw -4040707.431463 + Penalty 4993.320434 = -4035714.111028 nChanged 16 SP:Iteration 31Q (26220.070000 sec): 3 clusters Score: Raw -4040715.394635 + Penalty 4993.320434 = -4035722.074201 nChanged 16 SP:Iteration 32Q (26220.390000 sec): 3 clusters Score: Raw -4040722.090624 + Penalty 4993.320434 = -4035728.770190 nChanged 14 SP:Iteration 33Q (26220.710000 sec): 3 clusters Score: Raw -4040729.367314 + Penalty 4993.320434 = -4035736.046880 nChanged 13 SP:Iteration 34Q (26220.960000 sec): 3 clusters Score: Raw -4040736.575590 + Penalty 4993.320434 = -4035743.255156 nChanged 11 SP:Iteration 35Q (26221.310000 sec): 3 clusters Score: Raw -4040740.649765 + Penalty 4993.320434 = -4035747.329330 nChanged 6 SP:Iteration 36Q (26221.610000 sec): 3 clusters Score: Raw -4040744.076515 + Penalty 4993.320434 = -4035750.756080 nChanged 4 SP:Iteration 37Q (26221.870000 sec): 3 clusters Score: Raw -4040745.813161 + Penalty 4993.320434 = -4035752.492727 nChanged 3 SP:Iteration 38Q (26222.190000 sec): 3 clusters Score: Raw -4040747.257505 + Penalty 4993.320434 = -4035753.937070 nChanged 5 SP:Iteration 39Q (26222.490000 sec): 3 clusters Score: Raw -4040748.772429 + Penalty 4993.320434 = -4035755.451995 nChanged 3 SP:Iteration 40F (26222.770000 sec): 3 clusters Score: Raw -4040749.713014 + Penalty 4993.320434 = -4035756.392580 nChanged 2 SP:Iteration 41Q (26223.050000 sec): 3 clusters Score: Raw -4040750.287359 + Penalty 4993.320434 = -4035756.966925 nChanged 2 SP:Iteration 42Q (26223.340000 sec): 3 clusters Score: Raw -4040750.914839 + Penalty 4993.320434 = -4035757.594405 nChanged 0 SP:Iteration 43F (26223.700000 sec): 3 clusters Score: Raw -4040750.914839 + Penalty 4993.320434 = -4035757.594405 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 7 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26223.790000 sec): 2 clusters Score: Raw -17713.970148 + Penalty 1207.148544 = -16506.821605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26224.000000 sec): 3 clusters Score: Raw -18173.175689 + Penalty 2414.297087 = -15758.878602 nChanged 8 SP:Iteration 1F (26224.210000 sec): 3 clusters Score: Raw -18245.967650 + Penalty 2414.297087 = -15831.670562 nChanged 3 SP:Iteration 2Q (26224.390000 sec): 3 clusters Score: Raw -18268.367236 + Penalty 2414.297087 = -15854.070149 nChanged 0 SP:Iteration 3F (26224.580000 sec): 3 clusters Score: Raw -18268.367236 + Penalty 2414.297087 = -15854.070149 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 8 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26224.710000 sec): 2 clusters Score: Raw -124259.917585 + Penalty 1627.486135 = -122632.431449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26224.870000 sec): 3 clusters Score: Raw -124192.115337 + Penalty 3254.972270 = -120937.143066 nChanged 162 SP:Iteration 1F (26225.060000 sec): 3 clusters Score: Raw -124454.857667 + Penalty 3254.972270 = -121199.885396 nChanged 53 SP:Iteration 2F (26225.240000 sec): 3 clusters Score: Raw -124585.841209 + Penalty 3254.972270 = -121330.868938 nChanged 37 SP:Iteration 3F (26225.460000 sec): 3 clusters Score: Raw -124686.207033 + Penalty 3254.972270 = -121431.234762 nChanged 27 SP:Iteration 4Q (26225.640000 sec): 3 clusters Score: Raw -124766.199017 + Penalty 3254.972270 = -121511.226746 nChanged 35 SP:Iteration 5Q (26225.810000 sec): 3 clusters Score: Raw -124870.014926 + Penalty 3254.972270 = -121615.042656 nChanged 32 SP:Iteration 6Q (26226.000000 sec): 3 clusters Score: Raw -124963.594597 + Penalty 3254.972270 = -121708.622326 nChanged 25 SP:Iteration 7Q (26226.150000 sec): 3 clusters Score: Raw -125052.106371 + Penalty 3254.972270 = -121797.134100 nChanged 26 SP:Iteration 8Q (26226.310000 sec): 3 clusters Score: Raw -125145.304147 + Penalty 3254.972270 = -121890.331876 nChanged 20 SP:Iteration 9Q (26226.510000 sec): 3 clusters Score: Raw -125229.006101 + Penalty 3254.972270 = -121974.033830 nChanged 29 SP:Iteration 10Q (26226.700000 sec): 3 clusters Score: Raw -125345.144300 + Penalty 3254.972270 = -122090.172029 nChanged 18 SP:Iteration 11Q (26226.840000 sec): 3 clusters Score: Raw -125394.975584 + Penalty 3254.972270 = -122140.003313 nChanged 11 SP:Iteration 12Q (26226.990000 sec): 3 clusters Score: Raw -125436.344861 + Penalty 3254.972270 = -122181.372591 nChanged 14 SP:Iteration 13Q (26227.170000 sec): 3 clusters Score: Raw -125479.505219 + Penalty 3254.972270 = -122224.532949 nChanged 5 SP:Iteration 14Q (26227.320000 sec): 3 clusters Score: Raw -125502.902401 + Penalty 3254.972270 = -122247.930130 nChanged 4 SP:Iteration 15Q (26227.510000 sec): 3 clusters Score: Raw -125535.656148 + Penalty 3254.972270 = -122280.683878 nChanged 6 SP:Iteration 16Q (26227.700000 sec): 3 clusters Score: Raw -125562.817305 + Penalty 3254.972270 = -122307.845035 nChanged 4 SP:Iteration 17Q (26227.860000 sec): 3 clusters Score: Raw -125576.921421 + Penalty 3254.972270 = -122321.949150 nChanged 5 SP:Iteration 18Q (26228.020000 sec): 3 clusters Score: Raw -125587.315089 + Penalty 3254.972270 = -122332.342819 nChanged 4 SP:Iteration 19Q (26228.210000 sec): 3 clusters Score: Raw -125603.506596 + Penalty 3254.972270 = -122348.534326 nChanged 4 SP:Iteration 20F (26228.430000 sec): 3 clusters Score: Raw -125620.016270 + Penalty 3254.972270 = -122365.043999 nChanged 4 SP:Iteration 21Q (26228.580000 sec): 3 clusters Score: Raw -125638.795110 + Penalty 3254.972270 = -122383.822839 nChanged 5 SP:Iteration 22Q (26228.750000 sec): 3 clusters Score: Raw -125660.057446 + Penalty 3254.972270 = -122405.085175 nChanged 4 SP:Iteration 23Q (26228.920000 sec): 3 clusters Score: Raw -125673.908507 + Penalty 3254.972270 = -122418.936236 nChanged 4 SP:Iteration 24Q (26229.130000 sec): 3 clusters Score: Raw -125690.727682 + Penalty 3254.972270 = -122435.755412 nChanged 4 SP:Iteration 25Q (26229.290000 sec): 3 clusters Score: Raw -125700.049891 + Penalty 3254.972270 = -122445.077621 nChanged 1 SP:Iteration 26Q (26229.460000 sec): 3 clusters Score: Raw -125701.939845 + Penalty 3254.972270 = -122446.967575 nChanged 0 SP:Iteration 27F (26229.620000 sec): 3 clusters Score: Raw -125701.939845 + Penalty 3254.972270 = -122446.967575 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 9 (7576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26229.720000 sec): 2 clusters Score: Raw -1317286.715567 + Penalty 2215.319677 = -1315071.395889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26229.960000 sec): 3 clusters Score: Raw -1313373.384716 + Penalty 4430.639355 = -1308942.745361 nChanged 3041 SP:Iteration 1F (26230.190000 sec): 3 clusters Score: Raw -1315094.550711 + Penalty 4430.639355 = -1310663.911356 nChanged 549 SP:Iteration 2F (26230.440000 sec): 3 clusters Score: Raw -1315497.681295 + Penalty 4430.639355 = -1311067.041941 nChanged 480 SP:Iteration 3F (26230.650000 sec): 3 clusters Score: Raw -1315841.731066 + Penalty 4430.639355 = -1311411.091711 nChanged 452 SP:Iteration 4F (26230.860000 sec): 3 clusters Score: Raw -1316152.295630 + Penalty 4430.639355 = -1311721.656275 nChanged 445 SP:Iteration 5F (26231.140000 sec): 3 clusters Score: Raw -1316461.930933 + Penalty 4430.639355 = -1312031.291578 nChanged 421 SP:Iteration 6F (26231.340000 sec): 3 clusters Score: Raw -1316733.263120 + Penalty 4430.639355 = -1312302.623765 nChanged 374 SP:Iteration 7Q (26231.570000 sec): 3 clusters Score: Raw -1316998.292243 + Penalty 4430.639355 = -1312567.652888 nChanged 363 SP:Iteration 8Q (26231.770000 sec): 3 clusters Score: Raw -1317292.302730 + Penalty 4430.639355 = -1312861.663375 nChanged 333 SP:Iteration 9Q (26231.990000 sec): 3 clusters Score: Raw -1317551.454511 + Penalty 4430.639355 = -1313120.815156 nChanged 230 SP:Iteration 10Q (26232.210000 sec): 3 clusters Score: Raw -1317739.633823 + Penalty 4430.639355 = -1313308.994468 nChanged 206 SP:Iteration 11Q (26232.460000 sec): 3 clusters Score: Raw -1317908.308879 + Penalty 4430.639355 = -1313477.669524 nChanged 157 SP:Iteration 12Q (26232.670000 sec): 3 clusters Score: Raw -1318035.507931 + Penalty 4430.639355 = -1313604.868576 nChanged 118 SP:Iteration 13Q (26232.860000 sec): 3 clusters Score: Raw -1318131.304885 + Penalty 4430.639355 = -1313700.665530 nChanged 83 SP:Iteration 14Q (26233.100000 sec): 3 clusters Score: Raw -1318211.799933 + Penalty 4430.639355 = -1313781.160578 nChanged 85 SP:Iteration 15Q (26233.330000 sec): 3 clusters Score: Raw -1318295.647383 + Penalty 4430.639355 = -1313865.008028 nChanged 67 SP:Iteration 16Q (26233.550000 sec): 3 clusters Score: Raw -1318348.959235 + Penalty 4430.639355 = -1313918.319880 nChanged 37 SP:Iteration 17Q (26233.770000 sec): 3 clusters Score: Raw -1318379.366304 + Penalty 4430.639355 = -1313948.726949 nChanged 32 SP:Iteration 18Q (26233.980000 sec): 3 clusters Score: Raw -1318411.190901 + Penalty 4430.639355 = -1313980.551547 nChanged 31 SP:Iteration 19Q (26234.230000 sec): 3 clusters Score: Raw -1318440.418207 + Penalty 4430.639355 = -1314009.778852 nChanged 29 SP:Iteration 20F (26234.410000 sec): 3 clusters Score: Raw -1318469.626413 + Penalty 4430.639355 = -1314038.987058 nChanged 25 SP:Iteration 21Q (26234.660000 sec): 3 clusters Score: Raw -1318489.204338 + Penalty 4430.639355 = -1314058.564983 nChanged 13 SP:Iteration 22Q (26234.910000 sec): 3 clusters Score: Raw -1318499.679848 + Penalty 4430.639355 = -1314069.040493 nChanged 9 SP:Iteration 23Q (26235.080000 sec): 3 clusters Score: Raw -1318509.305863 + Penalty 4430.639355 = -1314078.666508 nChanged 17 SP:Iteration 24Q (26235.280000 sec): 3 clusters Score: Raw -1318523.620254 + Penalty 4430.639355 = -1314092.980899 nChanged 14 SP:Iteration 25Q (26235.470000 sec): 3 clusters Score: Raw -1318535.180132 + Penalty 4430.639355 = -1314104.540777 nChanged 8 SP:Iteration 26Q (26235.680000 sec): 3 clusters Score: Raw -1318543.018479 + Penalty 4430.639355 = -1314112.379124 nChanged 8 SP:Iteration 27Q (26235.870000 sec): 3 clusters Score: Raw -1318550.255288 + Penalty 4430.639355 = -1314119.615933 nChanged 9 SP:Iteration 28Q (26236.090000 sec): 3 clusters Score: Raw -1318558.325366 + Penalty 4430.639355 = -1314127.686012 nChanged 8 SP:Iteration 29Q (26236.310000 sec): 3 clusters Score: Raw -1318565.810739 + Penalty 4430.639355 = -1314135.171384 nChanged 8 SP:Iteration 30Q (26236.530000 sec): 3 clusters Score: Raw -1318571.106026 + Penalty 4430.639355 = -1314140.466671 nChanged 7 SP:Iteration 31Q (26236.730000 sec): 3 clusters Score: Raw -1318579.362236 + Penalty 4430.639355 = -1314148.722881 nChanged 11 SP:Iteration 32Q (26236.920000 sec): 3 clusters Score: Raw -1318592.626199 + Penalty 4430.639355 = -1314161.986844 nChanged 9 SP:Iteration 33Q (26237.150000 sec): 3 clusters Score: Raw -1318603.780790 + Penalty 4430.639355 = -1314173.141435 nChanged 6 SP:Iteration 34Q (26237.350000 sec): 3 clusters Score: Raw -1318608.381132 + Penalty 4430.639355 = -1314177.741777 nChanged 2 SP:Iteration 35Q (26237.570000 sec): 3 clusters Score: Raw -1318609.913700 + Penalty 4430.639355 = -1314179.274345 nChanged 1 SP:Iteration 36Q (26237.770000 sec): 3 clusters Score: Raw -1318610.575515 + Penalty 4430.639355 = -1314179.936160 nChanged 2 SP:Iteration 37Q (26238.050000 sec): 3 clusters Score: Raw -1318612.056112 + Penalty 4430.639355 = -1314181.416757 nChanged 3 SP:Iteration 38Q (26238.270000 sec): 3 clusters Score: Raw -1318614.354764 + Penalty 4430.639355 = -1314183.715409 nChanged 3 SP:Iteration 39Q (26238.460000 sec): 3 clusters Score: Raw -1318616.353253 + Penalty 4430.639355 = -1314185.713898 nChanged 1 SP:Iteration 40F (26238.660000 sec): 3 clusters Score: Raw -1318616.682547 + Penalty 4430.639355 = -1314186.043192 nChanged 1 SP:Iteration 41Q (26238.900000 sec): 3 clusters Score: Raw -1318617.244627 + Penalty 4430.639355 = -1314186.605272 nChanged 0 SP:Iteration 42F (26239.080000 sec): 3 clusters Score: Raw -1318617.244627 + Penalty 4430.639355 = -1314186.605272 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 10 (32955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26239.370000 sec): 2 clusters Score: Raw -5754763.966944 + Penalty 2579.918772 = -5752184.048172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26239.700000 sec): 3 clusters Score: Raw -5735008.444076 + Penalty 5159.837544 = -5729848.606532 nChanged 14781 SP:Iteration 1F (26240.090000 sec): 3 clusters Score: Raw -5743420.851176 + Penalty 5159.837544 = -5738261.013632 nChanged 1798 SP:Iteration 2F (26240.470000 sec): 3 clusters Score: Raw -5744291.140488 + Penalty 5159.837544 = -5739131.302944 nChanged 1918 SP:Iteration 3F (26240.790000 sec): 3 clusters Score: Raw -5745300.570930 + Penalty 5159.837544 = -5740140.733386 nChanged 1942 SP:Iteration 4F (26241.160000 sec): 3 clusters Score: Raw -5746342.129149 + Penalty 5159.837544 = -5741182.291606 nChanged 1920 SP:Iteration 5F (26241.490000 sec): 3 clusters Score: Raw -5747404.803850 + Penalty 5159.837544 = -5742244.966306 nChanged 1822 SP:Iteration 6F (26241.850000 sec): 3 clusters Score: Raw -5748500.920685 + Penalty 5159.837544 = -5743341.083141 nChanged 1757 SP:Iteration 7F (26242.170000 sec): 3 clusters Score: Raw -5749576.015459 + Penalty 5159.837544 = -5744416.177915 nChanged 1559 SP:Iteration 8Q (26242.510000 sec): 3 clusters Score: Raw -5750551.479923 + Penalty 5159.837544 = -5745391.642379 nChanged 1263 SP:Iteration 9Q (26242.820000 sec): 3 clusters Score: Raw -5751357.358945 + Penalty 5159.837544 = -5746197.521402 nChanged 1089 SP:Iteration 10Q (26243.160000 sec): 3 clusters Score: Raw -5752087.627238 + Penalty 5159.837544 = -5746927.789695 nChanged 917 SP:Iteration 11Q (26243.480000 sec): 3 clusters Score: Raw -5752635.063646 + Penalty 5159.837544 = -5747475.226102 nChanged 729 SP:Iteration 12Q (26243.790000 sec): 3 clusters Score: Raw -5753023.240534 + Penalty 5159.837544 = -5747863.402990 nChanged 585 SP:Iteration 13Q (26244.140000 sec): 3 clusters Score: Raw -5753338.649126 + Penalty 5159.837544 = -5748178.811582 nChanged 502 SP:Iteration 14Q (26244.470000 sec): 3 clusters Score: Raw -5753595.054500 + Penalty 5159.837544 = -5748435.216956 nChanged 460 SP:Iteration 15Q (26244.850000 sec): 3 clusters Score: Raw -5753812.596736 + Penalty 5159.837544 = -5748652.759192 nChanged 414 SP:Iteration 16Q (26245.150000 sec): 3 clusters Score: Raw -5753995.778015 + Penalty 5159.837544 = -5748835.940471 nChanged 365 SP:Iteration 17Q (26245.490000 sec): 3 clusters Score: Raw -5754147.932712 + Penalty 5159.837544 = -5748988.095168 nChanged 290 SP:Iteration 18Q (26245.810000 sec): 3 clusters Score: Raw -5754267.986072 + Penalty 5159.837544 = -5749108.148528 nChanged 260 SP:Iteration 19Q (26246.100000 sec): 3 clusters Score: Raw -5754370.772791 + Penalty 5159.837544 = -5749210.935247 nChanged 234 SP:Iteration 20F (26246.440000 sec): 3 clusters Score: Raw -5754467.383410 + Penalty 5159.837544 = -5749307.545867 nChanged 207 SP:Iteration 21Q (26246.720000 sec): 3 clusters Score: Raw -5754543.830318 + Penalty 5159.837544 = -5749383.992774 nChanged 186 SP:Iteration 22Q (26247.020000 sec): 3 clusters Score: Raw -5754611.872237 + Penalty 5159.837544 = -5749452.034693 nChanged 163 SP:Iteration 23Q (26247.360000 sec): 3 clusters Score: Raw -5754670.441376 + Penalty 5159.837544 = -5749510.603833 nChanged 136 SP:Iteration 24Q (26247.670000 sec): 3 clusters Score: Raw -5754716.727962 + Penalty 5159.837544 = -5749556.890419 nChanged 130 SP:Iteration 25Q (26248.010000 sec): 3 clusters Score: Raw -5754763.134293 + Penalty 5159.837544 = -5749603.296749 nChanged 123 SP:Iteration 26Q (26248.290000 sec): 3 clusters Score: Raw -5754806.650586 + Penalty 5159.837544 = -5749646.813043 nChanged 98 SP:Iteration 27Q (26248.630000 sec): 3 clusters Score: Raw -5754835.500596 + Penalty 5159.837544 = -5749675.663052 nChanged 83 SP:Iteration 28Q (26248.960000 sec): 3 clusters Score: Raw -5754858.275652 + Penalty 5159.837544 = -5749698.438108 nChanged 67 SP:Iteration 29Q (26249.290000 sec): 3 clusters Score: Raw -5754879.573987 + Penalty 5159.837544 = -5749719.736444 nChanged 57 SP:Iteration 30Q (26249.600000 sec): 3 clusters Score: Raw -5754898.027114 + Penalty 5159.837544 = -5749738.189570 nChanged 62 SP:Iteration 31Q (26249.930000 sec): 3 clusters Score: Raw -5754919.927020 + Penalty 5159.837544 = -5749760.089476 nChanged 61 SP:Iteration 32Q (26250.270000 sec): 3 clusters Score: Raw -5754940.050499 + Penalty 5159.837544 = -5749780.212956 nChanged 61 SP:Iteration 33Q (26250.540000 sec): 3 clusters Score: Raw -5754960.604260 + Penalty 5159.837544 = -5749800.766716 nChanged 54 SP:Iteration 34Q (26250.870000 sec): 3 clusters Score: Raw -5754980.404089 + Penalty 5159.837544 = -5749820.566546 nChanged 42 SP:Iteration 35Q (26251.160000 sec): 3 clusters Score: Raw -5754995.534624 + Penalty 5159.837544 = -5749835.697081 nChanged 45 SP:Iteration 36Q (26251.520000 sec): 3 clusters Score: Raw -5755009.661503 + Penalty 5159.837544 = -5749849.823959 nChanged 46 SP:Iteration 37Q (26251.810000 sec): 3 clusters Score: Raw -5755025.870400 + Penalty 5159.837544 = -5749866.032856 nChanged 47 SP:Iteration 38Q (26252.160000 sec): 3 clusters Score: Raw -5755042.834487 + Penalty 5159.837544 = -5749882.996943 nChanged 48 SP:Iteration 39Q (26252.450000 sec): 3 clusters Score: Raw -5755059.324851 + Penalty 5159.837544 = -5749899.487307 nChanged 33 SP:Iteration 40F (26252.820000 sec): 3 clusters Score: Raw -5755071.186580 + Penalty 5159.837544 = -5749911.349037 nChanged 42 SP:Iteration 41Q (26253.130000 sec): 3 clusters Score: Raw -5755086.780283 + Penalty 5159.837544 = -5749926.942739 nChanged 34 SP:Iteration 42Q (26253.430000 sec): 3 clusters Score: Raw -5755101.108075 + Penalty 5159.837544 = -5749941.270532 nChanged 50 SP:Iteration 43Q (26253.730000 sec): 3 clusters Score: Raw -5755124.174821 + Penalty 5159.837544 = -5749964.337277 nChanged 43 SP:Iteration 44Q (26254.060000 sec): 3 clusters Score: Raw -5755143.163306 + Penalty 5159.837544 = -5749983.325763 nChanged 43 SP:Iteration 45Q (26254.370000 sec): 3 clusters Score: Raw -5755160.379489 + Penalty 5159.837544 = -5750000.541945 nChanged 46 SP:Iteration 46Q (26254.670000 sec): 3 clusters Score: Raw -5755180.982184 + Penalty 5159.837544 = -5750021.144641 nChanged 37 SP:Iteration 47Q (26255.030000 sec): 3 clusters Score: Raw -5755195.996896 + Penalty 5159.837544 = -5750036.159353 nChanged 44 SP:Iteration 48Q (26255.350000 sec): 3 clusters Score: Raw -5755211.363796 + Penalty 5159.837544 = -5750051.526252 nChanged 37 SP:Iteration 49Q (26255.650000 sec): 3 clusters Score: Raw -5755226.540542 + Penalty 5159.837544 = -5750066.702999 nChanged 33 SP:Iteration 50Q (26255.960000 sec): 3 clusters Score: Raw -5755238.848481 + Penalty 5159.837544 = -5750079.010938 nChanged 33 SP:Iteration 51Q (26256.270000 sec): 3 clusters Score: Raw -5755253.797943 + Penalty 5159.837544 = -5750093.960399 nChanged 32 SP:Iteration 52Q (26256.570000 sec): 3 clusters Score: Raw -5755266.557090 + Penalty 5159.837544 = -5750106.719547 nChanged 30 SP:Iteration 53Q (26256.890000 sec): 3 clusters Score: Raw -5755275.904706 + Penalty 5159.837544 = -5750116.067163 nChanged 24 SP:Iteration 54Q (26257.190000 sec): 3 clusters Score: Raw -5755281.433775 + Penalty 5159.837544 = -5750121.596231 nChanged 21 SP:Iteration 55Q (26257.490000 sec): 3 clusters Score: Raw -5755287.871515 + Penalty 5159.837544 = -5750128.033971 nChanged 27 SP:Iteration 56Q (26257.790000 sec): 3 clusters Score: Raw -5755297.709873 + Penalty 5159.837544 = -5750137.872330 nChanged 23 SP:Iteration 57Q (26258.120000 sec): 3 clusters Score: Raw -5755305.064389 + Penalty 5159.837544 = -5750145.226845 nChanged 25 SP:Iteration 58Q (26258.420000 sec): 3 clusters Score: Raw -5755312.256829 + Penalty 5159.837544 = -5750152.419286 nChanged 27 SP:Iteration 59Q (26258.720000 sec): 3 clusters Score: Raw -5755321.227487 + Penalty 5159.837544 = -5750161.389943 nChanged 28 SP:Iteration 60F (26259.080000 sec): 3 clusters Score: Raw -5755331.709109 + Penalty 5159.837544 = -5750171.871565 nChanged 26 SP:Iteration 61Q (26259.410000 sec): 3 clusters Score: Raw -5755340.598559 + Penalty 5159.837544 = -5750180.761016 nChanged 24 SP:Iteration 62Q (26259.690000 sec): 3 clusters Score: Raw -5755347.628864 + Penalty 5159.837544 = -5750187.791320 nChanged 27 SP:Iteration 63Q (26259.970000 sec): 3 clusters Score: Raw -5755356.151284 + Penalty 5159.837544 = -5750196.313740 nChanged 17 SP:Iteration 64Q (26260.270000 sec): 3 clusters Score: Raw -5755360.889739 + Penalty 5159.837544 = -5750201.052195 nChanged 19 SP:Iteration 65Q (26260.570000 sec): 3 clusters Score: Raw -5755367.007054 + Penalty 5159.837544 = -5750207.169510 nChanged 16 SP:Iteration 66Q (26260.870000 sec): 3 clusters Score: Raw -5755371.431585 + Penalty 5159.837544 = -5750211.594042 nChanged 9 SP:Iteration 67Q (26261.190000 sec): 3 clusters Score: Raw -5755372.874039 + Penalty 5159.837544 = -5750213.036495 nChanged 8 SP:Iteration 68Q (26261.470000 sec): 3 clusters Score: Raw -5755374.996619 + Penalty 5159.837544 = -5750215.159075 nChanged 12 SP:Iteration 69Q (26261.830000 sec): 3 clusters Score: Raw -5755378.810399 + Penalty 5159.837544 = -5750218.972856 nChanged 7 SP:Iteration 70Q (26262.170000 sec): 3 clusters Score: Raw -5755380.677597 + Penalty 5159.837544 = -5750220.840054 nChanged 10 SP:Iteration 71Q (26262.490000 sec): 3 clusters Score: Raw -5755384.538337 + Penalty 5159.837544 = -5750224.700794 nChanged 11 SP:Iteration 72Q (26262.810000 sec): 3 clusters Score: Raw -5755387.021424 + Penalty 5159.837544 = -5750227.183880 nChanged 8 SP:Iteration 73Q (26263.140000 sec): 3 clusters Score: Raw -5755389.358449 + Penalty 5159.837544 = -5750229.520905 nChanged 8 SP:Iteration 74Q (26263.440000 sec): 3 clusters Score: Raw -5755391.428943 + Penalty 5159.837544 = -5750231.591400 nChanged 10 SP:Iteration 75Q (26263.780000 sec): 3 clusters Score: Raw -5755393.969539 + Penalty 5159.837544 = -5750234.131995 nChanged 13 SP:Iteration 76Q (26264.130000 sec): 3 clusters Score: Raw -5755396.860475 + Penalty 5159.837544 = -5750237.022932 nChanged 9 SP:Iteration 77Q (26264.420000 sec): 3 clusters Score: Raw -5755398.541016 + Penalty 5159.837544 = -5750238.703472 nChanged 6 SP:Iteration 78Q (26264.770000 sec): 3 clusters Score: Raw -5755400.143120 + Penalty 5159.837544 = -5750240.305576 nChanged 5 SP:Iteration 79Q (26265.080000 sec): 3 clusters Score: Raw -5755401.776021 + Penalty 5159.837544 = -5750241.938477 nChanged 6 SP:Iteration 80F (26265.460000 sec): 3 clusters Score: Raw -5755403.805046 + Penalty 5159.837544 = -5750243.967503 nChanged 4 SP:Iteration 81Q (26265.770000 sec): 3 clusters Score: Raw -5755404.346187 + Penalty 5159.837544 = -5750244.508644 nChanged 4 SP:Iteration 82Q (26266.060000 sec): 3 clusters Score: Raw -5755405.147490 + Penalty 5159.837544 = -5750245.309947 nChanged 4 SP:Iteration 83Q (26266.420000 sec): 3 clusters Score: Raw -5755406.081958 + Penalty 5159.837544 = -5750246.244414 nChanged 3 SP:Iteration 84Q (26266.700000 sec): 3 clusters Score: Raw -5755406.927301 + Penalty 5159.837544 = -5750247.089757 nChanged 4 SP:Iteration 85Q (26267.040000 sec): 3 clusters Score: Raw -5755408.074186 + Penalty 5159.837544 = -5750248.236643 nChanged 2 SP:Iteration 86Q (26267.350000 sec): 3 clusters Score: Raw -5755408.369212 + Penalty 5159.837544 = -5750248.531668 nChanged 3 SP:Iteration 87Q (26267.660000 sec): 3 clusters Score: Raw -5755408.794795 + Penalty 5159.837544 = -5750248.957252 nChanged 0 SP:Iteration 88F (26268.010000 sec): 3 clusters Score: Raw -5755408.794795 + Penalty 5159.837544 = -5750248.957252 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 11 (9126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26268.110000 sec): 2 clusters Score: Raw -1694648.982904 + Penalty 2261.482925 = -1692387.499979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26268.360000 sec): 3 clusters Score: Raw -1689790.711989 + Penalty 4522.965850 = -1685267.746139 nChanged 3801 SP:Iteration 1F (26268.550000 sec): 3 clusters Score: Raw -1691891.497456 + Penalty 4522.965850 = -1687368.531606 nChanged 657 SP:Iteration 2F (26268.750000 sec): 3 clusters Score: Raw -1692266.914222 + Penalty 4522.965850 = -1687743.948372 nChanged 543 SP:Iteration 3F (26268.950000 sec): 3 clusters Score: Raw -1692607.557858 + Penalty 4522.965850 = -1688084.592009 nChanged 520 SP:Iteration 4F (26269.190000 sec): 3 clusters Score: Raw -1692954.299976 + Penalty 4522.965850 = -1688431.334127 nChanged 466 SP:Iteration 5F (26269.410000 sec): 3 clusters Score: Raw -1693272.576595 + Penalty 4522.965850 = -1688749.610746 nChanged 468 SP:Iteration 6F (26269.590000 sec): 3 clusters Score: Raw -1693597.537173 + Penalty 4522.965850 = -1689074.571324 nChanged 423 SP:Iteration 7Q (26269.860000 sec): 3 clusters Score: Raw -1693890.314358 + Penalty 4522.965850 = -1689367.348508 nChanged 385 SP:Iteration 8Q (26270.060000 sec): 3 clusters Score: Raw -1694141.346800 + Penalty 4522.965850 = -1689618.380950 nChanged 301 SP:Iteration 9Q (26270.270000 sec): 3 clusters Score: Raw -1694339.227417 + Penalty 4522.965850 = -1689816.261568 nChanged 247 SP:Iteration 10Q (26270.490000 sec): 3 clusters Score: Raw -1694494.918741 + Penalty 4522.965850 = -1689971.952891 nChanged 228 SP:Iteration 11Q (26270.700000 sec): 3 clusters Score: Raw -1694640.661732 + Penalty 4522.965850 = -1690117.695882 nChanged 170 SP:Iteration 12Q (26270.990000 sec): 3 clusters Score: Raw -1694743.471970 + Penalty 4522.965850 = -1690220.506120 nChanged 133 SP:Iteration 13Q (26271.170000 sec): 3 clusters Score: Raw -1694814.513562 + Penalty 4522.965850 = -1690291.547712 nChanged 100 SP:Iteration 14Q (26271.410000 sec): 3 clusters Score: Raw -1694866.116983 + Penalty 4522.965850 = -1690343.151133 nChanged 78 SP:Iteration 15Q (26271.620000 sec): 3 clusters Score: Raw -1694915.157690 + Penalty 4522.965850 = -1690392.191840 nChanged 81 SP:Iteration 16Q (26271.910000 sec): 3 clusters Score: Raw -1694964.769536 + Penalty 4522.965850 = -1690441.803686 nChanged 78 SP:Iteration 17Q (26272.090000 sec): 3 clusters Score: Raw -1695010.355335 + Penalty 4522.965850 = -1690487.389486 nChanged 66 SP:Iteration 18Q (26272.330000 sec): 3 clusters Score: Raw -1695044.791944 + Penalty 4522.965850 = -1690521.826094 nChanged 49 SP:Iteration 19Q (26272.540000 sec): 3 clusters Score: Raw -1695069.331470 + Penalty 4522.965850 = -1690546.365621 nChanged 38 SP:Iteration 20F (26272.750000 sec): 3 clusters Score: Raw -1695088.638158 + Penalty 4522.965850 = -1690565.672308 nChanged 42 SP:Iteration 21Q (26272.950000 sec): 3 clusters Score: Raw -1695108.304407 + Penalty 4522.965850 = -1690585.338557 nChanged 35 SP:Iteration 22Q (26273.160000 sec): 3 clusters Score: Raw -1695124.744502 + Penalty 4522.965850 = -1690601.778652 nChanged 30 SP:Iteration 23Q (26273.340000 sec): 3 clusters Score: Raw -1695138.341061 + Penalty 4522.965850 = -1690615.375211 nChanged 25 SP:Iteration 24Q (26273.590000 sec): 3 clusters Score: Raw -1695147.881806 + Penalty 4522.965850 = -1690624.915956 nChanged 18 SP:Iteration 25Q (26273.840000 sec): 3 clusters Score: Raw -1695154.448677 + Penalty 4522.965850 = -1690631.482827 nChanged 18 SP:Iteration 26Q (26274.060000 sec): 3 clusters Score: Raw -1695162.168881 + Penalty 4522.965850 = -1690639.203032 nChanged 17 SP:Iteration 27Q (26274.280000 sec): 3 clusters Score: Raw -1695169.424284 + Penalty 4522.965850 = -1690646.458435 nChanged 15 SP:Iteration 28Q (26274.530000 sec): 3 clusters Score: Raw -1695174.857331 + Penalty 4522.965850 = -1690651.891481 nChanged 12 SP:Iteration 29Q (26274.770000 sec): 3 clusters Score: Raw -1695179.942335 + Penalty 4522.965850 = -1690656.976486 nChanged 9 SP:Iteration 30Q (26274.970000 sec): 3 clusters Score: Raw -1695182.619303 + Penalty 4522.965850 = -1690659.653453 nChanged 5 SP:Iteration 31Q (26275.200000 sec): 3 clusters Score: Raw -1695184.080698 + Penalty 4522.965850 = -1690661.114849 nChanged 5 SP:Iteration 32Q (26275.390000 sec): 3 clusters Score: Raw -1695186.313999 + Penalty 4522.965850 = -1690663.348149 nChanged 7 SP:Iteration 33Q (26275.630000 sec): 3 clusters Score: Raw -1695188.593061 + Penalty 4522.965850 = -1690665.627211 nChanged 8 SP:Iteration 34Q (26275.820000 sec): 3 clusters Score: Raw -1695190.667270 + Penalty 4522.965850 = -1690667.701420 nChanged 7 SP:Iteration 35Q (26276.030000 sec): 3 clusters Score: Raw -1695193.617288 + Penalty 4522.965850 = -1690670.651438 nChanged 7 SP:Iteration 36Q (26276.270000 sec): 3 clusters Score: Raw -1695196.464046 + Penalty 4522.965850 = -1690673.498196 nChanged 6 SP:Iteration 37Q (26276.450000 sec): 3 clusters Score: Raw -1695199.372442 + Penalty 4522.965850 = -1690676.406593 nChanged 7 SP:Iteration 38Q (26276.640000 sec): 3 clusters Score: Raw -1695202.025975 + Penalty 4522.965850 = -1690679.060125 nChanged 4 SP:Iteration 39Q (26276.850000 sec): 3 clusters Score: Raw -1695203.187447 + Penalty 4522.965850 = -1690680.221597 nChanged 1 SP:Iteration 40F (26277.080000 sec): 3 clusters Score: Raw -1695203.404599 + Penalty 4522.965850 = -1690680.438749 nChanged 1 SP:Iteration 41Q (26277.270000 sec): 3 clusters Score: Raw -1695203.718489 + Penalty 4522.965850 = -1690680.752639 nChanged 2 SP:Iteration 42Q (26277.460000 sec): 3 clusters Score: Raw -1695204.302793 + Penalty 4522.965850 = -1690681.336943 nChanged 2 SP:Iteration 43Q (26277.640000 sec): 3 clusters Score: Raw -1695204.814072 + Penalty 4522.965850 = -1690681.848223 nChanged 0 SP:Iteration 44F (26277.890000 sec): 3 clusters Score: Raw -1695204.814072 + Penalty 4522.965850 = -1690681.848223 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 12 (1644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26277.950000 sec): 2 clusters Score: Raw -298073.362981 + Penalty 1836.412119 = -296236.950862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26278.110000 sec): 3 clusters Score: Raw -297519.176647 + Penalty 3672.824238 = -293846.352409 nChanged 540 SP:Iteration 1F (26278.320000 sec): 3 clusters Score: Raw -297982.570008 + Penalty 3672.824238 = -294309.745770 nChanged 130 SP:Iteration 2F (26278.500000 sec): 3 clusters Score: Raw -298114.030886 + Penalty 3672.824238 = -294441.206648 nChanged 79 SP:Iteration 3Q (26278.650000 sec): 3 clusters Score: Raw -298197.551791 + Penalty 3672.824238 = -294524.727554 nChanged 69 SP:Iteration 4Q (26278.840000 sec): 3 clusters Score: Raw -298282.744499 + Penalty 3672.824238 = -294609.920262 nChanged 59 SP:Iteration 5Q (26279.020000 sec): 3 clusters Score: Raw -298350.579575 + Penalty 3672.824238 = -294677.755337 nChanged 46 SP:Iteration 6Q (26279.210000 sec): 3 clusters Score: Raw -298416.957244 + Penalty 3672.824238 = -294744.133007 nChanged 45 SP:Iteration 7Q (26279.390000 sec): 3 clusters Score: Raw -298480.589519 + Penalty 3672.824238 = -294807.765282 nChanged 42 SP:Iteration 8Q (26279.570000 sec): 3 clusters Score: Raw -298552.192589 + Penalty 3672.824238 = -294879.368351 nChanged 47 SP:Iteration 9Q (26279.750000 sec): 3 clusters Score: Raw -298630.265229 + Penalty 3672.824238 = -294957.440991 nChanged 44 SP:Iteration 10Q (26279.930000 sec): 3 clusters Score: Raw -298718.170594 + Penalty 3672.824238 = -295045.346356 nChanged 43 SP:Iteration 11Q (26280.100000 sec): 3 clusters Score: Raw -298805.042246 + Penalty 3672.824238 = -295132.218008 nChanged 43 SP:Iteration 12Q (26280.250000 sec): 3 clusters Score: Raw -298880.166813 + Penalty 3672.824238 = -295207.342576 nChanged 48 SP:Iteration 13Q (26280.410000 sec): 3 clusters Score: Raw -298947.661870 + Penalty 3672.824238 = -295274.837632 nChanged 42 SP:Iteration 14Q (26280.610000 sec): 3 clusters Score: Raw -299016.087567 + Penalty 3672.824238 = -295343.263329 nChanged 26 SP:Iteration 15Q (26280.760000 sec): 3 clusters Score: Raw -299052.461816 + Penalty 3672.824238 = -295379.637579 nChanged 17 SP:Iteration 16Q (26280.960000 sec): 3 clusters Score: Raw -299071.264001 + Penalty 3672.824238 = -295398.439763 nChanged 17 SP:Iteration 17Q (26281.150000 sec): 3 clusters Score: Raw -299093.679433 + Penalty 3672.824238 = -295420.855196 nChanged 12 SP:Iteration 18Q (26281.350000 sec): 3 clusters Score: Raw -299106.423419 + Penalty 3672.824238 = -295433.599181 nChanged 6 SP:Iteration 19Q (26281.550000 sec): 3 clusters Score: Raw -299113.159874 + Penalty 3672.824238 = -295440.335636 nChanged 7 SP:Iteration 20F (26281.710000 sec): 3 clusters Score: Raw -299119.551650 + Penalty 3672.824238 = -295446.727413 nChanged 7 SP:Iteration 21Q (26281.890000 sec): 3 clusters Score: Raw -299126.556861 + Penalty 3672.824238 = -295453.732624 nChanged 2 SP:Iteration 22Q (26282.060000 sec): 3 clusters Score: Raw -299129.890461 + Penalty 3672.824238 = -295457.066224 nChanged 5 SP:Iteration 23Q (26282.270000 sec): 3 clusters Score: Raw -299134.714408 + Penalty 3672.824238 = -295461.890171 nChanged 2 SP:Iteration 24Q (26282.400000 sec): 3 clusters Score: Raw -299136.141727 + Penalty 3672.824238 = -295463.317489 nChanged 2 SP:Iteration 25Q (26282.610000 sec): 3 clusters Score: Raw -299138.078827 + Penalty 3672.824238 = -295465.254590 nChanged 1 SP:Iteration 26Q (26282.780000 sec): 3 clusters Score: Raw -299138.911405 + Penalty 3672.824238 = -295466.087167 nChanged 1 SP:Iteration 27Q (26282.970000 sec): 3 clusters Score: Raw -299140.086796 + Penalty 3672.824238 = -295467.262558 nChanged 1 SP:Iteration 28Q (26283.130000 sec): 3 clusters Score: Raw -299141.005030 + Penalty 3672.824238 = -295468.180793 nChanged 2 SP:Iteration 29Q (26283.320000 sec): 3 clusters Score: Raw -299143.575387 + Penalty 3672.824238 = -295470.751149 nChanged 1 SP:Iteration 30Q (26283.510000 sec): 3 clusters Score: Raw -299144.058352 + Penalty 3672.824238 = -295471.234115 nChanged 1 SP:Iteration 31Q (26283.730000 sec): 3 clusters Score: Raw -299144.375011 + Penalty 3672.824238 = -295471.550774 nChanged 0 SP:Iteration 32F (26283.860000 sec): 3 clusters Score: Raw -299144.375011 + Penalty 3672.824238 = -295471.550774 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 13 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26284.010000 sec): 2 clusters Score: Raw -132401.219594 + Penalty 1654.664170 = -130746.555424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26284.180000 sec): 3 clusters Score: Raw -132280.899921 + Penalty 3309.328341 = -128971.571581 nChanged 188 SP:Iteration 1F (26284.330000 sec): 3 clusters Score: Raw -132525.014701 + Penalty 3309.328341 = -129215.686360 nChanged 56 SP:Iteration 2F (26284.520000 sec): 3 clusters Score: Raw -132644.103814 + Penalty 3309.328341 = -129334.775473 nChanged 42 SP:Iteration 3F (26284.720000 sec): 3 clusters Score: Raw -132751.495967 + Penalty 3309.328341 = -129442.167626 nChanged 34 SP:Iteration 4Q (26284.880000 sec): 3 clusters Score: Raw -132865.648629 + Penalty 3309.328341 = -129556.320288 nChanged 32 SP:Iteration 5Q (26285.090000 sec): 3 clusters Score: Raw -133023.636933 + Penalty 3309.328341 = -129714.308592 nChanged 34 SP:Iteration 6Q (26285.250000 sec): 3 clusters Score: Raw -133209.737350 + Penalty 3309.328341 = -129900.409009 nChanged 28 SP:Iteration 7Q (26285.390000 sec): 3 clusters Score: Raw -133301.526608 + Penalty 3309.328341 = -129992.198267 nChanged 35 SP:Iteration 8Q (26285.590000 sec): 3 clusters Score: Raw -133447.520087 + Penalty 3309.328341 = -130138.191746 nChanged 38 SP:Iteration 9Q (26285.740000 sec): 3 clusters Score: Raw -133654.816284 + Penalty 3309.328341 = -130345.487943 nChanged 37 SP:Iteration 10Q (26285.890000 sec): 3 clusters Score: Raw -133801.663628 + Penalty 3309.328341 = -130492.335288 nChanged 23 SP:Iteration 11Q (26286.080000 sec): 3 clusters Score: Raw -133880.738200 + Penalty 3309.328341 = -130571.409859 nChanged 16 SP:Iteration 12Q (26286.260000 sec): 3 clusters Score: Raw -133941.698297 + Penalty 3309.328341 = -130632.369956 nChanged 13 SP:Iteration 13Q (26286.450000 sec): 3 clusters Score: Raw -133989.481237 + Penalty 3309.328341 = -130680.152896 nChanged 8 SP:Iteration 14Q (26286.630000 sec): 3 clusters Score: Raw -134013.031353 + Penalty 3309.328341 = -130703.703012 nChanged 7 SP:Iteration 15Q (26286.790000 sec): 3 clusters Score: Raw -134034.392077 + Penalty 3309.328341 = -130725.063736 nChanged 5 SP:Iteration 16Q (26286.940000 sec): 3 clusters Score: Raw -134043.467697 + Penalty 3309.328341 = -130734.139356 nChanged 5 SP:Iteration 17Q (26287.130000 sec): 3 clusters Score: Raw -134063.117890 + Penalty 3309.328341 = -130753.789549 nChanged 3 SP:Iteration 18Q (26287.350000 sec): 3 clusters Score: Raw -134070.373523 + Penalty 3309.328341 = -130761.045182 nChanged 1 SP:Iteration 19Q (26287.510000 sec): 3 clusters Score: Raw -134071.973837 + Penalty 3309.328341 = -130762.645496 nChanged 3 SP:Iteration 20F (26287.690000 sec): 3 clusters Score: Raw -134076.382214 + Penalty 3309.328341 = -130767.053873 nChanged 1 SP:Iteration 21Q (26287.860000 sec): 3 clusters Score: Raw -134077.140019 + Penalty 3309.328341 = -130767.811678 nChanged 0 SP:Iteration 22F (26287.970000 sec): 3 clusters Score: Raw -134077.140019 + Penalty 3309.328341 = -130767.811678 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 14 (6486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26288.090000 sec): 2 clusters Score: Raw -1224035.763096 + Penalty 2176.795519 = -1221858.967577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26288.300000 sec): 3 clusters Score: Raw -1220744.943518 + Penalty 4353.591038 = -1216391.352480 nChanged 2591 SP:Iteration 1F (26288.520000 sec): 3 clusters Score: Raw -1222094.042252 + Penalty 4353.591038 = -1217740.451214 nChanged 418 SP:Iteration 2F (26288.690000 sec): 3 clusters Score: Raw -1222310.473436 + Penalty 4353.591038 = -1217956.882398 nChanged 304 SP:Iteration 3Q (26288.930000 sec): 3 clusters Score: Raw -1222463.680796 + Penalty 4353.591038 = -1218110.089757 nChanged 260 SP:Iteration 4Q (26289.110000 sec): 3 clusters Score: Raw -1222595.636742 + Penalty 4353.591038 = -1218242.045704 nChanged 227 SP:Iteration 5Q (26289.340000 sec): 3 clusters Score: Raw -1222708.356069 + Penalty 4353.591038 = -1218354.765031 nChanged 195 SP:Iteration 6Q (26289.540000 sec): 3 clusters Score: Raw -1222814.370394 + Penalty 4353.591038 = -1218460.779356 nChanged 196 SP:Iteration 7Q (26289.710000 sec): 3 clusters Score: Raw -1222931.824811 + Penalty 4353.591038 = -1218578.233773 nChanged 231 SP:Iteration 8Q (26289.930000 sec): 3 clusters Score: Raw -1223065.725423 + Penalty 4353.591038 = -1218712.134385 nChanged 226 SP:Iteration 9Q (26290.120000 sec): 3 clusters Score: Raw -1223223.883409 + Penalty 4353.591038 = -1218870.292370 nChanged 267 SP:Iteration 10Q (26290.320000 sec): 3 clusters Score: Raw -1223431.595070 + Penalty 4353.591038 = -1219078.004032 nChanged 319 SP:Iteration 11Q (26290.490000 sec): 3 clusters Score: Raw -1223702.210677 + Penalty 4353.591038 = -1219348.619638 nChanged 322 SP:Iteration 12Q (26290.700000 sec): 3 clusters Score: Raw -1224002.993197 + Penalty 4353.591038 = -1219649.402158 nChanged 301 SP:Iteration 13Q (26290.920000 sec): 3 clusters Score: Raw -1224327.149091 + Penalty 4353.591038 = -1219973.558053 nChanged 296 SP:Iteration 14Q (26291.130000 sec): 3 clusters Score: Raw -1224640.982493 + Penalty 4353.591038 = -1220287.391454 nChanged 223 SP:Iteration 15Q (26291.340000 sec): 3 clusters Score: Raw -1224838.313469 + Penalty 4353.591038 = -1220484.722430 nChanged 137 SP:Iteration 16Q (26291.540000 sec): 3 clusters Score: Raw -1224927.442138 + Penalty 4353.591038 = -1220573.851099 nChanged 66 SP:Iteration 17Q (26291.780000 sec): 3 clusters Score: Raw -1224962.436263 + Penalty 4353.591038 = -1220608.845225 nChanged 38 SP:Iteration 18Q (26291.980000 sec): 3 clusters Score: Raw -1224980.091278 + Penalty 4353.591038 = -1220626.500240 nChanged 24 SP:Iteration 19Q (26292.210000 sec): 3 clusters Score: Raw -1224989.184815 + Penalty 4353.591038 = -1220635.593777 nChanged 19 SP:Iteration 20F (26292.450000 sec): 3 clusters Score: Raw -1224994.306286 + Penalty 4353.591038 = -1220640.715248 nChanged 13 SP:Iteration 21Q (26292.630000 sec): 3 clusters Score: Raw -1224997.820961 + Penalty 4353.591038 = -1220644.229923 nChanged 16 SP:Iteration 22Q (26292.820000 sec): 3 clusters Score: Raw -1225002.986951 + Penalty 4353.591038 = -1220649.395913 nChanged 15 SP:Iteration 23Q (26293.040000 sec): 3 clusters Score: Raw -1225007.781326 + Penalty 4353.591038 = -1220654.190288 nChanged 10 SP:Iteration 24Q (26293.250000 sec): 3 clusters Score: Raw -1225010.895431 + Penalty 4353.591038 = -1220657.304393 nChanged 4 SP:Iteration 25Q (26293.460000 sec): 3 clusters Score: Raw -1225011.799170 + Penalty 4353.591038 = -1220658.208131 nChanged 2 SP:Iteration 26Q (26293.690000 sec): 3 clusters Score: Raw -1225012.468415 + Penalty 4353.591038 = -1220658.877376 nChanged 1 SP:Iteration 27Q (26293.870000 sec): 3 clusters Score: Raw -1225012.891291 + Penalty 4353.591038 = -1220659.300252 nChanged 2 SP:Iteration 28Q (26294.100000 sec): 3 clusters Score: Raw -1225013.523360 + Penalty 4353.591038 = -1220659.932322 nChanged 3 SP:Iteration 29Q (26294.320000 sec): 3 clusters Score: Raw -1225014.478579 + Penalty 4353.591038 = -1220660.887540 nChanged 3 SP:Iteration 30Q (26294.500000 sec): 3 clusters Score: Raw -1225015.210612 + Penalty 4353.591038 = -1220661.619574 nChanged 1 SP:Iteration 31Q (26294.710000 sec): 3 clusters Score: Raw -1225015.381198 + Penalty 4353.591038 = -1220661.790160 nChanged 0 SP:Iteration 32F (26294.940000 sec): 3 clusters Score: Raw -1225015.381198 + Penalty 4353.591038 = -1220661.790160 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 15 (1335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26295.070000 sec): 2 clusters Score: Raw -226897.343513 + Penalty 1784.778270 = -225112.565244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26295.250000 sec): 3 clusters Score: Raw -226514.088140 + Penalty 3569.556539 = -222944.531601 nChanged 386 SP:Iteration 1F (26295.440000 sec): 3 clusters Score: Raw -226910.544892 + Penalty 3569.556539 = -223340.988353 nChanged 88 SP:Iteration 2F (26295.630000 sec): 3 clusters Score: Raw -227023.582641 + Penalty 3569.556539 = -223454.026102 nChanged 52 SP:Iteration 3Q (26295.810000 sec): 3 clusters Score: Raw -227089.770601 + Penalty 3569.556539 = -223520.214062 nChanged 34 SP:Iteration 4Q (26295.960000 sec): 3 clusters Score: Raw -227120.724598 + Penalty 3569.556539 = -223551.168058 nChanged 28 SP:Iteration 5Q (26296.140000 sec): 3 clusters Score: Raw -227152.977655 + Penalty 3569.556539 = -223583.421116 nChanged 26 SP:Iteration 6Q (26296.330000 sec): 3 clusters Score: Raw -227184.260209 + Penalty 3569.556539 = -223614.703670 nChanged 23 SP:Iteration 7Q (26296.530000 sec): 3 clusters Score: Raw -227208.065635 + Penalty 3569.556539 = -223638.509096 nChanged 13 SP:Iteration 8Q (26296.690000 sec): 3 clusters Score: Raw -227221.120336 + Penalty 3569.556539 = -223651.563797 nChanged 10 SP:Iteration 9Q (26296.840000 sec): 3 clusters Score: Raw -227232.667739 + Penalty 3569.556539 = -223663.111200 nChanged 12 SP:Iteration 10Q (26297.030000 sec): 3 clusters Score: Raw -227247.751780 + Penalty 3569.556539 = -223678.195241 nChanged 14 SP:Iteration 11Q (26297.190000 sec): 3 clusters Score: Raw -227266.919382 + Penalty 3569.556539 = -223697.362843 nChanged 14 SP:Iteration 12Q (26297.360000 sec): 3 clusters Score: Raw -227280.305357 + Penalty 3569.556539 = -223710.748818 nChanged 8 SP:Iteration 13Q (26297.570000 sec): 3 clusters Score: Raw -227288.656833 + Penalty 3569.556539 = -223719.100294 nChanged 7 SP:Iteration 14Q (26297.720000 sec): 3 clusters Score: Raw -227295.262541 + Penalty 3569.556539 = -223725.706002 nChanged 7 SP:Iteration 15Q (26297.920000 sec): 3 clusters Score: Raw -227304.566325 + Penalty 3569.556539 = -223735.009786 nChanged 7 SP:Iteration 16Q (26298.090000 sec): 3 clusters Score: Raw -227311.706787 + Penalty 3569.556539 = -223742.150247 nChanged 6 SP:Iteration 17Q (26298.270000 sec): 3 clusters Score: Raw -227318.241330 + Penalty 3569.556539 = -223748.684791 nChanged 5 SP:Iteration 18Q (26298.460000 sec): 3 clusters Score: Raw -227323.415000 + Penalty 3569.556539 = -223753.858461 nChanged 4 SP:Iteration 19Q (26298.650000 sec): 3 clusters Score: Raw -227330.710225 + Penalty 3569.556539 = -223761.153686 nChanged 7 SP:Iteration 20F (26298.880000 sec): 3 clusters Score: Raw -227336.757537 + Penalty 3569.556539 = -223767.200998 nChanged 4 SP:Iteration 21Q (26299.040000 sec): 3 clusters Score: Raw -227340.101835 + Penalty 3569.556539 = -223770.545295 nChanged 3 SP:Iteration 22Q (26299.240000 sec): 3 clusters Score: Raw -227342.159154 + Penalty 3569.556539 = -223772.602615 nChanged 1 SP:Iteration 23Q (26299.420000 sec): 3 clusters Score: Raw -227342.700571 + Penalty 3569.556539 = -223773.144032 nChanged 1 SP:Iteration 24Q (26299.600000 sec): 3 clusters Score: Raw -227343.368660 + Penalty 3569.556539 = -223773.812121 nChanged 1 SP:Iteration 25Q (26299.760000 sec): 3 clusters Score: Raw -227343.865789 + Penalty 3569.556539 = -223774.309250 nChanged 0 SP:Iteration 26F (26299.960000 sec): 3 clusters Score: Raw -227343.865789 + Penalty 3569.556539 = -223774.309250 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 16 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26300.030000 sec): 2 clusters Score: Raw -65307.353547 + Penalty 1499.161318 = -63808.192229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26300.240000 sec): 3 clusters Score: Raw -65440.037557 + Penalty 2998.322636 = -62441.714921 nChanged 82 SP:Iteration 1F (26300.390000 sec): 3 clusters Score: Raw -65657.502435 + Penalty 2998.322636 = -62659.179799 nChanged 33 SP:Iteration 2F (26300.620000 sec): 3 clusters Score: Raw -65820.004647 + Penalty 2998.322636 = -62821.682011 nChanged 26 SP:Iteration 3F (26300.780000 sec): 3 clusters Score: Raw -65901.140802 + Penalty 2998.322636 = -62902.818166 nChanged 13 SP:Iteration 4Q (26300.960000 sec): 3 clusters Score: Raw -65964.178018 + Penalty 2998.322636 = -62965.855382 nChanged 7 SP:Iteration 5Q (26301.140000 sec): 3 clusters Score: Raw -65987.346802 + Penalty 2998.322636 = -62989.024167 nChanged 4 SP:Iteration 6Q (26301.330000 sec): 3 clusters Score: Raw -65995.405567 + Penalty 2998.322636 = -62997.082931 nChanged 0 SP:Iteration 7F (26301.510000 sec): 3 clusters Score: Raw -65995.405567 + Penalty 2998.322636 = -62997.082931 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 17 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26301.610000 sec): 2 clusters Score: Raw -42941.003322 + Penalty 1397.427822 = -41543.575500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26301.790000 sec): 3 clusters Score: Raw -43067.470785 + Penalty 2794.855643 = -40272.615141 nChanged 28 SP:Iteration 1F (26301.980000 sec): 3 clusters Score: Raw -43161.824392 + Penalty 2794.855643 = -40366.968749 nChanged 11 SP:Iteration 2Q (26302.160000 sec): 3 clusters Score: Raw -43194.362187 + Penalty 2794.855643 = -40399.506544 nChanged 0 SP:Iteration 3F (26302.370000 sec): 3 clusters Score: Raw -43194.362187 + Penalty 2794.855643 = -40399.506544 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 18 (24229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26302.570000 sec): 2 clusters Score: Raw -4430808.547206 + Penalty 2503.635774 = -4428304.911432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26302.930000 sec): 3 clusters Score: Raw -4416562.192562 + Penalty 5007.271549 = -4411554.921013 nChanged 10762 SP:Iteration 1F (26303.250000 sec): 3 clusters Score: Raw -4422143.351773 + Penalty 5007.271549 = -4417136.080225 nChanged 1216 SP:Iteration 2F (26303.570000 sec): 3 clusters Score: Raw -4422561.307291 + Penalty 5007.271549 = -4417554.035742 nChanged 1051 SP:Iteration 3Q (26303.830000 sec): 3 clusters Score: Raw -4422904.074795 + Penalty 5007.271549 = -4417896.803246 nChanged 927 SP:Iteration 4Q (26304.150000 sec): 3 clusters Score: Raw -4423208.367956 + Penalty 5007.271549 = -4418201.096407 nChanged 904 SP:Iteration 5Q (26304.470000 sec): 3 clusters Score: Raw -4423527.739677 + Penalty 5007.271549 = -4418520.468128 nChanged 945 SP:Iteration 6Q (26304.780000 sec): 3 clusters Score: Raw -4423902.218322 + Penalty 5007.271549 = -4418894.946773 nChanged 1044 SP:Iteration 7Q (26305.090000 sec): 3 clusters Score: Raw -4424404.242186 + Penalty 5007.271549 = -4419396.970637 nChanged 1148 SP:Iteration 8Q (26305.400000 sec): 3 clusters Score: Raw -4425062.992532 + Penalty 5007.271549 = -4420055.720983 nChanged 1375 SP:Iteration 9F (26305.670000 sec): 3 clusters Score: Raw -4425968.694628 + Penalty 5007.271549 = -4420961.423079 nChanged 1443 SP:Iteration 10F (26305.990000 sec): 3 clusters Score: Raw -4427029.447889 + Penalty 5007.271549 = -4422022.176341 nChanged 1420 SP:Iteration 11F (26306.300000 sec): 3 clusters Score: Raw -4428170.792391 + Penalty 5007.271549 = -4423163.520843 nChanged 1278 SP:Iteration 12F (26306.580000 sec): 3 clusters Score: Raw -4429278.968049 + Penalty 5007.271549 = -4424271.696500 nChanged 935 SP:Iteration 13Q (26306.880000 sec): 3 clusters Score: Raw -4430086.941469 + Penalty 5007.271549 = -4425079.669921 nChanged 547 SP:Iteration 14Q (26307.150000 sec): 3 clusters Score: Raw -4430553.127219 + Penalty 5007.271549 = -4425545.855670 nChanged 270 SP:Iteration 15Q (26307.450000 sec): 3 clusters Score: Raw -4430773.455865 + Penalty 5007.271549 = -4425766.184316 nChanged 136 SP:Iteration 16Q (26307.790000 sec): 3 clusters Score: Raw -4430907.153790 + Penalty 5007.271549 = -4425899.882242 nChanged 79 SP:Iteration 17Q (26308.070000 sec): 3 clusters Score: Raw -4430979.693703 + Penalty 5007.271549 = -4425972.422154 nChanged 47 SP:Iteration 18Q (26308.310000 sec): 3 clusters Score: Raw -4431024.274228 + Penalty 5007.271549 = -4426017.002679 nChanged 32 SP:Iteration 19Q (26308.590000 sec): 3 clusters Score: Raw -4431055.597007 + Penalty 5007.271549 = -4426048.325459 nChanged 16 SP:Iteration 20F (26308.890000 sec): 3 clusters Score: Raw -4431075.583949 + Penalty 5007.271549 = -4426068.312400 nChanged 13 SP:Iteration 21Q (26309.110000 sec): 3 clusters Score: Raw -4431090.475260 + Penalty 5007.271549 = -4426083.203711 nChanged 11 SP:Iteration 22Q (26309.470000 sec): 3 clusters Score: Raw -4431104.778115 + Penalty 5007.271549 = -4426097.506567 nChanged 13 SP:Iteration 23Q (26309.700000 sec): 3 clusters Score: Raw -4431119.476364 + Penalty 5007.271549 = -4426112.204815 nChanged 8 SP:Iteration 24Q (26309.970000 sec): 3 clusters Score: Raw -4431127.197562 + Penalty 5007.271549 = -4426119.926013 nChanged 8 SP:Iteration 25Q (26310.250000 sec): 3 clusters Score: Raw -4431142.554614 + Penalty 5007.271549 = -4426135.283065 nChanged 7 SP:Iteration 26Q (26310.510000 sec): 3 clusters Score: Raw -4431150.473586 + Penalty 5007.271549 = -4426143.202037 nChanged 6 SP:Iteration 27Q (26310.750000 sec): 3 clusters Score: Raw -4431157.969136 + Penalty 5007.271549 = -4426150.697587 nChanged 2 SP:Iteration 28Q (26311.050000 sec): 3 clusters Score: Raw -4431160.030580 + Penalty 5007.271549 = -4426152.759032 nChanged 1 SP:Iteration 29Q (26311.300000 sec): 3 clusters Score: Raw -4431161.236735 + Penalty 5007.271549 = -4426153.965186 nChanged 1 SP:Iteration 30Q (26311.580000 sec): 3 clusters Score: Raw -4431161.983000 + Penalty 5007.271549 = -4426154.711451 nChanged 0 SP:Iteration 31F (26311.890000 sec): 3 clusters Score: Raw -4431161.983000 + Penalty 5007.271549 = -4426154.711451 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 19 (20132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26312.010000 sec): 2 clusters Score: Raw -3383605.550686 + Penalty 2457.696335 = -3381147.854351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26312.310000 sec): 3 clusters Score: Raw -3371938.586516 + Penalty 4915.392670 = -3367023.193846 nChanged 8750 SP:Iteration 1F (26312.590000 sec): 3 clusters Score: Raw -3376628.302363 + Penalty 4915.392670 = -3371712.909693 nChanged 1096 SP:Iteration 2F (26312.820000 sec): 3 clusters Score: Raw -3377050.423918 + Penalty 4915.392670 = -3372135.031248 nChanged 1014 SP:Iteration 3F (26313.120000 sec): 3 clusters Score: Raw -3377486.910120 + Penalty 4915.392670 = -3372571.517449 nChanged 976 SP:Iteration 4Q (26313.400000 sec): 3 clusters Score: Raw -3378020.454854 + Penalty 4915.392670 = -3373105.062184 nChanged 1083 SP:Iteration 5F (26313.680000 sec): 3 clusters Score: Raw -3378782.404017 + Penalty 4915.392670 = -3373867.011347 nChanged 1209 SP:Iteration 6F (26313.960000 sec): 3 clusters Score: Raw -3379742.120771 + Penalty 4915.392670 = -3374826.728100 nChanged 1155 SP:Iteration 7F (26314.240000 sec): 3 clusters Score: Raw -3380598.772740 + Penalty 4915.392670 = -3375683.380069 nChanged 967 SP:Iteration 8Q (26314.510000 sec): 3 clusters Score: Raw -3381237.352063 + Penalty 4915.392670 = -3376321.959393 nChanged 757 SP:Iteration 9Q (26314.800000 sec): 3 clusters Score: Raw -3381689.823712 + Penalty 4915.392670 = -3376774.431041 nChanged 637 SP:Iteration 10Q (26315.060000 sec): 3 clusters Score: Raw -3382054.439025 + Penalty 4915.392670 = -3377139.046355 nChanged 511 SP:Iteration 11Q (26315.340000 sec): 3 clusters Score: Raw -3382334.971823 + Penalty 4915.392670 = -3377419.579153 nChanged 436 SP:Iteration 12Q (26315.590000 sec): 3 clusters Score: Raw -3382561.170771 + Penalty 4915.392670 = -3377645.778101 nChanged 387 SP:Iteration 13Q (26315.860000 sec): 3 clusters Score: Raw -3382772.393567 + Penalty 4915.392670 = -3377857.000897 nChanged 352 SP:Iteration 14Q (26316.100000 sec): 3 clusters Score: Raw -3382962.564271 + Penalty 4915.392670 = -3378047.171601 nChanged 292 SP:Iteration 15Q (26316.380000 sec): 3 clusters Score: Raw -3383113.855524 + Penalty 4915.392670 = -3378198.462854 nChanged 238 SP:Iteration 16Q (26316.700000 sec): 3 clusters Score: Raw -3383236.471471 + Penalty 4915.392670 = -3378321.078800 nChanged 184 SP:Iteration 17Q (26316.950000 sec): 3 clusters Score: Raw -3383335.419224 + Penalty 4915.392670 = -3378420.026553 nChanged 164 SP:Iteration 18Q (26317.250000 sec): 3 clusters Score: Raw -3383422.873394 + Penalty 4915.392670 = -3378507.480723 nChanged 137 SP:Iteration 19Q (26317.530000 sec): 3 clusters Score: Raw -3383491.453697 + Penalty 4915.392670 = -3378576.061027 nChanged 121 SP:Iteration 20F (26317.790000 sec): 3 clusters Score: Raw -3383550.800522 + Penalty 4915.392670 = -3378635.407852 nChanged 105 SP:Iteration 21Q (26318.080000 sec): 3 clusters Score: Raw -3383599.930790 + Penalty 4915.392670 = -3378684.538119 nChanged 96 SP:Iteration 22Q (26318.350000 sec): 3 clusters Score: Raw -3383648.842232 + Penalty 4915.392670 = -3378733.449562 nChanged 87 SP:Iteration 23Q (26318.630000 sec): 3 clusters Score: Raw -3383691.086084 + Penalty 4915.392670 = -3378775.693414 nChanged 61 SP:Iteration 24Q (26318.890000 sec): 3 clusters Score: Raw -3383718.978212 + Penalty 4915.392670 = -3378803.585542 nChanged 55 SP:Iteration 25Q (26319.170000 sec): 3 clusters Score: Raw -3383746.253817 + Penalty 4915.392670 = -3378830.861146 nChanged 52 SP:Iteration 26Q (26319.450000 sec): 3 clusters Score: Raw -3383770.976042 + Penalty 4915.392670 = -3378855.583372 nChanged 50 SP:Iteration 27Q (26319.750000 sec): 3 clusters Score: Raw -3383797.011130 + Penalty 4915.392670 = -3378881.618460 nChanged 39 SP:Iteration 28Q (26320.030000 sec): 3 clusters Score: Raw -3383814.409823 + Penalty 4915.392670 = -3378899.017153 nChanged 28 SP:Iteration 29Q (26320.280000 sec): 3 clusters Score: Raw -3383825.454698 + Penalty 4915.392670 = -3378910.062027 nChanged 22 SP:Iteration 30Q (26320.570000 sec): 3 clusters Score: Raw -3383839.434089 + Penalty 4915.392670 = -3378924.041419 nChanged 27 SP:Iteration 31Q (26320.800000 sec): 3 clusters Score: Raw -3383857.732880 + Penalty 4915.392670 = -3378942.340209 nChanged 28 SP:Iteration 32Q (26321.030000 sec): 3 clusters Score: Raw -3383873.220590 + Penalty 4915.392670 = -3378957.827920 nChanged 28 SP:Iteration 33Q (26321.290000 sec): 3 clusters Score: Raw -3383887.986445 + Penalty 4915.392670 = -3378972.593775 nChanged 22 SP:Iteration 34Q (26321.570000 sec): 3 clusters Score: Raw -3383900.314591 + Penalty 4915.392670 = -3378984.921921 nChanged 22 SP:Iteration 35Q (26321.800000 sec): 3 clusters Score: Raw -3383912.626892 + Penalty 4915.392670 = -3378997.234221 nChanged 21 SP:Iteration 36Q (26322.030000 sec): 3 clusters Score: Raw -3383923.059029 + Penalty 4915.392670 = -3379007.666359 nChanged 19 SP:Iteration 37Q (26322.290000 sec): 3 clusters Score: Raw -3383933.056854 + Penalty 4915.392670 = -3379017.664184 nChanged 14 SP:Iteration 38Q (26322.580000 sec): 3 clusters Score: Raw -3383940.116514 + Penalty 4915.392670 = -3379024.723844 nChanged 8 SP:Iteration 39Q (26322.830000 sec): 3 clusters Score: Raw -3383944.684259 + Penalty 4915.392670 = -3379029.291588 nChanged 10 SP:Iteration 40F (26323.140000 sec): 3 clusters Score: Raw -3383950.463802 + Penalty 4915.392670 = -3379035.071131 nChanged 12 SP:Iteration 41Q (26323.390000 sec): 3 clusters Score: Raw -3383959.663568 + Penalty 4915.392670 = -3379044.270897 nChanged 19 SP:Iteration 42Q (26323.640000 sec): 3 clusters Score: Raw -3383971.974633 + Penalty 4915.392670 = -3379056.581963 nChanged 7 SP:Iteration 43Q (26323.900000 sec): 3 clusters Score: Raw -3383975.759678 + Penalty 4915.392670 = -3379060.367008 nChanged 5 SP:Iteration 44Q (26324.140000 sec): 3 clusters Score: Raw -3383978.190372 + Penalty 4915.392670 = -3379062.797701 nChanged 6 SP:Iteration 45Q (26324.420000 sec): 3 clusters Score: Raw -3383980.747541 + Penalty 4915.392670 = -3379065.354871 nChanged 3 SP:Iteration 46Q (26324.690000 sec): 3 clusters Score: Raw -3383981.822851 + Penalty 4915.392670 = -3379066.430180 nChanged 3 SP:Iteration 47Q (26324.990000 sec): 3 clusters Score: Raw -3383982.867115 + Penalty 4915.392670 = -3379067.474445 nChanged 0 SP:Iteration 48F (26325.250000 sec): 3 clusters Score: Raw -3383982.867115 + Penalty 4915.392670 = -3379067.474445 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 20 (406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26325.370000 sec): 2 clusters Score: Raw -62416.671203 + Penalty 1489.575584 = -60927.095619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26325.540000 sec): 3 clusters Score: Raw -62614.004106 + Penalty 2979.151167 = -59634.852939 nChanged 83 SP:Iteration 1F (26325.720000 sec): 3 clusters Score: Raw -62917.685212 + Penalty 2979.151167 = -59938.534045 nChanged 29 SP:Iteration 2F (26325.920000 sec): 3 clusters Score: Raw -63030.525038 + Penalty 2979.151167 = -60051.373871 nChanged 18 SP:Iteration 3Q (26326.110000 sec): 3 clusters Score: Raw -63106.137691 + Penalty 2979.151167 = -60126.986524 nChanged 12 SP:Iteration 4Q (26326.270000 sec): 3 clusters Score: Raw -63160.714281 + Penalty 2979.151167 = -60181.563114 nChanged 7 SP:Iteration 5Q (26326.450000 sec): 3 clusters Score: Raw -63189.825369 + Penalty 2979.151167 = -60210.674201 nChanged 5 SP:Iteration 6Q (26326.620000 sec): 3 clusters Score: Raw -63208.127617 + Penalty 2979.151167 = -60228.976450 nChanged 3 SP:Iteration 7Q (26326.790000 sec): 3 clusters Score: Raw -63218.573227 + Penalty 2979.151167 = -60239.422060 nChanged 2 SP:Iteration 8Q (26326.990000 sec): 3 clusters Score: Raw -63228.115560 + Penalty 2979.151167 = -60248.964393 nChanged 0 SP:Iteration 9F (26327.180000 sec): 3 clusters Score: Raw -63228.115560 + Penalty 2979.151167 = -60248.964393 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 21 (754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26327.270000 sec): 2 clusters Score: Raw -135474.158181 + Penalty 1643.097307 = -133831.060874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26327.450000 sec): 3 clusters Score: Raw -135388.084598 + Penalty 3286.194615 = -132101.889984 nChanged 154 SP:Iteration 1F (26327.630000 sec): 3 clusters Score: Raw -135642.468085 + Penalty 3286.194615 = -132356.273470 nChanged 35 SP:Iteration 2Q (26327.830000 sec): 3 clusters Score: Raw -135706.323498 + Penalty 3286.194615 = -132420.128884 nChanged 20 SP:Iteration 3Q (26327.960000 sec): 3 clusters Score: Raw -135746.434889 + Penalty 3286.194615 = -132460.240274 nChanged 16 SP:Iteration 4Q (26328.180000 sec): 3 clusters Score: Raw -135780.460326 + Penalty 3286.194615 = -132494.265711 nChanged 11 SP:Iteration 5Q (26328.340000 sec): 3 clusters Score: Raw -135798.702515 + Penalty 3286.194615 = -132512.507900 nChanged 6 SP:Iteration 6Q (26328.520000 sec): 3 clusters Score: Raw -135811.746613 + Penalty 3286.194615 = -132525.551999 nChanged 3 SP:Iteration 7Q (26328.710000 sec): 3 clusters Score: Raw -135817.113102 + Penalty 3286.194615 = -132530.918488 nChanged 4 SP:Iteration 8Q (26328.870000 sec): 3 clusters Score: Raw -135825.551885 + Penalty 3286.194615 = -132539.357271 nChanged 5 SP:Iteration 9Q (26329.030000 sec): 3 clusters Score: Raw -135835.141296 + Penalty 3286.194615 = -132548.946682 nChanged 3 SP:Iteration 10Q (26329.220000 sec): 3 clusters Score: Raw -135840.879140 + Penalty 3286.194615 = -132554.684526 nChanged 4 SP:Iteration 11Q (26329.370000 sec): 3 clusters Score: Raw -135858.768670 + Penalty 3286.194615 = -132572.574056 nChanged 6 SP:Iteration 12Q (26329.550000 sec): 3 clusters Score: Raw -135868.811041 + Penalty 3286.194615 = -132582.616426 nChanged 2 SP:Iteration 13Q (26329.760000 sec): 3 clusters Score: Raw -135874.037874 + Penalty 3286.194615 = -132587.843260 nChanged 0 SP:Iteration 14F (26329.900000 sec): 3 clusters Score: Raw -135874.037874 + Penalty 3286.194615 = -132587.843260 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 22 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26330.020000 sec): 2 clusters Score: Raw -31027.555523 + Penalty 1359.198453 = -29668.357070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26330.190000 sec): 3 clusters Score: Raw -31399.717562 + Penalty 2718.396906 = -28681.320656 nChanged 45 SP:Iteration 1F (26330.390000 sec): 3 clusters Score: Raw -31546.894592 + Penalty 2718.396906 = -28828.497686 nChanged 22 SP:Iteration 2F (26330.540000 sec): 3 clusters Score: Raw -31618.314034 + Penalty 2718.396906 = -28899.917128 nChanged 14 SP:Iteration 3F (26330.710000 sec): 3 clusters Score: Raw -31665.755167 + Penalty 2718.396906 = -28947.358261 nChanged 6 SP:Iteration 4Q (26330.930000 sec): 3 clusters Score: Raw -31681.342617 + Penalty 2718.396906 = -28962.945711 nChanged 2 SP:Iteration 5Q (26331.100000 sec): 3 clusters Score: Raw -31712.848192 + Penalty 2718.396906 = -28994.451286 nChanged 2 SP:Iteration 6Q (26331.290000 sec): 3 clusters Score: Raw -31734.512690 + Penalty 2718.396906 = -29016.115784 nChanged 0 SP:Iteration 7F (26331.480000 sec): 3 clusters Score: Raw -31734.512690 + Penalty 2718.396906 = -29016.115784 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 23 (178531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26332.370000 sec): 2 clusters Score: Raw -34338443.245759 + Penalty 2998.944349 = -34335444.301411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26333.410000 sec): 3 clusters Score: Raw -34222096.585139 + Penalty 5997.888697 = -34216098.696442 nChanged 85361 SP:Iteration 1F (26334.440000 sec): 3 clusters Score: Raw -34273481.199298 + Penalty 5997.888697 = -34267483.310601 nChanged 7522 SP:Iteration 2Q (26335.500000 sec): 3 clusters Score: Raw -34276168.664842 + Penalty 5997.888697 = -34270170.776144 nChanged 9143 SP:Iteration 3F (26336.520000 sec): 3 clusters Score: Raw -34280116.349200 + Penalty 5997.888697 = -34274118.460503 nChanged 10525 SP:Iteration 4F (26337.510000 sec): 3 clusters Score: Raw -34285053.388460 + Penalty 5997.888697 = -34279055.499763 nChanged 10945 SP:Iteration 5F (26338.490000 sec): 3 clusters Score: Raw -34290365.306376 + Penalty 5997.888697 = -34284367.417679 nChanged 10570 SP:Iteration 6F (26339.550000 sec): 3 clusters Score: Raw -34295812.374629 + Penalty 5997.888697 = -34289814.485932 nChanged 10207 SP:Iteration 7F (26340.630000 sec): 3 clusters Score: Raw -34301472.870666 + Penalty 5997.888697 = -34295474.981969 nChanged 9820 SP:Iteration 8F (26341.670000 sec): 3 clusters Score: Raw -34307720.219518 + Penalty 5997.888697 = -34301722.330821 nChanged 9799 SP:Iteration 9F (26342.770000 sec): 3 clusters Score: Raw -34314955.695443 + Penalty 5997.888697 = -34308957.806746 nChanged 9441 SP:Iteration 10F (26343.830000 sec): 3 clusters Score: Raw -34322676.544735 + Penalty 5997.888697 = -34316678.656037 nChanged 7897 SP:Iteration 11Q (26344.910000 sec): 3 clusters Score: Raw -34329454.333334 + Penalty 5997.888697 = -34323456.444637 nChanged 5459 SP:Iteration 12Q (26346.010000 sec): 3 clusters Score: Raw -34334117.030042 + Penalty 5997.888697 = -34328119.141345 nChanged 3080 SP:Iteration 13Q (26347.040000 sec): 3 clusters Score: Raw -34336671.710600 + Penalty 5997.888697 = -34330673.821903 nChanged 1388 SP:Iteration 14Q (26348.010000 sec): 3 clusters Score: Raw -34337798.205008 + Penalty 5997.888697 = -34331800.316311 nChanged 586 SP:Iteration 15Q (26348.930000 sec): 3 clusters Score: Raw -34338322.332004 + Penalty 5997.888697 = -34332324.443307 nChanged 250 SP:Iteration 16Q (26349.820000 sec): 3 clusters Score: Raw -34338545.503087 + Penalty 5997.888697 = -34332547.614390 nChanged 108 SP:Iteration 17Q (26350.720000 sec): 3 clusters Score: Raw -34338643.567917 + Penalty 5997.888697 = -34332645.679220 nChanged 74 SP:Iteration 18Q (26351.670000 sec): 3 clusters Score: Raw -34338714.345310 + Penalty 5997.888697 = -34332716.456613 nChanged 38 SP:Iteration 19Q (26352.650000 sec): 3 clusters Score: Raw -34338749.030905 + Penalty 5997.888697 = -34332751.142207 nChanged 22 SP:Iteration 20F (26353.710000 sec): 3 clusters Score: Raw -34338768.040161 + Penalty 5997.888697 = -34332770.151464 nChanged 19 SP:Iteration 21Q (26354.640000 sec): 3 clusters Score: Raw -34338784.442550 + Penalty 5997.888697 = -34332786.553853 nChanged 14 SP:Iteration 22Q (26355.580000 sec): 3 clusters Score: Raw -34338797.923949 + Penalty 5997.888697 = -34332800.035252 nChanged 13 SP:Iteration 23Q (26356.540000 sec): 3 clusters Score: Raw -34338809.521162 + Penalty 5997.888697 = -34332811.632465 nChanged 10 SP:Iteration 24Q (26357.500000 sec): 3 clusters Score: Raw -34338819.306730 + Penalty 5997.888697 = -34332821.418033 nChanged 11 SP:Iteration 25Q (26358.490000 sec): 3 clusters Score: Raw -34338834.929660 + Penalty 5997.888697 = -34332837.040963 nChanged 14 SP:Iteration 26Q (26359.380000 sec): 3 clusters Score: Raw -34338850.514266 + Penalty 5997.888697 = -34332852.625569 nChanged 14 SP:Iteration 27Q (26360.220000 sec): 3 clusters Score: Raw -34338863.115330 + Penalty 5997.888697 = -34332865.226633 nChanged 10 SP:Iteration 28Q (26361.180000 sec): 3 clusters Score: Raw -34338871.820631 + Penalty 5997.888697 = -34332873.931934 nChanged 5 SP:Iteration 29Q (26362.080000 sec): 3 clusters Score: Raw -34338877.442794 + Penalty 5997.888697 = -34332879.554096 nChanged 4 SP:Iteration 30Q (26362.990000 sec): 3 clusters Score: Raw -34338879.666774 + Penalty 5997.888697 = -34332881.778077 nChanged 3 SP:Iteration 31Q (26364.000000 sec): 3 clusters Score: Raw -34338881.356462 + Penalty 5997.888697 = -34332883.467765 nChanged 0 SP:Iteration 32F (26365.060000 sec): 3 clusters Score: Raw -34338881.356462 + Penalty 5997.888697 = -34332883.467765 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 24 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26365.260000 sec): 2 clusters Score: Raw -104652.487589 + Penalty 1603.217899 = -103049.269690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26365.430000 sec): 3 clusters Score: Raw -104675.902346 + Penalty 3206.435799 = -101469.466547 nChanged 132 SP:Iteration 1F (26365.630000 sec): 3 clusters Score: Raw -104927.262307 + Penalty 3206.435799 = -101720.826508 nChanged 39 SP:Iteration 2F (26365.770000 sec): 3 clusters Score: Raw -105052.802272 + Penalty 3206.435799 = -101846.366473 nChanged 25 SP:Iteration 3Q (26365.980000 sec): 3 clusters Score: Raw -105165.418493 + Penalty 3206.435799 = -101958.982694 nChanged 22 SP:Iteration 4Q (26366.180000 sec): 3 clusters Score: Raw -105246.338551 + Penalty 3206.435799 = -102039.902752 nChanged 22 SP:Iteration 5Q (26366.320000 sec): 3 clusters Score: Raw -105345.232256 + Penalty 3206.435799 = -102138.796457 nChanged 18 SP:Iteration 6Q (26366.520000 sec): 3 clusters Score: Raw -105416.740441 + Penalty 3206.435799 = -102210.304643 nChanged 17 SP:Iteration 7Q (26366.680000 sec): 3 clusters Score: Raw -105451.981203 + Penalty 3206.435799 = -102245.545404 nChanged 13 SP:Iteration 8Q (26366.880000 sec): 3 clusters Score: Raw -105488.631833 + Penalty 3206.435799 = -102282.196034 nChanged 10 SP:Iteration 9Q (26367.060000 sec): 3 clusters Score: Raw -105512.585548 + Penalty 3206.435799 = -102306.149750 nChanged 6 SP:Iteration 10Q (26367.180000 sec): 3 clusters Score: Raw -105530.276171 + Penalty 3206.435799 = -102323.840372 nChanged 4 SP:Iteration 11Q (26367.380000 sec): 3 clusters Score: Raw -105542.950087 + Penalty 3206.435799 = -102336.514288 nChanged 4 SP:Iteration 12Q (26367.590000 sec): 3 clusters Score: Raw -105552.737343 + Penalty 3206.435799 = -102346.301545 nChanged 2 SP:Iteration 13Q (26367.720000 sec): 3 clusters Score: Raw -105556.517556 + Penalty 3206.435799 = -102350.081757 nChanged 3 SP:Iteration 14Q (26367.910000 sec): 3 clusters Score: Raw -105559.996677 + Penalty 3206.435799 = -102353.560878 nChanged 3 SP:Iteration 15Q (26368.100000 sec): 3 clusters Score: Raw -105563.702161 + Penalty 3206.435799 = -102357.266362 nChanged 1 SP:Iteration 16Q (26368.270000 sec): 3 clusters Score: Raw -105564.752338 + Penalty 3206.435799 = -102358.316539 nChanged 1 SP:Iteration 17Q (26368.490000 sec): 3 clusters Score: Raw -105567.953387 + Penalty 3206.435799 = -102361.517589 nChanged 2 SP:Iteration 18Q (26368.650000 sec): 3 clusters Score: Raw -105570.488995 + Penalty 3206.435799 = -102364.053196 nChanged 1 SP:Iteration 19Q (26368.830000 sec): 3 clusters Score: Raw -105572.558800 + Penalty 3206.435799 = -102366.123001 nChanged 4 SP:Iteration 20F (26369.010000 sec): 3 clusters Score: Raw -105577.368887 + Penalty 3206.435799 = -102370.933089 nChanged 2 SP:Iteration 21Q (26369.220000 sec): 3 clusters Score: Raw -105582.372161 + Penalty 3206.435799 = -102375.936362 nChanged 4 SP:Iteration 22Q (26369.410000 sec): 3 clusters Score: Raw -105588.554609 + Penalty 3206.435799 = -102382.118810 nChanged 1 SP:Iteration 23Q (26369.550000 sec): 3 clusters Score: Raw -105589.306621 + Penalty 3206.435799 = -102382.870822 nChanged 0 SP:Iteration 24F (26369.750000 sec): 3 clusters Score: Raw -105589.306621 + Penalty 3206.435799 = -102382.870822 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 25 (6050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26369.890000 sec): 2 clusters Score: Raw -1003246.341423 + Penalty 2159.537761 = -1001086.803662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26370.110000 sec): 3 clusters Score: Raw -1000239.577322 + Penalty 4319.075521 = -995920.501801 nChanged 2356 SP:Iteration 1F (26370.330000 sec): 3 clusters Score: Raw -1001535.564312 + Penalty 4319.075521 = -997216.488790 nChanged 493 SP:Iteration 2F (26370.500000 sec): 3 clusters Score: Raw -1001904.335921 + Penalty 4319.075521 = -997585.260399 nChanged 419 SP:Iteration 3F (26370.700000 sec): 3 clusters Score: Raw -1002264.867416 + Penalty 4319.075521 = -997945.791895 nChanged 406 SP:Iteration 4F (26370.940000 sec): 3 clusters Score: Raw -1002711.429858 + Penalty 4319.075521 = -998392.354337 nChanged 416 SP:Iteration 5F (26371.150000 sec): 3 clusters Score: Raw -1003220.057790 + Penalty 4319.075521 = -998900.982268 nChanged 377 SP:Iteration 6F (26371.430000 sec): 3 clusters Score: Raw -1003671.516756 + Penalty 4319.075521 = -999352.441235 nChanged 351 SP:Iteration 7F (26371.640000 sec): 3 clusters Score: Raw -1004004.187966 + Penalty 4319.075521 = -999685.112445 nChanged 276 SP:Iteration 8Q (26371.860000 sec): 3 clusters Score: Raw -1004244.336422 + Penalty 4319.075521 = -999925.260901 nChanged 220 SP:Iteration 9Q (26372.070000 sec): 3 clusters Score: Raw -1004420.572168 + Penalty 4319.075521 = -1000101.496647 nChanged 205 SP:Iteration 10Q (26372.280000 sec): 3 clusters Score: Raw -1004561.732785 + Penalty 4319.075521 = -1000242.657264 nChanged 147 SP:Iteration 11Q (26372.500000 sec): 3 clusters Score: Raw -1004638.794507 + Penalty 4319.075521 = -1000319.718986 nChanged 98 SP:Iteration 12Q (26372.710000 sec): 3 clusters Score: Raw -1004686.098892 + Penalty 4319.075521 = -1000367.023371 nChanged 80 SP:Iteration 13Q (26372.930000 sec): 3 clusters Score: Raw -1004717.544345 + Penalty 4319.075521 = -1000398.468824 nChanged 59 SP:Iteration 14Q (26373.170000 sec): 3 clusters Score: Raw -1004742.115749 + Penalty 4319.075521 = -1000423.040228 nChanged 50 SP:Iteration 15Q (26373.350000 sec): 3 clusters Score: Raw -1004759.377039 + Penalty 4319.075521 = -1000440.301518 nChanged 36 SP:Iteration 16Q (26373.590000 sec): 3 clusters Score: Raw -1004771.168441 + Penalty 4319.075521 = -1000452.092919 nChanged 33 SP:Iteration 17Q (26373.770000 sec): 3 clusters Score: Raw -1004781.108047 + Penalty 4319.075521 = -1000462.032526 nChanged 39 SP:Iteration 18Q (26374.020000 sec): 3 clusters Score: Raw -1004794.260434 + Penalty 4319.075521 = -1000475.184912 nChanged 42 SP:Iteration 19Q (26374.200000 sec): 3 clusters Score: Raw -1004811.570462 + Penalty 4319.075521 = -1000492.494941 nChanged 38 SP:Iteration 20F (26374.410000 sec): 3 clusters Score: Raw -1004825.184835 + Penalty 4319.075521 = -1000506.109314 nChanged 27 SP:Iteration 21Q (26374.590000 sec): 3 clusters Score: Raw -1004833.215134 + Penalty 4319.075521 = -1000514.139612 nChanged 28 SP:Iteration 22Q (26374.800000 sec): 3 clusters Score: Raw -1004841.073751 + Penalty 4319.075521 = -1000521.998229 nChanged 22 SP:Iteration 23Q (26375.020000 sec): 3 clusters Score: Raw -1004847.345394 + Penalty 4319.075521 = -1000528.269873 nChanged 13 SP:Iteration 24Q (26375.260000 sec): 3 clusters Score: Raw -1004849.764537 + Penalty 4319.075521 = -1000530.689016 nChanged 5 SP:Iteration 25Q (26375.490000 sec): 3 clusters Score: Raw -1004851.047500 + Penalty 4319.075521 = -1000531.971979 nChanged 7 SP:Iteration 26Q (26375.690000 sec): 3 clusters Score: Raw -1004852.773093 + Penalty 4319.075521 = -1000533.697572 nChanged 5 SP:Iteration 27Q (26375.890000 sec): 3 clusters Score: Raw -1004853.952960 + Penalty 4319.075521 = -1000534.877439 nChanged 6 SP:Iteration 28Q (26376.110000 sec): 3 clusters Score: Raw -1004855.187267 + Penalty 4319.075521 = -1000536.111746 nChanged 2 SP:Iteration 29Q (26376.320000 sec): 3 clusters Score: Raw -1004855.677471 + Penalty 4319.075521 = -1000536.601950 nChanged 3 SP:Iteration 30Q (26376.500000 sec): 3 clusters Score: Raw -1004856.150922 + Penalty 4319.075521 = -1000537.075401 nChanged 1 SP:Iteration 31Q (26376.780000 sec): 3 clusters Score: Raw -1004856.296386 + Penalty 4319.075521 = -1000537.220865 nChanged 1 SP:Iteration 32Q (26376.980000 sec): 3 clusters Score: Raw -1004856.894769 + Penalty 4319.075521 = -1000537.819248 nChanged 6 SP:Iteration 33Q (26377.210000 sec): 3 clusters Score: Raw -1004858.422584 + Penalty 4319.075521 = -1000539.347063 nChanged 3 SP:Iteration 34Q (26377.430000 sec): 3 clusters Score: Raw -1004858.712776 + Penalty 4319.075521 = -1000539.637255 nChanged 1 SP:Iteration 35Q (26377.670000 sec): 3 clusters Score: Raw -1004858.955044 + Penalty 4319.075521 = -1000539.879523 nChanged 0 SP:Iteration 36F (26377.890000 sec): 3 clusters Score: Raw -1004858.955044 + Penalty 4319.075521 = -1000539.879523 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 26 (211210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26378.930000 sec): 2 clusters Score: Raw -37343270.054770 + Penalty 3040.630828 = -37340229.423942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26380.210000 sec): 3 clusters Score: Raw -37204958.455288 + Penalty 6081.261656 = -37198877.193632 nChanged 101602 SP:Iteration 1F (26381.490000 sec): 3 clusters Score: Raw -37264093.115585 + Penalty 6081.261656 = -37258011.853928 nChanged 5230 SP:Iteration 2Q (26382.820000 sec): 3 clusters Score: Raw -37265042.567630 + Penalty 6081.261656 = -37258961.305974 nChanged 5942 SP:Iteration 3Q (26384.190000 sec): 3 clusters Score: Raw -37266367.843684 + Penalty 6081.261656 = -37260286.582028 nChanged 7367 SP:Iteration 4Q (26385.550000 sec): 3 clusters Score: Raw -37268529.645818 + Penalty 6081.261656 = -37262448.384162 nChanged 9578 SP:Iteration 5Q (26386.890000 sec): 3 clusters Score: Raw -37272460.488135 + Penalty 6081.261656 = -37266379.226479 nChanged 12748 SP:Iteration 6F (26388.080000 sec): 3 clusters Score: Raw -37279564.552369 + Penalty 6081.261656 = -37273483.290713 nChanged 15915 SP:Iteration 7F (26389.280000 sec): 3 clusters Score: Raw -37290974.212158 + Penalty 6081.261656 = -37284892.950502 nChanged 18076 SP:Iteration 8F (26390.430000 sec): 3 clusters Score: Raw -37306852.535223 + Penalty 6081.261656 = -37300771.273567 nChanged 16880 SP:Iteration 9F (26391.610000 sec): 3 clusters Score: Raw -37323294.366553 + Penalty 6081.261656 = -37317213.104896 nChanged 11920 SP:Iteration 10F (26392.730000 sec): 3 clusters Score: Raw -37334898.210449 + Penalty 6081.261656 = -37328816.948792 nChanged 6048 SP:Iteration 11Q (26393.870000 sec): 3 clusters Score: Raw -37340467.713470 + Penalty 6081.261656 = -37334386.451813 nChanged 2323 SP:Iteration 12Q (26394.950000 sec): 3 clusters Score: Raw -37342453.380384 + Penalty 6081.261656 = -37336372.118728 nChanged 747 SP:Iteration 13Q (26395.920000 sec): 3 clusters Score: Raw -37343121.119079 + Penalty 6081.261656 = -37337039.857422 nChanged 230 SP:Iteration 14Q (26397.050000 sec): 3 clusters Score: Raw -37343359.507553 + Penalty 6081.261656 = -37337278.245897 nChanged 75 SP:Iteration 15Q (26398.230000 sec): 3 clusters Score: Raw -37343460.636942 + Penalty 6081.261656 = -37337379.375286 nChanged 52 SP:Iteration 16Q (26399.420000 sec): 3 clusters Score: Raw -37343524.678174 + Penalty 6081.261656 = -37337443.416518 nChanged 19 SP:Iteration 17Q (26400.470000 sec): 3 clusters Score: Raw -37343546.597784 + Penalty 6081.261656 = -37337465.336128 nChanged 15 SP:Iteration 18Q (26401.550000 sec): 3 clusters Score: Raw -37343561.835771 + Penalty 6081.261656 = -37337480.574114 nChanged 4 SP:Iteration 19Q (26402.560000 sec): 3 clusters Score: Raw -37343565.970667 + Penalty 6081.261656 = -37337484.709010 nChanged 6 SP:Iteration 20F (26403.770000 sec): 3 clusters Score: Raw -37343574.531262 + Penalty 6081.261656 = -37337493.269606 nChanged 6 SP:Iteration 21Q (26404.780000 sec): 3 clusters Score: Raw -37343582.610506 + Penalty 6081.261656 = -37337501.348850 nChanged 2 SP:Iteration 22Q (26405.810000 sec): 3 clusters Score: Raw -37343585.185717 + Penalty 6081.261656 = -37337503.924061 nChanged 0 SP:Iteration 23F (26407.000000 sec): 3 clusters Score: Raw -37343585.185717 + Penalty 6081.261656 = -37337503.924061 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 27 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26407.200000 sec): 2 clusters Score: Raw -74624.153489 + Penalty 1518.378217 = -73105.775273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26407.360000 sec): 3 clusters Score: Raw -74733.718574 + Penalty 3036.756434 = -71696.962141 nChanged 90 SP:Iteration 1F (26407.560000 sec): 3 clusters Score: Raw -74959.475596 + Penalty 3036.756434 = -71922.719163 nChanged 24 SP:Iteration 2F (26407.740000 sec): 3 clusters Score: Raw -75036.665027 + Penalty 3036.756434 = -71999.908593 nChanged 18 SP:Iteration 3Q (26407.870000 sec): 3 clusters Score: Raw -75102.513685 + Penalty 3036.756434 = -72065.757251 nChanged 24 SP:Iteration 4F (26408.060000 sec): 3 clusters Score: Raw -75173.917893 + Penalty 3036.756434 = -72137.161460 nChanged 17 SP:Iteration 5Q (26408.200000 sec): 3 clusters Score: Raw -75244.445794 + Penalty 3036.756434 = -72207.689361 nChanged 16 SP:Iteration 6Q (26408.430000 sec): 3 clusters Score: Raw -75309.553512 + Penalty 3036.756434 = -72272.797079 nChanged 15 SP:Iteration 7Q (26408.590000 sec): 3 clusters Score: Raw -75361.669422 + Penalty 3036.756434 = -72324.912989 nChanged 11 SP:Iteration 8Q (26408.820000 sec): 3 clusters Score: Raw -75402.818555 + Penalty 3036.756434 = -72366.062121 nChanged 10 SP:Iteration 9Q (26409.000000 sec): 3 clusters Score: Raw -75486.446880 + Penalty 3036.756434 = -72449.690446 nChanged 7 SP:Iteration 10Q (26409.150000 sec): 3 clusters Score: Raw -75565.835839 + Penalty 3036.756434 = -72529.079406 nChanged 5 SP:Iteration 11Q (26409.330000 sec): 3 clusters Score: Raw -75624.663547 + Penalty 3036.756434 = -72587.907113 nChanged 10 SP:Iteration 12Q (26409.510000 sec): 3 clusters Score: Raw -75678.315028 + Penalty 3036.756434 = -72641.558595 nChanged 3 SP:Iteration 13Q (26409.730000 sec): 3 clusters Score: Raw -75689.532567 + Penalty 3036.756434 = -72652.776133 nChanged 2 SP:Iteration 14Q (26409.920000 sec): 3 clusters Score: Raw -75694.029429 + Penalty 3036.756434 = -72657.272995 nChanged 1 SP:Iteration 15Q (26410.070000 sec): 3 clusters Score: Raw -75698.136377 + Penalty 3036.756434 = -72661.379944 nChanged 0 SP:Iteration 16F (26410.290000 sec): 3 clusters Score: Raw -75698.366108 + Penalty 3036.756434 = -72661.609675 nChanged 1 SP:Iteration 17Q (26410.450000 sec): 3 clusters Score: Raw -75702.039566 + Penalty 3036.756434 = -72665.283133 nChanged 1 SP:Iteration 18Q (26410.640000 sec): 3 clusters Score: Raw -75704.737115 + Penalty 3036.756434 = -72667.980682 nChanged 2 SP:Iteration 19Q (26410.810000 sec): 3 clusters Score: Raw -75715.516827 + Penalty 3036.756434 = -72678.760393 nChanged 1 SP:Iteration 20F (26411.010000 sec): 3 clusters Score: Raw -75717.736757 + Penalty 3036.756434 = -72680.980323 nChanged 1 SP:Iteration 21Q (26411.190000 sec): 3 clusters Score: Raw -75720.844774 + Penalty 3036.756434 = -72684.088340 nChanged 0 SP:Iteration 22F (26411.350000 sec): 3 clusters Score: Raw -75720.844774 + Penalty 3036.756434 = -72684.088340 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 28 (948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26411.460000 sec): 2 clusters Score: Raw -154323.580652 + Penalty 1699.879917 = -152623.700735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26411.630000 sec): 3 clusters Score: Raw -154162.899591 + Penalty 3399.759833 = -150763.139757 nChanged 250 SP:Iteration 1F (26411.830000 sec): 3 clusters Score: Raw -154614.957740 + Penalty 3399.759833 = -151215.197907 nChanged 92 SP:Iteration 2F (26412.060000 sec): 3 clusters Score: Raw -154936.175198 + Penalty 3399.759833 = -151536.415365 nChanged 57 SP:Iteration 3F (26412.270000 sec): 3 clusters Score: Raw -155065.969189 + Penalty 3399.759833 = -151666.209355 nChanged 51 SP:Iteration 4F (26412.440000 sec): 3 clusters Score: Raw -155198.246976 + Penalty 3399.759833 = -151798.487143 nChanged 33 SP:Iteration 5Q (26412.610000 sec): 3 clusters Score: Raw -155263.669626 + Penalty 3399.759833 = -151863.909793 nChanged 22 SP:Iteration 6Q (26412.840000 sec): 3 clusters Score: Raw -155302.795653 + Penalty 3399.759833 = -151903.035820 nChanged 16 SP:Iteration 7Q (26413.010000 sec): 3 clusters Score: Raw -155329.391848 + Penalty 3399.759833 = -151929.632015 nChanged 13 SP:Iteration 8Q (26413.180000 sec): 3 clusters Score: Raw -155355.858909 + Penalty 3399.759833 = -151956.099076 nChanged 17 SP:Iteration 9Q (26413.380000 sec): 3 clusters Score: Raw -155397.486562 + Penalty 3399.759833 = -151997.726729 nChanged 13 SP:Iteration 10Q (26413.510000 sec): 3 clusters Score: Raw -155443.808601 + Penalty 3399.759833 = -152044.048768 nChanged 15 SP:Iteration 11Q (26413.670000 sec): 3 clusters Score: Raw -155507.706501 + Penalty 3399.759833 = -152107.946668 nChanged 12 SP:Iteration 12Q (26413.870000 sec): 3 clusters Score: Raw -155586.705726 + Penalty 3399.759833 = -152186.945893 nChanged 8 SP:Iteration 13Q (26414.050000 sec): 3 clusters Score: Raw -155607.716728 + Penalty 3399.759833 = -152207.956894 nChanged 4 SP:Iteration 14Q (26414.220000 sec): 3 clusters Score: Raw -155622.110690 + Penalty 3399.759833 = -152222.350857 nChanged 3 SP:Iteration 15Q (26414.400000 sec): 3 clusters Score: Raw -155629.901750 + Penalty 3399.759833 = -152230.141917 nChanged 0 SP:Iteration 16F (26414.610000 sec): 3 clusters Score: Raw -155629.901750 + Penalty 3399.759833 = -152230.141917 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 29 (4179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26414.690000 sec): 2 clusters Score: Raw -752420.457831 + Penalty 2067.781161 = -750352.676670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26414.870000 sec): 3 clusters Score: Raw -750517.480834 + Penalty 4135.562322 = -746381.918512 nChanged 1522 SP:Iteration 1F (26415.080000 sec): 3 clusters Score: Raw -751473.042641 + Penalty 4135.562322 = -747337.480319 nChanged 349 SP:Iteration 2F (26415.250000 sec): 3 clusters Score: Raw -751712.669624 + Penalty 4135.562322 = -747577.107302 nChanged 230 SP:Iteration 3F (26415.460000 sec): 3 clusters Score: Raw -751872.949700 + Penalty 4135.562322 = -747737.387378 nChanged 184 SP:Iteration 4Q (26415.670000 sec): 3 clusters Score: Raw -751989.115159 + Penalty 4135.562322 = -747853.552837 nChanged 146 SP:Iteration 5Q (26415.870000 sec): 3 clusters Score: Raw -752090.135193 + Penalty 4135.562322 = -747954.572870 nChanged 155 SP:Iteration 6Q (26416.100000 sec): 3 clusters Score: Raw -752203.710619 + Penalty 4135.562322 = -748068.148296 nChanged 170 SP:Iteration 7Q (26416.290000 sec): 3 clusters Score: Raw -752357.965214 + Penalty 4135.562322 = -748222.402891 nChanged 176 SP:Iteration 8Q (26416.490000 sec): 3 clusters Score: Raw -752508.245939 + Penalty 4135.562322 = -748372.683617 nChanged 146 SP:Iteration 9Q (26416.650000 sec): 3 clusters Score: Raw -752643.732677 + Penalty 4135.562322 = -748508.170355 nChanged 141 SP:Iteration 10Q (26416.860000 sec): 3 clusters Score: Raw -752753.691273 + Penalty 4135.562322 = -748618.128951 nChanged 102 SP:Iteration 11Q (26417.040000 sec): 3 clusters Score: Raw -752826.138161 + Penalty 4135.562322 = -748690.575839 nChanged 77 SP:Iteration 12Q (26417.220000 sec): 3 clusters Score: Raw -752873.549094 + Penalty 4135.562322 = -748737.986772 nChanged 62 SP:Iteration 13Q (26417.400000 sec): 3 clusters Score: Raw -752911.549968 + Penalty 4135.562322 = -748775.987646 nChanged 45 SP:Iteration 14Q (26417.590000 sec): 3 clusters Score: Raw -752942.609307 + Penalty 4135.562322 = -748807.046985 nChanged 33 SP:Iteration 15Q (26417.800000 sec): 3 clusters Score: Raw -752965.987206 + Penalty 4135.562322 = -748830.424884 nChanged 32 SP:Iteration 16Q (26418.000000 sec): 3 clusters Score: Raw -752987.787931 + Penalty 4135.562322 = -748852.225609 nChanged 25 SP:Iteration 17Q (26418.170000 sec): 3 clusters Score: Raw -753003.073433 + Penalty 4135.562322 = -748867.511111 nChanged 22 SP:Iteration 18Q (26418.330000 sec): 3 clusters Score: Raw -753017.565653 + Penalty 4135.562322 = -748882.003331 nChanged 23 SP:Iteration 19Q (26418.530000 sec): 3 clusters Score: Raw -753034.059340 + Penalty 4135.562322 = -748898.497018 nChanged 18 SP:Iteration 20F (26418.740000 sec): 3 clusters Score: Raw -753045.241535 + Penalty 4135.562322 = -748909.679213 nChanged 11 SP:Iteration 21Q (26418.960000 sec): 3 clusters Score: Raw -753053.738229 + Penalty 4135.562322 = -748918.175907 nChanged 13 SP:Iteration 22Q (26419.180000 sec): 3 clusters Score: Raw -753062.496078 + Penalty 4135.562322 = -748926.933756 nChanged 9 SP:Iteration 23Q (26419.390000 sec): 3 clusters Score: Raw -753066.984673 + Penalty 4135.562322 = -748931.422351 nChanged 6 SP:Iteration 24Q (26419.600000 sec): 3 clusters Score: Raw -753071.605061 + Penalty 4135.562322 = -748936.042739 nChanged 4 SP:Iteration 25Q (26419.750000 sec): 3 clusters Score: Raw -753074.409305 + Penalty 4135.562322 = -748938.846983 nChanged 5 SP:Iteration 26Q (26419.960000 sec): 3 clusters Score: Raw -753077.586002 + Penalty 4135.562322 = -748942.023680 nChanged 3 SP:Iteration 27Q (26420.130000 sec): 3 clusters Score: Raw -753081.458582 + Penalty 4135.562322 = -748945.896260 nChanged 9 SP:Iteration 28Q (26420.340000 sec): 3 clusters Score: Raw -753087.652814 + Penalty 4135.562322 = -748952.090492 nChanged 8 SP:Iteration 29Q (26420.520000 sec): 3 clusters Score: Raw -753095.032767 + Penalty 4135.562322 = -748959.470445 nChanged 9 SP:Iteration 30Q (26420.720000 sec): 3 clusters Score: Raw -753100.699107 + Penalty 4135.562322 = -748965.136784 nChanged 4 SP:Iteration 31Q (26420.870000 sec): 3 clusters Score: Raw -753103.049286 + Penalty 4135.562322 = -748967.486964 nChanged 3 SP:Iteration 32Q (26421.110000 sec): 3 clusters Score: Raw -753104.560632 + Penalty 4135.562322 = -748968.998310 nChanged 4 SP:Iteration 33Q (26421.280000 sec): 3 clusters Score: Raw -753107.611766 + Penalty 4135.562322 = -748972.049444 nChanged 7 SP:Iteration 34Q (26421.460000 sec): 3 clusters Score: Raw -753113.386295 + Penalty 4135.562322 = -748977.823973 nChanged 6 SP:Iteration 35Q (26421.680000 sec): 3 clusters Score: Raw -753116.864948 + Penalty 4135.562322 = -748981.302626 nChanged 3 SP:Iteration 36Q (26421.900000 sec): 3 clusters Score: Raw -753120.053629 + Penalty 4135.562322 = -748984.491307 nChanged 1 SP:Iteration 37Q (26422.110000 sec): 3 clusters Score: Raw -753120.678157 + Penalty 4135.562322 = -748985.115835 nChanged 2 SP:Iteration 38Q (26422.330000 sec): 3 clusters Score: Raw -753122.403126 + Penalty 4135.562322 = -748986.840803 nChanged 2 SP:Iteration 39Q (26422.530000 sec): 3 clusters Score: Raw -753124.014187 + Penalty 4135.562322 = -748988.451865 nChanged 1 SP:Iteration 40F (26422.740000 sec): 3 clusters Score: Raw -753124.695248 + Penalty 4135.562322 = -748989.132926 nChanged 2 SP:Iteration 41Q (26422.990000 sec): 3 clusters Score: Raw -753126.339328 + Penalty 4135.562322 = -748990.777006 nChanged 2 SP:Iteration 42Q (26423.170000 sec): 3 clusters Score: Raw -753127.132217 + Penalty 4135.562322 = -748991.569895 nChanged 3 SP:Iteration 43Q (26423.400000 sec): 3 clusters Score: Raw -753128.185524 + Penalty 4135.562322 = -748992.623202 nChanged 1 SP:Iteration 44Q (26423.640000 sec): 3 clusters Score: Raw -753128.328427 + Penalty 4135.562322 = -748992.766105 nChanged 0 SP:Iteration 45F (26423.850000 sec): 3 clusters Score: Raw -753128.328427 + Penalty 4135.562322 = -748992.766105 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 30 (720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26423.970000 sec): 2 clusters Score: Raw -118120.862085 + Penalty 1631.654301 = -116489.207784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26424.120000 sec): 3 clusters Score: Raw -118079.908266 + Penalty 3263.308601 = -114816.599665 nChanged 173 SP:Iteration 1F (26424.320000 sec): 3 clusters Score: Raw -118459.411311 + Penalty 3263.308601 = -115196.102709 nChanged 65 SP:Iteration 2F (26424.490000 sec): 3 clusters Score: Raw -118670.713565 + Penalty 3263.308601 = -115407.404964 nChanged 44 SP:Iteration 3F (26424.680000 sec): 3 clusters Score: Raw -118835.748743 + Penalty 3263.308601 = -115572.440142 nChanged 30 SP:Iteration 4Q (26424.890000 sec): 3 clusters Score: Raw -118920.569300 + Penalty 3263.308601 = -115657.260699 nChanged 25 SP:Iteration 5Q (26425.090000 sec): 3 clusters Score: Raw -119015.088553 + Penalty 3263.308601 = -115751.779951 nChanged 20 SP:Iteration 6Q (26425.280000 sec): 3 clusters Score: Raw -119128.123044 + Penalty 3263.308601 = -115864.814443 nChanged 26 SP:Iteration 7Q (26425.460000 sec): 3 clusters Score: Raw -119378.422674 + Penalty 3263.308601 = -116115.114073 nChanged 18 SP:Iteration 8Q (26425.670000 sec): 3 clusters Score: Raw -119554.183867 + Penalty 3263.308601 = -116290.875266 nChanged 12 SP:Iteration 9Q (26425.840000 sec): 3 clusters Score: Raw -119610.925483 + Penalty 3263.308601 = -116347.616882 nChanged 11 SP:Iteration 10Q (26426.060000 sec): 3 clusters Score: Raw -119652.916920 + Penalty 3263.308601 = -116389.608319 nChanged 5 SP:Iteration 11Q (26426.260000 sec): 3 clusters Score: Raw -119669.227055 + Penalty 3263.308601 = -116405.918454 nChanged 5 SP:Iteration 12Q (26426.400000 sec): 3 clusters Score: Raw -119691.133562 + Penalty 3263.308601 = -116427.824961 nChanged 8 SP:Iteration 13Q (26426.610000 sec): 3 clusters Score: Raw -119752.111884 + Penalty 3263.308601 = -116488.803283 nChanged 6 SP:Iteration 14Q (26426.760000 sec): 3 clusters Score: Raw -119780.418355 + Penalty 3263.308601 = -116517.109754 nChanged 4 SP:Iteration 15Q (26426.930000 sec): 3 clusters Score: Raw -119799.896493 + Penalty 3263.308601 = -116536.587892 nChanged 3 SP:Iteration 16Q (26427.150000 sec): 3 clusters Score: Raw -119809.028022 + Penalty 3263.308601 = -116545.719421 nChanged 1 SP:Iteration 17Q (26427.320000 sec): 3 clusters Score: Raw -119812.591016 + Penalty 3263.308601 = -116549.282415 nChanged 0 SP:Iteration 18F (26427.540000 sec): 3 clusters Score: Raw -119812.591016 + Penalty 3263.308601 = -116549.282415 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 31 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26427.660000 sec): 2 clusters Score: Raw -40804.983261 + Penalty 1417.005736 = -39387.977525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26427.850000 sec): 3 clusters Score: Raw -40993.232143 + Penalty 2834.011472 = -38159.220671 nChanged 53 SP:Iteration 1F (26428.010000 sec): 3 clusters Score: Raw -41176.779315 + Penalty 2834.011472 = -38342.767843 nChanged 15 SP:Iteration 2Q (26428.190000 sec): 3 clusters Score: Raw -41259.338270 + Penalty 2834.011472 = -38425.326799 nChanged 9 SP:Iteration 3Q (26428.420000 sec): 3 clusters Score: Raw -41296.698193 + Penalty 2834.011472 = -38462.686721 nChanged 5 SP:Iteration 4Q (26428.560000 sec): 3 clusters Score: Raw -41315.922860 + Penalty 2834.011472 = -38481.911388 nChanged 3 SP:Iteration 5Q (26428.790000 sec): 3 clusters Score: Raw -41323.881149 + Penalty 2834.011472 = -38489.869678 nChanged 1 SP:Iteration 6Q (26428.950000 sec): 3 clusters Score: Raw -41325.926032 + Penalty 2834.011472 = -38491.914561 nChanged 0 SP:Iteration 7F (26429.170000 sec): 3 clusters Score: Raw -41325.926032 + Penalty 2834.011472 = -38491.914561 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 32 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26429.270000 sec): 2 clusters Score: Raw -62706.784972 + Penalty 1490.794259 = -61215.990712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26429.460000 sec): 3 clusters Score: Raw -62870.253921 + Penalty 2981.588519 = -59888.665402 nChanged 76 SP:Iteration 1F (26429.630000 sec): 3 clusters Score: Raw -63108.101857 + Penalty 2981.588519 = -60126.513339 nChanged 24 SP:Iteration 2F (26429.800000 sec): 3 clusters Score: Raw -63243.880022 + Penalty 2981.588519 = -60262.291504 nChanged 17 SP:Iteration 3Q (26430.000000 sec): 3 clusters Score: Raw -63288.292316 + Penalty 2981.588519 = -60306.703798 nChanged 17 SP:Iteration 4Q (26430.130000 sec): 3 clusters Score: Raw -63332.934518 + Penalty 2981.588519 = -60351.346000 nChanged 12 SP:Iteration 5Q (26430.300000 sec): 3 clusters Score: Raw -63366.903701 + Penalty 2981.588519 = -60385.315182 nChanged 6 SP:Iteration 6Q (26430.480000 sec): 3 clusters Score: Raw -63383.724977 + Penalty 2981.588519 = -60402.136459 nChanged 5 SP:Iteration 7Q (26430.650000 sec): 3 clusters Score: Raw -63396.594969 + Penalty 2981.588519 = -60415.006450 nChanged 3 SP:Iteration 8Q (26430.840000 sec): 3 clusters Score: Raw -63406.358317 + Penalty 2981.588519 = -60424.769798 nChanged 1 SP:Iteration 9Q (26431.090000 sec): 3 clusters Score: Raw -63407.305138 + Penalty 2981.588519 = -60425.716620 nChanged 1 SP:Iteration 10Q (26431.270000 sec): 3 clusters Score: Raw -63407.868492 + Penalty 2981.588519 = -60426.279974 nChanged 0 SP:Iteration 11F (26431.460000 sec): 3 clusters Score: Raw -63407.868492 + Penalty 2981.588519 = -60426.279974 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 33 (264350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26432.840000 sec): 2 clusters Score: Raw -46825470.694964 + Penalty 3096.287257 = -46822374.407707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26434.290000 sec): 3 clusters Score: Raw -46650683.271487 + Penalty 6192.574514 = -46644490.696973 nChanged 127754 SP:Iteration 1F (26435.720000 sec): 3 clusters Score: Raw -46726713.059657 + Penalty 6192.574514 = -46720520.485143 nChanged 9715 SP:Iteration 2Q (26437.270000 sec): 3 clusters Score: Raw -46729916.859470 + Penalty 6192.574514 = -46723724.284956 nChanged 13438 SP:Iteration 3F (26438.760000 sec): 3 clusters Score: Raw -46736240.238860 + Penalty 6192.574514 = -46730047.664346 nChanged 17817 SP:Iteration 4F (26440.250000 sec): 3 clusters Score: Raw -46747412.087372 + Penalty 6192.574514 = -46741219.512858 nChanged 21195 SP:Iteration 5F (26441.760000 sec): 3 clusters Score: Raw -46763506.802461 + Penalty 6192.574514 = -46757314.227948 nChanged 21610 SP:Iteration 6F (26443.240000 sec): 3 clusters Score: Raw -46781516.882534 + Penalty 6192.574514 = -46775324.308020 nChanged 18471 SP:Iteration 7F (26444.680000 sec): 3 clusters Score: Raw -46796939.507949 + Penalty 6192.574514 = -46790746.933436 nChanged 13698 SP:Iteration 8F (26446.040000 sec): 3 clusters Score: Raw -46808063.359322 + Penalty 6192.574514 = -46801870.784808 nChanged 9403 SP:Iteration 9Q (26447.490000 sec): 3 clusters Score: Raw -46815590.654944 + Penalty 6192.574514 = -46809398.080430 nChanged 6112 SP:Iteration 10Q (26448.890000 sec): 3 clusters Score: Raw -46820423.877058 + Penalty 6192.574514 = -46814231.302544 nChanged 3508 SP:Iteration 11Q (26450.380000 sec): 3 clusters Score: Raw -46823133.987847 + Penalty 6192.574514 = -46816941.413333 nChanged 1812 SP:Iteration 12Q (26451.740000 sec): 3 clusters Score: Raw -46824466.129187 + Penalty 6192.574514 = -46818273.554673 nChanged 896 SP:Iteration 13Q (26453.030000 sec): 3 clusters Score: Raw -46825076.962932 + Penalty 6192.574514 = -46818884.388418 nChanged 506 SP:Iteration 14Q (26454.350000 sec): 3 clusters Score: Raw -46825421.263676 + Penalty 6192.574514 = -46819228.689162 nChanged 281 SP:Iteration 15Q (26455.680000 sec): 3 clusters Score: Raw -46825598.792138 + Penalty 6192.574514 = -46819406.217625 nChanged 197 SP:Iteration 16Q (26456.940000 sec): 3 clusters Score: Raw -46825715.353465 + Penalty 6192.574514 = -46819522.778951 nChanged 115 SP:Iteration 17Q (26458.400000 sec): 3 clusters Score: Raw -46825781.224595 + Penalty 6192.574514 = -46819588.650081 nChanged 89 SP:Iteration 18Q (26459.700000 sec): 3 clusters Score: Raw -46825828.577819 + Penalty 6192.574514 = -46819636.003305 nChanged 65 SP:Iteration 19Q (26460.970000 sec): 3 clusters Score: Raw -46825860.834298 + Penalty 6192.574514 = -46819668.259784 nChanged 50 SP:Iteration 20F (26462.350000 sec): 3 clusters Score: Raw -46825886.458805 + Penalty 6192.574514 = -46819693.884292 nChanged 34 SP:Iteration 21Q (26463.510000 sec): 3 clusters Score: Raw -46825903.572844 + Penalty 6192.574514 = -46819710.998330 nChanged 27 SP:Iteration 22Q (26464.630000 sec): 3 clusters Score: Raw -46825916.519013 + Penalty 6192.574514 = -46819723.944499 nChanged 33 SP:Iteration 23Q (26465.960000 sec): 3 clusters Score: Raw -46825931.577200 + Penalty 6192.574514 = -46819739.002686 nChanged 13 SP:Iteration 24Q (26467.280000 sec): 3 clusters Score: Raw -46825937.852039 + Penalty 6192.574514 = -46819745.277525 nChanged 15 SP:Iteration 25Q (26468.440000 sec): 3 clusters Score: Raw -46825945.390529 + Penalty 6192.574514 = -46819752.816015 nChanged 11 SP:Iteration 26Q (26469.680000 sec): 3 clusters Score: Raw -46825950.508773 + Penalty 6192.574514 = -46819757.934259 nChanged 7 SP:Iteration 27Q (26470.930000 sec): 3 clusters Score: Raw -46825954.102259 + Penalty 6192.574514 = -46819761.527746 nChanged 7 SP:Iteration 28Q (26472.130000 sec): 3 clusters Score: Raw -46825958.176305 + Penalty 6192.574514 = -46819765.601791 nChanged 8 SP:Iteration 29Q (26473.380000 sec): 3 clusters Score: Raw -46825961.232097 + Penalty 6192.574514 = -46819768.657583 nChanged 6 SP:Iteration 30Q (26474.570000 sec): 3 clusters Score: Raw -46825963.702334 + Penalty 6192.574514 = -46819771.127820 nChanged 9 SP:Iteration 31Q (26475.780000 sec): 3 clusters Score: Raw -46825967.186111 + Penalty 6192.574514 = -46819774.611598 nChanged 8 SP:Iteration 32Q (26477.040000 sec): 3 clusters Score: Raw -46825970.056640 + Penalty 6192.574514 = -46819777.482126 nChanged 7 SP:Iteration 33Q (26478.260000 sec): 3 clusters Score: Raw -46825973.136753 + Penalty 6192.574514 = -46819780.562239 nChanged 9 SP:Iteration 34Q (26479.520000 sec): 3 clusters Score: Raw -46825976.621447 + Penalty 6192.574514 = -46819784.046933 nChanged 5 SP:Iteration 35Q (26480.740000 sec): 3 clusters Score: Raw -46825978.239775 + Penalty 6192.574514 = -46819785.665261 nChanged 6 SP:Iteration 36Q (26482.030000 sec): 3 clusters Score: Raw -46825980.237475 + Penalty 6192.574514 = -46819787.662961 nChanged 6 SP:Iteration 37Q (26483.340000 sec): 3 clusters Score: Raw -46825982.948358 + Penalty 6192.574514 = -46819790.373844 nChanged 9 SP:Iteration 38Q (26484.610000 sec): 3 clusters Score: Raw -46825986.338019 + Penalty 6192.574514 = -46819793.763505 nChanged 8 SP:Iteration 39Q (26485.920000 sec): 3 clusters Score: Raw -46825990.088392 + Penalty 6192.574514 = -46819797.513878 nChanged 9 SP:Iteration 40F (26487.420000 sec): 3 clusters Score: Raw -46825993.909866 + Penalty 6192.574514 = -46819801.335352 nChanged 4 SP:Iteration 41Q (26488.770000 sec): 3 clusters Score: Raw -46825995.441023 + Penalty 6192.574514 = -46819802.866510 nChanged 4 SP:Iteration 42Q (26490.070000 sec): 3 clusters Score: Raw -46825997.219336 + Penalty 6192.574514 = -46819804.644822 nChanged 7 SP:Iteration 43Q (26491.400000 sec): 3 clusters Score: Raw -46826000.414159 + Penalty 6192.574514 = -46819807.839645 nChanged 8 SP:Iteration 44Q (26492.690000 sec): 3 clusters Score: Raw -46826003.205060 + Penalty 6192.574514 = -46819810.630546 nChanged 5 SP:Iteration 45Q (26494.030000 sec): 3 clusters Score: Raw -46826005.012232 + Penalty 6192.574514 = -46819812.437718 nChanged 5 SP:Iteration 46Q (26495.400000 sec): 3 clusters Score: Raw -46826007.410123 + Penalty 6192.574514 = -46819814.835609 nChanged 8 SP:Iteration 47Q (26496.700000 sec): 3 clusters Score: Raw -46826011.381810 + Penalty 6192.574514 = -46819818.807296 nChanged 6 SP:Iteration 48Q (26497.940000 sec): 3 clusters Score: Raw -46826014.418187 + Penalty 6192.574514 = -46819821.843674 nChanged 6 SP:Iteration 49Q (26499.240000 sec): 3 clusters Score: Raw -46826016.652856 + Penalty 6192.574514 = -46819824.078342 nChanged 4 SP:Iteration 50Q (26500.480000 sec): 3 clusters Score: Raw -46826017.961986 + Penalty 6192.574514 = -46819825.387472 nChanged 2 SP:Iteration 51Q (26501.920000 sec): 3 clusters Score: Raw -46826018.686709 + Penalty 6192.574514 = -46819826.112196 nChanged 1 SP:Iteration 52Q (26503.410000 sec): 3 clusters Score: Raw -46826019.250940 + Penalty 6192.574514 = -46819826.676426 nChanged 1 SP:Iteration 53Q (26504.710000 sec): 3 clusters Score: Raw -46826019.412504 + Penalty 6192.574514 = -46819826.837991 nChanged 0 SP:Iteration 54F (26506.190000 sec): 3 clusters Score: Raw -46826019.412504 + Penalty 6192.574514 = -46819826.837991 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 34 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26506.400000 sec): 2 clusters Score: Raw -48015.735695 + Penalty 1478.329324 = -46537.406371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26506.630000 sec): 3 clusters Score: Raw -48363.856214 + Penalty 2956.658648 = -45407.197565 nChanged 96 SP:Iteration 1F (26506.790000 sec): 3 clusters Score: Raw -48617.927501 + Penalty 2956.658648 = -45661.268852 nChanged 31 SP:Iteration 2F (26506.970000 sec): 3 clusters Score: Raw -48742.766967 + Penalty 2956.658648 = -45786.108318 nChanged 41 SP:Iteration 3F (26507.170000 sec): 3 clusters Score: Raw -48973.006980 + Penalty 2956.658648 = -46016.348331 nChanged 34 SP:Iteration 4F (26507.360000 sec): 3 clusters Score: Raw -49119.522803 + Penalty 2956.658648 = -46162.864155 nChanged 15 SP:Iteration 5Q (26507.530000 sec): 3 clusters Score: Raw -49196.539368 + Penalty 2956.658648 = -46239.880719 nChanged 3 SP:Iteration 6Q (26507.720000 sec): 3 clusters Score: Raw -49207.350333 + Penalty 2956.658648 = -46250.691684 nChanged 1 SP:Iteration 7Q (26507.920000 sec): 3 clusters Score: Raw -49211.879308 + Penalty 2956.658648 = -46255.220660 nChanged 0 SP:Iteration 8F (26508.100000 sec): 3 clusters Score: Raw -49211.879308 + Penalty 2956.658648 = -46255.220660 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 35 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26508.170000 sec): 2 clusters Score: Raw -46973.211794 + Penalty 1428.988743 = -45544.223051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26508.350000 sec): 3 clusters Score: Raw -47274.183817 + Penalty 2857.977486 = -44416.206331 nChanged 73 SP:Iteration 1F (26508.510000 sec): 3 clusters Score: Raw -47472.143870 + Penalty 2857.977486 = -44614.166384 nChanged 14 SP:Iteration 2Q (26508.700000 sec): 3 clusters Score: Raw -47529.071818 + Penalty 2857.977486 = -44671.094332 nChanged 10 SP:Iteration 3Q (26508.870000 sec): 3 clusters Score: Raw -47664.091106 + Penalty 2857.977486 = -44806.113620 nChanged 15 SP:Iteration 4Q (26509.060000 sec): 3 clusters Score: Raw -47883.004923 + Penalty 2857.977486 = -45025.027437 nChanged 14 SP:Iteration 5Q (26509.240000 sec): 3 clusters Score: Raw -47949.360309 + Penalty 2857.977486 = -45091.382823 nChanged 6 SP:Iteration 6Q (26509.400000 sec): 3 clusters Score: Raw -47973.541005 + Penalty 2857.977486 = -45115.563519 nChanged 3 SP:Iteration 7Q (26509.580000 sec): 3 clusters Score: Raw -47993.948349 + Penalty 2857.977486 = -45135.970863 nChanged 2 SP:Iteration 8Q (26509.780000 sec): 3 clusters Score: Raw -48000.457342 + Penalty 2857.977486 = -45142.479856 nChanged 2 SP:Iteration 9Q (26509.980000 sec): 3 clusters Score: Raw -48002.524038 + Penalty 2857.977486 = -45144.546553 nChanged 0 SP:Iteration 10F (26510.140000 sec): 3 clusters Score: Raw -48002.524038 + Penalty 2857.977486 = -45144.546553 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 36 (755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26510.240000 sec): 2 clusters Score: Raw -123038.971257 + Penalty 1643.426002 = -121395.545256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26510.460000 sec): 3 clusters Score: Raw -123004.672930 + Penalty 3286.852004 = -119717.820926 nChanged 193 SP:Iteration 1F (26510.600000 sec): 3 clusters Score: Raw -123307.038800 + Penalty 3286.852004 = -120020.186797 nChanged 62 SP:Iteration 2F (26510.800000 sec): 3 clusters Score: Raw -123510.239812 + Penalty 3286.852004 = -120223.387808 nChanged 59 SP:Iteration 3F (26510.970000 sec): 3 clusters Score: Raw -123699.189814 + Penalty 3286.852004 = -120412.337811 nChanged 42 SP:Iteration 4F (26511.160000 sec): 3 clusters Score: Raw -123822.235620 + Penalty 3286.852004 = -120535.383616 nChanged 41 SP:Iteration 5F (26511.360000 sec): 3 clusters Score: Raw -123943.160138 + Penalty 3286.852004 = -120656.308135 nChanged 21 SP:Iteration 6Q (26511.540000 sec): 3 clusters Score: Raw -123986.655528 + Penalty 3286.852004 = -120699.803524 nChanged 13 SP:Iteration 7Q (26511.740000 sec): 3 clusters Score: Raw -124011.730561 + Penalty 3286.852004 = -120724.878557 nChanged 7 SP:Iteration 8Q (26511.920000 sec): 3 clusters Score: Raw -124026.481528 + Penalty 3286.852004 = -120739.629524 nChanged 5 SP:Iteration 9Q (26512.090000 sec): 3 clusters Score: Raw -124037.134049 + Penalty 3286.852004 = -120750.282045 nChanged 4 SP:Iteration 10Q (26512.280000 sec): 3 clusters Score: Raw -124042.287984 + Penalty 3286.852004 = -120755.435980 nChanged 2 SP:Iteration 11Q (26512.450000 sec): 3 clusters Score: Raw -124044.616674 + Penalty 3286.852004 = -120757.764671 nChanged 1 SP:Iteration 12Q (26512.590000 sec): 3 clusters Score: Raw -124045.700148 + Penalty 3286.852004 = -120758.848144 nChanged 0 SP:Iteration 13F (26512.700000 sec): 3 clusters Score: Raw -124045.700148 + Penalty 3286.852004 = -120758.848144 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 37 (1173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26512.770000 sec): 2 clusters Score: Raw -199469.484629 + Penalty 1752.695322 = -197716.789306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26512.880000 sec): 3 clusters Score: Raw -199155.145464 + Penalty 3505.390645 = -195649.754819 nChanged 336 SP:Iteration 1F (26513.020000 sec): 3 clusters Score: Raw -199575.587439 + Penalty 3505.390645 = -196070.196794 nChanged 109 SP:Iteration 2F (26513.200000 sec): 3 clusters Score: Raw -200055.681385 + Penalty 3505.390645 = -196550.290740 nChanged 96 SP:Iteration 3F (26513.380000 sec): 3 clusters Score: Raw -200553.377951 + Penalty 3505.390645 = -197047.987306 nChanged 83 SP:Iteration 4F (26513.570000 sec): 3 clusters Score: Raw -200847.793800 + Penalty 3505.390645 = -197342.403155 nChanged 71 SP:Iteration 5F (26513.740000 sec): 3 clusters Score: Raw -201163.908592 + Penalty 3505.390645 = -197658.517947 nChanged 51 SP:Iteration 6Q (26513.900000 sec): 3 clusters Score: Raw -201329.033142 + Penalty 3505.390645 = -197823.642497 nChanged 33 SP:Iteration 7Q (26514.070000 sec): 3 clusters Score: Raw -201421.313094 + Penalty 3505.390645 = -197915.922449 nChanged 23 SP:Iteration 8Q (26514.240000 sec): 3 clusters Score: Raw -201464.125161 + Penalty 3505.390645 = -197958.734517 nChanged 13 SP:Iteration 9Q (26514.430000 sec): 3 clusters Score: Raw -201485.388442 + Penalty 3505.390645 = -197979.997797 nChanged 8 SP:Iteration 10Q (26514.610000 sec): 3 clusters Score: Raw -201495.749546 + Penalty 3505.390645 = -197990.358901 nChanged 9 SP:Iteration 11Q (26514.780000 sec): 3 clusters Score: Raw -201514.883188 + Penalty 3505.390645 = -198009.492543 nChanged 8 SP:Iteration 12Q (26514.960000 sec): 3 clusters Score: Raw -201530.183090 + Penalty 3505.390645 = -198024.792445 nChanged 10 SP:Iteration 13Q (26515.160000 sec): 3 clusters Score: Raw -201551.895862 + Penalty 3505.390645 = -198046.505217 nChanged 10 SP:Iteration 14Q (26515.310000 sec): 3 clusters Score: Raw -201577.806347 + Penalty 3505.390645 = -198072.415702 nChanged 14 SP:Iteration 15Q (26515.470000 sec): 3 clusters Score: Raw -201607.371469 + Penalty 3505.390645 = -198101.980824 nChanged 9 SP:Iteration 16Q (26515.630000 sec): 3 clusters Score: Raw -201627.511655 + Penalty 3505.390645 = -198122.121010 nChanged 3 SP:Iteration 17Q (26515.800000 sec): 3 clusters Score: Raw -201632.647006 + Penalty 3505.390645 = -198127.256361 nChanged 1 SP:Iteration 18Q (26516.010000 sec): 3 clusters Score: Raw -201634.630663 + Penalty 3505.390645 = -198129.240018 nChanged 2 SP:Iteration 19Q (26516.210000 sec): 3 clusters Score: Raw -201638.084694 + Penalty 3505.390645 = -198132.694049 nChanged 1 SP:Iteration 20F (26516.390000 sec): 3 clusters Score: Raw -201639.706276 + Penalty 3505.390645 = -198134.315631 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 52. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 38 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26516.530000 sec): 2 clusters Score: Raw -54149.340048 + Penalty 1444.848027 = -52704.492021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26516.690000 sec): 3 clusters Score: Raw -54271.191801 + Penalty 2889.696053 = -51381.495747 nChanged 64 SP:Iteration 1F (26516.890000 sec): 3 clusters Score: Raw -54451.131617 + Penalty 2889.696053 = -51561.435563 nChanged 13 SP:Iteration 2Q (26517.090000 sec): 3 clusters Score: Raw -54514.316286 + Penalty 2889.696053 = -51624.620233 nChanged 4 SP:Iteration 3Q (26517.260000 sec): 3 clusters Score: Raw -54524.429171 + Penalty 2889.696053 = -51634.733118 nChanged 2 SP:Iteration 4Q (26517.450000 sec): 3 clusters Score: Raw -54535.326355 + Penalty 2889.696053 = -51645.630301 nChanged 4 SP:Iteration 5Q (26517.660000 sec): 3 clusters Score: Raw -54551.364815 + Penalty 2889.696053 = -51661.668762 nChanged 2 SP:Iteration 6Q (26517.830000 sec): 3 clusters Score: Raw -54562.319866 + Penalty 2889.696053 = -51672.623812 nChanged 2 SP:Iteration 7Q (26518.040000 sec): 3 clusters Score: Raw -54571.424567 + Penalty 2889.696053 = -51681.728513 nChanged 3 SP:Iteration 8Q (26518.200000 sec): 3 clusters Score: Raw -54585.261031 + Penalty 2889.696053 = -51695.564978 nChanged 1 SP:Iteration 9Q (26518.410000 sec): 3 clusters Score: Raw -54590.044474 + Penalty 2889.696053 = -51700.348420 nChanged 1 SP:Iteration 10Q (26518.560000 sec): 3 clusters Score: Raw -54599.740271 + Penalty 2889.696053 = -51710.044218 nChanged 0 SP:Iteration 11F (26518.770000 sec): 3 clusters Score: Raw -54599.740271 + Penalty 2889.696053 = -51710.044218 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 39 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26518.870000 sec): 2 clusters Score: Raw -23914.340351 + Penalty 1260.188283 = -22654.152068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26519.030000 sec): 3 clusters Score: Raw -24235.716199 + Penalty 2520.376565 = -21715.339634 nChanged 4 SP:Iteration 1Q (26519.210000 sec): 3 clusters Score: Raw -24270.665465 + Penalty 2520.376565 = -21750.288900 nChanged 5 SP:Iteration 2Q (26519.380000 sec): 3 clusters Score: Raw -24302.362871 + Penalty 2520.376565 = -21781.986306 nChanged 3 SP:Iteration 3Q (26519.570000 sec): 3 clusters Score: Raw -24325.943465 + Penalty 2520.376565 = -21805.566900 nChanged 1 SP:Iteration 4Q (26519.730000 sec): 3 clusters Score: Raw -24336.885906 + Penalty 2520.376565 = -21816.509341 nChanged 0 SP:Iteration 5F (26519.900000 sec): 3 clusters Score: Raw -24336.885906 + Penalty 2520.376565 = -21816.509341 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 40 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26519.990000 sec): 2 clusters Score: Raw -41906.072045 + Penalty 1400.070831 = -40506.001214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26520.190000 sec): 3 clusters Score: Raw -42146.625956 + Penalty 2800.141661 = -39346.484295 nChanged 46 SP:Iteration 1F (26520.340000 sec): 3 clusters Score: Raw -42352.259391 + Penalty 2800.141661 = -39552.117730 nChanged 16 SP:Iteration 2F (26520.490000 sec): 3 clusters Score: Raw -42440.942513 + Penalty 2800.141661 = -39640.800852 nChanged 9 SP:Iteration 3Q (26520.650000 sec): 3 clusters Score: Raw -42502.478501 + Penalty 2800.141661 = -39702.336840 nChanged 6 SP:Iteration 4Q (26520.830000 sec): 3 clusters Score: Raw -42548.326682 + Penalty 2800.141661 = -39748.185021 nChanged 8 SP:Iteration 5Q (26521.050000 sec): 3 clusters Score: Raw -42601.893635 + Penalty 2800.141661 = -39801.751973 nChanged 7 SP:Iteration 6Q (26521.210000 sec): 3 clusters Score: Raw -42656.796010 + Penalty 2800.141661 = -39856.654349 nChanged 6 SP:Iteration 7Q (26521.390000 sec): 3 clusters Score: Raw -42693.254256 + Penalty 2800.141661 = -39893.112595 nChanged 8 SP:Iteration 8Q (26521.590000 sec): 3 clusters Score: Raw -42986.551892 + Penalty 2800.141661 = -40186.410231 nChanged 9 SP:Iteration 9Q (26521.760000 sec): 3 clusters Score: Raw -43054.637854 + Penalty 2800.141661 = -40254.496192 nChanged 4 SP:Iteration 10Q (26521.960000 sec): 3 clusters Score: Raw -43114.580637 + Penalty 2800.141661 = -40314.438975 nChanged 4 SP:Iteration 11Q (26522.120000 sec): 3 clusters Score: Raw -43178.579640 + Penalty 2800.141661 = -40378.437978 nChanged 2 SP:Iteration 12Q (26522.340000 sec): 3 clusters Score: Raw -43212.248946 + Penalty 2800.141661 = -40412.107284 nChanged 1 SP:Iteration 13Q (26522.530000 sec): 3 clusters Score: Raw -43227.119991 + Penalty 2800.141661 = -40426.978330 nChanged 0 SP:Iteration 14F (26522.680000 sec): 3 clusters Score: Raw -43229.721332 + Penalty 2800.141661 = -40429.579671 nChanged 1 SP:Iteration 15Q (26522.860000 sec): 3 clusters Score: Raw -43238.344397 + Penalty 2800.141661 = -40438.202735 nChanged 0 SP:Iteration 16F (26523.060000 sec): 3 clusters Score: Raw -43238.526822 + Penalty 2800.141661 = -40438.385161 nChanged 1 SP:Iteration 17Q (26523.270000 sec): 3 clusters Score: Raw -43250.988238 + Penalty 2800.141661 = -40450.846576 nChanged 0 SP:Iteration 18F (26523.500000 sec): 3 clusters Score: Raw -43260.906748 + Penalty 2800.141661 = -40460.765087 nChanged 1 SP:Iteration 19Q (26523.670000 sec): 3 clusters Score: Raw -43284.385014 + Penalty 2800.141661 = -40484.243352 nChanged 0 SP:Iteration 20F (26523.840000 sec): 3 clusters Score: Raw -43284.385014 + Penalty 2800.141661 = -40484.243352 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 41 (1305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26523.940000 sec): 2 clusters Score: Raw -223066.487454 + Penalty 1779.141663 = -221287.345791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26524.150000 sec): 3 clusters Score: Raw -222674.960191 + Penalty 3558.283327 = -219116.676864 nChanged 348 SP:Iteration 1F (26524.310000 sec): 3 clusters Score: Raw -223044.890668 + Penalty 3558.283327 = -219486.607341 nChanged 113 SP:Iteration 2F (26524.500000 sec): 3 clusters Score: Raw -223233.050169 + Penalty 3558.283327 = -219674.766842 nChanged 74 SP:Iteration 3F (26524.640000 sec): 3 clusters Score: Raw -223398.582553 + Penalty 3558.283327 = -219840.299227 nChanged 76 SP:Iteration 4F (26524.790000 sec): 3 clusters Score: Raw -223546.014431 + Penalty 3558.283327 = -219987.731104 nChanged 53 SP:Iteration 5Q (26524.940000 sec): 3 clusters Score: Raw -223683.643867 + Penalty 3558.283327 = -220125.360540 nChanged 56 SP:Iteration 6Q (26525.110000 sec): 3 clusters Score: Raw -223849.757484 + Penalty 3558.283327 = -220291.474158 nChanged 56 SP:Iteration 7Q (26525.330000 sec): 3 clusters Score: Raw -224004.544714 + Penalty 3558.283327 = -220446.261388 nChanged 43 SP:Iteration 8Q (26525.510000 sec): 3 clusters Score: Raw -224099.152617 + Penalty 3558.283327 = -220540.869291 nChanged 34 SP:Iteration 9Q (26525.670000 sec): 3 clusters Score: Raw -224155.911993 + Penalty 3558.283327 = -220597.628666 nChanged 20 SP:Iteration 10Q (26525.870000 sec): 3 clusters Score: Raw -224188.471834 + Penalty 3558.283327 = -220630.188507 nChanged 12 SP:Iteration 11Q (26526.040000 sec): 3 clusters Score: Raw -224210.695591 + Penalty 3558.283327 = -220652.412264 nChanged 10 SP:Iteration 12Q (26526.210000 sec): 3 clusters Score: Raw -224231.835899 + Penalty 3558.283327 = -220673.552573 nChanged 8 SP:Iteration 13Q (26526.380000 sec): 3 clusters Score: Raw -224246.755723 + Penalty 3558.283327 = -220688.472396 nChanged 11 SP:Iteration 14Q (26526.560000 sec): 3 clusters Score: Raw -224262.537014 + Penalty 3558.283327 = -220704.253687 nChanged 5 SP:Iteration 15Q (26526.770000 sec): 3 clusters Score: Raw -224272.948362 + Penalty 3558.283327 = -220714.665035 nChanged 2 SP:Iteration 16Q (26526.930000 sec): 3 clusters Score: Raw -224275.797712 + Penalty 3558.283327 = -220717.514385 nChanged 6 SP:Iteration 17Q (26527.110000 sec): 3 clusters Score: Raw -224284.301729 + Penalty 3558.283327 = -220726.018403 nChanged 4 SP:Iteration 18Q (26527.310000 sec): 3 clusters Score: Raw -224289.399760 + Penalty 3558.283327 = -220731.116433 nChanged 1 SP:Iteration 19Q (26527.480000 sec): 3 clusters Score: Raw -224292.310719 + Penalty 3558.283327 = -220734.027393 nChanged 2 SP:Iteration 20F (26527.660000 sec): 3 clusters Score: Raw -224297.511411 + Penalty 3558.283327 = -220739.228084 nChanged 2 SP:Iteration 21Q (26527.880000 sec): 3 clusters Score: Raw -224299.976373 + Penalty 3558.283327 = -220741.693047 nChanged 1 SP:Iteration 22Q (26528.090000 sec): 3 clusters Score: Raw -224302.415858 + Penalty 3558.283327 = -220744.132532 nChanged 3 SP:Iteration 23Q (26528.250000 sec): 3 clusters Score: Raw -224304.974691 + Penalty 3558.283327 = -220746.691364 nChanged 1 SP:Iteration 24Q (26528.480000 sec): 3 clusters Score: Raw -224307.598192 + Penalty 3558.283327 = -220749.314865 nChanged 0 SP:Iteration 25F (26528.650000 sec): 3 clusters Score: Raw -224307.598192 + Penalty 3558.283327 = -220749.314865 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 42 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26528.730000 sec): 2 clusters Score: Raw -68235.314323 + Penalty 1524.820137 = -66710.494186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26528.910000 sec): 3 clusters Score: Raw -68353.281522 + Penalty 3049.640275 = -65303.641247 nChanged 107 SP:Iteration 1F (26529.100000 sec): 3 clusters Score: Raw -68644.972395 + Penalty 3049.640275 = -65595.332120 nChanged 53 SP:Iteration 2F (26529.270000 sec): 3 clusters Score: Raw -69039.294574 + Penalty 3049.640275 = -65989.654299 nChanged 46 SP:Iteration 3F (26529.480000 sec): 3 clusters Score: Raw -69454.092500 + Penalty 3049.640275 = -66404.452225 nChanged 43 SP:Iteration 4F (26529.650000 sec): 3 clusters Score: Raw -69969.738456 + Penalty 3049.640275 = -66920.098181 nChanged 23 SP:Iteration 5Q (26529.840000 sec): 3 clusters Score: Raw -70390.608214 + Penalty 3049.640275 = -67340.967939 nChanged 12 SP:Iteration 6Q (26530.040000 sec): 3 clusters Score: Raw -70591.012576 + Penalty 3049.640275 = -67541.372302 nChanged 6 SP:Iteration 7Q (26530.210000 sec): 3 clusters Score: Raw -70822.217015 + Penalty 3049.640275 = -67772.576740 nChanged 4 SP:Iteration 8Q (26530.410000 sec): 3 clusters Score: Raw -70852.666279 + Penalty 3049.640275 = -67803.026004 nChanged 2 SP:Iteration 9Q (26530.590000 sec): 3 clusters Score: Raw -70860.621215 + Penalty 3049.640275 = -67810.980940 nChanged 3 SP:Iteration 10Q (26530.740000 sec): 3 clusters Score: Raw -70873.438955 + Penalty 3049.640275 = -67823.798680 nChanged 1 SP:Iteration 11Q (26530.970000 sec): 3 clusters Score: Raw -70881.113288 + Penalty 3049.640275 = -67831.473014 nChanged 0 SP:Iteration 12F (26531.120000 sec): 3 clusters Score: Raw -70884.331640 + Penalty 3049.640275 = -67834.691365 nChanged 1 SP:Iteration 13Q (26531.300000 sec): 3 clusters Score: Raw -70888.190363 + Penalty 3049.640275 = -67838.550088 nChanged 0 SP:Iteration 14F (26531.490000 sec): 3 clusters Score: Raw -70888.190363 + Penalty 3049.640275 = -67838.550088 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 53. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 43 (558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26531.630000 sec): 2 clusters Score: Raw -91781.735055 + Penalty 1568.441023 = -90213.294032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26531.820000 sec): 3 clusters Score: Raw -91748.397089 + Penalty 3136.882045 = -88611.515044 nChanged 102 SP:Iteration 1F (26532.000000 sec): 3 clusters Score: Raw -91941.969160 + Penalty 3136.882045 = -88805.087115 nChanged 27 SP:Iteration 2Q (26532.170000 sec): 3 clusters Score: Raw -91996.659470 + Penalty 3136.882045 = -88859.777424 nChanged 9 SP:Iteration 3Q (26532.360000 sec): 3 clusters Score: Raw -92011.616036 + Penalty 3136.882045 = -88874.733991 nChanged 4 SP:Iteration 4Q (26532.510000 sec): 3 clusters Score: Raw -92019.037882 + Penalty 3136.882045 = -88882.155836 nChanged 2 SP:Iteration 5Q (26532.690000 sec): 3 clusters Score: Raw -92023.082731 + Penalty 3136.882045 = -88886.200685 nChanged 1 SP:Iteration 6Q (26532.820000 sec): 3 clusters Score: Raw -92023.804784 + Penalty 3136.882045 = -88886.922739 nChanged 0 SP:Iteration 7F (26532.990000 sec): 3 clusters Score: Raw -92023.804784 + Penalty 3136.882045 = -88886.922739 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 44 (2965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26533.120000 sec): 2 clusters Score: Raw -504875.654575 + Penalty 1982.668813 = -502892.985762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26533.320000 sec): 3 clusters Score: Raw -503656.823925 + Penalty 3965.337626 = -499691.486298 nChanged 1002 SP:Iteration 1F (26533.530000 sec): 3 clusters Score: Raw -504624.186792 + Penalty 3965.337626 = -500658.849165 nChanged 320 SP:Iteration 2F (26533.730000 sec): 3 clusters Score: Raw -505156.710551 + Penalty 3965.337626 = -501191.372925 nChanged 272 SP:Iteration 3F (26533.910000 sec): 3 clusters Score: Raw -505521.872441 + Penalty 3965.337626 = -501556.534814 nChanged 204 SP:Iteration 4F (26534.150000 sec): 3 clusters Score: Raw -505764.080141 + Penalty 3965.337626 = -501798.742514 nChanged 130 SP:Iteration 5Q (26534.320000 sec): 3 clusters Score: Raw -505878.444019 + Penalty 3965.337626 = -501913.106392 nChanged 82 SP:Iteration 6Q (26534.550000 sec): 3 clusters Score: Raw -505946.221804 + Penalty 3965.337626 = -501980.884177 nChanged 60 SP:Iteration 7Q (26534.710000 sec): 3 clusters Score: Raw -505995.295298 + Penalty 3965.337626 = -502029.957671 nChanged 28 SP:Iteration 8Q (26534.920000 sec): 3 clusters Score: Raw -506017.147709 + Penalty 3965.337626 = -502051.810082 nChanged 22 SP:Iteration 9Q (26535.090000 sec): 3 clusters Score: Raw -506032.659091 + Penalty 3965.337626 = -502067.321465 nChanged 10 SP:Iteration 10Q (26535.260000 sec): 3 clusters Score: Raw -506037.987284 + Penalty 3965.337626 = -502072.649658 nChanged 8 SP:Iteration 11Q (26535.460000 sec): 3 clusters Score: Raw -506045.664261 + Penalty 3965.337626 = -502080.326635 nChanged 4 SP:Iteration 12Q (26535.680000 sec): 3 clusters Score: Raw -506047.898048 + Penalty 3965.337626 = -502082.560421 nChanged 1 SP:Iteration 13Q (26535.850000 sec): 3 clusters Score: Raw -506048.521538 + Penalty 3965.337626 = -502083.183911 nChanged 0 SP:Iteration 14F (26536.030000 sec): 3 clusters Score: Raw -506048.521538 + Penalty 3965.337626 = -502083.183911 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 45 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26536.090000 sec): 2 clusters Score: Raw -134355.817105 + Penalty 1654.664170 = -132701.152934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26536.290000 sec): 3 clusters Score: Raw -134287.384268 + Penalty 3309.328341 = -130978.055927 nChanged 207 SP:Iteration 1F (26536.420000 sec): 3 clusters Score: Raw -134578.566812 + Penalty 3309.328341 = -131269.238471 nChanged 68 SP:Iteration 2F (26536.600000 sec): 3 clusters Score: Raw -134698.037533 + Penalty 3309.328341 = -131388.709192 nChanged 35 SP:Iteration 3Q (26536.800000 sec): 3 clusters Score: Raw -134783.551183 + Penalty 3309.328341 = -131474.222842 nChanged 23 SP:Iteration 4Q (26537.000000 sec): 3 clusters Score: Raw -134829.464535 + Penalty 3309.328341 = -131520.136194 nChanged 20 SP:Iteration 5Q (26537.180000 sec): 3 clusters Score: Raw -134862.720982 + Penalty 3309.328341 = -131553.392641 nChanged 18 SP:Iteration 6Q (26537.410000 sec): 3 clusters Score: Raw -134902.148639 + Penalty 3309.328341 = -131592.820298 nChanged 19 SP:Iteration 7Q (26537.550000 sec): 3 clusters Score: Raw -134931.534696 + Penalty 3309.328341 = -131622.206355 nChanged 14 SP:Iteration 8Q (26537.700000 sec): 3 clusters Score: Raw -134957.493237 + Penalty 3309.328341 = -131648.164896 nChanged 7 SP:Iteration 9Q (26537.890000 sec): 3 clusters Score: Raw -135001.471264 + Penalty 3309.328341 = -131692.142923 nChanged 19 SP:Iteration 10Q (26538.020000 sec): 3 clusters Score: Raw -135060.279508 + Penalty 3309.328341 = -131750.951167 nChanged 26 SP:Iteration 11Q (26538.240000 sec): 3 clusters Score: Raw -135153.745515 + Penalty 3309.328341 = -131844.417174 nChanged 27 SP:Iteration 12Q (26538.370000 sec): 3 clusters Score: Raw -135255.686394 + Penalty 3309.328341 = -131946.358053 nChanged 30 SP:Iteration 13Q (26538.600000 sec): 3 clusters Score: Raw -135345.310195 + Penalty 3309.328341 = -132035.981854 nChanged 26 SP:Iteration 14Q (26538.820000 sec): 3 clusters Score: Raw -135428.269805 + Penalty 3309.328341 = -132118.941464 nChanged 20 SP:Iteration 15Q (26538.990000 sec): 3 clusters Score: Raw -135472.441977 + Penalty 3309.328341 = -132163.113636 nChanged 6 SP:Iteration 16Q (26539.170000 sec): 3 clusters Score: Raw -135482.583895 + Penalty 3309.328341 = -132173.255554 nChanged 3 SP:Iteration 17Q (26539.330000 sec): 3 clusters Score: Raw -135499.054398 + Penalty 3309.328341 = -132189.726057 nChanged 4 SP:Iteration 18Q (26539.490000 sec): 3 clusters Score: Raw -135512.669802 + Penalty 3309.328341 = -132203.341461 nChanged 4 SP:Iteration 19Q (26539.720000 sec): 3 clusters Score: Raw -135524.011046 + Penalty 3309.328341 = -132214.682705 nChanged 3 SP:Iteration 20F (26539.910000 sec): 3 clusters Score: Raw -135539.233866 + Penalty 3309.328341 = -132229.905525 nChanged 2 SP:Iteration 21Q (26540.120000 sec): 3 clusters Score: Raw -135577.613628 + Penalty 3309.328341 = -132268.285287 nChanged 3 SP:Iteration 22Q (26540.300000 sec): 3 clusters Score: Raw -135587.762866 + Penalty 3309.328341 = -132278.434525 nChanged 1 SP:Iteration 23Q (26540.480000 sec): 3 clusters Score: Raw -135589.002484 + Penalty 3309.328341 = -132279.674143 nChanged 0 SP:Iteration 24F (26540.680000 sec): 3 clusters Score: Raw -135589.002484 + Penalty 3309.328341 = -132279.674143 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 46 (1749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26540.750000 sec): 2 clusters Score: Raw -287099.532303 + Penalty 1851.766270 = -285247.766034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26540.950000 sec): 3 clusters Score: Raw -286510.622877 + Penalty 3703.532540 = -282807.090337 nChanged 559 SP:Iteration 1F (26541.180000 sec): 3 clusters Score: Raw -287002.099227 + Penalty 3703.532540 = -283298.566688 nChanged 144 SP:Iteration 2F (26541.320000 sec): 3 clusters Score: Raw -287200.858371 + Penalty 3703.532540 = -283497.325832 nChanged 98 SP:Iteration 3F (26541.490000 sec): 3 clusters Score: Raw -287333.627840 + Penalty 3703.532540 = -283630.095300 nChanged 103 SP:Iteration 4F (26541.720000 sec): 3 clusters Score: Raw -287500.280144 + Penalty 3703.532540 = -283796.747605 nChanged 88 SP:Iteration 5F (26541.940000 sec): 3 clusters Score: Raw -287681.957154 + Penalty 3703.532540 = -283978.424614 nChanged 105 SP:Iteration 6F (26542.160000 sec): 3 clusters Score: Raw -287880.655880 + Penalty 3703.532540 = -284177.123340 nChanged 96 SP:Iteration 7F (26542.350000 sec): 3 clusters Score: Raw -288034.774059 + Penalty 3703.532540 = -284331.241519 nChanged 86 SP:Iteration 8Q (26542.530000 sec): 3 clusters Score: Raw -288163.527250 + Penalty 3703.532540 = -284459.994710 nChanged 72 SP:Iteration 9Q (26542.670000 sec): 3 clusters Score: Raw -288279.076791 + Penalty 3703.532540 = -284575.544251 nChanged 44 SP:Iteration 10Q (26542.870000 sec): 3 clusters Score: Raw -288346.252885 + Penalty 3703.532540 = -284642.720345 nChanged 25 SP:Iteration 11Q (26543.050000 sec): 3 clusters Score: Raw -288376.019969 + Penalty 3703.532540 = -284672.487430 nChanged 16 SP:Iteration 12Q (26543.270000 sec): 3 clusters Score: Raw -288392.715758 + Penalty 3703.532540 = -284689.183218 nChanged 13 SP:Iteration 13Q (26543.430000 sec): 3 clusters Score: Raw -288406.820599 + Penalty 3703.532540 = -284703.288060 nChanged 9 SP:Iteration 14Q (26543.650000 sec): 3 clusters Score: Raw -288416.308816 + Penalty 3703.532540 = -284712.776276 nChanged 10 SP:Iteration 15Q (26543.830000 sec): 3 clusters Score: Raw -288424.771465 + Penalty 3703.532540 = -284721.238925 nChanged 4 SP:Iteration 16Q (26544.000000 sec): 3 clusters Score: Raw -288428.678364 + Penalty 3703.532540 = -284725.145824 nChanged 4 SP:Iteration 17Q (26544.170000 sec): 3 clusters Score: Raw -288431.929632 + Penalty 3703.532540 = -284728.397092 nChanged 1 SP:Iteration 18Q (26544.330000 sec): 3 clusters Score: Raw -288432.659751 + Penalty 3703.532540 = -284729.127211 nChanged 1 SP:Iteration 19Q (26544.530000 sec): 3 clusters Score: Raw -288433.856358 + Penalty 3703.532540 = -284730.323818 nChanged 0 SP:Iteration 20F (26544.690000 sec): 3 clusters Score: Raw -288433.856358 + Penalty 3703.532540 = -284730.323818 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 47 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26544.790000 sec): 2 clusters Score: Raw -32361.562988 + Penalty 1427.424069 = -30934.138919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26544.910000 sec): 3 clusters Score: Raw -32666.173306 + Penalty 2854.848138 = -29811.325168 nChanged 75 SP:Iteration 1F (26545.070000 sec): 3 clusters Score: Raw -33119.652622 + Penalty 2854.848138 = -30264.804484 nChanged 29 SP:Iteration 2F (26545.300000 sec): 3 clusters Score: Raw -33325.676306 + Penalty 2854.848138 = -30470.828168 nChanged 18 SP:Iteration 3F (26545.480000 sec): 3 clusters Score: Raw -33478.606732 + Penalty 2854.848138 = -30623.758594 nChanged 11 SP:Iteration 4Q (26545.670000 sec): 3 clusters Score: Raw -33601.672450 + Penalty 2854.848138 = -30746.824313 nChanged 3 SP:Iteration 5Q (26545.870000 sec): 3 clusters Score: Raw -33632.030239 + Penalty 2854.848138 = -30777.182101 nChanged 4 SP:Iteration 6Q (26546.070000 sec): 3 clusters Score: Raw -33678.749455 + Penalty 2854.848138 = -30823.901317 nChanged 0 SP:Iteration 7F (26546.280000 sec): 3 clusters Score: Raw -33678.749455 + Penalty 2854.848138 = -30823.901317 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 48 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26546.390000 sec): 2 clusters Score: Raw -56459.423732 + Penalty 1461.811903 = -54997.611829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26546.620000 sec): 3 clusters Score: Raw -56743.476546 + Penalty 2923.623806 = -53819.852740 nChanged 76 SP:Iteration 1F (26546.830000 sec): 3 clusters Score: Raw -57120.011444 + Penalty 2923.623806 = -54196.387638 nChanged 32 SP:Iteration 2F (26546.990000 sec): 3 clusters Score: Raw -57258.016671 + Penalty 2923.623806 = -54334.392865 nChanged 6 SP:Iteration 3Q (26547.140000 sec): 3 clusters Score: Raw -57305.493238 + Penalty 2923.623806 = -54381.869432 nChanged 6 SP:Iteration 4Q (26547.320000 sec): 3 clusters Score: Raw -57341.799424 + Penalty 2923.623806 = -54418.175618 nChanged 6 SP:Iteration 5Q (26547.460000 sec): 3 clusters Score: Raw -57366.972213 + Penalty 2923.623806 = -54443.348407 nChanged 6 SP:Iteration 6Q (26547.610000 sec): 3 clusters Score: Raw -57401.318086 + Penalty 2923.623806 = -54477.694281 nChanged 4 SP:Iteration 7Q (26547.750000 sec): 3 clusters Score: Raw -57418.538927 + Penalty 2923.623806 = -54494.915121 nChanged 3 SP:Iteration 8Q (26547.930000 sec): 3 clusters Score: Raw -57432.211539 + Penalty 2923.623806 = -54508.587733 nChanged 1 SP:Iteration 9Q (26548.150000 sec): 3 clusters Score: Raw -57434.243013 + Penalty 2923.623806 = -54510.619207 nChanged 1 SP:Iteration 10Q (26548.320000 sec): 3 clusters Score: Raw -57439.125732 + Penalty 2923.623806 = -54515.501926 nChanged 2 SP:Iteration 11Q (26548.510000 sec): 3 clusters Score: Raw -57446.968587 + Penalty 2923.623806 = -54523.344781 nChanged 0 SP:Iteration 12F (26548.650000 sec): 3 clusters Score: Raw -57446.968587 + Penalty 2923.623806 = -54523.344781 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 49 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26548.770000 sec): 2 clusters Score: Raw -21975.750486 + Penalty 1376.170869 = -20599.579617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26548.910000 sec): 3 clusters Score: Raw -22290.161871 + Penalty 2752.341738 = -19537.820133 nChanged 51 SP:Iteration 1F (26549.080000 sec): 3 clusters Score: Raw -22494.103213 + Penalty 2752.341738 = -19741.761475 nChanged 18 SP:Iteration 2F (26549.260000 sec): 3 clusters Score: Raw -22596.733603 + Penalty 2752.341738 = -19844.391865 nChanged 7 SP:Iteration 3Q (26549.490000 sec): 3 clusters Score: Raw -22612.659634 + Penalty 2752.341738 = -19860.317896 nChanged 1 SP:Iteration 4Q (26549.670000 sec): 3 clusters Score: Raw -22617.389221 + Penalty 2752.341738 = -19865.047483 nChanged 0 SP:Iteration 5F (26549.830000 sec): 3 clusters Score: Raw -22617.389221 + Penalty 2752.341738 = -19865.047483 nChanged 0 Deleting Class 13 (286 points): Lose 2662.653011 but Gain 3392.454501 Iteration 99Q (26593.540000 sec): 53 clusters Score: Raw -154746623.897225 + Penalty 176407.634069 = -154570216.263156 nChanged 426 Deleting Class 51 (308 points): Lose 2716.548181 but Gain 3392.454501 Iteration 100F (26677.370000 sec): 52 clusters Score: Raw -154746031.381791 + Penalty 173015.179568 = -154573016.202223 nChanged 652 Iteration 101Q (26725.010000 sec): 52 clusters Score: Raw -154748289.410649 + Penalty 173015.179568 = -154575274.231081 nChanged 387 Iteration 102Q (26763.670000 sec): 52 clusters Score: Raw -154748803.157550 + Penalty 173015.179568 = -154575787.977983 nChanged 324 Iteration 103Q (26808.370000 sec): 52 clusters Score: Raw -154749112.160374 + Penalty 173015.179568 = -154576096.980806 nChanged 271 Iteration 104Q (26852.050000 sec): 52 clusters Score: Raw -154749287.171325 + Penalty 173015.179568 = -154576271.991757 nChanged 197 Iteration 105Q (26896.100000 sec): 52 clusters Score: Raw -154749375.681599 + Penalty 173015.179568 = -154576360.502031 nChanged 167 Iteration 106Q (26943.160000 sec): 52 clusters Score: Raw -154749426.483779 + Penalty 173015.179568 = -154576411.304211 nChanged 159 Iteration 107Q (26991.540000 sec): 52 clusters Score: Raw -154749491.268667 + Penalty 173015.179568 = -154576476.089099 nChanged 140 Iteration 108Q (27037.420000 sec): 52 clusters Score: Raw -154749537.930227 + Penalty 173015.179568 = -154576522.750659 nChanged 127 Iteration 109Q (27084.760000 sec): 52 clusters Score: Raw -154749615.272513 + Penalty 173015.179568 = -154576600.092945 nChanged 129 Iteration 110Q (27134.290000 sec): 52 clusters Score: Raw -154749717.508417 + Penalty 173015.179568 = -154576702.328849 nChanged 163 Iteration 111Q (27178.180000 sec): 52 clusters Score: Raw -154750009.731722 + Penalty 173015.179568 = -154576994.552154 nChanged 207 Iteration 112Q (27223.650000 sec): 52 clusters Score: Raw -154750284.237909 + Penalty 173015.179568 = -154577269.058342 nChanged 254 Iteration 113Q (27267.210000 sec): 52 clusters Score: Raw -154750399.197506 + Penalty 173015.179568 = -154577384.017938 nChanged 216 Iteration 114Q (27316.050000 sec): 52 clusters Score: Raw -154750469.252477 + Penalty 173015.179568 = -154577454.072909 nChanged 188 Iteration 115Q (27361.150000 sec): 52 clusters Score: Raw -154750509.483533 + Penalty 173015.179568 = -154577494.303966 nChanged 142 Iteration 116Q (27406.480000 sec): 52 clusters Score: Raw -154750529.527027 + Penalty 173015.179568 = -154577514.347459 nChanged 108 Iteration 117Q (27451.740000 sec): 52 clusters Score: Raw -154750543.050531 + Penalty 173015.179568 = -154577527.870963 nChanged 97 Iteration 118Q (27496.570000 sec): 52 clusters Score: Raw -154750559.799042 + Penalty 173015.179568 = -154577544.619475 nChanged 60 Iteration 119Q (27543.840000 sec): 52 clusters Score: Raw -154750599.957179 + Penalty 173015.179568 = -154577584.777611 nChanged 64 Iteration 120F (27626.490000 sec): 52 clusters Score: Raw -154750929.184636 + Penalty 173015.179568 = -154577914.005068 nChanged 88 Iteration 121Q (27669.880000 sec): 52 clusters Score: Raw -154751375.055078 + Penalty 173015.179568 = -154578359.875511 nChanged 76 Iteration 122Q (27716.850000 sec): 52 clusters Score: Raw -154751503.276215 + Penalty 173015.179568 = -154578488.096648 nChanged 66 Iteration 123Q (27766.150000 sec): 52 clusters Score: Raw -154751559.117795 + Penalty 173015.179568 = -154578543.938227 nChanged 51 Iteration 124Q (27814.140000 sec): 52 clusters Score: Raw -154751575.984319 + Penalty 173015.179568 = -154578560.804752 nChanged 55 Iteration 125Q (27864.090000 sec): 52 clusters Score: Raw -154751585.395820 + Penalty 173015.179568 = -154578570.216252 nChanged 44 Iteration 126Q (27917.010000 sec): 52 clusters Score: Raw -154751586.788768 + Penalty 173015.179568 = -154578571.609201 nChanged 44 Iteration 127Q (27968.220000 sec): 52 clusters Score: Raw -154751588.224200 + Penalty 173015.179568 = -154578573.044632 nChanged 36 Iteration 128Q (28014.740000 sec): 52 clusters Score: Raw -154751589.952192 + Penalty 173015.179568 = -154578574.772625 nChanged 43 Iteration 129Q (28057.320000 sec): 52 clusters Score: Raw -154751591.214862 + Penalty 173015.179568 = -154578576.035294 nChanged 41 Iteration 130Q (28105.460000 sec): 52 clusters Score: Raw -154751592.955969 + Penalty 173015.179568 = -154578577.776401 nChanged 33 Iteration 131Q (28153.020000 sec): 52 clusters Score: Raw -154751595.712334 + Penalty 173015.179568 = -154578580.532766 nChanged 34 Iteration 132Q (28200.560000 sec): 52 clusters Score: Raw -154751600.817599 + Penalty 173015.179568 = -154578585.638032 nChanged 29 Iteration 133Q (28250.020000 sec): 52 clusters Score: Raw -154751604.467917 + Penalty 173015.179568 = -154578589.288349 nChanged 24 Iteration 134Q (28303.180000 sec): 52 clusters Score: Raw -154751606.913179 + Penalty 173015.179568 = -154578591.733612 nChanged 24 Iteration 135Q (28358.950000 sec): 52 clusters Score: Raw -154751607.821533 + Penalty 173015.179568 = -154578592.641965 nChanged 18 Iteration 136Q (28412.430000 sec): 52 clusters Score: Raw -154751608.495324 + Penalty 173015.179568 = -154578593.315756 nChanged 25 Iteration 137Q (28467.550000 sec): 52 clusters Score: Raw -154751608.996288 + Penalty 173015.179568 = -154578593.816721 nChanged 20 Iteration 138Q (28527.920000 sec): 52 clusters Score: Raw -154751609.541687 + Penalty 173015.179568 = -154578594.362119 nChanged 19 Writing temp clu file Because OldScore, -154578593.816721, is greater than current (better) Score,-154578594.362119 Compute initial score before splitting: Score: Raw -154751609.541687 + Penalty 173015.179568 = -154578594.362119 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 1 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28528.140000 sec): 2 clusters Score: Raw -43978.904181 + Penalty 1403.551590 = -42575.352592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28528.330000 sec): 3 clusters Score: Raw -44264.710670 + Penalty 2807.103179 = -41457.607490 nChanged 46 SP:Iteration 1F (28528.530000 sec): 3 clusters Score: Raw -44415.155200 + Penalty 2807.103179 = -41608.052021 nChanged 9 SP:Iteration 2Q (28528.660000 sec): 3 clusters Score: Raw -44450.761704 + Penalty 2807.103179 = -41643.658525 nChanged 5 SP:Iteration 3Q (28528.840000 sec): 3 clusters Score: Raw -44479.035269 + Penalty 2807.103179 = -41671.932090 nChanged 4 SP:Iteration 4Q (28528.940000 sec): 3 clusters Score: Raw -44488.660147 + Penalty 2807.103179 = -41681.556968 nChanged 2 SP:Iteration 5Q (28529.050000 sec): 3 clusters Score: Raw -44500.279632 + Penalty 2807.103179 = -41693.176453 nChanged 0 SP:Iteration 6F (28529.160000 sec): 3 clusters Score: Raw -44500.279632 + Penalty 2807.103179 = -41693.176453 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 2 (2670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28529.270000 sec): 2 clusters Score: Raw -489035.789741 + Penalty 1956.678770 = -487079.110971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28529.500000 sec): 3 clusters Score: Raw -487948.770098 + Penalty 3913.357541 = -484035.412557 nChanged 926 SP:Iteration 1F (28529.650000 sec): 3 clusters Score: Raw -488591.874460 + Penalty 3913.357541 = -484678.516920 nChanged 215 SP:Iteration 2F (28529.840000 sec): 3 clusters Score: Raw -488758.276381 + Penalty 3913.357541 = -484844.918841 nChanged 102 SP:Iteration 3Q (28530.000000 sec): 3 clusters Score: Raw -488834.958103 + Penalty 3913.357541 = -484921.600563 nChanged 85 SP:Iteration 4Q (28530.200000 sec): 3 clusters Score: Raw -488907.114400 + Penalty 3913.357541 = -484993.756859 nChanged 79 SP:Iteration 5Q (28530.390000 sec): 3 clusters Score: Raw -488964.871749 + Penalty 3913.357541 = -485051.514208 nChanged 60 SP:Iteration 6Q (28530.520000 sec): 3 clusters Score: Raw -489008.375600 + Penalty 3913.357541 = -485095.018060 nChanged 56 SP:Iteration 7Q (28530.700000 sec): 3 clusters Score: Raw -489046.077722 + Penalty 3913.357541 = -485132.720181 nChanged 44 SP:Iteration 8Q (28530.880000 sec): 3 clusters Score: Raw -489069.603835 + Penalty 3913.357541 = -485156.246294 nChanged 19 SP:Iteration 9Q (28531.040000 sec): 3 clusters Score: Raw -489081.073447 + Penalty 3913.357541 = -485167.715907 nChanged 22 SP:Iteration 10Q (28531.200000 sec): 3 clusters Score: Raw -489093.690945 + Penalty 3913.357541 = -485180.333404 nChanged 19 SP:Iteration 11Q (28531.420000 sec): 3 clusters Score: Raw -489103.779939 + Penalty 3913.357541 = -485190.422398 nChanged 20 SP:Iteration 12Q (28531.620000 sec): 3 clusters Score: Raw -489117.136945 + Penalty 3913.357541 = -485203.779404 nChanged 18 SP:Iteration 13Q (28531.770000 sec): 3 clusters Score: Raw -489129.021609 + Penalty 3913.357541 = -485215.664069 nChanged 10 SP:Iteration 14Q (28531.960000 sec): 3 clusters Score: Raw -489133.916100 + Penalty 3913.357541 = -485220.558559 nChanged 5 SP:Iteration 15Q (28532.150000 sec): 3 clusters Score: Raw -489135.952594 + Penalty 3913.357541 = -485222.595053 nChanged 6 SP:Iteration 16Q (28532.340000 sec): 3 clusters Score: Raw -489139.035381 + Penalty 3913.357541 = -485225.677840 nChanged 8 SP:Iteration 17Q (28532.510000 sec): 3 clusters Score: Raw -489143.144140 + Penalty 3913.357541 = -485229.786599 nChanged 7 SP:Iteration 18Q (28532.690000 sec): 3 clusters Score: Raw -489146.769121 + Penalty 3913.357541 = -485233.411580 nChanged 3 SP:Iteration 19Q (28532.850000 sec): 3 clusters Score: Raw -489147.706526 + Penalty 3913.357541 = -485234.348986 nChanged 2 SP:Iteration 20F (28533.020000 sec): 3 clusters Score: Raw -489148.052337 + Penalty 3913.357541 = -485234.694796 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 3 (1226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28533.150000 sec): 2 clusters Score: Raw -194689.467232 + Penalty 1763.655005 = -192925.812227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28533.340000 sec): 3 clusters Score: Raw -194387.536815 + Penalty 3527.310010 = -190860.226805 nChanged 342 SP:Iteration 1F (28533.520000 sec): 3 clusters Score: Raw -194874.880852 + Penalty 3527.310010 = -191347.570843 nChanged 112 SP:Iteration 2F (28533.680000 sec): 3 clusters Score: Raw -195174.183386 + Penalty 3527.310010 = -191646.873377 nChanged 84 SP:Iteration 3F (28533.840000 sec): 3 clusters Score: Raw -195356.877600 + Penalty 3527.310010 = -191829.567590 nChanged 68 SP:Iteration 4F (28534.020000 sec): 3 clusters Score: Raw -195519.825503 + Penalty 3527.310010 = -191992.515493 nChanged 62 SP:Iteration 5F (28534.220000 sec): 3 clusters Score: Raw -195700.548738 + Penalty 3527.310010 = -192173.238729 nChanged 51 SP:Iteration 6Q (28534.350000 sec): 3 clusters Score: Raw -195875.757567 + Penalty 3527.310010 = -192348.447557 nChanged 47 SP:Iteration 7Q (28534.490000 sec): 3 clusters Score: Raw -196003.839857 + Penalty 3527.310010 = -192476.529847 nChanged 35 SP:Iteration 8Q (28534.620000 sec): 3 clusters Score: Raw -196060.981274 + Penalty 3527.310010 = -192533.671264 nChanged 31 SP:Iteration 9Q (28534.750000 sec): 3 clusters Score: Raw -196125.121571 + Penalty 3527.310010 = -192597.811561 nChanged 33 SP:Iteration 10Q (28534.880000 sec): 3 clusters Score: Raw -196175.680347 + Penalty 3527.310010 = -192648.370338 nChanged 23 SP:Iteration 11Q (28535.000000 sec): 3 clusters Score: Raw -196214.065174 + Penalty 3527.310010 = -192686.755165 nChanged 15 SP:Iteration 12Q (28535.180000 sec): 3 clusters Score: Raw -196236.341871 + Penalty 3527.310010 = -192709.031862 nChanged 7 SP:Iteration 13Q (28535.360000 sec): 3 clusters Score: Raw -196247.624217 + Penalty 3527.310010 = -192720.314208 nChanged 4 SP:Iteration 14Q (28535.570000 sec): 3 clusters Score: Raw -196250.902314 + Penalty 3527.310010 = -192723.592304 nChanged 2 SP:Iteration 15Q (28535.690000 sec): 3 clusters Score: Raw -196254.230003 + Penalty 3527.310010 = -192726.919994 nChanged 2 SP:Iteration 16Q (28535.820000 sec): 3 clusters Score: Raw -196255.713661 + Penalty 3527.310010 = -192728.403651 nChanged 0 SP:Iteration 17F (28535.940000 sec): 3 clusters Score: Raw -196255.713661 + Penalty 3527.310010 = -192728.403651 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 4 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28536.050000 sec): 2 clusters Score: Raw -91370.957732 + Penalty 1569.770785 = -89801.186948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28536.180000 sec): 3 clusters Score: Raw -91448.786443 + Penalty 3139.541569 = -88309.244874 nChanged 123 SP:Iteration 1F (28536.300000 sec): 3 clusters Score: Raw -91748.323639 + Penalty 3139.541569 = -88608.782070 nChanged 31 SP:Iteration 2F (28536.430000 sec): 3 clusters Score: Raw -91813.476935 + Penalty 3139.541569 = -88673.935366 nChanged 15 SP:Iteration 3Q (28536.560000 sec): 3 clusters Score: Raw -91851.583835 + Penalty 3139.541569 = -88712.042266 nChanged 6 SP:Iteration 4Q (28536.680000 sec): 3 clusters Score: Raw -91868.301534 + Penalty 3139.541569 = -88728.759965 nChanged 8 SP:Iteration 5Q (28536.850000 sec): 3 clusters Score: Raw -91896.596881 + Penalty 3139.541569 = -88757.055312 nChanged 11 SP:Iteration 6Q (28537.030000 sec): 3 clusters Score: Raw -91917.544880 + Penalty 3139.541569 = -88778.003311 nChanged 6 SP:Iteration 7Q (28537.180000 sec): 3 clusters Score: Raw -91927.561502 + Penalty 3139.541569 = -88788.019932 nChanged 2 SP:Iteration 8Q (28537.340000 sec): 3 clusters Score: Raw -91934.857143 + Penalty 3139.541569 = -88795.315573 nChanged 1 SP:Iteration 9Q (28537.550000 sec): 3 clusters Score: Raw -91938.023798 + Penalty 3139.541569 = -88798.482229 nChanged 0 SP:Iteration 10F (28537.700000 sec): 3 clusters Score: Raw -91938.023798 + Penalty 3139.541569 = -88798.482229 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 5 (52692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28538.040000 sec): 2 clusters Score: Raw -9932589.528573 + Penalty 2696.310292 = -9929893.218281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28538.500000 sec): 3 clusters Score: Raw -9899676.500334 + Penalty 5392.620584 = -9894283.879750 nChanged 24399 SP:Iteration 1F (28538.970000 sec): 3 clusters Score: Raw -9913283.600267 + Penalty 5392.620584 = -9907890.979683 nChanged 1875 SP:Iteration 2Q (28539.400000 sec): 3 clusters Score: Raw -9913724.808113 + Penalty 5392.620584 = -9908332.187529 nChanged 1735 SP:Iteration 3Q (28539.840000 sec): 3 clusters Score: Raw -9914130.303343 + Penalty 5392.620584 = -9908737.682758 nChanged 1653 SP:Iteration 4Q (28540.320000 sec): 3 clusters Score: Raw -9914534.625927 + Penalty 5392.620584 = -9909142.005342 nChanged 1630 SP:Iteration 5Q (28540.760000 sec): 3 clusters Score: Raw -9914991.406762 + Penalty 5392.620584 = -9909598.786177 nChanged 1855 SP:Iteration 6Q (28541.170000 sec): 3 clusters Score: Raw -9915640.361913 + Penalty 5392.620584 = -9910247.741328 nChanged 2238 SP:Iteration 7Q (28541.640000 sec): 3 clusters Score: Raw -9916649.930443 + Penalty 5392.620584 = -9911257.309858 nChanged 2833 SP:Iteration 8F (28542.060000 sec): 3 clusters Score: Raw -9918302.981450 + Penalty 5392.620584 = -9912910.360865 nChanged 3543 SP:Iteration 9F (28542.440000 sec): 3 clusters Score: Raw -9920805.939027 + Penalty 5392.620584 = -9915413.318443 nChanged 3915 SP:Iteration 10F (28542.900000 sec): 3 clusters Score: Raw -9924089.098125 + Penalty 5392.620584 = -9918696.477541 nChanged 3722 SP:Iteration 11F (28543.340000 sec): 3 clusters Score: Raw -9927519.578621 + Penalty 5392.620584 = -9922126.958036 nChanged 2783 SP:Iteration 12F (28543.770000 sec): 3 clusters Score: Raw -9930095.834112 + Penalty 5392.620584 = -9924703.213527 nChanged 1641 SP:Iteration 13Q (28544.190000 sec): 3 clusters Score: Raw -9931596.826331 + Penalty 5392.620584 = -9926204.205747 nChanged 779 SP:Iteration 14Q (28544.640000 sec): 3 clusters Score: Raw -9932281.782554 + Penalty 5392.620584 = -9926889.161970 nChanged 323 SP:Iteration 15Q (28545.040000 sec): 3 clusters Score: Raw -9932577.301255 + Penalty 5392.620584 = -9927184.680670 nChanged 129 SP:Iteration 16Q (28545.470000 sec): 3 clusters Score: Raw -9932713.403830 + Penalty 5392.620584 = -9927320.783246 nChanged 67 SP:Iteration 17Q (28545.860000 sec): 3 clusters Score: Raw -9932786.138835 + Penalty 5392.620584 = -9927393.518251 nChanged 58 SP:Iteration 18Q (28546.300000 sec): 3 clusters Score: Raw -9932846.276617 + Penalty 5392.620584 = -9927453.656033 nChanged 31 SP:Iteration 19Q (28546.680000 sec): 3 clusters Score: Raw -9932876.197422 + Penalty 5392.620584 = -9927483.576837 nChanged 19 SP:Iteration 20F (28547.140000 sec): 3 clusters Score: Raw -9932897.629252 + Penalty 5392.620584 = -9927505.008667 nChanged 14 SP:Iteration 21Q (28547.540000 sec): 3 clusters Score: Raw -9932912.776904 + Penalty 5392.620584 = -9927520.156320 nChanged 12 SP:Iteration 22Q (28548.010000 sec): 3 clusters Score: Raw -9932925.178128 + Penalty 5392.620584 = -9927532.557544 nChanged 7 SP:Iteration 23Q (28548.400000 sec): 3 clusters Score: Raw -9932934.043163 + Penalty 5392.620584 = -9927541.422578 nChanged 6 SP:Iteration 24Q (28548.790000 sec): 3 clusters Score: Raw -9932938.816521 + Penalty 5392.620584 = -9927546.195937 nChanged 4 SP:Iteration 25Q (28549.180000 sec): 3 clusters Score: Raw -9932944.009676 + Penalty 5392.620584 = -9927551.389091 nChanged 2 SP:Iteration 26Q (28549.590000 sec): 3 clusters Score: Raw -9932946.548568 + Penalty 5392.620584 = -9927553.927984 nChanged 3 SP:Iteration 27Q (28549.980000 sec): 3 clusters Score: Raw -9932950.286446 + Penalty 5392.620584 = -9927557.665862 nChanged 4 SP:Iteration 28Q (28550.470000 sec): 3 clusters Score: Raw -9932955.050345 + Penalty 5392.620584 = -9927562.429761 nChanged 3 SP:Iteration 29Q (28550.890000 sec): 3 clusters Score: Raw -9932958.339933 + Penalty 5392.620584 = -9927565.719349 nChanged 4 SP:Iteration 30Q (28551.290000 sec): 3 clusters Score: Raw -9932963.704870 + Penalty 5392.620584 = -9927571.084286 nChanged 4 SP:Iteration 31Q (28551.670000 sec): 3 clusters Score: Raw -9932968.224225 + Penalty 5392.620584 = -9927575.603640 nChanged 1 SP:Iteration 32Q (28552.070000 sec): 3 clusters Score: Raw -9932970.195571 + Penalty 5392.620584 = -9927577.574987 nChanged 2 SP:Iteration 33Q (28552.440000 sec): 3 clusters Score: Raw -9932972.626971 + Penalty 5392.620584 = -9927580.006387 nChanged 3 SP:Iteration 34Q (28552.890000 sec): 3 clusters Score: Raw -9932976.312506 + Penalty 5392.620584 = -9927583.691922 nChanged 1 SP:Iteration 35Q (28553.280000 sec): 3 clusters Score: Raw -9932976.697892 + Penalty 5392.620584 = -9927584.077307 nChanged 1 SP:Iteration 36Q (28553.700000 sec): 3 clusters Score: Raw -9932976.996257 + Penalty 5392.620584 = -9927584.375673 nChanged 0 SP:Iteration 37F (28554.130000 sec): 3 clusters Score: Raw -9932976.996257 + Penalty 5392.620584 = -9927584.375673 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 6 (22964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28554.330000 sec): 2 clusters Score: Raw -3941989.367265 + Penalty 2490.337397 = -3939499.029868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28554.610000 sec): 3 clusters Score: Raw -3928510.181430 + Penalty 4980.674793 = -3923529.506636 nChanged 10149 SP:Iteration 1F (28554.910000 sec): 3 clusters Score: Raw -3933869.815427 + Penalty 4980.674793 = -3928889.140634 nChanged 1176 SP:Iteration 2F (28555.140000 sec): 3 clusters Score: Raw -3934250.663370 + Penalty 4980.674793 = -3929269.988577 nChanged 967 SP:Iteration 3Q (28555.440000 sec): 3 clusters Score: Raw -3934561.064739 + Penalty 4980.674793 = -3929580.389946 nChanged 910 SP:Iteration 4Q (28555.800000 sec): 3 clusters Score: Raw -3934873.957214 + Penalty 4980.674793 = -3929893.282420 nChanged 882 SP:Iteration 5Q (28556.050000 sec): 3 clusters Score: Raw -3935193.875262 + Penalty 4980.674793 = -3930213.200468 nChanged 868 SP:Iteration 6Q (28556.350000 sec): 3 clusters Score: Raw -3935530.232359 + Penalty 4980.674793 = -3930549.557566 nChanged 884 SP:Iteration 7Q (28556.650000 sec): 3 clusters Score: Raw -3935958.252559 + Penalty 4980.674793 = -3930977.577765 nChanged 980 SP:Iteration 8Q (28556.940000 sec): 3 clusters Score: Raw -3936483.598477 + Penalty 4980.674793 = -3931502.923684 nChanged 1087 SP:Iteration 9Q (28557.280000 sec): 3 clusters Score: Raw -3937144.647578 + Penalty 4980.674793 = -3932163.972785 nChanged 1153 SP:Iteration 10F (28557.590000 sec): 3 clusters Score: Raw -3937863.143385 + Penalty 4980.674793 = -3932882.468591 nChanged 1122 SP:Iteration 11Q (28557.850000 sec): 3 clusters Score: Raw -3938602.285448 + Penalty 4980.674793 = -3933621.610654 nChanged 1094 SP:Iteration 12Q (28558.060000 sec): 3 clusters Score: Raw -3939369.312958 + Penalty 4980.674793 = -3934388.638164 nChanged 993 SP:Iteration 13Q (28558.330000 sec): 3 clusters Score: Raw -3940058.868170 + Penalty 4980.674793 = -3935078.193377 nChanged 843 SP:Iteration 14Q (28558.620000 sec): 3 clusters Score: Raw -3940655.014185 + Penalty 4980.674793 = -3935674.339391 nChanged 639 SP:Iteration 15Q (28558.920000 sec): 3 clusters Score: Raw -3941094.172685 + Penalty 4980.674793 = -3936113.497892 nChanged 525 SP:Iteration 16Q (28559.220000 sec): 3 clusters Score: Raw -3941444.398617 + Penalty 4980.674793 = -3936463.723824 nChanged 394 SP:Iteration 17Q (28559.490000 sec): 3 clusters Score: Raw -3941678.955048 + Penalty 4980.674793 = -3936698.280255 nChanged 296 SP:Iteration 18Q (28559.810000 sec): 3 clusters Score: Raw -3941822.647608 + Penalty 4980.674793 = -3936841.972814 nChanged 208 SP:Iteration 19Q (28560.050000 sec): 3 clusters Score: Raw -3941919.003075 + Penalty 4980.674793 = -3936938.328282 nChanged 152 SP:Iteration 20F (28560.370000 sec): 3 clusters Score: Raw -3941985.894626 + Penalty 4980.674793 = -3937005.219833 nChanged 138 SP:Iteration 21Q (28560.650000 sec): 3 clusters Score: Raw -3942046.224737 + Penalty 4980.674793 = -3937065.549944 nChanged 114 SP:Iteration 22Q (28560.880000 sec): 3 clusters Score: Raw -3942098.352561 + Penalty 4980.674793 = -3937117.677767 nChanged 117 SP:Iteration 23Q (28561.200000 sec): 3 clusters Score: Raw -3942154.302381 + Penalty 4980.674793 = -3937173.627588 nChanged 112 SP:Iteration 24Q (28561.480000 sec): 3 clusters Score: Raw -3942209.971975 + Penalty 4980.674793 = -3937229.297181 nChanged 109 SP:Iteration 25Q (28561.790000 sec): 3 clusters Score: Raw -3942261.864281 + Penalty 4980.674793 = -3937281.189488 nChanged 78 SP:Iteration 26Q (28562.070000 sec): 3 clusters Score: Raw -3942293.987604 + Penalty 4980.674793 = -3937313.312811 nChanged 67 SP:Iteration 27Q (28562.390000 sec): 3 clusters Score: Raw -3942320.772192 + Penalty 4980.674793 = -3937340.097399 nChanged 56 SP:Iteration 28Q (28562.660000 sec): 3 clusters Score: Raw -3942345.779507 + Penalty 4980.674793 = -3937365.104714 nChanged 50 SP:Iteration 29Q (28562.890000 sec): 3 clusters Score: Raw -3942369.896495 + Penalty 4980.674793 = -3937389.221702 nChanged 56 SP:Iteration 30Q (28563.170000 sec): 3 clusters Score: Raw -3942398.305025 + Penalty 4980.674793 = -3937417.630232 nChanged 46 SP:Iteration 31Q (28563.480000 sec): 3 clusters Score: Raw -3942418.900354 + Penalty 4980.674793 = -3937438.225560 nChanged 44 SP:Iteration 32Q (28563.710000 sec): 3 clusters Score: Raw -3942438.791626 + Penalty 4980.674793 = -3937458.116833 nChanged 37 SP:Iteration 33Q (28563.990000 sec): 3 clusters Score: Raw -3942453.134407 + Penalty 4980.674793 = -3937472.459614 nChanged 21 SP:Iteration 34Q (28564.270000 sec): 3 clusters Score: Raw -3942460.744235 + Penalty 4980.674793 = -3937480.069441 nChanged 19 SP:Iteration 35Q (28564.530000 sec): 3 clusters Score: Raw -3942467.004522 + Penalty 4980.674793 = -3937486.329728 nChanged 10 SP:Iteration 36Q (28564.830000 sec): 3 clusters Score: Raw -3942470.356781 + Penalty 4980.674793 = -3937489.681987 nChanged 11 SP:Iteration 37Q (28565.090000 sec): 3 clusters Score: Raw -3942474.351239 + Penalty 4980.674793 = -3937493.676445 nChanged 11 SP:Iteration 38Q (28565.360000 sec): 3 clusters Score: Raw -3942478.219418 + Penalty 4980.674793 = -3937497.544625 nChanged 4 SP:Iteration 39Q (28565.610000 sec): 3 clusters Score: Raw -3942479.255627 + Penalty 4980.674793 = -3937498.580833 nChanged 4 SP:Iteration 40F (28565.860000 sec): 3 clusters Score: Raw -3942480.983280 + Penalty 4980.674793 = -3937500.308487 nChanged 7 SP:Iteration 41Q (28566.150000 sec): 3 clusters Score: Raw -3942483.813761 + Penalty 4980.674793 = -3937503.138967 nChanged 8 SP:Iteration 42Q (28566.470000 sec): 3 clusters Score: Raw -3942487.026119 + Penalty 4980.674793 = -3937506.351326 nChanged 7 SP:Iteration 43Q (28566.710000 sec): 3 clusters Score: Raw -3942489.227165 + Penalty 4980.674793 = -3937508.552371 nChanged 5 SP:Iteration 44Q (28566.940000 sec): 3 clusters Score: Raw -3942490.880393 + Penalty 4980.674793 = -3937510.205599 nChanged 6 SP:Iteration 45Q (28567.230000 sec): 3 clusters Score: Raw -3942493.082015 + Penalty 4980.674793 = -3937512.407221 nChanged 8 SP:Iteration 46Q (28567.490000 sec): 3 clusters Score: Raw -3942496.666353 + Penalty 4980.674793 = -3937515.991560 nChanged 8 SP:Iteration 47Q (28567.740000 sec): 3 clusters Score: Raw -3942500.766634 + Penalty 4980.674793 = -3937520.091841 nChanged 8 SP:Iteration 48Q (28568.030000 sec): 3 clusters Score: Raw -3942504.567041 + Penalty 4980.674793 = -3937523.892248 nChanged 10 SP:Iteration 49Q (28568.320000 sec): 3 clusters Score: Raw -3942508.643238 + Penalty 4980.674793 = -3937527.968444 nChanged 8 SP:Iteration 50Q (28568.570000 sec): 3 clusters Score: Raw -3942511.651050 + Penalty 4980.674793 = -3937530.976257 nChanged 9 SP:Iteration 51Q (28568.850000 sec): 3 clusters Score: Raw -3942514.644962 + Penalty 4980.674793 = -3937533.970169 nChanged 9 SP:Iteration 52Q (28569.160000 sec): 3 clusters Score: Raw -3942518.741655 + Penalty 4980.674793 = -3937538.066861 nChanged 7 SP:Iteration 53Q (28569.460000 sec): 3 clusters Score: Raw -3942521.488521 + Penalty 4980.674793 = -3937540.813728 nChanged 5 SP:Iteration 54Q (28569.770000 sec): 3 clusters Score: Raw -3942523.444980 + Penalty 4980.674793 = -3937542.770187 nChanged 3 SP:Iteration 55Q (28570.050000 sec): 3 clusters Score: Raw -3942524.279266 + Penalty 4980.674793 = -3937543.604472 nChanged 1 SP:Iteration 56Q (28570.380000 sec): 3 clusters Score: Raw -3942524.504497 + Penalty 4980.674793 = -3937543.829703 nChanged 0 SP:Iteration 57F (28570.640000 sec): 3 clusters Score: Raw -3942524.504497 + Penalty 4980.674793 = -3937543.829703 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 7 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28570.740000 sec): 2 clusters Score: Raw -17710.053037 + Penalty 1207.148544 = -16502.904493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28570.920000 sec): 3 clusters Score: Raw -18168.755304 + Penalty 2414.297087 = -15754.458217 nChanged 11 SP:Iteration 1F (28571.080000 sec): 3 clusters Score: Raw -18244.225532 + Penalty 2414.297087 = -15829.928444 nChanged 3 SP:Iteration 2Q (28571.250000 sec): 3 clusters Score: Raw -18301.030438 + Penalty 2414.297087 = -15886.733350 nChanged 2 SP:Iteration 3Q (28571.400000 sec): 3 clusters Score: Raw -18320.745592 + Penalty 2414.297087 = -15906.448504 nChanged 1 SP:Iteration 4Q (28571.560000 sec): 3 clusters Score: Raw -18338.182159 + Penalty 2414.297087 = -15923.885072 nChanged 0 SP:Iteration 5F (28571.680000 sec): 3 clusters Score: Raw -18338.182159 + Penalty 2414.297087 = -15923.885072 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 8 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28571.740000 sec): 2 clusters Score: Raw -124259.917585 + Penalty 1627.486135 = -122632.431449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28571.870000 sec): 3 clusters Score: Raw -124222.107945 + Penalty 3254.972270 = -120967.135675 nChanged 154 SP:Iteration 1F (28572.000000 sec): 3 clusters Score: Raw -124447.473184 + Penalty 3254.972270 = -121192.500913 nChanged 36 SP:Iteration 2F (28572.130000 sec): 3 clusters Score: Raw -124527.885220 + Penalty 3254.972270 = -121272.912950 nChanged 27 SP:Iteration 3Q (28572.320000 sec): 3 clusters Score: Raw -124587.104318 + Penalty 3254.972270 = -121332.132048 nChanged 21 SP:Iteration 4Q (28572.490000 sec): 3 clusters Score: Raw -124631.637815 + Penalty 3254.972270 = -121376.665544 nChanged 20 SP:Iteration 5Q (28572.640000 sec): 3 clusters Score: Raw -124719.928253 + Penalty 3254.972270 = -121464.955983 nChanged 22 SP:Iteration 6Q (28572.780000 sec): 3 clusters Score: Raw -124787.969604 + Penalty 3254.972270 = -121532.997333 nChanged 20 SP:Iteration 7Q (28572.940000 sec): 3 clusters Score: Raw -124861.291101 + Penalty 3254.972270 = -121606.318831 nChanged 21 SP:Iteration 8Q (28573.110000 sec): 3 clusters Score: Raw -124943.643776 + Penalty 3254.972270 = -121688.671505 nChanged 19 SP:Iteration 9Q (28573.300000 sec): 3 clusters Score: Raw -125033.251360 + Penalty 3254.972270 = -121778.279089 nChanged 24 SP:Iteration 10Q (28573.460000 sec): 3 clusters Score: Raw -125128.934740 + Penalty 3254.972270 = -121873.962469 nChanged 19 SP:Iteration 11Q (28573.640000 sec): 3 clusters Score: Raw -125191.916053 + Penalty 3254.972270 = -121936.943782 nChanged 20 SP:Iteration 12Q (28573.810000 sec): 3 clusters Score: Raw -125250.214995 + Penalty 3254.972270 = -121995.242725 nChanged 23 SP:Iteration 13Q (28573.940000 sec): 3 clusters Score: Raw -125316.950917 + Penalty 3254.972270 = -122061.978646 nChanged 8 SP:Iteration 14Q (28574.130000 sec): 3 clusters Score: Raw -125346.853531 + Penalty 3254.972270 = -122091.881261 nChanged 11 SP:Iteration 15Q (28574.340000 sec): 3 clusters Score: Raw -125383.822208 + Penalty 3254.972270 = -122128.849938 nChanged 11 SP:Iteration 16Q (28574.560000 sec): 3 clusters Score: Raw -125418.297049 + Penalty 3254.972270 = -122163.324779 nChanged 12 SP:Iteration 17Q (28574.730000 sec): 3 clusters Score: Raw -125468.643087 + Penalty 3254.972270 = -122213.670817 nChanged 15 SP:Iteration 18Q (28574.950000 sec): 3 clusters Score: Raw -125516.870834 + Penalty 3254.972270 = -122261.898564 nChanged 8 SP:Iteration 19Q (28575.140000 sec): 3 clusters Score: Raw -125545.120995 + Penalty 3254.972270 = -122290.148724 nChanged 5 SP:Iteration 20F (28575.240000 sec): 3 clusters Score: Raw -125563.640561 + Penalty 3254.972270 = -122308.668291 nChanged 10 SP:Iteration 21Q (28575.350000 sec): 3 clusters Score: Raw -125601.377129 + Penalty 3254.972270 = -122346.404859 nChanged 6 SP:Iteration 22Q (28575.460000 sec): 3 clusters Score: Raw -125613.432342 + Penalty 3254.972270 = -122358.460072 nChanged 5 SP:Iteration 23Q (28575.580000 sec): 3 clusters Score: Raw -125630.495640 + Penalty 3254.972270 = -122375.523369 nChanged 6 SP:Iteration 24Q (28575.760000 sec): 3 clusters Score: Raw -125659.974929 + Penalty 3254.972270 = -122405.002658 nChanged 5 SP:Iteration 25Q (28575.960000 sec): 3 clusters Score: Raw -125678.259426 + Penalty 3254.972270 = -122423.287156 nChanged 4 SP:Iteration 26Q (28576.140000 sec): 3 clusters Score: Raw -125691.479132 + Penalty 3254.972270 = -122436.506862 nChanged 0 SP:Iteration 27F (28576.300000 sec): 3 clusters Score: Raw -125691.479132 + Penalty 3254.972270 = -122436.506862 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 9 (7535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28576.430000 sec): 2 clusters Score: Raw -1310099.025407 + Penalty 2213.973900 = -1307885.051508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28576.640000 sec): 3 clusters Score: Raw -1306218.312543 + Penalty 4427.947799 = -1301790.364744 nChanged 3004 SP:Iteration 1F (28576.840000 sec): 3 clusters Score: Raw -1307911.222495 + Penalty 4427.947799 = -1303483.274696 nChanged 622 SP:Iteration 2F (28576.970000 sec): 3 clusters Score: Raw -1308305.706144 + Penalty 4427.947799 = -1303877.758345 nChanged 508 SP:Iteration 3F (28577.130000 sec): 3 clusters Score: Raw -1308752.200717 + Penalty 4427.947799 = -1304324.252918 nChanged 530 SP:Iteration 4F (28577.340000 sec): 3 clusters Score: Raw -1309383.896936 + Penalty 4427.947799 = -1304955.949137 nChanged 545 SP:Iteration 5F (28577.500000 sec): 3 clusters Score: Raw -1309884.210788 + Penalty 4427.947799 = -1305456.262989 nChanged 435 SP:Iteration 6F (28577.680000 sec): 3 clusters Score: Raw -1310244.352893 + Penalty 4427.947799 = -1305816.405094 nChanged 336 SP:Iteration 7Q (28577.900000 sec): 3 clusters Score: Raw -1310502.380953 + Penalty 4427.947799 = -1306074.433154 nChanged 251 SP:Iteration 8Q (28578.080000 sec): 3 clusters Score: Raw -1310683.329677 + Penalty 4427.947799 = -1306255.381878 nChanged 186 SP:Iteration 9Q (28578.280000 sec): 3 clusters Score: Raw -1310822.579361 + Penalty 4427.947799 = -1306394.631562 nChanged 143 SP:Iteration 10Q (28578.460000 sec): 3 clusters Score: Raw -1310923.716066 + Penalty 4427.947799 = -1306495.768267 nChanged 127 SP:Iteration 11Q (28578.700000 sec): 3 clusters Score: Raw -1311022.625435 + Penalty 4427.947799 = -1306594.677636 nChanged 96 SP:Iteration 12Q (28578.900000 sec): 3 clusters Score: Raw -1311095.732171 + Penalty 4427.947799 = -1306667.784372 nChanged 62 SP:Iteration 13Q (28579.030000 sec): 3 clusters Score: Raw -1311135.801496 + Penalty 4427.947799 = -1306707.853697 nChanged 56 SP:Iteration 14Q (28579.180000 sec): 3 clusters Score: Raw -1311177.354638 + Penalty 4427.947799 = -1306749.406839 nChanged 51 SP:Iteration 15Q (28579.350000 sec): 3 clusters Score: Raw -1311214.745229 + Penalty 4427.947799 = -1306786.797430 nChanged 42 SP:Iteration 16Q (28579.500000 sec): 3 clusters Score: Raw -1311248.529213 + Penalty 4427.947799 = -1306820.581414 nChanged 38 SP:Iteration 17Q (28579.730000 sec): 3 clusters Score: Raw -1311270.748451 + Penalty 4427.947799 = -1306842.800652 nChanged 25 SP:Iteration 18Q (28579.970000 sec): 3 clusters Score: Raw -1311286.755681 + Penalty 4427.947799 = -1306858.807882 nChanged 25 SP:Iteration 19Q (28580.170000 sec): 3 clusters Score: Raw -1311301.856570 + Penalty 4427.947799 = -1306873.908771 nChanged 22 SP:Iteration 20F (28580.360000 sec): 3 clusters Score: Raw -1311316.459737 + Penalty 4427.947799 = -1306888.511938 nChanged 15 SP:Iteration 21Q (28580.600000 sec): 3 clusters Score: Raw -1311323.573190 + Penalty 4427.947799 = -1306895.625391 nChanged 12 SP:Iteration 22Q (28580.810000 sec): 3 clusters Score: Raw -1311329.748891 + Penalty 4427.947799 = -1306901.801092 nChanged 11 SP:Iteration 23Q (28581.020000 sec): 3 clusters Score: Raw -1311334.500163 + Penalty 4427.947799 = -1306906.552363 nChanged 6 SP:Iteration 24Q (28581.240000 sec): 3 clusters Score: Raw -1311337.941461 + Penalty 4427.947799 = -1306909.993662 nChanged 12 SP:Iteration 25Q (28581.410000 sec): 3 clusters Score: Raw -1311344.339105 + Penalty 4427.947799 = -1306916.391306 nChanged 11 SP:Iteration 26Q (28581.630000 sec): 3 clusters Score: Raw -1311349.139240 + Penalty 4427.947799 = -1306921.191441 nChanged 6 SP:Iteration 27Q (28581.800000 sec): 3 clusters Score: Raw -1311350.346672 + Penalty 4427.947799 = -1306922.398873 nChanged 2 SP:Iteration 28Q (28581.970000 sec): 3 clusters Score: Raw -1311351.048703 + Penalty 4427.947799 = -1306923.100904 nChanged 3 SP:Iteration 29Q (28582.160000 sec): 3 clusters Score: Raw -1311352.179493 + Penalty 4427.947799 = -1306924.231694 nChanged 2 SP:Iteration 30Q (28582.400000 sec): 3 clusters Score: Raw -1311352.547714 + Penalty 4427.947799 = -1306924.599915 nChanged 1 SP:Iteration 31Q (28582.590000 sec): 3 clusters Score: Raw -1311352.993897 + Penalty 4427.947799 = -1306925.046098 nChanged 0 SP:Iteration 32F (28582.800000 sec): 3 clusters Score: Raw -1311352.993897 + Penalty 4427.947799 = -1306925.046098 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 10 (32860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28583.060000 sec): 2 clusters Score: Raw -5740011.397262 + Penalty 2579.202825 = -5737432.194437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28583.400000 sec): 3 clusters Score: Raw -5720158.717869 + Penalty 5158.405650 = -5715000.312219 nChanged 14884 SP:Iteration 1F (28583.690000 sec): 3 clusters Score: Raw -5728168.088486 + Penalty 5158.405650 = -5723009.682836 nChanged 1404 SP:Iteration 2Q (28584.050000 sec): 3 clusters Score: Raw -5728578.286338 + Penalty 5158.405650 = -5723419.880687 nChanged 1265 SP:Iteration 3Q (28584.380000 sec): 3 clusters Score: Raw -5728916.914789 + Penalty 5158.405650 = -5723758.509139 nChanged 1112 SP:Iteration 4Q (28584.720000 sec): 3 clusters Score: Raw -5729243.008986 + Penalty 5158.405650 = -5724084.603336 nChanged 1102 SP:Iteration 5Q (28585.070000 sec): 3 clusters Score: Raw -5729636.672709 + Penalty 5158.405650 = -5724478.267059 nChanged 1188 SP:Iteration 6Q (28585.410000 sec): 3 clusters Score: Raw -5730123.087195 + Penalty 5158.405650 = -5724964.681545 nChanged 1243 SP:Iteration 7Q (28585.780000 sec): 3 clusters Score: Raw -5730780.162590 + Penalty 5158.405650 = -5725621.756940 nChanged 1426 SP:Iteration 8Q (28586.090000 sec): 3 clusters Score: Raw -5731680.042877 + Penalty 5158.405650 = -5726521.637227 nChanged 1661 SP:Iteration 9F (28586.410000 sec): 3 clusters Score: Raw -5732906.949879 + Penalty 5158.405650 = -5727748.544229 nChanged 1754 SP:Iteration 10F (28586.750000 sec): 3 clusters Score: Raw -5734232.348377 + Penalty 5158.405650 = -5729073.942727 nChanged 1724 SP:Iteration 11F (28587.130000 sec): 3 clusters Score: Raw -5735384.330649 + Penalty 5158.405650 = -5730225.924999 nChanged 1515 SP:Iteration 12Q (28587.470000 sec): 3 clusters Score: Raw -5736275.708214 + Penalty 5158.405650 = -5731117.302564 nChanged 1256 SP:Iteration 13Q (28587.790000 sec): 3 clusters Score: Raw -5736955.812411 + Penalty 5158.405650 = -5731797.406761 nChanged 1069 SP:Iteration 14Q (28588.150000 sec): 3 clusters Score: Raw -5737463.659877 + Penalty 5158.405650 = -5732305.254226 nChanged 896 SP:Iteration 15Q (28588.480000 sec): 3 clusters Score: Raw -5737833.779555 + Penalty 5158.405650 = -5732675.373905 nChanged 716 SP:Iteration 16Q (28588.780000 sec): 3 clusters Score: Raw -5738102.987341 + Penalty 5158.405650 = -5732944.581690 nChanged 612 SP:Iteration 17Q (28589.150000 sec): 3 clusters Score: Raw -5738321.480753 + Penalty 5158.405650 = -5733163.075103 nChanged 530 SP:Iteration 18Q (28589.470000 sec): 3 clusters Score: Raw -5738528.511870 + Penalty 5158.405650 = -5733370.106220 nChanged 485 SP:Iteration 19Q (28589.850000 sec): 3 clusters Score: Raw -5738723.974489 + Penalty 5158.405650 = -5733565.568838 nChanged 470 SP:Iteration 20F (28590.200000 sec): 3 clusters Score: Raw -5738900.992558 + Penalty 5158.405650 = -5733742.586908 nChanged 418 SP:Iteration 21Q (28590.560000 sec): 3 clusters Score: Raw -5739057.802977 + Penalty 5158.405650 = -5733899.397327 nChanged 399 SP:Iteration 22Q (28590.900000 sec): 3 clusters Score: Raw -5739208.042528 + Penalty 5158.405650 = -5734049.636878 nChanged 367 SP:Iteration 23Q (28591.240000 sec): 3 clusters Score: Raw -5739360.363719 + Penalty 5158.405650 = -5734201.958069 nChanged 356 SP:Iteration 24Q (28591.610000 sec): 3 clusters Score: Raw -5739503.251332 + Penalty 5158.405650 = -5734344.845681 nChanged 328 SP:Iteration 25Q (28591.930000 sec): 3 clusters Score: Raw -5739631.209537 + Penalty 5158.405650 = -5734472.803887 nChanged 276 SP:Iteration 26Q (28592.260000 sec): 3 clusters Score: Raw -5739735.970861 + Penalty 5158.405650 = -5734577.565211 nChanged 256 SP:Iteration 27Q (28592.560000 sec): 3 clusters Score: Raw -5739841.542386 + Penalty 5158.405650 = -5734683.136735 nChanged 238 SP:Iteration 28Q (28592.890000 sec): 3 clusters Score: Raw -5739944.892140 + Penalty 5158.405650 = -5734786.486490 nChanged 202 SP:Iteration 29Q (28593.170000 sec): 3 clusters Score: Raw -5740031.318787 + Penalty 5158.405650 = -5734872.913137 nChanged 173 SP:Iteration 30Q (28593.490000 sec): 3 clusters Score: Raw -5740107.519382 + Penalty 5158.405650 = -5734949.113732 nChanged 160 SP:Iteration 31Q (28593.840000 sec): 3 clusters Score: Raw -5740177.037896 + Penalty 5158.405650 = -5735018.632246 nChanged 124 SP:Iteration 32Q (28594.120000 sec): 3 clusters Score: Raw -5740231.426921 + Penalty 5158.405650 = -5735073.021270 nChanged 121 SP:Iteration 33Q (28594.410000 sec): 3 clusters Score: Raw -5740279.240759 + Penalty 5158.405650 = -5735120.835109 nChanged 96 SP:Iteration 34Q (28594.740000 sec): 3 clusters Score: Raw -5740314.783795 + Penalty 5158.405650 = -5735156.378145 nChanged 72 SP:Iteration 35Q (28595.090000 sec): 3 clusters Score: Raw -5740342.372379 + Penalty 5158.405650 = -5735183.966729 nChanged 57 SP:Iteration 36Q (28595.410000 sec): 3 clusters Score: Raw -5740361.687666 + Penalty 5158.405650 = -5735203.282016 nChanged 49 SP:Iteration 37Q (28595.720000 sec): 3 clusters Score: Raw -5740378.911577 + Penalty 5158.405650 = -5735220.505927 nChanged 41 SP:Iteration 38Q (28596.050000 sec): 3 clusters Score: Raw -5740392.098695 + Penalty 5158.405650 = -5735233.693045 nChanged 33 SP:Iteration 39Q (28596.370000 sec): 3 clusters Score: Raw -5740403.476631 + Penalty 5158.405650 = -5735245.070981 nChanged 32 SP:Iteration 40F (28596.680000 sec): 3 clusters Score: Raw -5740414.473904 + Penalty 5158.405650 = -5735256.068254 nChanged 22 SP:Iteration 41Q (28597.000000 sec): 3 clusters Score: Raw -5740423.302109 + Penalty 5158.405650 = -5735264.896459 nChanged 26 SP:Iteration 42Q (28597.280000 sec): 3 clusters Score: Raw -5740433.342251 + Penalty 5158.405650 = -5735274.936601 nChanged 26 SP:Iteration 43Q (28597.610000 sec): 3 clusters Score: Raw -5740442.634295 + Penalty 5158.405650 = -5735284.228645 nChanged 19 SP:Iteration 44Q (28597.920000 sec): 3 clusters Score: Raw -5740448.371328 + Penalty 5158.405650 = -5735289.965678 nChanged 14 SP:Iteration 45Q (28598.280000 sec): 3 clusters Score: Raw -5740452.349081 + Penalty 5158.405650 = -5735293.943430 nChanged 14 SP:Iteration 46Q (28598.560000 sec): 3 clusters Score: Raw -5740456.620955 + Penalty 5158.405650 = -5735298.215305 nChanged 15 SP:Iteration 47Q (28598.880000 sec): 3 clusters Score: Raw -5740461.129944 + Penalty 5158.405650 = -5735302.724294 nChanged 14 SP:Iteration 48Q (28599.220000 sec): 3 clusters Score: Raw -5740465.743500 + Penalty 5158.405650 = -5735307.337850 nChanged 16 SP:Iteration 49Q (28599.520000 sec): 3 clusters Score: Raw -5740471.588020 + Penalty 5158.405650 = -5735313.182369 nChanged 12 SP:Iteration 50Q (28599.890000 sec): 3 clusters Score: Raw -5740475.352060 + Penalty 5158.405650 = -5735316.946410 nChanged 16 SP:Iteration 51Q (28600.230000 sec): 3 clusters Score: Raw -5740479.742126 + Penalty 5158.405650 = -5735321.336476 nChanged 10 SP:Iteration 52Q (28600.500000 sec): 3 clusters Score: Raw -5740484.280673 + Penalty 5158.405650 = -5735325.875023 nChanged 15 SP:Iteration 53Q (28600.860000 sec): 3 clusters Score: Raw -5740490.004986 + Penalty 5158.405650 = -5735331.599335 nChanged 13 SP:Iteration 54Q (28601.180000 sec): 3 clusters Score: Raw -5740495.901146 + Penalty 5158.405650 = -5735337.495496 nChanged 21 SP:Iteration 55Q (28601.480000 sec): 3 clusters Score: Raw -5740502.834117 + Penalty 5158.405650 = -5735344.428467 nChanged 7 SP:Iteration 56Q (28601.820000 sec): 3 clusters Score: Raw -5740505.021171 + Penalty 5158.405650 = -5735346.615521 nChanged 5 SP:Iteration 57Q (28602.100000 sec): 3 clusters Score: Raw -5740506.892508 + Penalty 5158.405650 = -5735348.486858 nChanged 8 SP:Iteration 58Q (28602.380000 sec): 3 clusters Score: Raw -5740509.764249 + Penalty 5158.405650 = -5735351.358599 nChanged 8 SP:Iteration 59Q (28602.730000 sec): 3 clusters Score: Raw -5740513.131342 + Penalty 5158.405650 = -5735354.725692 nChanged 6 SP:Iteration 60F (28603.040000 sec): 3 clusters Score: Raw -5740514.920245 + Penalty 5158.405650 = -5735356.514595 nChanged 7 SP:Iteration 61Q (28603.380000 sec): 3 clusters Score: Raw -5740516.843020 + Penalty 5158.405650 = -5735358.437370 nChanged 4 SP:Iteration 62Q (28603.740000 sec): 3 clusters Score: Raw -5740517.974812 + Penalty 5158.405650 = -5735359.569162 nChanged 2 SP:Iteration 63Q (28604.060000 sec): 3 clusters Score: Raw -5740518.454956 + Penalty 5158.405650 = -5735360.049306 nChanged 3 SP:Iteration 64Q (28604.340000 sec): 3 clusters Score: Raw -5740518.826705 + Penalty 5158.405650 = -5735360.421055 nChanged 1 SP:Iteration 65Q (28604.650000 sec): 3 clusters Score: Raw -5740518.988431 + Penalty 5158.405650 = -5735360.582780 nChanged 1 SP:Iteration 66Q (28604.950000 sec): 3 clusters Score: Raw -5740519.224306 + Penalty 5158.405650 = -5735360.818655 nChanged 0 SP:Iteration 67F (28605.260000 sec): 3 clusters Score: Raw -5740519.224306 + Penalty 5158.405650 = -5735360.818655 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 11 (9172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28605.380000 sec): 2 clusters Score: Raw -1702730.505053 + Penalty 2262.729840 = -1700467.775213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28605.610000 sec): 3 clusters Score: Raw -1697911.863232 + Penalty 4525.459679 = -1693386.403552 nChanged 3711 SP:Iteration 1F (28605.800000 sec): 3 clusters Score: Raw -1699966.342281 + Penalty 4525.459679 = -1695440.882601 nChanged 651 SP:Iteration 2F (28606.040000 sec): 3 clusters Score: Raw -1700309.900943 + Penalty 4525.459679 = -1695784.441264 nChanged 525 SP:Iteration 3F (28606.270000 sec): 3 clusters Score: Raw -1700609.051038 + Penalty 4525.459679 = -1696083.591359 nChanged 507 SP:Iteration 4F (28606.450000 sec): 3 clusters Score: Raw -1700942.470157 + Penalty 4525.459679 = -1696417.010478 nChanged 493 SP:Iteration 5F (28606.720000 sec): 3 clusters Score: Raw -1701256.309517 + Penalty 4525.459679 = -1696730.849838 nChanged 457 SP:Iteration 6Q (28606.950000 sec): 3 clusters Score: Raw -1701546.375664 + Penalty 4525.459679 = -1697020.915984 nChanged 430 SP:Iteration 7Q (28607.120000 sec): 3 clusters Score: Raw -1701805.231099 + Penalty 4525.459679 = -1697279.771420 nChanged 404 SP:Iteration 8Q (28607.350000 sec): 3 clusters Score: Raw -1702038.834716 + Penalty 4525.459679 = -1697513.375036 nChanged 336 SP:Iteration 9Q (28607.540000 sec): 3 clusters Score: Raw -1702224.606663 + Penalty 4525.459679 = -1697699.146983 nChanged 295 SP:Iteration 10Q (28607.760000 sec): 3 clusters Score: Raw -1702379.916481 + Penalty 4525.459679 = -1697854.456802 nChanged 234 SP:Iteration 11Q (28608.000000 sec): 3 clusters Score: Raw -1702495.893686 + Penalty 4525.459679 = -1697970.434007 nChanged 188 SP:Iteration 12Q (28608.200000 sec): 3 clusters Score: Raw -1702591.916244 + Penalty 4525.459679 = -1698066.456565 nChanged 167 SP:Iteration 13Q (28608.440000 sec): 3 clusters Score: Raw -1702678.046231 + Penalty 4525.459679 = -1698152.586552 nChanged 145 SP:Iteration 14Q (28608.660000 sec): 3 clusters Score: Raw -1702740.243196 + Penalty 4525.459679 = -1698214.783517 nChanged 114 SP:Iteration 15Q (28608.900000 sec): 3 clusters Score: Raw -1702789.799449 + Penalty 4525.459679 = -1698264.339770 nChanged 98 SP:Iteration 16Q (28609.070000 sec): 3 clusters Score: Raw -1702836.483261 + Penalty 4525.459679 = -1698311.023582 nChanged 106 SP:Iteration 17Q (28609.240000 sec): 3 clusters Score: Raw -1702885.545401 + Penalty 4525.459679 = -1698360.085721 nChanged 92 SP:Iteration 18Q (28609.450000 sec): 3 clusters Score: Raw -1702932.768337 + Penalty 4525.459679 = -1698407.308658 nChanged 81 SP:Iteration 19Q (28609.680000 sec): 3 clusters Score: Raw -1702972.498968 + Penalty 4525.459679 = -1698447.039288 nChanged 73 SP:Iteration 20F (28609.870000 sec): 3 clusters Score: Raw -1703006.280806 + Penalty 4525.459679 = -1698480.821127 nChanged 80 SP:Iteration 21Q (28610.100000 sec): 3 clusters Score: Raw -1703045.722077 + Penalty 4525.459679 = -1698520.262398 nChanged 65 SP:Iteration 22Q (28610.310000 sec): 3 clusters Score: Raw -1703077.167323 + Penalty 4525.459679 = -1698551.707644 nChanged 49 SP:Iteration 23Q (28610.560000 sec): 3 clusters Score: Raw -1703100.929923 + Penalty 4525.459679 = -1698575.470243 nChanged 44 SP:Iteration 24Q (28610.750000 sec): 3 clusters Score: Raw -1703127.229397 + Penalty 4525.459679 = -1698601.769718 nChanged 42 SP:Iteration 25Q (28610.950000 sec): 3 clusters Score: Raw -1703148.581166 + Penalty 4525.459679 = -1698623.121486 nChanged 34 SP:Iteration 26Q (28611.190000 sec): 3 clusters Score: Raw -1703161.599691 + Penalty 4525.459679 = -1698636.140012 nChanged 30 SP:Iteration 27Q (28611.420000 sec): 3 clusters Score: Raw -1703174.084319 + Penalty 4525.459679 = -1698648.624640 nChanged 20 SP:Iteration 28Q (28611.620000 sec): 3 clusters Score: Raw -1703183.636712 + Penalty 4525.459679 = -1698658.177033 nChanged 20 SP:Iteration 29Q (28611.860000 sec): 3 clusters Score: Raw -1703191.664738 + Penalty 4525.459679 = -1698666.205058 nChanged 21 SP:Iteration 30Q (28612.050000 sec): 3 clusters Score: Raw -1703201.503648 + Penalty 4525.459679 = -1698676.043969 nChanged 14 SP:Iteration 31Q (28612.250000 sec): 3 clusters Score: Raw -1703206.622927 + Penalty 4525.459679 = -1698681.163247 nChanged 12 SP:Iteration 32Q (28612.490000 sec): 3 clusters Score: Raw -1703210.698875 + Penalty 4525.459679 = -1698685.239195 nChanged 8 SP:Iteration 33Q (28612.690000 sec): 3 clusters Score: Raw -1703213.996993 + Penalty 4525.459679 = -1698688.537313 nChanged 8 SP:Iteration 34Q (28612.910000 sec): 3 clusters Score: Raw -1703216.735672 + Penalty 4525.459679 = -1698691.275992 nChanged 8 SP:Iteration 35Q (28613.150000 sec): 3 clusters Score: Raw -1703219.913298 + Penalty 4525.459679 = -1698694.453618 nChanged 7 SP:Iteration 36Q (28613.360000 sec): 3 clusters Score: Raw -1703223.071444 + Penalty 4525.459679 = -1698697.611765 nChanged 10 SP:Iteration 37Q (28613.540000 sec): 3 clusters Score: Raw -1703226.819435 + Penalty 4525.459679 = -1698701.359756 nChanged 3 SP:Iteration 38Q (28613.690000 sec): 3 clusters Score: Raw -1703228.408013 + Penalty 4525.459679 = -1698702.948334 nChanged 4 SP:Iteration 39Q (28613.890000 sec): 3 clusters Score: Raw -1703229.996141 + Penalty 4525.459679 = -1698704.536462 nChanged 3 SP:Iteration 40F (28614.100000 sec): 3 clusters Score: Raw -1703231.608344 + Penalty 4525.459679 = -1698706.148665 nChanged 4 SP:Iteration 41Q (28614.320000 sec): 3 clusters Score: Raw -1703232.893813 + Penalty 4525.459679 = -1698707.434134 nChanged 5 SP:Iteration 42Q (28614.510000 sec): 3 clusters Score: Raw -1703235.150024 + Penalty 4525.459679 = -1698709.690345 nChanged 11 SP:Iteration 43Q (28614.720000 sec): 3 clusters Score: Raw -1703242.278124 + Penalty 4525.459679 = -1698716.818445 nChanged 7 SP:Iteration 44Q (28614.920000 sec): 3 clusters Score: Raw -1703245.004372 + Penalty 4525.459679 = -1698719.544693 nChanged 4 SP:Iteration 45Q (28615.150000 sec): 3 clusters Score: Raw -1703246.531075 + Penalty 4525.459679 = -1698721.071395 nChanged 5 SP:Iteration 46Q (28615.330000 sec): 3 clusters Score: Raw -1703249.745964 + Penalty 4525.459679 = -1698724.286284 nChanged 5 SP:Iteration 47Q (28615.550000 sec): 3 clusters Score: Raw -1703253.576285 + Penalty 4525.459679 = -1698728.116606 nChanged 8 SP:Iteration 48Q (28615.780000 sec): 3 clusters Score: Raw -1703256.944176 + Penalty 4525.459679 = -1698731.484496 nChanged 9 SP:Iteration 49Q (28615.960000 sec): 3 clusters Score: Raw -1703260.674054 + Penalty 4525.459679 = -1698735.214374 nChanged 8 SP:Iteration 50Q (28616.170000 sec): 3 clusters Score: Raw -1703264.713655 + Penalty 4525.459679 = -1698739.253976 nChanged 8 SP:Iteration 51Q (28616.390000 sec): 3 clusters Score: Raw -1703269.318683 + Penalty 4525.459679 = -1698743.859004 nChanged 9 SP:Iteration 52Q (28616.600000 sec): 3 clusters Score: Raw -1703273.767681 + Penalty 4525.459679 = -1698748.308002 nChanged 5 SP:Iteration 53Q (28616.830000 sec): 3 clusters Score: Raw -1703276.142154 + Penalty 4525.459679 = -1698750.682474 nChanged 7 SP:Iteration 54Q (28617.010000 sec): 3 clusters Score: Raw -1703279.742715 + Penalty 4525.459679 = -1698754.283035 nChanged 5 SP:Iteration 55Q (28617.270000 sec): 3 clusters Score: Raw -1703282.376557 + Penalty 4525.459679 = -1698756.916877 nChanged 5 SP:Iteration 56Q (28617.490000 sec): 3 clusters Score: Raw -1703285.131021 + Penalty 4525.459679 = -1698759.671341 nChanged 2 SP:Iteration 57Q (28617.660000 sec): 3 clusters Score: Raw -1703285.983610 + Penalty 4525.459679 = -1698760.523931 nChanged 1 SP:Iteration 58Q (28617.870000 sec): 3 clusters Score: Raw -1703286.643074 + Penalty 4525.459679 = -1698761.183395 nChanged 0 SP:Iteration 59F (28618.070000 sec): 3 clusters Score: Raw -1703286.643074 + Penalty 4525.459679 = -1698761.183395 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 12 (1645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28618.150000 sec): 2 clusters Score: Raw -298255.449682 + Penalty 1836.562924 = -296418.886757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28618.330000 sec): 3 clusters Score: Raw -297715.020262 + Penalty 3673.125849 = -294041.894413 nChanged 510 SP:Iteration 1F (28618.490000 sec): 3 clusters Score: Raw -298191.820098 + Penalty 3673.125849 = -294518.694249 nChanged 131 SP:Iteration 2F (28618.610000 sec): 3 clusters Score: Raw -298364.630178 + Penalty 3673.125849 = -294691.504329 nChanged 89 SP:Iteration 3F (28618.770000 sec): 3 clusters Score: Raw -298513.314904 + Penalty 3673.125849 = -294840.189055 nChanged 65 SP:Iteration 4Q (28618.990000 sec): 3 clusters Score: Raw -298605.261859 + Penalty 3673.125849 = -294932.136010 nChanged 52 SP:Iteration 5Q (28619.160000 sec): 3 clusters Score: Raw -298675.056428 + Penalty 3673.125849 = -295001.930579 nChanged 42 SP:Iteration 6Q (28619.280000 sec): 3 clusters Score: Raw -298723.042013 + Penalty 3673.125849 = -295049.916164 nChanged 32 SP:Iteration 7Q (28619.470000 sec): 3 clusters Score: Raw -298765.439060 + Penalty 3673.125849 = -295092.313211 nChanged 33 SP:Iteration 8Q (28619.700000 sec): 3 clusters Score: Raw -298806.220063 + Penalty 3673.125849 = -295133.094214 nChanged 25 SP:Iteration 9Q (28619.870000 sec): 3 clusters Score: Raw -298833.711091 + Penalty 3673.125849 = -295160.585242 nChanged 23 SP:Iteration 10Q (28620.040000 sec): 3 clusters Score: Raw -298868.988292 + Penalty 3673.125849 = -295195.862443 nChanged 32 SP:Iteration 11Q (28620.150000 sec): 3 clusters Score: Raw -298922.102945 + Penalty 3673.125849 = -295248.977097 nChanged 33 SP:Iteration 12Q (28620.290000 sec): 3 clusters Score: Raw -298961.701922 + Penalty 3673.125849 = -295288.576073 nChanged 29 SP:Iteration 13Q (28620.430000 sec): 3 clusters Score: Raw -299003.380136 + Penalty 3673.125849 = -295330.254287 nChanged 31 SP:Iteration 14Q (28620.530000 sec): 3 clusters Score: Raw -299055.087137 + Penalty 3673.125849 = -295381.961288 nChanged 36 SP:Iteration 15Q (28620.700000 sec): 3 clusters Score: Raw -299097.750854 + Penalty 3673.125849 = -295424.625005 nChanged 30 SP:Iteration 16Q (28620.930000 sec): 3 clusters Score: Raw -299124.032688 + Penalty 3673.125849 = -295450.906839 nChanged 20 SP:Iteration 17Q (28621.060000 sec): 3 clusters Score: Raw -299141.936517 + Penalty 3673.125849 = -295468.810668 nChanged 18 SP:Iteration 18Q (28621.230000 sec): 3 clusters Score: Raw -299164.683008 + Penalty 3673.125849 = -295491.557159 nChanged 16 SP:Iteration 19Q (28621.430000 sec): 3 clusters Score: Raw -299183.036737 + Penalty 3673.125849 = -295509.910888 nChanged 12 SP:Iteration 20F (28621.580000 sec): 3 clusters Score: Raw -299202.396425 + Penalty 3673.125849 = -295529.270576 nChanged 19 SP:Iteration 21Q (28621.770000 sec): 3 clusters Score: Raw -299225.940980 + Penalty 3673.125849 = -295552.815131 nChanged 15 SP:Iteration 22Q (28621.950000 sec): 3 clusters Score: Raw -299244.086732 + Penalty 3673.125849 = -295570.960884 nChanged 14 SP:Iteration 23Q (28622.090000 sec): 3 clusters Score: Raw -299255.933753 + Penalty 3673.125849 = -295582.807904 nChanged 12 SP:Iteration 24Q (28622.270000 sec): 3 clusters Score: Raw -299269.636135 + Penalty 3673.125849 = -295596.510286 nChanged 9 SP:Iteration 25Q (28622.420000 sec): 3 clusters Score: Raw -299278.570000 + Penalty 3673.125849 = -295605.444151 nChanged 6 SP:Iteration 26Q (28622.570000 sec): 3 clusters Score: Raw -299284.090665 + Penalty 3673.125849 = -295610.964816 nChanged 3 SP:Iteration 27Q (28622.790000 sec): 3 clusters Score: Raw -299286.476727 + Penalty 3673.125849 = -295613.350878 nChanged 2 SP:Iteration 28Q (28622.950000 sec): 3 clusters Score: Raw -299288.006296 + Penalty 3673.125849 = -295614.880447 nChanged 2 SP:Iteration 29Q (28623.120000 sec): 3 clusters Score: Raw -299289.788550 + Penalty 3673.125849 = -295616.662701 nChanged 3 SP:Iteration 30Q (28623.310000 sec): 3 clusters Score: Raw -299292.414166 + Penalty 3673.125849 = -295619.288317 nChanged 7 SP:Iteration 31Q (28623.470000 sec): 3 clusters Score: Raw -299301.022078 + Penalty 3673.125849 = -295627.896229 nChanged 6 SP:Iteration 32Q (28623.670000 sec): 3 clusters Score: Raw -299306.342238 + Penalty 3673.125849 = -295633.216389 nChanged 3 SP:Iteration 33Q (28623.860000 sec): 3 clusters Score: Raw -299309.077588 + Penalty 3673.125849 = -295635.951739 nChanged 2 SP:Iteration 34Q (28624.010000 sec): 3 clusters Score: Raw -299311.159166 + Penalty 3673.125849 = -295638.033317 nChanged 2 SP:Iteration 35Q (28624.200000 sec): 3 clusters Score: Raw -299312.878920 + Penalty 3673.125849 = -295639.753071 nChanged 5 SP:Iteration 36Q (28624.350000 sec): 3 clusters Score: Raw -299318.535871 + Penalty 3673.125849 = -295645.410022 nChanged 5 SP:Iteration 37Q (28624.510000 sec): 3 clusters Score: Raw -299322.357675 + Penalty 3673.125849 = -295649.231826 nChanged 5 SP:Iteration 38Q (28624.670000 sec): 3 clusters Score: Raw -299327.817616 + Penalty 3673.125849 = -295654.691767 nChanged 5 SP:Iteration 39Q (28624.850000 sec): 3 clusters Score: Raw -299331.995651 + Penalty 3673.125849 = -295658.869802 nChanged 4 SP:Iteration 40F (28624.980000 sec): 3 clusters Score: Raw -299336.817057 + Penalty 3673.125849 = -295663.691208 nChanged 6 SP:Iteration 41Q (28625.120000 sec): 3 clusters Score: Raw -299345.242903 + Penalty 3673.125849 = -295672.117054 nChanged 4 SP:Iteration 42Q (28625.250000 sec): 3 clusters Score: Raw -299349.357998 + Penalty 3673.125849 = -295676.232149 nChanged 1 SP:Iteration 43Q (28625.370000 sec): 3 clusters Score: Raw -299350.232595 + Penalty 3673.125849 = -295677.106746 nChanged 0 SP:Iteration 44F (28625.560000 sec): 3 clusters Score: Raw -299350.232595 + Penalty 3673.125849 = -295677.106746 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 14 (6471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28625.650000 sec): 2 clusters Score: Raw -1221296.851326 + Penalty 2176.221312 = -1219120.630014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28625.870000 sec): 3 clusters Score: Raw -1218070.662131 + Penalty 4352.442624 = -1213718.219507 nChanged 2506 SP:Iteration 1F (28626.090000 sec): 3 clusters Score: Raw -1219395.403988 + Penalty 4352.442624 = -1215042.961364 nChanged 474 SP:Iteration 2F (28626.280000 sec): 3 clusters Score: Raw -1219614.720641 + Penalty 4352.442624 = -1215262.278017 nChanged 301 SP:Iteration 3Q (28626.470000 sec): 3 clusters Score: Raw -1219735.159194 + Penalty 4352.442624 = -1215382.716570 nChanged 204 SP:Iteration 4Q (28626.710000 sec): 3 clusters Score: Raw -1219807.621924 + Penalty 4352.442624 = -1215455.179300 nChanged 157 SP:Iteration 5Q (28626.880000 sec): 3 clusters Score: Raw -1219867.257763 + Penalty 4352.442624 = -1215514.815139 nChanged 146 SP:Iteration 6Q (28627.070000 sec): 3 clusters Score: Raw -1219917.813745 + Penalty 4352.442624 = -1215565.371121 nChanged 105 SP:Iteration 7Q (28627.300000 sec): 3 clusters Score: Raw -1219947.981178 + Penalty 4352.442624 = -1215595.538554 nChanged 79 SP:Iteration 8Q (28627.480000 sec): 3 clusters Score: Raw -1219973.125645 + Penalty 4352.442624 = -1215620.683022 nChanged 74 SP:Iteration 9Q (28627.710000 sec): 3 clusters Score: Raw -1219992.691129 + Penalty 4352.442624 = -1215640.248506 nChanged 49 SP:Iteration 10Q (28627.890000 sec): 3 clusters Score: Raw -1220003.218572 + Penalty 4352.442624 = -1215650.775949 nChanged 41 SP:Iteration 11Q (28628.100000 sec): 3 clusters Score: Raw -1220014.328440 + Penalty 4352.442624 = -1215661.885816 nChanged 43 SP:Iteration 12Q (28628.320000 sec): 3 clusters Score: Raw -1220027.482566 + Penalty 4352.442624 = -1215675.039942 nChanged 49 SP:Iteration 13Q (28628.520000 sec): 3 clusters Score: Raw -1220041.792133 + Penalty 4352.442624 = -1215689.349510 nChanged 53 SP:Iteration 14Q (28628.760000 sec): 3 clusters Score: Raw -1220053.999377 + Penalty 4352.442624 = -1215701.556753 nChanged 46 SP:Iteration 15Q (28628.950000 sec): 3 clusters Score: Raw -1220065.911709 + Penalty 4352.442624 = -1215713.469085 nChanged 38 SP:Iteration 16Q (28629.130000 sec): 3 clusters Score: Raw -1220075.846946 + Penalty 4352.442624 = -1215723.404322 nChanged 44 SP:Iteration 17Q (28629.360000 sec): 3 clusters Score: Raw -1220089.098127 + Penalty 4352.442624 = -1215736.655503 nChanged 45 SP:Iteration 18Q (28629.560000 sec): 3 clusters Score: Raw -1220101.918246 + Penalty 4352.442624 = -1215749.475622 nChanged 52 SP:Iteration 19Q (28629.740000 sec): 3 clusters Score: Raw -1220115.830741 + Penalty 4352.442624 = -1215763.388117 nChanged 42 SP:Iteration 20F (28629.940000 sec): 3 clusters Score: Raw -1220126.756346 + Penalty 4352.442624 = -1215774.313722 nChanged 35 SP:Iteration 21Q (28630.160000 sec): 3 clusters Score: Raw -1220136.251230 + Penalty 4352.442624 = -1215783.808606 nChanged 31 SP:Iteration 22Q (28630.330000 sec): 3 clusters Score: Raw -1220144.342176 + Penalty 4352.442624 = -1215791.899553 nChanged 34 SP:Iteration 23Q (28630.530000 sec): 3 clusters Score: Raw -1220151.748149 + Penalty 4352.442624 = -1215799.305525 nChanged 32 SP:Iteration 24Q (28630.770000 sec): 3 clusters Score: Raw -1220158.583602 + Penalty 4352.442624 = -1215806.140978 nChanged 29 SP:Iteration 25Q (28630.940000 sec): 3 clusters Score: Raw -1220165.304223 + Penalty 4352.442624 = -1215812.861599 nChanged 25 SP:Iteration 26Q (28631.140000 sec): 3 clusters Score: Raw -1220171.605055 + Penalty 4352.442624 = -1215819.162431 nChanged 29 SP:Iteration 27Q (28631.330000 sec): 3 clusters Score: Raw -1220178.762824 + Penalty 4352.442624 = -1215826.320201 nChanged 33 SP:Iteration 28Q (28631.550000 sec): 3 clusters Score: Raw -1220188.496192 + Penalty 4352.442624 = -1215836.053568 nChanged 29 SP:Iteration 29Q (28631.790000 sec): 3 clusters Score: Raw -1220198.866660 + Penalty 4352.442624 = -1215846.424036 nChanged 38 SP:Iteration 30Q (28631.980000 sec): 3 clusters Score: Raw -1220210.581101 + Penalty 4352.442624 = -1215858.138477 nChanged 42 SP:Iteration 31Q (28632.200000 sec): 3 clusters Score: Raw -1220225.170898 + Penalty 4352.442624 = -1215872.728274 nChanged 52 SP:Iteration 32Q (28632.390000 sec): 3 clusters Score: Raw -1220243.080326 + Penalty 4352.442624 = -1215890.637702 nChanged 57 SP:Iteration 33Q (28632.580000 sec): 3 clusters Score: Raw -1220264.917991 + Penalty 4352.442624 = -1215912.475367 nChanged 68 SP:Iteration 34Q (28632.790000 sec): 3 clusters Score: Raw -1220291.967607 + Penalty 4352.442624 = -1215939.524983 nChanged 74 SP:Iteration 35Q (28633.020000 sec): 3 clusters Score: Raw -1220319.509849 + Penalty 4352.442624 = -1215967.067225 nChanged 80 SP:Iteration 36Q (28633.160000 sec): 3 clusters Score: Raw -1220354.636906 + Penalty 4352.442624 = -1216002.194282 nChanged 84 SP:Iteration 37Q (28633.370000 sec): 3 clusters Score: Raw -1220393.022454 + Penalty 4352.442624 = -1216040.579830 nChanged 104 SP:Iteration 38Q (28633.590000 sec): 3 clusters Score: Raw -1220438.776067 + Penalty 4352.442624 = -1216086.333443 nChanged 115 SP:Iteration 39Q (28633.790000 sec): 3 clusters Score: Raw -1220496.109016 + Penalty 4352.442624 = -1216143.666393 nChanged 133 SP:Iteration 40F (28634.020000 sec): 3 clusters Score: Raw -1220564.289972 + Penalty 4352.442624 = -1216211.847348 nChanged 136 SP:Iteration 41Q (28634.230000 sec): 3 clusters Score: Raw -1220631.295921 + Penalty 4352.442624 = -1216278.853297 nChanged 149 SP:Iteration 42Q (28634.430000 sec): 3 clusters Score: Raw -1220721.390298 + Penalty 4352.442624 = -1216368.947674 nChanged 175 SP:Iteration 43Q (28634.660000 sec): 3 clusters Score: Raw -1220842.506720 + Penalty 4352.442624 = -1216490.064096 nChanged 160 SP:Iteration 44Q (28634.830000 sec): 3 clusters Score: Raw -1220960.102478 + Penalty 4352.442624 = -1216607.659854 nChanged 165 SP:Iteration 45Q (28635.030000 sec): 3 clusters Score: Raw -1221088.228474 + Penalty 4352.442624 = -1216735.785850 nChanged 127 SP:Iteration 46Q (28635.210000 sec): 3 clusters Score: Raw -1221186.087981 + Penalty 4352.442624 = -1216833.645358 nChanged 112 SP:Iteration 47Q (28635.420000 sec): 3 clusters Score: Raw -1221276.728269 + Penalty 4352.442624 = -1216924.285645 nChanged 90 SP:Iteration 48Q (28635.650000 sec): 3 clusters Score: Raw -1221349.814664 + Penalty 4352.442624 = -1216997.372040 nChanged 71 SP:Iteration 49Q (28635.830000 sec): 3 clusters Score: Raw -1221409.893965 + Penalty 4352.442624 = -1217057.451341 nChanged 54 SP:Iteration 50Q (28636.070000 sec): 3 clusters Score: Raw -1221460.295678 + Penalty 4352.442624 = -1217107.853054 nChanged 52 SP:Iteration 51Q (28636.260000 sec): 3 clusters Score: Raw -1221510.907422 + Penalty 4352.442624 = -1217158.464798 nChanged 34 SP:Iteration 52Q (28636.420000 sec): 3 clusters Score: Raw -1221541.353129 + Penalty 4352.442624 = -1217188.910505 nChanged 21 SP:Iteration 53Q (28636.640000 sec): 3 clusters Score: Raw -1221559.035636 + Penalty 4352.442624 = -1217206.593012 nChanged 15 SP:Iteration 54Q (28636.870000 sec): 3 clusters Score: Raw -1221575.780021 + Penalty 4352.442624 = -1217223.337397 nChanged 18 SP:Iteration 55Q (28637.060000 sec): 3 clusters Score: Raw -1221595.044967 + Penalty 4352.442624 = -1217242.602343 nChanged 14 SP:Iteration 56Q (28637.250000 sec): 3 clusters Score: Raw -1221604.484261 + Penalty 4352.442624 = -1217252.041637 nChanged 4 SP:Iteration 57Q (28637.490000 sec): 3 clusters Score: Raw -1221608.033770 + Penalty 4352.442624 = -1217255.591147 nChanged 5 SP:Iteration 58Q (28637.720000 sec): 3 clusters Score: Raw -1221612.011116 + Penalty 4352.442624 = -1217259.568492 nChanged 7 SP:Iteration 59Q (28637.880000 sec): 3 clusters Score: Raw -1221616.692999 + Penalty 4352.442624 = -1217264.250375 nChanged 4 SP:Iteration 60F (28638.100000 sec): 3 clusters Score: Raw -1221620.545560 + Penalty 4352.442624 = -1217268.102936 nChanged 8 SP:Iteration 61Q (28638.260000 sec): 3 clusters Score: Raw -1221626.790758 + Penalty 4352.442624 = -1217274.348135 nChanged 6 SP:Iteration 62Q (28638.480000 sec): 3 clusters Score: Raw -1221632.109370 + Penalty 4352.442624 = -1217279.666746 nChanged 4 SP:Iteration 63Q (28638.680000 sec): 3 clusters Score: Raw -1221635.724184 + Penalty 4352.442624 = -1217283.281561 nChanged 2 SP:Iteration 64Q (28638.880000 sec): 3 clusters Score: Raw -1221637.143412 + Penalty 4352.442624 = -1217284.700788 nChanged 0 SP:Iteration 65F (28639.100000 sec): 3 clusters Score: Raw -1221637.143412 + Penalty 4352.442624 = -1217284.700788 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 15 (1315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28639.170000 sec): 2 clusters Score: Raw -223495.584861 + Penalty 1781.034802 = -221714.550059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28639.390000 sec): 3 clusters Score: Raw -223121.577323 + Penalty 3562.069605 = -219559.507719 nChanged 377 SP:Iteration 1F (28639.560000 sec): 3 clusters Score: Raw -223531.117343 + Penalty 3562.069605 = -219969.047738 nChanged 99 SP:Iteration 2F (28639.740000 sec): 3 clusters Score: Raw -223671.976192 + Penalty 3562.069605 = -220109.906587 nChanged 55 SP:Iteration 3Q (28639.960000 sec): 3 clusters Score: Raw -223750.390954 + Penalty 3562.069605 = -220188.321349 nChanged 41 SP:Iteration 4Q (28640.160000 sec): 3 clusters Score: Raw -223809.347142 + Penalty 3562.069605 = -220247.277538 nChanged 35 SP:Iteration 5Q (28640.340000 sec): 3 clusters Score: Raw -223852.914817 + Penalty 3562.069605 = -220290.845212 nChanged 34 SP:Iteration 6Q (28640.500000 sec): 3 clusters Score: Raw -223890.749026 + Penalty 3562.069605 = -220328.679422 nChanged 28 SP:Iteration 7Q (28640.730000 sec): 3 clusters Score: Raw -223925.409772 + Penalty 3562.069605 = -220363.340168 nChanged 28 SP:Iteration 8Q (28640.900000 sec): 3 clusters Score: Raw -223957.275130 + Penalty 3562.069605 = -220395.205526 nChanged 28 SP:Iteration 9Q (28641.030000 sec): 3 clusters Score: Raw -223988.795211 + Penalty 3562.069605 = -220426.725607 nChanged 15 SP:Iteration 10Q (28641.220000 sec): 3 clusters Score: Raw -224003.063717 + Penalty 3562.069605 = -220440.994113 nChanged 10 SP:Iteration 11Q (28641.380000 sec): 3 clusters Score: Raw -224015.073967 + Penalty 3562.069605 = -220453.004362 nChanged 7 SP:Iteration 12Q (28641.540000 sec): 3 clusters Score: Raw -224024.538294 + Penalty 3562.069605 = -220462.468690 nChanged 9 SP:Iteration 13Q (28641.700000 sec): 3 clusters Score: Raw -224034.860733 + Penalty 3562.069605 = -220472.791128 nChanged 8 SP:Iteration 14Q (28641.860000 sec): 3 clusters Score: Raw -224043.196668 + Penalty 3562.069605 = -220481.127064 nChanged 4 SP:Iteration 15Q (28641.980000 sec): 3 clusters Score: Raw -224048.916332 + Penalty 3562.069605 = -220486.846727 nChanged 2 SP:Iteration 16Q (28642.170000 sec): 3 clusters Score: Raw -224050.945251 + Penalty 3562.069605 = -220488.875646 nChanged 3 SP:Iteration 17Q (28642.320000 sec): 3 clusters Score: Raw -224052.253823 + Penalty 3562.069605 = -220490.184218 nChanged 1 SP:Iteration 18Q (28642.550000 sec): 3 clusters Score: Raw -224052.631322 + Penalty 3562.069605 = -220490.561717 nChanged 1 SP:Iteration 19Q (28642.730000 sec): 3 clusters Score: Raw -224053.448447 + Penalty 3562.069605 = -220491.378842 nChanged 2 SP:Iteration 20F (28642.890000 sec): 3 clusters Score: Raw -224055.447382 + Penalty 3562.069605 = -220493.377778 nChanged 1 SP:Iteration 21Q (28643.060000 sec): 3 clusters Score: Raw -224056.411517 + Penalty 3562.069605 = -220494.341912 nChanged 0 SP:Iteration 22F (28643.210000 sec): 3 clusters Score: Raw -224056.411517 + Penalty 3562.069605 = -220494.341912 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 16 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28643.340000 sec): 2 clusters Score: Raw -64296.042837 + Penalty 1495.609945 = -62800.432892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28643.480000 sec): 3 clusters Score: Raw -64463.503421 + Penalty 2991.219889 = -61472.283532 nChanged 84 SP:Iteration 1F (28643.650000 sec): 3 clusters Score: Raw -64683.666188 + Penalty 2991.219889 = -61692.446299 nChanged 20 SP:Iteration 2Q (28643.810000 sec): 3 clusters Score: Raw -64742.906997 + Penalty 2991.219889 = -61751.687108 nChanged 7 SP:Iteration 3Q (28643.980000 sec): 3 clusters Score: Raw -64758.390430 + Penalty 2991.219889 = -61767.170541 nChanged 6 SP:Iteration 4Q (28644.190000 sec): 3 clusters Score: Raw -64769.296332 + Penalty 2991.219889 = -61778.076443 nChanged 3 SP:Iteration 5Q (28644.330000 sec): 3 clusters Score: Raw -64780.240408 + Penalty 2991.219889 = -61789.020519 nChanged 4 SP:Iteration 6Q (28644.490000 sec): 3 clusters Score: Raw -64791.778233 + Penalty 2991.219889 = -61800.558344 nChanged 5 SP:Iteration 7Q (28644.680000 sec): 3 clusters Score: Raw -64808.556974 + Penalty 2991.219889 = -61817.337085 nChanged 4 SP:Iteration 8Q (28644.840000 sec): 3 clusters Score: Raw -64821.068940 + Penalty 2991.219889 = -61829.849051 nChanged 3 SP:Iteration 9Q (28645.050000 sec): 3 clusters Score: Raw -64842.164646 + Penalty 2991.219889 = -61850.944757 nChanged 6 SP:Iteration 10Q (28645.200000 sec): 3 clusters Score: Raw -64862.039814 + Penalty 2991.219889 = -61870.819925 nChanged 2 SP:Iteration 11Q (28645.410000 sec): 3 clusters Score: Raw -64871.562878 + Penalty 2991.219889 = -61880.342989 nChanged 0 SP:Iteration 12F (28645.560000 sec): 3 clusters Score: Raw -64871.562878 + Penalty 2991.219889 = -61880.342989 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 17 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28645.650000 sec): 2 clusters Score: Raw -61877.988191 + Penalty 1487.736267 = -60390.251924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28645.820000 sec): 3 clusters Score: Raw -61951.898590 + Penalty 2975.472535 = -58976.426055 nChanged 56 SP:Iteration 1F (28646.040000 sec): 3 clusters Score: Raw -62095.838839 + Penalty 2975.472535 = -59120.366304 nChanged 21 SP:Iteration 2F (28646.220000 sec): 3 clusters Score: Raw -62180.564098 + Penalty 2975.472535 = -59205.091563 nChanged 17 SP:Iteration 3Q (28646.380000 sec): 3 clusters Score: Raw -62251.402141 + Penalty 2975.472535 = -59275.929607 nChanged 14 SP:Iteration 4Q (28646.560000 sec): 3 clusters Score: Raw -62291.225513 + Penalty 2975.472535 = -59315.752978 nChanged 6 SP:Iteration 5Q (28646.760000 sec): 3 clusters Score: Raw -62311.707276 + Penalty 2975.472535 = -59336.234741 nChanged 5 SP:Iteration 6Q (28646.950000 sec): 3 clusters Score: Raw -62333.041652 + Penalty 2975.472535 = -59357.569117 nChanged 3 SP:Iteration 7Q (28647.100000 sec): 3 clusters Score: Raw -62352.093412 + Penalty 2975.472535 = -59376.620877 nChanged 5 SP:Iteration 8Q (28647.300000 sec): 3 clusters Score: Raw -62380.199280 + Penalty 2975.472535 = -59404.726745 nChanged 7 SP:Iteration 9Q (28647.470000 sec): 3 clusters Score: Raw -62418.912948 + Penalty 2975.472535 = -59443.440413 nChanged 3 SP:Iteration 10Q (28647.650000 sec): 3 clusters Score: Raw -62433.310915 + Penalty 2975.472535 = -59457.838380 nChanged 2 SP:Iteration 11Q (28647.850000 sec): 3 clusters Score: Raw -62440.992957 + Penalty 2975.472535 = -59465.520422 nChanged 1 SP:Iteration 12Q (28648.000000 sec): 3 clusters Score: Raw -62447.152153 + Penalty 2975.472535 = -59471.679618 nChanged 1 SP:Iteration 13Q (28648.160000 sec): 3 clusters Score: Raw -62456.084753 + Penalty 2975.472535 = -59480.612219 nChanged 1 SP:Iteration 14Q (28648.350000 sec): 3 clusters Score: Raw -62461.629344 + Penalty 2975.472535 = -59486.156809 nChanged 0 SP:Iteration 15F (28648.530000 sec): 3 clusters Score: Raw -62461.629344 + Penalty 2975.472535 = -59486.156809 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 18 (24233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28648.750000 sec): 2 clusters Score: Raw -4431580.542391 + Penalty 2503.676714 = -4429076.865677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28649.060000 sec): 3 clusters Score: Raw -4417273.461912 + Penalty 5007.353427 = -4412266.108485 nChanged 10769 SP:Iteration 1F (28649.340000 sec): 3 clusters Score: Raw -4423069.555099 + Penalty 5007.353427 = -4418062.201672 nChanged 1266 SP:Iteration 2F (28649.620000 sec): 3 clusters Score: Raw -4423523.238509 + Penalty 5007.353427 = -4418515.885081 nChanged 1140 SP:Iteration 3Q (28649.950000 sec): 3 clusters Score: Raw -4423945.146690 + Penalty 5007.353427 = -4418937.793263 nChanged 1076 SP:Iteration 4Q (28650.200000 sec): 3 clusters Score: Raw -4424359.832611 + Penalty 5007.353427 = -4419352.479183 nChanged 1048 SP:Iteration 5Q (28650.460000 sec): 3 clusters Score: Raw -4424803.307539 + Penalty 5007.353427 = -4419795.954112 nChanged 1093 SP:Iteration 6Q (28650.700000 sec): 3 clusters Score: Raw -4425322.414553 + Penalty 5007.353427 = -4420315.061126 nChanged 1132 SP:Iteration 7Q (28650.960000 sec): 3 clusters Score: Raw -4425886.325428 + Penalty 5007.353427 = -4420878.972001 nChanged 1136 SP:Iteration 8Q (28651.180000 sec): 3 clusters Score: Raw -4426517.998115 + Penalty 5007.353427 = -4421510.644687 nChanged 1246 SP:Iteration 9F (28651.410000 sec): 3 clusters Score: Raw -4427287.728052 + Penalty 5007.353427 = -4422280.374625 nChanged 1260 SP:Iteration 10F (28651.720000 sec): 3 clusters Score: Raw -4428128.642009 + Penalty 5007.353427 = -4423121.288581 nChanged 1249 SP:Iteration 11F (28651.950000 sec): 3 clusters Score: Raw -4429043.020626 + Penalty 5007.353427 = -4424035.667198 nChanged 1165 SP:Iteration 12Q (28652.250000 sec): 3 clusters Score: Raw -4429940.262148 + Penalty 5007.353427 = -4424932.908721 nChanged 914 SP:Iteration 13Q (28652.540000 sec): 3 clusters Score: Raw -4430653.523710 + Penalty 5007.353427 = -4425646.170283 nChanged 605 SP:Iteration 14Q (28652.810000 sec): 3 clusters Score: Raw -4431124.824212 + Penalty 5007.353427 = -4426117.470785 nChanged 388 SP:Iteration 15Q (28653.070000 sec): 3 clusters Score: Raw -4431403.173460 + Penalty 5007.353427 = -4426395.820033 nChanged 209 SP:Iteration 16Q (28653.330000 sec): 3 clusters Score: Raw -4431559.372346 + Penalty 5007.353427 = -4426552.018918 nChanged 121 SP:Iteration 17Q (28653.600000 sec): 3 clusters Score: Raw -4431652.937732 + Penalty 5007.353427 = -4426645.584304 nChanged 92 SP:Iteration 18Q (28653.880000 sec): 3 clusters Score: Raw -4431716.111891 + Penalty 5007.353427 = -4426708.758464 nChanged 53 SP:Iteration 19Q (28654.190000 sec): 3 clusters Score: Raw -4431759.841578 + Penalty 5007.353427 = -4426752.488150 nChanged 46 SP:Iteration 20F (28654.500000 sec): 3 clusters Score: Raw -4431793.654035 + Penalty 5007.353427 = -4426786.300607 nChanged 29 SP:Iteration 21Q (28654.780000 sec): 3 clusters Score: Raw -4431813.352373 + Penalty 5007.353427 = -4426805.998946 nChanged 16 SP:Iteration 22Q (28655.030000 sec): 3 clusters Score: Raw -4431828.415665 + Penalty 5007.353427 = -4426821.062238 nChanged 18 SP:Iteration 23Q (28655.350000 sec): 3 clusters Score: Raw -4431842.437056 + Penalty 5007.353427 = -4426835.083629 nChanged 16 SP:Iteration 24Q (28655.620000 sec): 3 clusters Score: Raw -4431856.797468 + Penalty 5007.353427 = -4426849.444041 nChanged 11 SP:Iteration 25Q (28655.880000 sec): 3 clusters Score: Raw -4431867.026275 + Penalty 5007.353427 = -4426859.672848 nChanged 6 SP:Iteration 26Q (28656.160000 sec): 3 clusters Score: Raw -4431872.895125 + Penalty 5007.353427 = -4426865.541697 nChanged 8 SP:Iteration 27Q (28656.470000 sec): 3 clusters Score: Raw -4431881.037143 + Penalty 5007.353427 = -4426873.683716 nChanged 11 SP:Iteration 28Q (28656.780000 sec): 3 clusters Score: Raw -4431892.508704 + Penalty 5007.353427 = -4426885.155277 nChanged 8 SP:Iteration 29Q (28657.070000 sec): 3 clusters Score: Raw -4431901.953489 + Penalty 5007.353427 = -4426894.600062 nChanged 6 SP:Iteration 30Q (28657.360000 sec): 3 clusters Score: Raw -4431908.568411 + Penalty 5007.353427 = -4426901.214984 nChanged 6 SP:Iteration 31Q (28657.680000 sec): 3 clusters Score: Raw -4431912.882432 + Penalty 5007.353427 = -4426905.529004 nChanged 5 SP:Iteration 32Q (28657.920000 sec): 3 clusters Score: Raw -4431917.217185 + Penalty 5007.353427 = -4426909.863758 nChanged 4 SP:Iteration 33Q (28658.240000 sec): 3 clusters Score: Raw -4431921.847790 + Penalty 5007.353427 = -4426914.494363 nChanged 2 SP:Iteration 34Q (28658.490000 sec): 3 clusters Score: Raw -4431924.049709 + Penalty 5007.353427 = -4426916.696281 nChanged 2 SP:Iteration 35Q (28658.690000 sec): 3 clusters Score: Raw -4431925.897871 + Penalty 5007.353427 = -4426918.544444 nChanged 1 SP:Iteration 36Q (28658.940000 sec): 3 clusters Score: Raw -4431926.730418 + Penalty 5007.353427 = -4426919.376991 nChanged 0 SP:Iteration 37F (28659.160000 sec): 3 clusters Score: Raw -4431926.730418 + Penalty 5007.353427 = -4426919.376991 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 19 (20324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28659.270000 sec): 2 clusters Score: Raw -3416564.148053 + Penalty 2460.050318 = -3414104.097735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28659.490000 sec): 3 clusters Score: Raw -3404841.240494 + Penalty 4920.100635 = -3399921.139859 nChanged 8852 SP:Iteration 1F (28659.700000 sec): 3 clusters Score: Raw -3409610.444033 + Penalty 4920.100635 = -3404690.343397 nChanged 1190 SP:Iteration 2F (28659.980000 sec): 3 clusters Score: Raw -3410137.802066 + Penalty 4920.100635 = -3405217.701431 nChanged 1120 SP:Iteration 3F (28660.220000 sec): 3 clusters Score: Raw -3410780.060232 + Penalty 4920.100635 = -3405859.959597 nChanged 1221 SP:Iteration 4F (28660.490000 sec): 3 clusters Score: Raw -3411605.914962 + Penalty 4920.100635 = -3406685.814327 nChanged 1175 SP:Iteration 5F (28660.750000 sec): 3 clusters Score: Raw -3412374.761323 + Penalty 4920.100635 = -3407454.660687 nChanged 1152 SP:Iteration 6F (28661.010000 sec): 3 clusters Score: Raw -3413084.790795 + Penalty 4920.100635 = -3408164.690160 nChanged 1082 SP:Iteration 7F (28661.250000 sec): 3 clusters Score: Raw -3413728.692279 + Penalty 4920.100635 = -3408808.591643 nChanged 1027 SP:Iteration 8F (28661.470000 sec): 3 clusters Score: Raw -3414318.662089 + Penalty 4920.100635 = -3409398.561453 nChanged 893 SP:Iteration 9Q (28661.720000 sec): 3 clusters Score: Raw -3414786.659109 + Penalty 4920.100635 = -3409866.558473 nChanged 782 SP:Iteration 10Q (28661.930000 sec): 3 clusters Score: Raw -3415225.303802 + Penalty 4920.100635 = -3410305.203166 nChanged 704 SP:Iteration 11Q (28662.210000 sec): 3 clusters Score: Raw -3415641.125929 + Penalty 4920.100635 = -3410721.025293 nChanged 646 SP:Iteration 12Q (28662.470000 sec): 3 clusters Score: Raw -3416032.859546 + Penalty 4920.100635 = -3411112.758910 nChanged 551 SP:Iteration 13Q (28662.750000 sec): 3 clusters Score: Raw -3416347.030191 + Penalty 4920.100635 = -3411426.929556 nChanged 490 SP:Iteration 14Q (28663.020000 sec): 3 clusters Score: Raw -3416596.367494 + Penalty 4920.100635 = -3411676.266859 nChanged 419 SP:Iteration 15Q (28663.250000 sec): 3 clusters Score: Raw -3416784.153534 + Penalty 4920.100635 = -3411864.052899 nChanged 346 SP:Iteration 16Q (28663.470000 sec): 3 clusters Score: Raw -3416928.153383 + Penalty 4920.100635 = -3412008.052747 nChanged 297 SP:Iteration 17Q (28663.720000 sec): 3 clusters Score: Raw -3417026.052598 + Penalty 4920.100635 = -3412105.951963 nChanged 251 SP:Iteration 18Q (28663.980000 sec): 3 clusters Score: Raw -3417100.038514 + Penalty 4920.100635 = -3412179.937879 nChanged 223 SP:Iteration 19Q (28664.250000 sec): 3 clusters Score: Raw -3417160.267129 + Penalty 4920.100635 = -3412240.166494 nChanged 193 SP:Iteration 20F (28664.490000 sec): 3 clusters Score: Raw -3417207.676536 + Penalty 4920.100635 = -3412287.575900 nChanged 176 SP:Iteration 21Q (28664.760000 sec): 3 clusters Score: Raw -3417244.114182 + Penalty 4920.100635 = -3412324.013546 nChanged 138 SP:Iteration 22Q (28665.010000 sec): 3 clusters Score: Raw -3417271.769021 + Penalty 4920.100635 = -3412351.668386 nChanged 131 SP:Iteration 23Q (28665.280000 sec): 3 clusters Score: Raw -3417296.443952 + Penalty 4920.100635 = -3412376.343317 nChanged 108 SP:Iteration 24Q (28665.530000 sec): 3 clusters Score: Raw -3417318.472252 + Penalty 4920.100635 = -3412398.371617 nChanged 107 SP:Iteration 25Q (28665.790000 sec): 3 clusters Score: Raw -3417339.448980 + Penalty 4920.100635 = -3412419.348344 nChanged 102 SP:Iteration 26Q (28666.030000 sec): 3 clusters Score: Raw -3417358.263074 + Penalty 4920.100635 = -3412438.162439 nChanged 93 SP:Iteration 27Q (28666.330000 sec): 3 clusters Score: Raw -3417375.067021 + Penalty 4920.100635 = -3412454.966386 nChanged 96 SP:Iteration 28Q (28666.560000 sec): 3 clusters Score: Raw -3417395.310047 + Penalty 4920.100635 = -3412475.209412 nChanged 104 SP:Iteration 29Q (28666.780000 sec): 3 clusters Score: Raw -3417417.546809 + Penalty 4920.100635 = -3412497.446174 nChanged 100 SP:Iteration 30Q (28667.050000 sec): 3 clusters Score: Raw -3417441.754621 + Penalty 4920.100635 = -3412521.653986 nChanged 116 SP:Iteration 31Q (28667.330000 sec): 3 clusters Score: Raw -3417467.307570 + Penalty 4920.100635 = -3412547.206935 nChanged 109 SP:Iteration 32Q (28667.590000 sec): 3 clusters Score: Raw -3417492.451541 + Penalty 4920.100635 = -3412572.350905 nChanged 111 SP:Iteration 33Q (28667.870000 sec): 3 clusters Score: Raw -3417514.783989 + Penalty 4920.100635 = -3412594.683354 nChanged 101 SP:Iteration 34Q (28668.110000 sec): 3 clusters Score: Raw -3417539.360152 + Penalty 4920.100635 = -3412619.259516 nChanged 105 SP:Iteration 35Q (28668.350000 sec): 3 clusters Score: Raw -3417561.107627 + Penalty 4920.100635 = -3412641.006992 nChanged 89 SP:Iteration 36Q (28668.640000 sec): 3 clusters Score: Raw -3417577.665074 + Penalty 4920.100635 = -3412657.564439 nChanged 85 SP:Iteration 37Q (28668.940000 sec): 3 clusters Score: Raw -3417595.459184 + Penalty 4920.100635 = -3412675.358549 nChanged 78 SP:Iteration 38Q (28669.210000 sec): 3 clusters Score: Raw -3417609.804439 + Penalty 4920.100635 = -3412689.703804 nChanged 85 SP:Iteration 39Q (28669.470000 sec): 3 clusters Score: Raw -3417628.159673 + Penalty 4920.100635 = -3412708.059038 nChanged 91 SP:Iteration 40F (28669.760000 sec): 3 clusters Score: Raw -3417646.947176 + Penalty 4920.100635 = -3412726.846540 nChanged 94 SP:Iteration 41Q (28669.970000 sec): 3 clusters Score: Raw -3417665.400455 + Penalty 4920.100635 = -3412745.299820 nChanged 88 SP:Iteration 42Q (28670.210000 sec): 3 clusters Score: Raw -3417682.511715 + Penalty 4920.100635 = -3412762.411079 nChanged 77 SP:Iteration 43Q (28670.530000 sec): 3 clusters Score: Raw -3417695.474243 + Penalty 4920.100635 = -3412775.373608 nChanged 63 SP:Iteration 44Q (28670.820000 sec): 3 clusters Score: Raw -3417705.021578 + Penalty 4920.100635 = -3412784.920943 nChanged 51 SP:Iteration 45Q (28671.110000 sec): 3 clusters Score: Raw -3417712.374338 + Penalty 4920.100635 = -3412792.273703 nChanged 47 SP:Iteration 46Q (28671.350000 sec): 3 clusters Score: Raw -3417719.394647 + Penalty 4920.100635 = -3412799.294012 nChanged 45 SP:Iteration 47Q (28671.640000 sec): 3 clusters Score: Raw -3417726.341876 + Penalty 4920.100635 = -3412806.241241 nChanged 47 SP:Iteration 48Q (28671.910000 sec): 3 clusters Score: Raw -3417733.696876 + Penalty 4920.100635 = -3412813.596240 nChanged 50 SP:Iteration 49Q (28672.190000 sec): 3 clusters Score: Raw -3417740.151306 + Penalty 4920.100635 = -3412820.050671 nChanged 37 SP:Iteration 50Q (28672.470000 sec): 3 clusters Score: Raw -3417744.289097 + Penalty 4920.100635 = -3412824.188462 nChanged 27 SP:Iteration 51Q (28672.750000 sec): 3 clusters Score: Raw -3417747.577847 + Penalty 4920.100635 = -3412827.477211 nChanged 29 SP:Iteration 52Q (28672.960000 sec): 3 clusters Score: Raw -3417751.420505 + Penalty 4920.100635 = -3412831.319869 nChanged 35 SP:Iteration 53Q (28673.250000 sec): 3 clusters Score: Raw -3417755.760370 + Penalty 4920.100635 = -3412835.659734 nChanged 36 SP:Iteration 54Q (28673.500000 sec): 3 clusters Score: Raw -3417759.838040 + Penalty 4920.100635 = -3412839.737404 nChanged 28 SP:Iteration 55Q (28673.770000 sec): 3 clusters Score: Raw -3417763.210430 + Penalty 4920.100635 = -3412843.109795 nChanged 31 SP:Iteration 56Q (28674.070000 sec): 3 clusters Score: Raw -3417767.033409 + Penalty 4920.100635 = -3412846.932774 nChanged 26 SP:Iteration 57Q (28674.330000 sec): 3 clusters Score: Raw -3417770.426033 + Penalty 4920.100635 = -3412850.325397 nChanged 22 SP:Iteration 58Q (28674.610000 sec): 3 clusters Score: Raw -3417773.391652 + Penalty 4920.100635 = -3412853.291017 nChanged 26 SP:Iteration 59Q (28674.800000 sec): 3 clusters Score: Raw -3417776.921627 + Penalty 4920.100635 = -3412856.820991 nChanged 35 SP:Iteration 60F (28674.990000 sec): 3 clusters Score: Raw -3417782.182593 + Penalty 4920.100635 = -3412862.081957 nChanged 49 SP:Iteration 61Q (28675.190000 sec): 3 clusters Score: Raw -3417788.940579 + Penalty 4920.100635 = -3412868.839944 nChanged 45 SP:Iteration 62Q (28675.430000 sec): 3 clusters Score: Raw -3417795.928264 + Penalty 4920.100635 = -3412875.827629 nChanged 42 SP:Iteration 63Q (28675.630000 sec): 3 clusters Score: Raw -3417802.421593 + Penalty 4920.100635 = -3412882.320958 nChanged 32 SP:Iteration 64Q (28675.860000 sec): 3 clusters Score: Raw -3417806.750020 + Penalty 4920.100635 = -3412886.649384 nChanged 45 SP:Iteration 65Q (28676.110000 sec): 3 clusters Score: Raw -3417813.072356 + Penalty 4920.100635 = -3412892.971721 nChanged 41 SP:Iteration 66Q (28676.310000 sec): 3 clusters Score: Raw -3417818.238092 + Penalty 4920.100635 = -3412898.137457 nChanged 36 SP:Iteration 67Q (28676.510000 sec): 3 clusters Score: Raw -3417823.658271 + Penalty 4920.100635 = -3412903.557636 nChanged 45 SP:Iteration 68Q (28676.830000 sec): 3 clusters Score: Raw -3417830.265803 + Penalty 4920.100635 = -3412910.165167 nChanged 48 SP:Iteration 69Q (28677.050000 sec): 3 clusters Score: Raw -3417837.858002 + Penalty 4920.100635 = -3412917.757366 nChanged 55 SP:Iteration 70Q (28677.280000 sec): 3 clusters Score: Raw -3417846.091363 + Penalty 4920.100635 = -3412925.990728 nChanged 46 SP:Iteration 71Q (28677.510000 sec): 3 clusters Score: Raw -3417852.917046 + Penalty 4920.100635 = -3412932.816410 nChanged 38 SP:Iteration 72Q (28677.790000 sec): 3 clusters Score: Raw -3417857.758865 + Penalty 4920.100635 = -3412937.658229 nChanged 39 SP:Iteration 73Q (28678.030000 sec): 3 clusters Score: Raw -3417863.549451 + Penalty 4920.100635 = -3412943.448816 nChanged 31 SP:Iteration 74Q (28678.270000 sec): 3 clusters Score: Raw -3417867.917539 + Penalty 4920.100635 = -3412947.816904 nChanged 27 SP:Iteration 75Q (28678.500000 sec): 3 clusters Score: Raw -3417871.039374 + Penalty 4920.100635 = -3412950.938739 nChanged 18 SP:Iteration 76Q (28678.710000 sec): 3 clusters Score: Raw -3417873.241308 + Penalty 4920.100635 = -3412953.140673 nChanged 15 SP:Iteration 77Q (28678.930000 sec): 3 clusters Score: Raw -3417875.254775 + Penalty 4920.100635 = -3412955.154140 nChanged 12 SP:Iteration 78Q (28679.130000 sec): 3 clusters Score: Raw -3417876.630963 + Penalty 4920.100635 = -3412956.530327 nChanged 14 SP:Iteration 79Q (28679.370000 sec): 3 clusters Score: Raw -3417878.352712 + Penalty 4920.100635 = -3412958.252076 nChanged 14 SP:Iteration 80F (28679.570000 sec): 3 clusters Score: Raw -3417879.831320 + Penalty 4920.100635 = -3412959.730684 nChanged 13 SP:Iteration 81Q (28679.870000 sec): 3 clusters Score: Raw -3417881.161081 + Penalty 4920.100635 = -3412961.060446 nChanged 9 SP:Iteration 82Q (28680.120000 sec): 3 clusters Score: Raw -3417881.898801 + Penalty 4920.100635 = -3412961.798166 nChanged 5 SP:Iteration 83Q (28680.350000 sec): 3 clusters Score: Raw -3417882.386700 + Penalty 4920.100635 = -3412962.286064 nChanged 3 SP:Iteration 84Q (28680.600000 sec): 3 clusters Score: Raw -3417882.592746 + Penalty 4920.100635 = -3412962.492111 nChanged 1 SP:Iteration 85Q (28680.850000 sec): 3 clusters Score: Raw -3417882.656143 + Penalty 4920.100635 = -3412962.555508 nChanged 1 SP:Iteration 86Q (28681.140000 sec): 3 clusters Score: Raw -3417882.751150 + Penalty 4920.100635 = -3412962.650515 nChanged 2 SP:Iteration 87Q (28681.380000 sec): 3 clusters Score: Raw -3417882.866951 + Penalty 4920.100635 = -3412962.766315 nChanged 0 SP:Iteration 88F (28681.630000 sec): 3 clusters Score: Raw -3417882.866951 + Penalty 4920.100635 = -3412962.766315 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 20 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28681.750000 sec): 2 clusters Score: Raw -62128.527083 + Penalty 1488.350890 = -60640.176194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28681.960000 sec): 3 clusters Score: Raw -62253.257889 + Penalty 2976.701779 = -59276.556109 nChanged 80 SP:Iteration 1F (28682.100000 sec): 3 clusters Score: Raw -62464.475323 + Penalty 2976.701779 = -59487.773543 nChanged 23 SP:Iteration 2F (28682.300000 sec): 3 clusters Score: Raw -62550.048412 + Penalty 2976.701779 = -59573.346632 nChanged 19 SP:Iteration 3Q (28682.440000 sec): 3 clusters Score: Raw -62633.566070 + Penalty 2976.701779 = -59656.864290 nChanged 11 SP:Iteration 4Q (28682.640000 sec): 3 clusters Score: Raw -62667.790879 + Penalty 2976.701779 = -59691.089100 nChanged 2 SP:Iteration 5Q (28682.820000 sec): 3 clusters Score: Raw -62671.132353 + Penalty 2976.701779 = -59694.430573 nChanged 1 SP:Iteration 6Q (28682.920000 sec): 3 clusters Score: Raw -62673.275169 + Penalty 2976.701779 = -59696.573390 nChanged 1 SP:Iteration 7Q (28683.110000 sec): 3 clusters Score: Raw -62679.276165 + Penalty 2976.701779 = -59702.574386 nChanged 1 SP:Iteration 8Q (28683.270000 sec): 3 clusters Score: Raw -62684.567653 + Penalty 2976.701779 = -59707.865874 nChanged 0 SP:Iteration 9F (28683.460000 sec): 3 clusters Score: Raw -62684.567653 + Penalty 2976.701779 = -59707.865874 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 21 (755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28683.550000 sec): 2 clusters Score: Raw -135645.218268 + Penalty 1643.426002 = -134001.792266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28683.710000 sec): 3 clusters Score: Raw -135507.540470 + Penalty 3286.852004 = -132220.688467 nChanged 169 SP:Iteration 1F (28683.920000 sec): 3 clusters Score: Raw -135743.156370 + Penalty 3286.852004 = -132456.304367 nChanged 31 SP:Iteration 2Q (28684.060000 sec): 3 clusters Score: Raw -135791.866044 + Penalty 3286.852004 = -132505.014040 nChanged 17 SP:Iteration 3Q (28684.270000 sec): 3 clusters Score: Raw -135816.640836 + Penalty 3286.852004 = -132529.788832 nChanged 14 SP:Iteration 4Q (28684.420000 sec): 3 clusters Score: Raw -135847.106522 + Penalty 3286.852004 = -132560.254518 nChanged 11 SP:Iteration 5Q (28684.580000 sec): 3 clusters Score: Raw -135866.292902 + Penalty 3286.852004 = -132579.440898 nChanged 6 SP:Iteration 6Q (28684.780000 sec): 3 clusters Score: Raw -135876.157060 + Penalty 3286.852004 = -132589.305056 nChanged 7 SP:Iteration 7Q (28684.950000 sec): 3 clusters Score: Raw -135888.261461 + Penalty 3286.852004 = -132601.409457 nChanged 5 SP:Iteration 8Q (28685.120000 sec): 3 clusters Score: Raw -135897.137874 + Penalty 3286.852004 = -132610.285871 nChanged 3 SP:Iteration 9Q (28685.280000 sec): 3 clusters Score: Raw -135902.646810 + Penalty 3286.852004 = -132615.794806 nChanged 2 SP:Iteration 10Q (28685.450000 sec): 3 clusters Score: Raw -135905.803709 + Penalty 3286.852004 = -132618.951706 nChanged 0 SP:Iteration 11F (28685.620000 sec): 3 clusters Score: Raw -135905.803709 + Penalty 3286.852004 = -132618.951706 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 22 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28685.700000 sec): 2 clusters Score: Raw -31160.943936 + Penalty 1360.229640 = -29800.714297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28685.880000 sec): 3 clusters Score: Raw -31480.596729 + Penalty 2720.459279 = -28760.137450 nChanged 47 SP:Iteration 1F (28686.000000 sec): 3 clusters Score: Raw -31642.965943 + Penalty 2720.459279 = -28922.506663 nChanged 14 SP:Iteration 2F (28686.220000 sec): 3 clusters Score: Raw -31699.849265 + Penalty 2720.459279 = -28979.389986 nChanged 6 SP:Iteration 3Q (28686.370000 sec): 3 clusters Score: Raw -31744.223759 + Penalty 2720.459279 = -29023.764480 nChanged 3 SP:Iteration 4Q (28686.560000 sec): 3 clusters Score: Raw -31764.061928 + Penalty 2720.459279 = -29043.602649 nChanged 2 SP:Iteration 5Q (28686.740000 sec): 3 clusters Score: Raw -31767.081006 + Penalty 2720.459279 = -29046.621727 nChanged 1 SP:Iteration 6Q (28686.900000 sec): 3 clusters Score: Raw -31769.110262 + Penalty 2720.459279 = -29048.650983 nChanged 0 SP:Iteration 7F (28687.020000 sec): 3 clusters Score: Raw -31769.110262 + Penalty 2720.459279 = -29048.650983 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 23 (178525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28687.880000 sec): 2 clusters Score: Raw -34337934.003654 + Penalty 2998.936014 = -34334935.067640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28688.990000 sec): 3 clusters Score: Raw -34221361.124843 + Penalty 5997.872028 = -34215363.252815 nChanged 85497 SP:Iteration 1F (28690.000000 sec): 3 clusters Score: Raw -34270802.945036 + Penalty 5997.872028 = -34264805.073008 nChanged 5092 SP:Iteration 2Q (28691.080000 sec): 3 clusters Score: Raw -34271838.855521 + Penalty 5997.872028 = -34265840.983494 nChanged 5553 SP:Iteration 3Q (28692.170000 sec): 3 clusters Score: Raw -34273220.668528 + Penalty 5997.872028 = -34267222.796500 nChanged 6411 SP:Iteration 4Q (28693.260000 sec): 3 clusters Score: Raw -34275098.434692 + Penalty 5997.872028 = -34269100.562665 nChanged 7318 SP:Iteration 5Q (28694.410000 sec): 3 clusters Score: Raw -34277611.226438 + Penalty 5997.872028 = -34271613.354411 nChanged 8363 SP:Iteration 6Q (28695.530000 sec): 3 clusters Score: Raw -34280749.032175 + Penalty 5997.872028 = -34274751.160148 nChanged 8781 SP:Iteration 7Q (28696.600000 sec): 3 clusters Score: Raw -34284156.230784 + Penalty 5997.872028 = -34278158.358757 nChanged 8564 SP:Iteration 8Q (28697.770000 sec): 3 clusters Score: Raw -34287534.970823 + Penalty 5997.872028 = -34281537.098796 nChanged 8192 SP:Iteration 9Q (28698.930000 sec): 3 clusters Score: Raw -34290730.715920 + Penalty 5997.872028 = -34284732.843892 nChanged 7493 SP:Iteration 10Q (28700.040000 sec): 3 clusters Score: Raw -34293470.973668 + Penalty 5997.872028 = -34287473.101641 nChanged 6726 SP:Iteration 11Q (28701.210000 sec): 3 clusters Score: Raw -34295656.825890 + Penalty 5997.872028 = -34289658.953863 nChanged 5870 SP:Iteration 12Q (28702.370000 sec): 3 clusters Score: Raw -34297362.077971 + Penalty 5997.872028 = -34291364.205944 nChanged 5223 SP:Iteration 13Q (28703.500000 sec): 3 clusters Score: Raw -34298870.645935 + Penalty 5997.872028 = -34292872.773907 nChanged 5127 SP:Iteration 14Q (28704.630000 sec): 3 clusters Score: Raw -34300413.583417 + Penalty 5997.872028 = -34294415.711389 nChanged 5646 SP:Iteration 15Q (28705.770000 sec): 3 clusters Score: Raw -34302268.543635 + Penalty 5997.872028 = -34296270.671608 nChanged 6598 SP:Iteration 16Q (28706.890000 sec): 3 clusters Score: Raw -34304644.074523 + Penalty 5997.872028 = -34298646.202496 nChanged 7434 SP:Iteration 17Q (28708.040000 sec): 3 clusters Score: Raw -34307606.257343 + Penalty 5997.872028 = -34301608.385315 nChanged 8306 SP:Iteration 18Q (28709.140000 sec): 3 clusters Score: Raw -34311362.740198 + Penalty 5997.872028 = -34305364.868171 nChanged 8833 SP:Iteration 19Q (28710.210000 sec): 3 clusters Score: Raw -34315784.199238 + Penalty 5997.872028 = -34309786.327210 nChanged 8947 SP:Iteration 20F (28711.270000 sec): 3 clusters Score: Raw -34320691.362552 + Penalty 5997.872028 = -34314693.490524 nChanged 8411 SP:Iteration 21Q (28712.320000 sec): 3 clusters Score: Raw -34325527.888708 + Penalty 5997.872028 = -34319530.016681 nChanged 7172 SP:Iteration 22Q (28713.370000 sec): 3 clusters Score: Raw -34329761.861309 + Penalty 5997.872028 = -34323763.989282 nChanged 5563 SP:Iteration 23Q (28714.440000 sec): 3 clusters Score: Raw -34332963.653317 + Penalty 5997.872028 = -34326965.781290 nChanged 3823 SP:Iteration 24Q (28715.480000 sec): 3 clusters Score: Raw -34335033.769233 + Penalty 5997.872028 = -34329035.897206 nChanged 2526 SP:Iteration 25Q (28716.590000 sec): 3 clusters Score: Raw -34336325.809512 + Penalty 5997.872028 = -34330327.937484 nChanged 1577 SP:Iteration 26Q (28717.620000 sec): 3 clusters Score: Raw -34337099.174573 + Penalty 5997.872028 = -34331101.302546 nChanged 1007 SP:Iteration 27Q (28718.570000 sec): 3 clusters Score: Raw -34337578.897080 + Penalty 5997.872028 = -34331581.025053 nChanged 616 SP:Iteration 28Q (28719.670000 sec): 3 clusters Score: Raw -34337870.035853 + Penalty 5997.872028 = -34331872.163826 nChanged 424 SP:Iteration 29Q (28720.680000 sec): 3 clusters Score: Raw -34338053.441756 + Penalty 5997.872028 = -34332055.569729 nChanged 294 SP:Iteration 30Q (28721.680000 sec): 3 clusters Score: Raw -34338174.265172 + Penalty 5997.872028 = -34332176.393145 nChanged 219 SP:Iteration 31Q (28722.570000 sec): 3 clusters Score: Raw -34338261.741453 + Penalty 5997.872028 = -34332263.869426 nChanged 163 SP:Iteration 32Q (28723.450000 sec): 3 clusters Score: Raw -34338321.415215 + Penalty 5997.872028 = -34332323.543187 nChanged 112 SP:Iteration 33Q (28724.290000 sec): 3 clusters Score: Raw -34338360.781769 + Penalty 5997.872028 = -34332362.909741 nChanged 94 SP:Iteration 34Q (28725.090000 sec): 3 clusters Score: Raw -34338393.397277 + Penalty 5997.872028 = -34332395.525249 nChanged 75 SP:Iteration 35Q (28725.890000 sec): 3 clusters Score: Raw -34338420.644345 + Penalty 5997.872028 = -34332422.772317 nChanged 69 SP:Iteration 36Q (28726.780000 sec): 3 clusters Score: Raw -34338447.691193 + Penalty 5997.872028 = -34332449.819165 nChanged 63 SP:Iteration 37Q (28727.720000 sec): 3 clusters Score: Raw -34338471.042656 + Penalty 5997.872028 = -34332473.170629 nChanged 68 SP:Iteration 38Q (28728.640000 sec): 3 clusters Score: Raw -34338495.084408 + Penalty 5997.872028 = -34332497.212381 nChanged 54 SP:Iteration 39Q (28729.500000 sec): 3 clusters Score: Raw -34338513.689262 + Penalty 5997.872028 = -34332515.817235 nChanged 40 SP:Iteration 40F (28730.510000 sec): 3 clusters Score: Raw -34338526.631950 + Penalty 5997.872028 = -34332528.759923 nChanged 30 SP:Iteration 41Q (28731.410000 sec): 3 clusters Score: Raw -34338535.796087 + Penalty 5997.872028 = -34332537.924060 nChanged 33 SP:Iteration 42Q (28732.230000 sec): 3 clusters Score: Raw -34338546.263180 + Penalty 5997.872028 = -34332548.391152 nChanged 25 SP:Iteration 43Q (28733.080000 sec): 3 clusters Score: Raw -34338553.143534 + Penalty 5997.872028 = -34332555.271506 nChanged 15 SP:Iteration 44Q (28733.940000 sec): 3 clusters Score: Raw -34338557.682131 + Penalty 5997.872028 = -34332559.810103 nChanged 17 SP:Iteration 45Q (28734.820000 sec): 3 clusters Score: Raw -34338562.765063 + Penalty 5997.872028 = -34332564.893035 nChanged 16 SP:Iteration 46Q (28735.760000 sec): 3 clusters Score: Raw -34338567.812895 + Penalty 5997.872028 = -34332569.940867 nChanged 15 SP:Iteration 47Q (28736.640000 sec): 3 clusters Score: Raw -34338572.851202 + Penalty 5997.872028 = -34332574.979175 nChanged 17 SP:Iteration 48Q (28737.560000 sec): 3 clusters Score: Raw -34338578.667950 + Penalty 5997.872028 = -34332580.795923 nChanged 15 SP:Iteration 49Q (28738.460000 sec): 3 clusters Score: Raw -34338582.846046 + Penalty 5997.872028 = -34332584.974019 nChanged 10 SP:Iteration 50Q (28739.370000 sec): 3 clusters Score: Raw -34338585.766524 + Penalty 5997.872028 = -34332587.894497 nChanged 9 SP:Iteration 51Q (28740.370000 sec): 3 clusters Score: Raw -34338588.685590 + Penalty 5997.872028 = -34332590.813563 nChanged 7 SP:Iteration 52Q (28741.250000 sec): 3 clusters Score: Raw -34338591.138455 + Penalty 5997.872028 = -34332593.266428 nChanged 11 SP:Iteration 53Q (28742.170000 sec): 3 clusters Score: Raw -34338594.303735 + Penalty 5997.872028 = -34332596.431708 nChanged 7 SP:Iteration 54Q (28743.010000 sec): 3 clusters Score: Raw -34338596.562321 + Penalty 5997.872028 = -34332598.690293 nChanged 10 SP:Iteration 55Q (28743.820000 sec): 3 clusters Score: Raw -34338599.705205 + Penalty 5997.872028 = -34332601.833177 nChanged 10 SP:Iteration 56Q (28744.690000 sec): 3 clusters Score: Raw -34338602.497673 + Penalty 5997.872028 = -34332604.625645 nChanged 11 SP:Iteration 57Q (28745.620000 sec): 3 clusters Score: Raw -34338605.805601 + Penalty 5997.872028 = -34332607.933574 nChanged 8 SP:Iteration 58Q (28746.540000 sec): 3 clusters Score: Raw -34338607.859874 + Penalty 5997.872028 = -34332609.987847 nChanged 3 SP:Iteration 59Q (28747.490000 sec): 3 clusters Score: Raw -34338608.647902 + Penalty 5997.872028 = -34332610.775875 nChanged 2 SP:Iteration 60F (28748.570000 sec): 3 clusters Score: Raw -34338609.153615 + Penalty 5997.872028 = -34332611.281588 nChanged 1 SP:Iteration 61Q (28749.540000 sec): 3 clusters Score: Raw -34338609.489066 + Penalty 5997.872028 = -34332611.617039 nChanged 1 SP:Iteration 62Q (28750.560000 sec): 3 clusters Score: Raw -34338609.797699 + Penalty 5997.872028 = -34332611.925671 nChanged 1 SP:Iteration 63Q (28751.490000 sec): 3 clusters Score: Raw -34338610.137965 + Penalty 5997.872028 = -34332612.265937 nChanged 1 SP:Iteration 64Q (28752.420000 sec): 3 clusters Score: Raw -34338610.440281 + Penalty 5997.872028 = -34332612.568254 nChanged 1 SP:Iteration 65Q (28753.360000 sec): 3 clusters Score: Raw -34338610.763027 + Penalty 5997.872028 = -34332612.890999 nChanged 3 SP:Iteration 66Q (28754.220000 sec): 3 clusters Score: Raw -34338611.634469 + Penalty 5997.872028 = -34332613.762442 nChanged 2 SP:Iteration 67Q (28755.110000 sec): 3 clusters Score: Raw -34338612.235914 + Penalty 5997.872028 = -34332614.363887 nChanged 4 SP:Iteration 68Q (28755.980000 sec): 3 clusters Score: Raw -34338613.296199 + Penalty 5997.872028 = -34332615.424172 nChanged 4 SP:Iteration 69Q (28756.880000 sec): 3 clusters Score: Raw -34338614.410813 + Penalty 5997.872028 = -34332616.538786 nChanged 4 SP:Iteration 70Q (28757.780000 sec): 3 clusters Score: Raw -34338615.633773 + Penalty 5997.872028 = -34332617.761745 nChanged 3 SP:Iteration 71Q (28758.680000 sec): 3 clusters Score: Raw -34338616.424127 + Penalty 5997.872028 = -34332618.552099 nChanged 2 SP:Iteration 72Q (28759.530000 sec): 3 clusters Score: Raw -34338616.896991 + Penalty 5997.872028 = -34332619.024964 nChanged 2 SP:Iteration 73Q (28760.500000 sec): 3 clusters Score: Raw -34338617.324534 + Penalty 5997.872028 = -34332619.452507 nChanged 0 SP:Iteration 74F (28761.590000 sec): 3 clusters Score: Raw -34338617.324534 + Penalty 5997.872028 = -34332619.452507 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 24 (802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28761.740000 sec): 2 clusters Score: Raw -130583.084896 + Penalty 1658.402935 = -128924.681961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28761.980000 sec): 3 clusters Score: Raw -130478.691259 + Penalty 3316.805870 = -127161.885389 nChanged 198 SP:Iteration 1F (28762.220000 sec): 3 clusters Score: Raw -130851.716412 + Penalty 3316.805870 = -127534.910543 nChanged 61 SP:Iteration 2F (28762.430000 sec): 3 clusters Score: Raw -131014.312051 + Penalty 3316.805870 = -127697.506182 nChanged 42 SP:Iteration 3F (28762.610000 sec): 3 clusters Score: Raw -131134.260902 + Penalty 3316.805870 = -127817.455033 nChanged 39 SP:Iteration 4Q (28762.800000 sec): 3 clusters Score: Raw -131240.681884 + Penalty 3316.805870 = -127923.876015 nChanged 44 SP:Iteration 5F (28763.020000 sec): 3 clusters Score: Raw -131444.740482 + Penalty 3316.805870 = -128127.934612 nChanged 42 SP:Iteration 6F (28763.250000 sec): 3 clusters Score: Raw -131627.895848 + Penalty 3316.805870 = -128311.089978 nChanged 42 SP:Iteration 7F (28763.420000 sec): 3 clusters Score: Raw -131805.278650 + Penalty 3316.805870 = -128488.472780 nChanged 30 SP:Iteration 8Q (28763.620000 sec): 3 clusters Score: Raw -131892.580434 + Penalty 3316.805870 = -128575.774564 nChanged 20 SP:Iteration 9Q (28763.890000 sec): 3 clusters Score: Raw -131957.108243 + Penalty 3316.805870 = -128640.302373 nChanged 11 SP:Iteration 10Q (28764.090000 sec): 3 clusters Score: Raw -131990.269211 + Penalty 3316.805870 = -128673.463342 nChanged 13 SP:Iteration 11Q (28764.260000 sec): 3 clusters Score: Raw -132028.610509 + Penalty 3316.805870 = -128711.804639 nChanged 6 SP:Iteration 12Q (28764.530000 sec): 3 clusters Score: Raw -132036.802440 + Penalty 3316.805870 = -128719.996570 nChanged 3 SP:Iteration 13Q (28764.750000 sec): 3 clusters Score: Raw -132051.992220 + Penalty 3316.805870 = -128735.186350 nChanged 2 SP:Iteration 14Q (28764.950000 sec): 3 clusters Score: Raw -132056.612805 + Penalty 3316.805870 = -128739.806935 nChanged 1 SP:Iteration 15Q (28765.220000 sec): 3 clusters Score: Raw -132058.043122 + Penalty 3316.805870 = -128741.237252 nChanged 1 SP:Iteration 16Q (28765.450000 sec): 3 clusters Score: Raw -132058.964465 + Penalty 3316.805870 = -128742.158596 nChanged 0 SP:Iteration 17F (28765.620000 sec): 3 clusters Score: Raw -132058.964465 + Penalty 3316.805870 = -128742.158596 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 25 (6251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28765.770000 sec): 2 clusters Score: Raw -1036698.596676 + Penalty 2167.643189 = -1034530.953487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28765.980000 sec): 3 clusters Score: Raw -1033620.342230 + Penalty 4335.286378 = -1029285.055852 nChanged 2367 SP:Iteration 1F (28766.200000 sec): 3 clusters Score: Raw -1035119.190039 + Penalty 4335.286378 = -1030783.903661 nChanged 535 SP:Iteration 2F (28766.430000 sec): 3 clusters Score: Raw -1035558.339819 + Penalty 4335.286378 = -1031223.053441 nChanged 408 SP:Iteration 3F (28766.630000 sec): 3 clusters Score: Raw -1035894.097832 + Penalty 4335.286378 = -1031558.811454 nChanged 366 SP:Iteration 4F (28766.840000 sec): 3 clusters Score: Raw -1036180.389064 + Penalty 4335.286378 = -1031845.102686 nChanged 310 SP:Iteration 5Q (28767.060000 sec): 3 clusters Score: Raw -1036489.930714 + Penalty 4335.286378 = -1032154.644336 nChanged 338 SP:Iteration 6F (28767.290000 sec): 3 clusters Score: Raw -1036856.942700 + Penalty 4335.286378 = -1032521.656322 nChanged 333 SP:Iteration 7F (28767.480000 sec): 3 clusters Score: Raw -1037221.683561 + Penalty 4335.286378 = -1032886.397183 nChanged 313 SP:Iteration 8F (28767.700000 sec): 3 clusters Score: Raw -1037519.917075 + Penalty 4335.286378 = -1033184.630697 nChanged 313 SP:Iteration 9F (28767.910000 sec): 3 clusters Score: Raw -1037826.837280 + Penalty 4335.286378 = -1033491.550902 nChanged 265 SP:Iteration 10Q (28768.110000 sec): 3 clusters Score: Raw -1038039.517937 + Penalty 4335.286378 = -1033704.231559 nChanged 203 SP:Iteration 11Q (28768.320000 sec): 3 clusters Score: Raw -1038182.296994 + Penalty 4335.286378 = -1033847.010616 nChanged 144 SP:Iteration 12Q (28768.510000 sec): 3 clusters Score: Raw -1038261.950857 + Penalty 4335.286378 = -1033926.664479 nChanged 91 SP:Iteration 13Q (28768.730000 sec): 3 clusters Score: Raw -1038300.898690 + Penalty 4335.286378 = -1033965.612312 nChanged 64 SP:Iteration 14Q (28768.970000 sec): 3 clusters Score: Raw -1038322.604820 + Penalty 4335.286378 = -1033987.318442 nChanged 40 SP:Iteration 15Q (28769.160000 sec): 3 clusters Score: Raw -1038335.060709 + Penalty 4335.286378 = -1033999.774331 nChanged 31 SP:Iteration 16Q (28769.360000 sec): 3 clusters Score: Raw -1038345.585020 + Penalty 4335.286378 = -1034010.298642 nChanged 23 SP:Iteration 17Q (28769.570000 sec): 3 clusters Score: Raw -1038354.809446 + Penalty 4335.286378 = -1034019.523068 nChanged 24 SP:Iteration 18Q (28769.820000 sec): 3 clusters Score: Raw -1038362.313333 + Penalty 4335.286378 = -1034027.026955 nChanged 19 SP:Iteration 19Q (28770.020000 sec): 3 clusters Score: Raw -1038367.453821 + Penalty 4335.286378 = -1034032.167443 nChanged 20 SP:Iteration 20F (28770.220000 sec): 3 clusters Score: Raw -1038374.869346 + Penalty 4335.286378 = -1034039.582968 nChanged 16 SP:Iteration 21Q (28770.440000 sec): 3 clusters Score: Raw -1038383.293703 + Penalty 4335.286378 = -1034048.007325 nChanged 18 SP:Iteration 22Q (28770.680000 sec): 3 clusters Score: Raw -1038389.123323 + Penalty 4335.286378 = -1034053.836945 nChanged 18 SP:Iteration 23Q (28770.860000 sec): 3 clusters Score: Raw -1038394.374706 + Penalty 4335.286378 = -1034059.088327 nChanged 14 SP:Iteration 24Q (28771.070000 sec): 3 clusters Score: Raw -1038398.717480 + Penalty 4335.286378 = -1034063.431102 nChanged 17 SP:Iteration 25Q (28771.290000 sec): 3 clusters Score: Raw -1038403.070483 + Penalty 4335.286378 = -1034067.784105 nChanged 13 SP:Iteration 26Q (28771.490000 sec): 3 clusters Score: Raw -1038411.330029 + Penalty 4335.286378 = -1034076.043651 nChanged 21 SP:Iteration 27Q (28771.710000 sec): 3 clusters Score: Raw -1038421.928832 + Penalty 4335.286378 = -1034086.642454 nChanged 16 SP:Iteration 28Q (28771.890000 sec): 3 clusters Score: Raw -1038425.784499 + Penalty 4335.286378 = -1034090.498121 nChanged 12 SP:Iteration 29Q (28772.110000 sec): 3 clusters Score: Raw -1038428.421174 + Penalty 4335.286378 = -1034093.134796 nChanged 5 SP:Iteration 30Q (28772.340000 sec): 3 clusters Score: Raw -1038429.168307 + Penalty 4335.286378 = -1034093.881929 nChanged 1 SP:Iteration 31Q (28772.530000 sec): 3 clusters Score: Raw -1038429.432134 + Penalty 4335.286378 = -1034094.145756 nChanged 0 SP:Iteration 32F (28772.740000 sec): 3 clusters Score: Raw -1038429.432134 + Penalty 4335.286378 = -1034094.145756 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 26 (211328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28773.740000 sec): 2 clusters Score: Raw -37362320.460746 + Penalty 3040.769344 = -37359279.691402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28774.990000 sec): 3 clusters Score: Raw -37223744.944150 + Penalty 6081.538687 = -37217663.405463 nChanged 101600 SP:Iteration 1F (28776.160000 sec): 3 clusters Score: Raw -37283045.013803 + Penalty 6081.538687 = -37276963.475116 nChanged 6077 SP:Iteration 2Q (28777.380000 sec): 3 clusters Score: Raw -37284414.227027 + Penalty 6081.538687 = -37278332.688340 nChanged 7149 SP:Iteration 3Q (28778.560000 sec): 3 clusters Score: Raw -37286518.959148 + Penalty 6081.538687 = -37280437.420461 nChanged 9254 SP:Iteration 4Q (28779.750000 sec): 3 clusters Score: Raw -37290373.291658 + Penalty 6081.538687 = -37284291.752971 nChanged 12520 SP:Iteration 5F (28780.920000 sec): 3 clusters Score: Raw -37297470.795416 + Penalty 6081.538687 = -37291389.256729 nChanged 16321 SP:Iteration 6F (28782.040000 sec): 3 clusters Score: Raw -37309451.773981 + Penalty 6081.538687 = -37303370.235294 nChanged 18453 SP:Iteration 7F (28783.260000 sec): 3 clusters Score: Raw -37325742.406875 + Penalty 6081.538687 = -37319660.868188 nChanged 17201 SP:Iteration 8F (28784.500000 sec): 3 clusters Score: Raw -37342387.667490 + Penalty 6081.538687 = -37336306.128803 nChanged 11875 SP:Iteration 9F (28785.670000 sec): 3 clusters Score: Raw -37354060.336700 + Penalty 6081.538687 = -37347978.798012 nChanged 6049 SP:Iteration 10Q (28786.820000 sec): 3 clusters Score: Raw -37359820.831537 + Penalty 6081.538687 = -37353739.292849 nChanged 2104 SP:Iteration 11Q (28787.840000 sec): 3 clusters Score: Raw -37361744.158169 + Penalty 6081.538687 = -37355662.619482 nChanged 568 SP:Iteration 12Q (28788.830000 sec): 3 clusters Score: Raw -37362282.121230 + Penalty 6081.538687 = -37356200.582543 nChanged 164 SP:Iteration 13Q (28789.800000 sec): 3 clusters Score: Raw -37362476.585504 + Penalty 6081.538687 = -37356395.046817 nChanged 50 SP:Iteration 14Q (28790.770000 sec): 3 clusters Score: Raw -37362551.746117 + Penalty 6081.538687 = -37356470.207430 nChanged 26 SP:Iteration 15Q (28791.770000 sec): 3 clusters Score: Raw -37362579.695976 + Penalty 6081.538687 = -37356498.157289 nChanged 11 SP:Iteration 16Q (28792.740000 sec): 3 clusters Score: Raw -37362594.966684 + Penalty 6081.538687 = -37356513.427996 nChanged 7 SP:Iteration 17Q (28793.660000 sec): 3 clusters Score: Raw -37362606.587464 + Penalty 6081.538687 = -37356525.048777 nChanged 6 SP:Iteration 18Q (28794.650000 sec): 3 clusters Score: Raw -37362617.510458 + Penalty 6081.538687 = -37356535.971771 nChanged 5 SP:Iteration 19Q (28795.610000 sec): 3 clusters Score: Raw -37362624.258193 + Penalty 6081.538687 = -37356542.719506 nChanged 2 SP:Iteration 20F (28796.760000 sec): 3 clusters Score: Raw -37362628.401014 + Penalty 6081.538687 = -37356546.862327 nChanged 1 SP:Iteration 21Q (28797.790000 sec): 3 clusters Score: Raw -37362630.237469 + Penalty 6081.538687 = -37356548.698782 nChanged 0 SP:Iteration 22F (28798.990000 sec): 3 clusters Score: Raw -37362630.237469 + Penalty 6081.538687 = -37356548.698782 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 27 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28799.180000 sec): 2 clusters Score: Raw -75383.950223 + Penalty 1521.082715 = -73862.867508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28799.350000 sec): 3 clusters Score: Raw -75469.309538 + Penalty 3042.165429 = -72427.144108 nChanged 78 SP:Iteration 1F (28799.520000 sec): 3 clusters Score: Raw -75659.838518 + Penalty 3042.165429 = -72617.673089 nChanged 25 SP:Iteration 2F (28799.700000 sec): 3 clusters Score: Raw -75743.375111 + Penalty 3042.165429 = -72701.209682 nChanged 14 SP:Iteration 3Q (28799.850000 sec): 3 clusters Score: Raw -75786.792798 + Penalty 3042.165429 = -72744.627369 nChanged 8 SP:Iteration 4Q (28800.070000 sec): 3 clusters Score: Raw -75801.996328 + Penalty 3042.165429 = -72759.830898 nChanged 0 SP:Iteration 5F (28800.250000 sec): 3 clusters Score: Raw -75801.996328 + Penalty 3042.165429 = -72759.830898 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 28 (972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28800.320000 sec): 2 clusters Score: Raw -158461.313806 + Penalty 1706.080240 = -156755.233566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28800.520000 sec): 3 clusters Score: Raw -158272.427538 + Penalty 3412.160479 = -154860.267059 nChanged 260 SP:Iteration 1F (28800.700000 sec): 3 clusters Score: Raw -158746.001288 + Penalty 3412.160479 = -155333.840809 nChanged 85 SP:Iteration 2F (28800.890000 sec): 3 clusters Score: Raw -159029.334701 + Penalty 3412.160479 = -155617.174222 nChanged 57 SP:Iteration 3F (28801.040000 sec): 3 clusters Score: Raw -159216.466929 + Penalty 3412.160479 = -155804.306450 nChanged 39 SP:Iteration 4Q (28801.210000 sec): 3 clusters Score: Raw -159283.997234 + Penalty 3412.160479 = -155871.836755 nChanged 28 SP:Iteration 5Q (28801.360000 sec): 3 clusters Score: Raw -159336.522921 + Penalty 3412.160479 = -155924.362442 nChanged 21 SP:Iteration 6Q (28801.550000 sec): 3 clusters Score: Raw -159374.987131 + Penalty 3412.160479 = -155962.826652 nChanged 20 SP:Iteration 7Q (28801.760000 sec): 3 clusters Score: Raw -159418.296090 + Penalty 3412.160479 = -156006.135611 nChanged 21 SP:Iteration 8Q (28801.920000 sec): 3 clusters Score: Raw -159463.779172 + Penalty 3412.160479 = -156051.618693 nChanged 17 SP:Iteration 9Q (28802.110000 sec): 3 clusters Score: Raw -159501.804121 + Penalty 3412.160479 = -156089.643642 nChanged 18 SP:Iteration 10Q (28802.310000 sec): 3 clusters Score: Raw -159536.368070 + Penalty 3412.160479 = -156124.207591 nChanged 17 SP:Iteration 11Q (28802.490000 sec): 3 clusters Score: Raw -159572.017817 + Penalty 3412.160479 = -156159.857338 nChanged 12 SP:Iteration 12Q (28802.660000 sec): 3 clusters Score: Raw -159586.046518 + Penalty 3412.160479 = -156173.886039 nChanged 9 SP:Iteration 13Q (28802.800000 sec): 3 clusters Score: Raw -159600.507577 + Penalty 3412.160479 = -156188.347098 nChanged 5 SP:Iteration 14Q (28803.010000 sec): 3 clusters Score: Raw -159615.056550 + Penalty 3412.160479 = -156202.896071 nChanged 5 SP:Iteration 15Q (28803.160000 sec): 3 clusters Score: Raw -159628.969936 + Penalty 3412.160479 = -156216.809457 nChanged 3 SP:Iteration 16Q (28803.320000 sec): 3 clusters Score: Raw -159632.869210 + Penalty 3412.160479 = -156220.708731 nChanged 1 SP:Iteration 17Q (28803.480000 sec): 3 clusters Score: Raw -159634.383893 + Penalty 3412.160479 = -156222.223414 nChanged 2 SP:Iteration 18Q (28803.630000 sec): 3 clusters Score: Raw -159637.067986 + Penalty 3412.160479 = -156224.907507 nChanged 0 SP:Iteration 19F (28803.800000 sec): 3 clusters Score: Raw -159637.067986 + Penalty 3412.160479 = -156224.907507 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 29 (4167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28803.920000 sec): 2 clusters Score: Raw -750240.902690 + Penalty 2067.068005 = -748173.834685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28804.150000 sec): 3 clusters Score: Raw -748330.872055 + Penalty 4134.136009 = -744196.736046 nChanged 1543 SP:Iteration 1F (28804.320000 sec): 3 clusters Score: Raw -749232.006626 + Penalty 4134.136009 = -745097.870617 nChanged 310 SP:Iteration 2F (28804.540000 sec): 3 clusters Score: Raw -749434.797002 + Penalty 4134.136009 = -745300.660993 nChanged 225 SP:Iteration 3F (28804.730000 sec): 3 clusters Score: Raw -749600.320520 + Penalty 4134.136009 = -745466.184510 nChanged 192 SP:Iteration 4Q (28804.910000 sec): 3 clusters Score: Raw -749724.117343 + Penalty 4134.136009 = -745589.981334 nChanged 176 SP:Iteration 5Q (28805.140000 sec): 3 clusters Score: Raw -749833.386718 + Penalty 4134.136009 = -745699.250709 nChanged 156 SP:Iteration 6Q (28805.340000 sec): 3 clusters Score: Raw -749942.223107 + Penalty 4134.136009 = -745808.087098 nChanged 173 SP:Iteration 7Q (28805.540000 sec): 3 clusters Score: Raw -750064.875645 + Penalty 4134.136009 = -745930.739636 nChanged 151 SP:Iteration 8Q (28805.720000 sec): 3 clusters Score: Raw -750199.259646 + Penalty 4134.136009 = -746065.123637 nChanged 173 SP:Iteration 9Q (28805.900000 sec): 3 clusters Score: Raw -750339.584769 + Penalty 4134.136009 = -746205.448760 nChanged 164 SP:Iteration 10Q (28806.020000 sec): 3 clusters Score: Raw -750477.321949 + Penalty 4134.136009 = -746343.185939 nChanged 133 SP:Iteration 11Q (28806.250000 sec): 3 clusters Score: Raw -750591.236908 + Penalty 4134.136009 = -746457.100898 nChanged 105 SP:Iteration 12Q (28806.400000 sec): 3 clusters Score: Raw -750671.840388 + Penalty 4134.136009 = -746537.704379 nChanged 73 SP:Iteration 13Q (28806.560000 sec): 3 clusters Score: Raw -750722.982572 + Penalty 4134.136009 = -746588.846563 nChanged 57 SP:Iteration 14Q (28806.760000 sec): 3 clusters Score: Raw -750759.903796 + Penalty 4134.136009 = -746625.767786 nChanged 53 SP:Iteration 15Q (28806.980000 sec): 3 clusters Score: Raw -750794.640533 + Penalty 4134.136009 = -746660.504524 nChanged 36 SP:Iteration 16Q (28807.120000 sec): 3 clusters Score: Raw -750817.817449 + Penalty 4134.136009 = -746683.681440 nChanged 33 SP:Iteration 17Q (28807.320000 sec): 3 clusters Score: Raw -750840.174800 + Penalty 4134.136009 = -746706.038791 nChanged 32 SP:Iteration 18Q (28807.470000 sec): 3 clusters Score: Raw -750861.446469 + Penalty 4134.136009 = -746727.310460 nChanged 26 SP:Iteration 19Q (28807.660000 sec): 3 clusters Score: Raw -750879.817417 + Penalty 4134.136009 = -746745.681408 nChanged 19 SP:Iteration 20F (28807.830000 sec): 3 clusters Score: Raw -750892.631657 + Penalty 4134.136009 = -746758.495648 nChanged 13 SP:Iteration 21Q (28808.040000 sec): 3 clusters Score: Raw -750902.071347 + Penalty 4134.136009 = -746767.935338 nChanged 12 SP:Iteration 22Q (28808.240000 sec): 3 clusters Score: Raw -750908.092103 + Penalty 4134.136009 = -746773.956094 nChanged 8 SP:Iteration 23Q (28808.400000 sec): 3 clusters Score: Raw -750911.583389 + Penalty 4134.136009 = -746777.447380 nChanged 4 SP:Iteration 24Q (28808.590000 sec): 3 clusters Score: Raw -750914.076240 + Penalty 4134.136009 = -746779.940231 nChanged 5 SP:Iteration 25Q (28808.790000 sec): 3 clusters Score: Raw -750916.255585 + Penalty 4134.136009 = -746782.119575 nChanged 2 SP:Iteration 26Q (28809.000000 sec): 3 clusters Score: Raw -750917.872494 + Penalty 4134.136009 = -746783.736485 nChanged 1 SP:Iteration 27Q (28809.190000 sec): 3 clusters Score: Raw -750918.322685 + Penalty 4134.136009 = -746784.186676 nChanged 0 SP:Iteration 28F (28809.380000 sec): 3 clusters Score: Raw -750918.322685 + Penalty 4134.136009 = -746784.186676 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 30 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28809.470000 sec): 2 clusters Score: Raw -83813.536174 + Penalty 1538.730325 = -82274.805849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28809.660000 sec): 3 clusters Score: Raw -83831.366764 + Penalty 3077.460650 = -80753.906114 nChanged 76 SP:Iteration 1F (28809.870000 sec): 3 clusters Score: Raw -83980.266775 + Penalty 3077.460650 = -80902.806125 nChanged 17 SP:Iteration 2Q (28810.030000 sec): 3 clusters Score: Raw -84031.953570 + Penalty 3077.460650 = -80954.492920 nChanged 9 SP:Iteration 3Q (28810.210000 sec): 3 clusters Score: Raw -84050.608582 + Penalty 3077.460650 = -80973.147932 nChanged 4 SP:Iteration 4Q (28810.380000 sec): 3 clusters Score: Raw -84072.476502 + Penalty 3077.460650 = -80995.015852 nChanged 8 SP:Iteration 5Q (28810.550000 sec): 3 clusters Score: Raw -84092.880105 + Penalty 3077.460650 = -81015.419455 nChanged 0 SP:Iteration 6F (28810.730000 sec): 3 clusters Score: Raw -84092.880105 + Penalty 3077.460650 = -81015.419455 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 31 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28810.790000 sec): 2 clusters Score: Raw -41261.903638 + Penalty 1420.258241 = -39841.645396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28810.970000 sec): 3 clusters Score: Raw -41489.707939 + Penalty 2840.516483 = -38649.191456 nChanged 50 SP:Iteration 1F (28811.150000 sec): 3 clusters Score: Raw -41629.281941 + Penalty 2840.516483 = -38788.765458 nChanged 13 SP:Iteration 2Q (28811.340000 sec): 3 clusters Score: Raw -41701.675421 + Penalty 2840.516483 = -38861.158938 nChanged 11 SP:Iteration 3Q (28811.500000 sec): 3 clusters Score: Raw -41734.533857 + Penalty 2840.516483 = -38894.017374 nChanged 2 SP:Iteration 4Q (28811.720000 sec): 3 clusters Score: Raw -41740.669182 + Penalty 2840.516483 = -38900.152699 nChanged 0 SP:Iteration 5F (28811.900000 sec): 3 clusters Score: Raw -41740.669182 + Penalty 2840.516483 = -38900.152699 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 32 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28811.980000 sec): 2 clusters Score: Raw -61908.739222 + Penalty 1485.883208 = -60422.856014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28812.130000 sec): 3 clusters Score: Raw -62064.527551 + Penalty 2971.766415 = -59092.761136 nChanged 66 SP:Iteration 1F (28812.310000 sec): 3 clusters Score: Raw -62369.832415 + Penalty 2971.766415 = -59398.065999 nChanged 18 SP:Iteration 2Q (28812.480000 sec): 3 clusters Score: Raw -62462.673589 + Penalty 2971.766415 = -59490.907173 nChanged 11 SP:Iteration 3Q (28812.660000 sec): 3 clusters Score: Raw -62491.290824 + Penalty 2971.766415 = -59519.524409 nChanged 8 SP:Iteration 4Q (28812.820000 sec): 3 clusters Score: Raw -62517.336058 + Penalty 2971.766415 = -59545.569643 nChanged 5 SP:Iteration 5Q (28813.040000 sec): 3 clusters Score: Raw -62589.959053 + Penalty 2971.766415 = -59618.192638 nChanged 4 SP:Iteration 6Q (28813.200000 sec): 3 clusters Score: Raw -62597.683165 + Penalty 2971.766415 = -59625.916750 nChanged 3 SP:Iteration 7Q (28813.370000 sec): 3 clusters Score: Raw -62604.297289 + Penalty 2971.766415 = -59632.530873 nChanged 3 SP:Iteration 8Q (28813.550000 sec): 3 clusters Score: Raw -62614.648452 + Penalty 2971.766415 = -59642.882037 nChanged 1 SP:Iteration 9Q (28813.760000 sec): 3 clusters Score: Raw -62618.951097 + Penalty 2971.766415 = -59647.184682 nChanged 1 SP:Iteration 10Q (28813.920000 sec): 3 clusters Score: Raw -62621.419344 + Penalty 2971.766415 = -59649.652928 nChanged 1 SP:Iteration 11Q (28814.080000 sec): 3 clusters Score: Raw -62624.657568 + Penalty 2971.766415 = -59652.891153 nChanged 1 SP:Iteration 12Q (28814.270000 sec): 3 clusters Score: Raw -62629.696658 + Penalty 2971.766415 = -59657.930242 nChanged 0 SP:Iteration 13F (28814.440000 sec): 3 clusters Score: Raw -62629.696658 + Penalty 2971.766415 = -59657.930242 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 33 (263788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28815.680000 sec): 2 clusters Score: Raw -46731208.551635 + Penalty 3095.759455 = -46728112.792180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28817.130000 sec): 3 clusters Score: Raw -46557547.826613 + Penalty 6191.518910 = -46551356.307703 nChanged 127199 SP:Iteration 1F (28818.600000 sec): 3 clusters Score: Raw -46632496.634320 + Penalty 6191.518910 = -46626305.115409 nChanged 8540 SP:Iteration 2Q (28820.030000 sec): 3 clusters Score: Raw -46634763.035173 + Penalty 6191.518910 = -46628571.516263 nChanged 10264 SP:Iteration 3Q (28821.470000 sec): 3 clusters Score: Raw -46638175.445017 + Penalty 6191.518910 = -46631983.926107 nChanged 12617 SP:Iteration 4Q (28822.900000 sec): 3 clusters Score: Raw -46643596.806694 + Penalty 6191.518910 = -46637405.287784 nChanged 15728 SP:Iteration 5F (28824.320000 sec): 3 clusters Score: Raw -46652419.168980 + Penalty 6191.518910 = -46646227.650069 nChanged 18735 SP:Iteration 6F (28825.740000 sec): 3 clusters Score: Raw -46665606.485239 + Penalty 6191.518910 = -46659414.966328 nChanged 20888 SP:Iteration 7F (28827.170000 sec): 3 clusters Score: Raw -46682791.773759 + Penalty 6191.518910 = -46676600.254848 nChanged 19836 SP:Iteration 8F (28828.580000 sec): 3 clusters Score: Raw -46700651.143892 + Penalty 6191.518910 = -46694459.624982 nChanged 15695 SP:Iteration 9F (28830.030000 sec): 3 clusters Score: Raw -46715167.170161 + Penalty 6191.518910 = -46708975.651250 nChanged 10114 SP:Iteration 10Q (28831.430000 sec): 3 clusters Score: Raw -46724282.879939 + Penalty 6191.518910 = -46718091.361028 nChanged 5132 SP:Iteration 11Q (28832.780000 sec): 3 clusters Score: Raw -46728610.108353 + Penalty 6191.518910 = -46722418.589442 nChanged 2186 SP:Iteration 12Q (28834.130000 sec): 3 clusters Score: Raw -46730317.971150 + Penalty 6191.518910 = -46724126.452240 nChanged 838 SP:Iteration 13Q (28835.310000 sec): 3 clusters Score: Raw -46730964.189074 + Penalty 6191.518910 = -46724772.670164 nChanged 330 SP:Iteration 14Q (28836.580000 sec): 3 clusters Score: Raw -46731249.906755 + Penalty 6191.518910 = -46725058.387845 nChanged 151 SP:Iteration 15Q (28837.930000 sec): 3 clusters Score: Raw -46731398.259368 + Penalty 6191.518910 = -46725206.740457 nChanged 81 SP:Iteration 16Q (28839.200000 sec): 3 clusters Score: Raw -46731476.491436 + Penalty 6191.518910 = -46725284.972525 nChanged 39 SP:Iteration 17Q (28840.400000 sec): 3 clusters Score: Raw -46731511.610170 + Penalty 6191.518910 = -46725320.091260 nChanged 28 SP:Iteration 18Q (28841.660000 sec): 3 clusters Score: Raw -46731536.016335 + Penalty 6191.518910 = -46725344.497424 nChanged 17 SP:Iteration 19Q (28842.950000 sec): 3 clusters Score: Raw -46731551.078109 + Penalty 6191.518910 = -46725359.559198 nChanged 11 SP:Iteration 20F (28844.420000 sec): 3 clusters Score: Raw -46731561.410150 + Penalty 6191.518910 = -46725369.891240 nChanged 13 SP:Iteration 21Q (28845.670000 sec): 3 clusters Score: Raw -46731577.123567 + Penalty 6191.518910 = -46725385.604656 nChanged 15 SP:Iteration 22Q (28847.050000 sec): 3 clusters Score: Raw -46731589.705908 + Penalty 6191.518910 = -46725398.186997 nChanged 6 SP:Iteration 23Q (28848.300000 sec): 3 clusters Score: Raw -46731594.645935 + Penalty 6191.518910 = -46725403.127024 nChanged 3 SP:Iteration 24Q (28849.540000 sec): 3 clusters Score: Raw -46731597.359384 + Penalty 6191.518910 = -46725405.840474 nChanged 0 SP:Iteration 25F (28850.970000 sec): 3 clusters Score: Raw -46731597.359384 + Penalty 6191.518910 = -46725405.840474 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 34 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28851.160000 sec): 2 clusters Score: Raw -47244.325571 + Penalty 1474.464311 = -45769.861260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28851.370000 sec): 3 clusters Score: Raw -47570.472837 + Penalty 2948.928622 = -44621.544215 nChanged 84 SP:Iteration 1F (28851.530000 sec): 3 clusters Score: Raw -47845.483645 + Penalty 2948.928622 = -44896.555023 nChanged 42 SP:Iteration 2F (28851.740000 sec): 3 clusters Score: Raw -48081.285671 + Penalty 2948.928622 = -45132.357049 nChanged 26 SP:Iteration 3F (28851.890000 sec): 3 clusters Score: Raw -48305.534971 + Penalty 2948.928622 = -45356.606349 nChanged 13 SP:Iteration 4Q (28852.080000 sec): 3 clusters Score: Raw -48421.862278 + Penalty 2948.928622 = -45472.933656 nChanged 7 SP:Iteration 5Q (28852.260000 sec): 3 clusters Score: Raw -48461.673555 + Penalty 2948.928622 = -45512.744933 nChanged 2 SP:Iteration 6Q (28852.460000 sec): 3 clusters Score: Raw -48519.659866 + Penalty 2948.928622 = -45570.731244 nChanged 2 SP:Iteration 7Q (28852.650000 sec): 3 clusters Score: Raw -48594.309211 + Penalty 2948.928622 = -45645.380589 nChanged 3 SP:Iteration 8Q (28852.830000 sec): 3 clusters Score: Raw -48639.718596 + Penalty 2948.928622 = -45690.789974 nChanged 1 SP:Iteration 9Q (28853.000000 sec): 3 clusters Score: Raw -48652.063442 + Penalty 2948.928622 = -45703.134820 nChanged 0 SP:Iteration 10F (28853.170000 sec): 3 clusters Score: Raw -48652.063442 + Penalty 2948.928622 = -45703.134820 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 35 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28853.280000 sec): 2 clusters Score: Raw -47898.483748 + Penalty 1433.624392 = -46464.859356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28853.490000 sec): 3 clusters Score: Raw -48235.254669 + Penalty 2867.248784 = -45368.005886 nChanged 58 SP:Iteration 1F (28853.650000 sec): 3 clusters Score: Raw -48467.411163 + Penalty 2867.248784 = -45600.162379 nChanged 31 SP:Iteration 2F (28853.860000 sec): 3 clusters Score: Raw -48653.024496 + Penalty 2867.248784 = -45785.775712 nChanged 11 SP:Iteration 3Q (28854.000000 sec): 3 clusters Score: Raw -48737.606936 + Penalty 2867.248784 = -45870.358152 nChanged 6 SP:Iteration 4Q (28854.200000 sec): 3 clusters Score: Raw -48753.530254 + Penalty 2867.248784 = -45886.281471 nChanged 3 SP:Iteration 5Q (28854.380000 sec): 3 clusters Score: Raw -48769.367901 + Penalty 2867.248784 = -45902.119118 nChanged 2 SP:Iteration 6Q (28854.560000 sec): 3 clusters Score: Raw -48775.834911 + Penalty 2867.248784 = -45908.586127 nChanged 3 SP:Iteration 7Q (28854.740000 sec): 3 clusters Score: Raw -48784.275790 + Penalty 2867.248784 = -45917.027006 nChanged 3 SP:Iteration 8Q (28854.890000 sec): 3 clusters Score: Raw -48799.043429 + Penalty 2867.248784 = -45931.794646 nChanged 2 SP:Iteration 9Q (28855.090000 sec): 3 clusters Score: Raw -48805.883651 + Penalty 2867.248784 = -45938.634867 nChanged 1 SP:Iteration 10Q (28855.230000 sec): 3 clusters Score: Raw -48813.349627 + Penalty 2867.248784 = -45946.100843 nChanged 2 SP:Iteration 11Q (28855.420000 sec): 3 clusters Score: Raw -48824.906400 + Penalty 2867.248784 = -45957.657617 nChanged 1 SP:Iteration 12Q (28855.560000 sec): 3 clusters Score: Raw -48832.727672 + Penalty 2867.248784 = -45965.478888 nChanged 1 SP:Iteration 13Q (28855.720000 sec): 3 clusters Score: Raw -48851.204220 + Penalty 2867.248784 = -45983.955436 nChanged 0 SP:Iteration 14F (28855.880000 sec): 3 clusters Score: Raw -48851.204220 + Penalty 2867.248784 = -45983.955436 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 36 (754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28855.960000 sec): 2 clusters Score: Raw -122874.391609 + Penalty 1643.097307 = -121231.294301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28856.160000 sec): 3 clusters Score: Raw -122800.068146 + Penalty 3286.194615 = -119513.873531 nChanged 189 SP:Iteration 1F (28856.350000 sec): 3 clusters Score: Raw -123017.826542 + Penalty 3286.194615 = -119731.631927 nChanged 37 SP:Iteration 2Q (28856.540000 sec): 3 clusters Score: Raw -123101.167603 + Penalty 3286.194615 = -119814.972989 nChanged 29 SP:Iteration 3Q (28856.710000 sec): 3 clusters Score: Raw -123163.052329 + Penalty 3286.194615 = -119876.857714 nChanged 23 SP:Iteration 4Q (28856.900000 sec): 3 clusters Score: Raw -123216.816760 + Penalty 3286.194615 = -119930.622145 nChanged 22 SP:Iteration 5Q (28857.110000 sec): 3 clusters Score: Raw -123251.758335 + Penalty 3286.194615 = -119965.563721 nChanged 11 SP:Iteration 6Q (28857.270000 sec): 3 clusters Score: Raw -123270.055564 + Penalty 3286.194615 = -119983.860949 nChanged 9 SP:Iteration 7Q (28857.430000 sec): 3 clusters Score: Raw -123286.189384 + Penalty 3286.194615 = -119999.994770 nChanged 11 SP:Iteration 8Q (28857.620000 sec): 3 clusters Score: Raw -123297.242419 + Penalty 3286.194615 = -120011.047804 nChanged 10 SP:Iteration 9Q (28857.800000 sec): 3 clusters Score: Raw -123307.324291 + Penalty 3286.194615 = -120021.129676 nChanged 9 SP:Iteration 10Q (28857.990000 sec): 3 clusters Score: Raw -123320.885139 + Penalty 3286.194615 = -120034.690524 nChanged 12 SP:Iteration 11Q (28858.190000 sec): 3 clusters Score: Raw -123335.261602 + Penalty 3286.194615 = -120049.066987 nChanged 8 SP:Iteration 12Q (28858.380000 sec): 3 clusters Score: Raw -123345.877020 + Penalty 3286.194615 = -120059.682405 nChanged 9 SP:Iteration 13Q (28858.550000 sec): 3 clusters Score: Raw -123359.299217 + Penalty 3286.194615 = -120073.104602 nChanged 8 SP:Iteration 14Q (28858.760000 sec): 3 clusters Score: Raw -123374.502302 + Penalty 3286.194615 = -120088.307688 nChanged 10 SP:Iteration 15Q (28858.940000 sec): 3 clusters Score: Raw -123388.205082 + Penalty 3286.194615 = -120102.010468 nChanged 11 SP:Iteration 16Q (28859.090000 sec): 3 clusters Score: Raw -123404.089860 + Penalty 3286.194615 = -120117.895246 nChanged 11 SP:Iteration 17Q (28859.330000 sec): 3 clusters Score: Raw -123418.148324 + Penalty 3286.194615 = -120131.953710 nChanged 10 SP:Iteration 18Q (28859.500000 sec): 3 clusters Score: Raw -123432.360574 + Penalty 3286.194615 = -120146.165959 nChanged 14 SP:Iteration 19Q (28859.660000 sec): 3 clusters Score: Raw -123474.215056 + Penalty 3286.194615 = -120188.020441 nChanged 18 SP:Iteration 20F (28859.860000 sec): 3 clusters Score: Raw -123520.534567 + Penalty 3286.194615 = -120234.339953 nChanged 21 SP:Iteration 21Q (28860.050000 sec): 3 clusters Score: Raw -123595.956106 + Penalty 3286.194615 = -120309.761491 nChanged 19 SP:Iteration 22Q (28860.230000 sec): 3 clusters Score: Raw -123647.843323 + Penalty 3286.194615 = -120361.648709 nChanged 15 SP:Iteration 23Q (28860.380000 sec): 3 clusters Score: Raw -123691.853548 + Penalty 3286.194615 = -120405.658933 nChanged 8 SP:Iteration 24Q (28860.570000 sec): 3 clusters Score: Raw -123710.488712 + Penalty 3286.194615 = -120424.294098 nChanged 3 SP:Iteration 25Q (28860.790000 sec): 3 clusters Score: Raw -123719.334491 + Penalty 3286.194615 = -120433.139877 nChanged 7 SP:Iteration 26Q (28860.970000 sec): 3 clusters Score: Raw -123746.516467 + Penalty 3286.194615 = -120460.321852 nChanged 5 SP:Iteration 27Q (28861.130000 sec): 3 clusters Score: Raw -123763.356182 + Penalty 3286.194615 = -120477.161568 nChanged 5 SP:Iteration 28Q (28861.360000 sec): 3 clusters Score: Raw -123772.879898 + Penalty 3286.194615 = -120486.685283 nChanged 4 SP:Iteration 29Q (28861.540000 sec): 3 clusters Score: Raw -123781.659194 + Penalty 3286.194615 = -120495.464579 nChanged 3 SP:Iteration 30Q (28861.710000 sec): 3 clusters Score: Raw -123797.931317 + Penalty 3286.194615 = -120511.736703 nChanged 3 SP:Iteration 31Q (28861.900000 sec): 3 clusters Score: Raw -123802.752101 + Penalty 3286.194615 = -120516.557486 nChanged 4 SP:Iteration 32Q (28862.090000 sec): 3 clusters Score: Raw -123809.446834 + Penalty 3286.194615 = -120523.252220 nChanged 2 SP:Iteration 33Q (28862.280000 sec): 3 clusters Score: Raw -123812.820264 + Penalty 3286.194615 = -120526.625649 nChanged 1 SP:Iteration 34Q (28862.430000 sec): 3 clusters Score: Raw -123819.567527 + Penalty 3286.194615 = -120533.372912 nChanged 1 SP:Iteration 35Q (28862.630000 sec): 3 clusters Score: Raw -123840.952586 + Penalty 3286.194615 = -120554.757971 nChanged 4 SP:Iteration 36Q (28862.780000 sec): 3 clusters Score: Raw -123851.072791 + Penalty 3286.194615 = -120564.878177 nChanged 2 SP:Iteration 37Q (28862.970000 sec): 3 clusters Score: Raw -123856.714504 + Penalty 3286.194615 = -120570.519890 nChanged 2 SP:Iteration 38Q (28863.130000 sec): 3 clusters Score: Raw -123862.679264 + Penalty 3286.194615 = -120576.484649 nChanged 0 SP:Iteration 39F (28863.300000 sec): 3 clusters Score: Raw -123870.378575 + Penalty 3286.194615 = -120584.183961 nChanged 1 SP:Iteration 40F (28863.500000 sec): 3 clusters Score: Raw -123883.573389 + Penalty 3286.194615 = -120597.378774 nChanged 1 SP:Iteration 41Q (28863.660000 sec): 3 clusters Score: Raw -123889.469095 + Penalty 3286.194615 = -120603.274480 nChanged 0 SP:Iteration 42F (28863.810000 sec): 3 clusters Score: Raw -123889.469095 + Penalty 3286.194615 = -120603.274480 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 37 (942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28863.900000 sec): 2 clusters Score: Raw -161409.871761 + Penalty 1698.305308 = -159711.566453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28864.110000 sec): 3 clusters Score: Raw -161223.063047 + Penalty 3396.610616 = -157826.452431 nChanged 210 SP:Iteration 1F (28864.260000 sec): 3 clusters Score: Raw -161522.674117 + Penalty 3396.610616 = -158126.063501 nChanged 78 SP:Iteration 2F (28864.410000 sec): 3 clusters Score: Raw -161653.457016 + Penalty 3396.610616 = -158256.846400 nChanged 49 SP:Iteration 3F (28864.570000 sec): 3 clusters Score: Raw -161737.235671 + Penalty 3396.610616 = -158340.625055 nChanged 27 SP:Iteration 4Q (28864.780000 sec): 3 clusters Score: Raw -161805.333533 + Penalty 3396.610616 = -158408.722917 nChanged 25 SP:Iteration 5Q (28864.940000 sec): 3 clusters Score: Raw -161885.202269 + Penalty 3396.610616 = -158488.591653 nChanged 27 SP:Iteration 6Q (28865.120000 sec): 3 clusters Score: Raw -161948.614246 + Penalty 3396.610616 = -158552.003630 nChanged 26 SP:Iteration 7Q (28865.310000 sec): 3 clusters Score: Raw -162006.164208 + Penalty 3396.610616 = -158609.553592 nChanged 26 SP:Iteration 8Q (28865.450000 sec): 3 clusters Score: Raw -162055.629639 + Penalty 3396.610616 = -158659.019022 nChanged 21 SP:Iteration 9Q (28865.650000 sec): 3 clusters Score: Raw -162110.437910 + Penalty 3396.610616 = -158713.827294 nChanged 19 SP:Iteration 10Q (28865.800000 sec): 3 clusters Score: Raw -162138.045764 + Penalty 3396.610616 = -158741.435148 nChanged 13 SP:Iteration 11Q (28865.980000 sec): 3 clusters Score: Raw -162156.155289 + Penalty 3396.610616 = -158759.544673 nChanged 13 SP:Iteration 12Q (28866.170000 sec): 3 clusters Score: Raw -162174.442704 + Penalty 3396.610616 = -158777.832088 nChanged 8 SP:Iteration 13Q (28866.370000 sec): 3 clusters Score: Raw -162184.883119 + Penalty 3396.610616 = -158788.272503 nChanged 12 SP:Iteration 14Q (28866.530000 sec): 3 clusters Score: Raw -162204.901857 + Penalty 3396.610616 = -158808.291241 nChanged 9 SP:Iteration 15Q (28866.750000 sec): 3 clusters Score: Raw -162221.048736 + Penalty 3396.610616 = -158824.438120 nChanged 8 SP:Iteration 16Q (28866.950000 sec): 3 clusters Score: Raw -162230.477471 + Penalty 3396.610616 = -158833.866855 nChanged 1 SP:Iteration 17Q (28867.100000 sec): 3 clusters Score: Raw -162232.316532 + Penalty 3396.610616 = -158835.705916 nChanged 3 SP:Iteration 18Q (28867.290000 sec): 3 clusters Score: Raw -162237.128161 + Penalty 3396.610616 = -158840.517544 nChanged 2 SP:Iteration 19Q (28867.440000 sec): 3 clusters Score: Raw -162241.521611 + Penalty 3396.610616 = -158844.910994 nChanged 2 SP:Iteration 20F (28867.640000 sec): 3 clusters Score: Raw -162247.382361 + Penalty 3396.610616 = -158850.771744 nChanged 2 SP:Iteration 21Q (28867.800000 sec): 3 clusters Score: Raw -162254.115987 + Penalty 3396.610616 = -158857.505371 nChanged 3 SP:Iteration 22Q (28867.970000 sec): 3 clusters Score: Raw -162264.697309 + Penalty 3396.610616 = -158868.086693 nChanged 5 SP:Iteration 23Q (28868.160000 sec): 3 clusters Score: Raw -162272.800664 + Penalty 3396.610616 = -158876.190048 nChanged 3 SP:Iteration 24Q (28868.320000 sec): 3 clusters Score: Raw -162276.607818 + Penalty 3396.610616 = -158879.997201 nChanged 1 SP:Iteration 25Q (28868.540000 sec): 3 clusters Score: Raw -162277.117057 + Penalty 3396.610616 = -158880.506440 nChanged 1 SP:Iteration 26Q (28868.710000 sec): 3 clusters Score: Raw -162278.469750 + Penalty 3396.610616 = -158881.859134 nChanged 1 SP:Iteration 27Q (28868.870000 sec): 3 clusters Score: Raw -162280.541982 + Penalty 3396.610616 = -158883.931366 nChanged 0 SP:Iteration 28F (28869.090000 sec): 3 clusters Score: Raw -162280.541982 + Penalty 3396.610616 = -158883.931366 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 38 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28869.170000 sec): 2 clusters Score: Raw -54149.340048 + Penalty 1444.848027 = -52704.492021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28869.350000 sec): 3 clusters Score: Raw -54313.362246 + Penalty 2889.696053 = -51423.666193 nChanged 50 SP:Iteration 1F (28869.540000 sec): 3 clusters Score: Raw -54477.900632 + Penalty 2889.696053 = -51588.204579 nChanged 17 SP:Iteration 2F (28869.670000 sec): 3 clusters Score: Raw -54534.923798 + Penalty 2889.696053 = -51645.227744 nChanged 7 SP:Iteration 3Q (28869.870000 sec): 3 clusters Score: Raw -54551.754884 + Penalty 2889.696053 = -51662.058831 nChanged 3 SP:Iteration 4Q (28870.050000 sec): 3 clusters Score: Raw -54558.312168 + Penalty 2889.696053 = -51668.616115 nChanged 1 SP:Iteration 5Q (28870.230000 sec): 3 clusters Score: Raw -54560.483552 + Penalty 2889.696053 = -51670.787499 nChanged 1 SP:Iteration 6Q (28870.410000 sec): 3 clusters Score: Raw -54561.588217 + Penalty 2889.696053 = -51671.892164 nChanged 0 SP:Iteration 7F (28870.630000 sec): 3 clusters Score: Raw -54561.588217 + Penalty 2889.696053 = -51671.892164 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 39 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28870.740000 sec): 2 clusters Score: Raw -23089.069551 + Penalty 1250.769429 = -21838.300122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28870.880000 sec): 3 clusters Score: Raw -23345.562967 + Penalty 2501.538858 = -20844.024109 nChanged 9 SP:Iteration 1F (28871.090000 sec): 3 clusters Score: Raw -23408.040826 + Penalty 2501.538858 = -20906.501968 nChanged 1 SP:Iteration 2Q (28871.280000 sec): 3 clusters Score: Raw -23422.266196 + Penalty 2501.538858 = -20920.727338 nChanged 0 SP:Iteration 3F (28871.470000 sec): 3 clusters Score: Raw -23422.266196 + Penalty 2501.538858 = -20920.727338 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 40 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28871.530000 sec): 2 clusters Score: Raw -42011.590424 + Penalty 1400.945611 = -40610.644813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28871.710000 sec): 3 clusters Score: Raw -42336.242152 + Penalty 2801.891222 = -39534.350930 nChanged 55 SP:Iteration 1F (28871.890000 sec): 3 clusters Score: Raw -42878.474414 + Penalty 2801.891222 = -40076.583192 nChanged 36 SP:Iteration 2F (28872.050000 sec): 3 clusters Score: Raw -43141.510305 + Penalty 2801.891222 = -40339.619083 nChanged 14 SP:Iteration 3Q (28872.210000 sec): 3 clusters Score: Raw -43307.975973 + Penalty 2801.891222 = -40506.084751 nChanged 5 SP:Iteration 4Q (28872.370000 sec): 3 clusters Score: Raw -43360.387798 + Penalty 2801.891222 = -40558.496576 nChanged 3 SP:Iteration 5Q (28872.590000 sec): 3 clusters Score: Raw -43419.951368 + Penalty 2801.891222 = -40618.060146 nChanged 3 SP:Iteration 6Q (28872.750000 sec): 3 clusters Score: Raw -43499.433074 + Penalty 2801.891222 = -40697.541852 nChanged 3 SP:Iteration 7Q (28872.900000 sec): 3 clusters Score: Raw -43532.101503 + Penalty 2801.891222 = -40730.210281 nChanged 0 SP:Iteration 8F (28873.070000 sec): 3 clusters Score: Raw -43532.228796 + Penalty 2801.891222 = -40730.337574 nChanged 1 SP:Iteration 9Q (28873.210000 sec): 3 clusters Score: Raw -43574.500848 + Penalty 2801.891222 = -40772.609626 nChanged 3 SP:Iteration 10Q (28873.390000 sec): 3 clusters Score: Raw -43720.416806 + Penalty 2801.891222 = -40918.525584 nChanged 0 SP:Iteration 11F (28873.570000 sec): 3 clusters Score: Raw -43722.941561 + Penalty 2801.891222 = -40921.050339 nChanged 1 SP:Iteration 12Q (28873.760000 sec): 3 clusters Score: Raw -43802.810787 + Penalty 2801.891222 = -41000.919565 nChanged 1 SP:Iteration 13Q (28874.000000 sec): 3 clusters Score: Raw -43866.528877 + Penalty 2801.891222 = -41064.637655 nChanged 1 SP:Iteration 14Q (28874.190000 sec): 3 clusters Score: Raw -43957.214787 + Penalty 2801.891222 = -41155.323564 nChanged 0 SP:Iteration 15F (28874.340000 sec): 3 clusters Score: Raw -43957.214787 + Penalty 2801.891222 = -41155.323564 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 13. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 41 (1454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28874.470000 sec): 2 clusters Score: Raw -248109.672003 + Penalty 1805.954267 = -246303.717736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28874.650000 sec): 3 clusters Score: Raw -247658.920131 + Penalty 3611.908534 = -244047.011597 nChanged 423 SP:Iteration 1F (28874.880000 sec): 3 clusters Score: Raw -248072.293575 + Penalty 3611.908534 = -244460.385041 nChanged 106 SP:Iteration 2F (28875.080000 sec): 3 clusters Score: Raw -248208.247313 + Penalty 3611.908534 = -244596.338778 nChanged 65 SP:Iteration 3Q (28875.270000 sec): 3 clusters Score: Raw -248327.916947 + Penalty 3611.908534 = -244716.008413 nChanged 68 SP:Iteration 4Q (28875.480000 sec): 3 clusters Score: Raw -248432.899125 + Penalty 3611.908534 = -244820.990591 nChanged 43 SP:Iteration 5Q (28875.650000 sec): 3 clusters Score: Raw -248493.706398 + Penalty 3611.908534 = -244881.797863 nChanged 27 SP:Iteration 6Q (28875.860000 sec): 3 clusters Score: Raw -248526.550246 + Penalty 3611.908534 = -244914.641712 nChanged 26 SP:Iteration 7Q (28876.080000 sec): 3 clusters Score: Raw -248552.592434 + Penalty 3611.908534 = -244940.683899 nChanged 16 SP:Iteration 8Q (28876.310000 sec): 3 clusters Score: Raw -248576.718254 + Penalty 3611.908534 = -244964.809719 nChanged 14 SP:Iteration 9Q (28876.440000 sec): 3 clusters Score: Raw -248588.233402 + Penalty 3611.908534 = -244976.324868 nChanged 14 SP:Iteration 10Q (28876.650000 sec): 3 clusters Score: Raw -248600.409363 + Penalty 3611.908534 = -244988.500829 nChanged 12 SP:Iteration 11Q (28876.840000 sec): 3 clusters Score: Raw -248612.507680 + Penalty 3611.908534 = -245000.599146 nChanged 11 SP:Iteration 12Q (28877.010000 sec): 3 clusters Score: Raw -248622.948399 + Penalty 3611.908534 = -245011.039865 nChanged 5 SP:Iteration 13Q (28877.200000 sec): 3 clusters Score: Raw -248626.973719 + Penalty 3611.908534 = -245015.065185 nChanged 4 SP:Iteration 14Q (28877.420000 sec): 3 clusters Score: Raw -248629.126338 + Penalty 3611.908534 = -245017.217804 nChanged 3 SP:Iteration 15Q (28877.560000 sec): 3 clusters Score: Raw -248631.484180 + Penalty 3611.908534 = -245019.575646 nChanged 0 SP:Iteration 16F (28877.730000 sec): 3 clusters Score: Raw -248631.484180 + Penalty 3611.908534 = -245019.575646 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 42 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28877.830000 sec): 2 clusters Score: Raw -30393.245100 + Penalty 1330.762052 = -29062.483048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28878.010000 sec): 3 clusters Score: Raw -30677.930115 + Penalty 2661.524103 = -28016.406011 nChanged 40 SP:Iteration 1F (28878.230000 sec): 3 clusters Score: Raw -30906.709805 + Penalty 2661.524103 = -28245.185702 nChanged 10 SP:Iteration 2Q (28878.390000 sec): 3 clusters Score: Raw -30979.482752 + Penalty 2661.524103 = -28317.958648 nChanged 5 SP:Iteration 3Q (28878.580000 sec): 3 clusters Score: Raw -31014.020251 + Penalty 2661.524103 = -28352.496147 nChanged 3 SP:Iteration 4Q (28878.730000 sec): 3 clusters Score: Raw -31067.237779 + Penalty 2661.524103 = -28405.713676 nChanged 0 SP:Iteration 5F (28878.940000 sec): 3 clusters Score: Raw -31067.237779 + Penalty 2661.524103 = -28405.713676 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 43 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28879.050000 sec): 2 clusters Score: Raw -97683.816693 + Penalty 1584.363229 = -96099.453464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28879.190000 sec): 3 clusters Score: Raw -97618.715094 + Penalty 3168.726457 = -94449.988636 nChanged 111 SP:Iteration 1F (28879.370000 sec): 3 clusters Score: Raw -97800.345137 + Penalty 3168.726457 = -94631.618680 nChanged 38 SP:Iteration 2F (28879.540000 sec): 3 clusters Score: Raw -97895.706473 + Penalty 3168.726457 = -94726.980015 nChanged 19 SP:Iteration 3Q (28879.740000 sec): 3 clusters Score: Raw -97944.662368 + Penalty 3168.726457 = -94775.935911 nChanged 20 SP:Iteration 4Q (28879.890000 sec): 3 clusters Score: Raw -98002.627962 + Penalty 3168.726457 = -94833.901505 nChanged 16 SP:Iteration 5Q (28880.130000 sec): 3 clusters Score: Raw -98050.641934 + Penalty 3168.726457 = -94881.915477 nChanged 13 SP:Iteration 6Q (28880.300000 sec): 3 clusters Score: Raw -98098.655738 + Penalty 3168.726457 = -94929.929281 nChanged 15 SP:Iteration 7Q (28880.470000 sec): 3 clusters Score: Raw -98150.711218 + Penalty 3168.726457 = -94981.984761 nChanged 8 SP:Iteration 8Q (28880.670000 sec): 3 clusters Score: Raw -98194.053192 + Penalty 3168.726457 = -95025.326735 nChanged 6 SP:Iteration 9Q (28880.810000 sec): 3 clusters Score: Raw -98210.184255 + Penalty 3168.726457 = -95041.457798 nChanged 8 SP:Iteration 10Q (28880.960000 sec): 3 clusters Score: Raw -98231.578771 + Penalty 3168.726457 = -95062.852314 nChanged 4 SP:Iteration 11Q (28881.150000 sec): 3 clusters Score: Raw -98242.764811 + Penalty 3168.726457 = -95074.038354 nChanged 5 SP:Iteration 12Q (28881.340000 sec): 3 clusters Score: Raw -98259.630688 + Penalty 3168.726457 = -95090.904230 nChanged 6 SP:Iteration 13Q (28881.510000 sec): 3 clusters Score: Raw -98287.428159 + Penalty 3168.726457 = -95118.701702 nChanged 7 SP:Iteration 14Q (28881.690000 sec): 3 clusters Score: Raw -98310.904941 + Penalty 3168.726457 = -95142.178484 nChanged 7 SP:Iteration 15Q (28881.860000 sec): 3 clusters Score: Raw -98336.206794 + Penalty 3168.726457 = -95167.480337 nChanged 5 SP:Iteration 16Q (28882.010000 sec): 3 clusters Score: Raw -98345.435421 + Penalty 3168.726457 = -95176.708964 nChanged 2 SP:Iteration 17Q (28882.220000 sec): 3 clusters Score: Raw -98353.149561 + Penalty 3168.726457 = -95184.423104 nChanged 0 SP:Iteration 18F (28882.400000 sec): 3 clusters Score: Raw -98353.149561 + Penalty 3168.726457 = -95184.423104 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 44 (2995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28882.510000 sec): 2 clusters Score: Raw -510393.923971 + Penalty 1985.165479 = -508408.758492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28882.710000 sec): 3 clusters Score: Raw -509136.837616 + Penalty 3970.330957 = -505166.506659 nChanged 1069 SP:Iteration 1F (28882.880000 sec): 3 clusters Score: Raw -509934.484945 + Penalty 3970.330957 = -505964.153988 nChanged 257 SP:Iteration 2F (28883.040000 sec): 3 clusters Score: Raw -510246.567481 + Penalty 3970.330957 = -506276.236524 nChanged 218 SP:Iteration 3F (28883.200000 sec): 3 clusters Score: Raw -510544.214552 + Penalty 3970.330957 = -506573.883595 nChanged 213 SP:Iteration 4F (28883.400000 sec): 3 clusters Score: Raw -510791.464728 + Penalty 3970.330957 = -506821.133771 nChanged 178 SP:Iteration 5F (28883.570000 sec): 3 clusters Score: Raw -510993.653852 + Penalty 3970.330957 = -507023.322895 nChanged 140 SP:Iteration 6Q (28883.750000 sec): 3 clusters Score: Raw -511128.581430 + Penalty 3970.330957 = -507158.250473 nChanged 116 SP:Iteration 7Q (28883.940000 sec): 3 clusters Score: Raw -511248.958850 + Penalty 3970.330957 = -507278.627892 nChanged 109 SP:Iteration 8Q (28884.120000 sec): 3 clusters Score: Raw -511346.106180 + Penalty 3970.330957 = -507375.775222 nChanged 70 SP:Iteration 9Q (28884.300000 sec): 3 clusters Score: Raw -511405.208861 + Penalty 3970.330957 = -507434.877904 nChanged 57 SP:Iteration 10Q (28884.490000 sec): 3 clusters Score: Raw -511448.068590 + Penalty 3970.330957 = -507477.737632 nChanged 45 SP:Iteration 11Q (28884.690000 sec): 3 clusters Score: Raw -511481.259128 + Penalty 3970.330957 = -507510.928171 nChanged 29 SP:Iteration 12Q (28884.890000 sec): 3 clusters Score: Raw -511498.764366 + Penalty 3970.330957 = -507528.433409 nChanged 17 SP:Iteration 13Q (28885.100000 sec): 3 clusters Score: Raw -511511.845368 + Penalty 3970.330957 = -507541.514410 nChanged 11 SP:Iteration 14Q (28885.290000 sec): 3 clusters Score: Raw -511517.234793 + Penalty 3970.330957 = -507546.903835 nChanged 5 SP:Iteration 15Q (28885.470000 sec): 3 clusters Score: Raw -511520.281394 + Penalty 3970.330957 = -507549.950437 nChanged 6 SP:Iteration 16Q (28885.650000 sec): 3 clusters Score: Raw -511524.070733 + Penalty 3970.330957 = -507553.739775 nChanged 6 SP:Iteration 17Q (28885.830000 sec): 3 clusters Score: Raw -511529.067162 + Penalty 3970.330957 = -507558.736205 nChanged 9 SP:Iteration 18Q (28886.000000 sec): 3 clusters Score: Raw -511533.639851 + Penalty 3970.330957 = -507563.308894 nChanged 5 SP:Iteration 19Q (28886.200000 sec): 3 clusters Score: Raw -511536.046518 + Penalty 3970.330957 = -507565.715561 nChanged 5 SP:Iteration 20F (28886.400000 sec): 3 clusters Score: Raw -511540.438019 + Penalty 3970.330957 = -507570.107061 nChanged 4 SP:Iteration 21Q (28886.540000 sec): 3 clusters Score: Raw -511543.251353 + Penalty 3970.330957 = -507572.920396 nChanged 1 SP:Iteration 22Q (28886.720000 sec): 3 clusters Score: Raw -511544.086806 + Penalty 3970.330957 = -507573.755848 nChanged 3 SP:Iteration 23Q (28886.920000 sec): 3 clusters Score: Raw -511545.802827 + Penalty 3970.330957 = -507575.471870 nChanged 4 SP:Iteration 24Q (28887.120000 sec): 3 clusters Score: Raw -511547.579875 + Penalty 3970.330957 = -507577.248917 nChanged 5 SP:Iteration 25Q (28887.300000 sec): 3 clusters Score: Raw -511550.230077 + Penalty 3970.330957 = -507579.899120 nChanged 2 SP:Iteration 26Q (28887.460000 sec): 3 clusters Score: Raw -511551.194001 + Penalty 3970.330957 = -507580.863044 nChanged 1 SP:Iteration 27Q (28887.630000 sec): 3 clusters Score: Raw -511552.179248 + Penalty 3970.330957 = -507581.848291 nChanged 2 SP:Iteration 28Q (28887.840000 sec): 3 clusters Score: Raw -511554.304386 + Penalty 3970.330957 = -507583.973429 nChanged 1 SP:Iteration 29Q (28888.040000 sec): 3 clusters Score: Raw -511554.640125 + Penalty 3970.330957 = -507584.309168 nChanged 2 SP:Iteration 30Q (28888.190000 sec): 3 clusters Score: Raw -511556.078168 + Penalty 3970.330957 = -507585.747211 nChanged 1 SP:Iteration 31Q (28888.350000 sec): 3 clusters Score: Raw -511556.432009 + Penalty 3970.330957 = -507586.101052 nChanged 1 SP:Iteration 32Q (28888.570000 sec): 3 clusters Score: Raw -511557.082147 + Penalty 3970.330957 = -507586.751190 nChanged 1 SP:Iteration 33Q (28888.730000 sec): 3 clusters Score: Raw -511557.399089 + Penalty 3970.330957 = -507587.068132 nChanged 0 SP:Iteration 34F (28888.910000 sec): 3 clusters Score: Raw -511557.399089 + Penalty 3970.330957 = -507587.068132 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 45 (785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28889.000000 sec): 2 clusters Score: Raw -133516.450582 + Penalty 1653.089562 = -131863.361020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28889.210000 sec): 3 clusters Score: Raw -133561.312126 + Penalty 3306.179124 = -130255.133002 nChanged 199 SP:Iteration 1F (28889.370000 sec): 3 clusters Score: Raw -133852.704234 + Penalty 3306.179124 = -130546.525110 nChanged 43 SP:Iteration 2F (28889.550000 sec): 3 clusters Score: Raw -133929.108374 + Penalty 3306.179124 = -130622.929250 nChanged 18 SP:Iteration 3Q (28889.740000 sec): 3 clusters Score: Raw -133958.453181 + Penalty 3306.179124 = -130652.274057 nChanged 13 SP:Iteration 4Q (28889.930000 sec): 3 clusters Score: Raw -133992.439490 + Penalty 3306.179124 = -130686.260366 nChanged 11 SP:Iteration 5Q (28890.120000 sec): 3 clusters Score: Raw -134012.122905 + Penalty 3306.179124 = -130705.943781 nChanged 7 SP:Iteration 6Q (28890.310000 sec): 3 clusters Score: Raw -134024.746802 + Penalty 3306.179124 = -130718.567678 nChanged 6 SP:Iteration 7Q (28890.500000 sec): 3 clusters Score: Raw -134034.331353 + Penalty 3306.179124 = -130728.152229 nChanged 7 SP:Iteration 8Q (28890.690000 sec): 3 clusters Score: Raw -134042.978106 + Penalty 3306.179124 = -130736.798982 nChanged 1 SP:Iteration 9Q (28890.850000 sec): 3 clusters Score: Raw -134044.408511 + Penalty 3306.179124 = -130738.229387 nChanged 2 SP:Iteration 10Q (28891.030000 sec): 3 clusters Score: Raw -134047.413820 + Penalty 3306.179124 = -130741.234696 nChanged 1 SP:Iteration 11Q (28891.200000 sec): 3 clusters Score: Raw -134048.038135 + Penalty 3306.179124 = -130741.859011 nChanged 0 SP:Iteration 12F (28891.390000 sec): 3 clusters Score: Raw -134048.038135 + Penalty 3306.179124 = -130741.859011 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 46 (1815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28891.480000 sec): 2 clusters Score: Raw -298356.752777 + Penalty 1860.952505 = -296495.800272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28891.730000 sec): 3 clusters Score: Raw -297720.617830 + Penalty 3721.905010 = -293998.712819 nChanged 570 SP:Iteration 1F (28891.880000 sec): 3 clusters Score: Raw -298278.811461 + Penalty 3721.905010 = -294556.906451 nChanged 168 SP:Iteration 2F (28892.080000 sec): 3 clusters Score: Raw -298535.362413 + Penalty 3721.905010 = -294813.457403 nChanged 126 SP:Iteration 3F (28892.220000 sec): 3 clusters Score: Raw -298732.255497 + Penalty 3721.905010 = -295010.350487 nChanged 111 SP:Iteration 4F (28892.410000 sec): 3 clusters Score: Raw -298926.717088 + Penalty 3721.905010 = -295204.812078 nChanged 105 SP:Iteration 5F (28892.560000 sec): 3 clusters Score: Raw -299158.920671 + Penalty 3721.905010 = -295437.015660 nChanged 107 SP:Iteration 6F (28892.770000 sec): 3 clusters Score: Raw -299346.471936 + Penalty 3721.905010 = -295624.566926 nChanged 73 SP:Iteration 7Q (28892.970000 sec): 3 clusters Score: Raw -299439.968910 + Penalty 3721.905010 = -295718.063900 nChanged 44 SP:Iteration 8Q (28893.160000 sec): 3 clusters Score: Raw -299492.823907 + Penalty 3721.905010 = -295770.918896 nChanged 23 SP:Iteration 9Q (28893.330000 sec): 3 clusters Score: Raw -299517.900707 + Penalty 3721.905010 = -295795.995696 nChanged 14 SP:Iteration 10Q (28893.490000 sec): 3 clusters Score: Raw -299530.776430 + Penalty 3721.905010 = -295808.871419 nChanged 9 SP:Iteration 11Q (28893.690000 sec): 3 clusters Score: Raw -299539.029487 + Penalty 3721.905010 = -295817.124477 nChanged 4 SP:Iteration 12Q (28893.830000 sec): 3 clusters Score: Raw -299541.362598 + Penalty 3721.905010 = -295819.457588 nChanged 3 SP:Iteration 13Q (28894.020000 sec): 3 clusters Score: Raw -299544.678087 + Penalty 3721.905010 = -295822.773077 nChanged 3 SP:Iteration 14Q (28894.200000 sec): 3 clusters Score: Raw -299546.675366 + Penalty 3721.905010 = -295824.770356 nChanged 2 SP:Iteration 15Q (28894.340000 sec): 3 clusters Score: Raw -299547.840244 + Penalty 3721.905010 = -295825.935233 nChanged 2 SP:Iteration 16Q (28894.510000 sec): 3 clusters Score: Raw -299549.310242 + Penalty 3721.905010 = -295827.405231 nChanged 0 SP:Iteration 17F (28894.750000 sec): 3 clusters Score: Raw -299549.310242 + Penalty 3721.905010 = -295827.405231 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 47 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28894.850000 sec): 2 clusters Score: Raw -33799.192075 + Penalty 1447.757151 = -32351.434924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28894.990000 sec): 3 clusters Score: Raw -34144.197111 + Penalty 2895.514302 = -31248.682809 nChanged 81 SP:Iteration 1F (28895.170000 sec): 3 clusters Score: Raw -34551.258896 + Penalty 2895.514302 = -31655.744594 nChanged 25 SP:Iteration 2F (28895.350000 sec): 3 clusters Score: Raw -34814.806631 + Penalty 2895.514302 = -31919.292329 nChanged 17 SP:Iteration 3Q (28895.550000 sec): 3 clusters Score: Raw -35053.524416 + Penalty 2895.514302 = -32158.010114 nChanged 10 SP:Iteration 4Q (28895.710000 sec): 3 clusters Score: Raw -35180.350305 + Penalty 2895.514302 = -32284.836003 nChanged 10 SP:Iteration 5Q (28895.910000 sec): 3 clusters Score: Raw -35379.551620 + Penalty 2895.514302 = -32484.037318 nChanged 2 SP:Iteration 6Q (28896.110000 sec): 3 clusters Score: Raw -35397.354266 + Penalty 2895.514302 = -32501.839964 nChanged 1 SP:Iteration 7Q (28896.270000 sec): 3 clusters Score: Raw -35406.074405 + Penalty 2895.514302 = -32510.560104 nChanged 1 SP:Iteration 8Q (28896.500000 sec): 3 clusters Score: Raw -35426.333074 + Penalty 2895.514302 = -32530.818772 nChanged 3 SP:Iteration 9Q (28896.670000 sec): 3 clusters Score: Raw -35474.580203 + Penalty 2895.514302 = -32579.065902 nChanged 2 SP:Iteration 10Q (28896.850000 sec): 3 clusters Score: Raw -35481.509368 + Penalty 2895.514302 = -32585.995067 nChanged 0 SP:Iteration 11F (28897.020000 sec): 3 clusters Score: Raw -35485.271004 + Penalty 2895.514302 = -32589.756702 nChanged 1 SP:Iteration 12Q (28897.190000 sec): 3 clusters Score: Raw -35511.005621 + Penalty 2895.514302 = -32615.491319 nChanged 3 SP:Iteration 13Q (28897.400000 sec): 3 clusters Score: Raw -35553.524351 + Penalty 2895.514302 = -32658.010049 nChanged 3 SP:Iteration 14Q (28897.560000 sec): 3 clusters Score: Raw -35646.095896 + Penalty 2895.514302 = -32750.581594 nChanged 4 SP:Iteration 15Q (28897.750000 sec): 3 clusters Score: Raw -35799.914612 + Penalty 2895.514302 = -32904.400310 nChanged 5 SP:Iteration 16Q (28897.900000 sec): 3 clusters Score: Raw -35919.983060 + Penalty 2895.514302 = -33024.468758 nChanged 3 SP:Iteration 17Q (28898.080000 sec): 3 clusters Score: Raw -35939.733254 + Penalty 2895.514302 = -33044.218952 nChanged 1 SP:Iteration 18Q (28898.280000 sec): 3 clusters Score: Raw -35954.013103 + Penalty 2895.514302 = -33058.498801 nChanged 3 SP:Iteration 19Q (28898.450000 sec): 3 clusters Score: Raw -35997.828090 + Penalty 2895.514302 = -33102.313789 nChanged 5 SP:Iteration 20F (28898.620000 sec): 3 clusters Score: Raw -36117.760182 + Penalty 2895.514302 = -33222.245880 nChanged 1 SP:Iteration 21Q (28898.790000 sec): 3 clusters Score: Raw -36177.507184 + Penalty 2895.514302 = -33281.992882 nChanged 0 SP:Iteration 22F (28898.970000 sec): 3 clusters Score: Raw -36177.507184 + Penalty 2895.514302 = -33281.992882 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 48 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28899.070000 sec): 2 clusters Score: Raw -57434.688449 + Penalty 1466.548745 = -55968.139704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28899.250000 sec): 3 clusters Score: Raw -57540.641759 + Penalty 2933.097491 = -54607.544268 nChanged 62 SP:Iteration 1F (28899.440000 sec): 3 clusters Score: Raw -57822.284783 + Penalty 2933.097491 = -54889.187292 nChanged 13 SP:Iteration 2Q (28899.630000 sec): 3 clusters Score: Raw -57863.345686 + Penalty 2933.097491 = -54930.248195 nChanged 6 SP:Iteration 3Q (28899.760000 sec): 3 clusters Score: Raw -57889.771619 + Penalty 2933.097491 = -54956.674129 nChanged 6 SP:Iteration 4Q (28899.950000 sec): 3 clusters Score: Raw -57959.963959 + Penalty 2933.097491 = -55026.866468 nChanged 7 SP:Iteration 5Q (28900.180000 sec): 3 clusters Score: Raw -58042.264160 + Penalty 2933.097491 = -55109.166670 nChanged 6 SP:Iteration 6Q (28900.330000 sec): 3 clusters Score: Raw -58218.198360 + Penalty 2933.097491 = -55285.100869 nChanged 9 SP:Iteration 7Q (28900.540000 sec): 3 clusters Score: Raw -58252.685411 + Penalty 2933.097491 = -55319.587920 nChanged 7 SP:Iteration 8Q (28900.710000 sec): 3 clusters Score: Raw -58287.341243 + Penalty 2933.097491 = -55354.243753 nChanged 2 SP:Iteration 9Q (28900.910000 sec): 3 clusters Score: Raw -58293.228007 + Penalty 2933.097491 = -55360.130516 nChanged 1 SP:Iteration 10Q (28901.100000 sec): 3 clusters Score: Raw -58296.926148 + Penalty 2933.097491 = -55363.828657 nChanged 2 SP:Iteration 11Q (28901.320000 sec): 3 clusters Score: Raw -58303.763524 + Penalty 2933.097491 = -55370.666033 nChanged 1 SP:Iteration 12Q (28901.470000 sec): 3 clusters Score: Raw -58313.323106 + Penalty 2933.097491 = -55380.225615 nChanged 3 SP:Iteration 13Q (28901.720000 sec): 3 clusters Score: Raw -58327.215128 + Penalty 2933.097491 = -55394.117637 nChanged 2 SP:Iteration 14Q (28901.880000 sec): 3 clusters Score: Raw -58336.089620 + Penalty 2933.097491 = -55402.992129 nChanged 0 SP:Iteration 15F (28902.080000 sec): 3 clusters Score: Raw -58336.089620 + Penalty 2933.097491 = -55402.992129 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 49 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28902.170000 sec): 2 clusters Score: Raw -21223.329034 + Penalty 1376.170869 = -19847.158165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28902.330000 sec): 3 clusters Score: Raw -21595.337911 + Penalty 2752.341738 = -18842.996173 nChanged 47 SP:Iteration 1F (28902.480000 sec): 3 clusters Score: Raw -21815.871547 + Penalty 2752.341738 = -19063.529808 nChanged 17 SP:Iteration 2F (28902.700000 sec): 3 clusters Score: Raw -21904.560044 + Penalty 2752.341738 = -19152.218306 nChanged 15 SP:Iteration 3F (28902.850000 sec): 3 clusters Score: Raw -22093.486842 + Penalty 2752.341738 = -19341.145103 nChanged 11 SP:Iteration 4Q (28903.050000 sec): 3 clusters Score: Raw -22277.791417 + Penalty 2752.341738 = -19525.449678 nChanged 3 SP:Iteration 5Q (28903.240000 sec): 3 clusters Score: Raw -22364.464343 + Penalty 2752.341738 = -19612.122605 nChanged 4 SP:Iteration 6Q (28903.430000 sec): 3 clusters Score: Raw -22394.148801 + Penalty 2752.341738 = -19641.807063 nChanged 1 SP:Iteration 7Q (28903.610000 sec): 3 clusters Score: Raw -22399.290011 + Penalty 2752.341738 = -19646.948273 nChanged 2 SP:Iteration 8Q (28903.770000 sec): 3 clusters Score: Raw -22413.155552 + Penalty 2752.341738 = -19660.813814 nChanged 1 SP:Iteration 9Q (28903.950000 sec): 3 clusters Score: Raw -22414.728193 + Penalty 2752.341738 = -19662.386455 nChanged 0 SP:Iteration 10F (28904.140000 sec): 3 clusters Score: Raw -22414.728193 + Penalty 2752.341738 = -19662.386455 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 50 (1137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28904.250000 sec): 2 clusters Score: Raw -195942.931908 + Penalty 1744.964826 = -194197.967081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28904.390000 sec): 3 clusters Score: Raw -195643.140986 + Penalty 3489.929653 = -192153.211334 nChanged 299 SP:Iteration 1F (28904.540000 sec): 3 clusters Score: Raw -195937.671076 + Penalty 3489.929653 = -192447.741423 nChanged 93 SP:Iteration 2F (28904.730000 sec): 3 clusters Score: Raw -196080.220313 + Penalty 3489.929653 = -192590.290660 nChanged 48 SP:Iteration 3Q (28904.910000 sec): 3 clusters Score: Raw -196158.449292 + Penalty 3489.929653 = -192668.519639 nChanged 28 SP:Iteration 4Q (28905.110000 sec): 3 clusters Score: Raw -196204.853526 + Penalty 3489.929653 = -192714.923873 nChanged 19 SP:Iteration 5Q (28905.310000 sec): 3 clusters Score: Raw -196230.236242 + Penalty 3489.929653 = -192740.306590 nChanged 15 SP:Iteration 6Q (28905.510000 sec): 3 clusters Score: Raw -196253.181128 + Penalty 3489.929653 = -192763.251475 nChanged 11 SP:Iteration 7Q (28905.700000 sec): 3 clusters Score: Raw -196264.338945 + Penalty 3489.929653 = -192774.409292 nChanged 9 SP:Iteration 8Q (28905.880000 sec): 3 clusters Score: Raw -196271.905744 + Penalty 3489.929653 = -192781.976091 nChanged 5 SP:Iteration 9Q (28906.070000 sec): 3 clusters Score: Raw -196277.314701 + Penalty 3489.929653 = -192787.385048 nChanged 3 SP:Iteration 10Q (28906.260000 sec): 3 clusters Score: Raw -196282.533510 + Penalty 3489.929653 = -192792.603857 nChanged 4 SP:Iteration 11Q (28906.470000 sec): 3 clusters Score: Raw -196286.732188 + Penalty 3489.929653 = -192796.802535 nChanged 4 SP:Iteration 12Q (28906.620000 sec): 3 clusters Score: Raw -196291.539169 + Penalty 3489.929653 = -192801.609516 nChanged 6 SP:Iteration 13Q (28906.770000 sec): 3 clusters Score: Raw -196299.230293 + Penalty 3489.929653 = -192809.300640 nChanged 8 SP:Iteration 14Q (28906.970000 sec): 3 clusters Score: Raw -196312.996894 + Penalty 3489.929653 = -192823.067241 nChanged 8 SP:Iteration 15Q (28907.130000 sec): 3 clusters Score: Raw -196324.252343 + Penalty 3489.929653 = -192834.322690 nChanged 9 SP:Iteration 16Q (28907.280000 sec): 3 clusters Score: Raw -196339.763140 + Penalty 3489.929653 = -192849.833487 nChanged 12 SP:Iteration 17Q (28907.480000 sec): 3 clusters Score: Raw -196355.247194 + Penalty 3489.929653 = -192865.317541 nChanged 8 SP:Iteration 18Q (28907.650000 sec): 3 clusters Score: Raw -196369.294606 + Penalty 3489.929653 = -192879.364953 nChanged 10 SP:Iteration 19Q (28907.850000 sec): 3 clusters Score: Raw -196382.529939 + Penalty 3489.929653 = -192892.600286 nChanged 8 SP:Iteration 20F (28908.040000 sec): 3 clusters Score: Raw -196395.039211 + Penalty 3489.929653 = -192905.109558 nChanged 12 SP:Iteration 21Q (28908.240000 sec): 3 clusters Score: Raw -196411.450399 + Penalty 3489.929653 = -192921.520746 nChanged 8 SP:Iteration 22Q (28908.400000 sec): 3 clusters Score: Raw -196420.127797 + Penalty 3489.929653 = -192930.198144 nChanged 6 SP:Iteration 23Q (28908.630000 sec): 3 clusters Score: Raw -196427.533452 + Penalty 3489.929653 = -192937.603799 nChanged 4 SP:Iteration 24Q (28908.820000 sec): 3 clusters Score: Raw -196430.948109 + Penalty 3489.929653 = -192941.018456 nChanged 2 SP:Iteration 25Q (28909.030000 sec): 3 clusters Score: Raw -196432.756184 + Penalty 3489.929653 = -192942.826531 nChanged 1 SP:Iteration 26Q (28909.230000 sec): 3 clusters Score: Raw -196434.595235 + Penalty 3489.929653 = -192944.665582 nChanged 2 SP:Iteration 27Q (28909.370000 sec): 3 clusters Score: Raw -196435.149897 + Penalty 3489.929653 = -192945.220244 nChanged 1 SP:Iteration 28Q (28909.590000 sec): 3 clusters Score: Raw -196436.266095 + Penalty 3489.929653 = -192946.336442 nChanged 1 SP:Iteration 29Q (28909.850000 sec): 3 clusters Score: Raw -196436.729256 + Penalty 3489.929653 = -192946.799603 nChanged 0 SP:Iteration 30F (28910.040000 sec): 3 clusters Score: Raw -196436.729256 + Penalty 3489.929653 = -192946.799603 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 52 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28910.140000 sec): 2 clusters Score: Raw -50241.266041 + Penalty 1401.817317 = -48839.448724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28910.400000 sec): 3 clusters Score: Raw -50385.066346 + Penalty 2803.634633 = -47581.431712 nChanged 31 SP:Iteration 1F (28910.610000 sec): 3 clusters Score: Raw -50483.464745 + Penalty 2803.634633 = -47679.830112 nChanged 8 SP:Iteration 2Q (28910.790000 sec): 3 clusters Score: Raw -50507.156344 + Penalty 2803.634633 = -47703.521710 nChanged 3 SP:Iteration 3Q (28911.010000 sec): 3 clusters Score: Raw -50520.478170 + Penalty 2803.634633 = -47716.843537 nChanged 1 SP:Iteration 4Q (28911.190000 sec): 3 clusters Score: Raw -50522.530267 + Penalty 2803.634633 = -47718.895634 nChanged 0 SP:Iteration 5F (28911.360000 sec): 3 clusters Score: Raw -50522.530267 + Penalty 2803.634633 = -47718.895634 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 53 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28911.490000 sec): 2 clusters Score: Raw -46966.641464 + Penalty 1407.834943 = -45558.806521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28911.670000 sec): 3 clusters Score: Raw -47224.614366 + Penalty 2815.669886 = -44408.944480 nChanged 49 SP:Iteration 1F (28911.870000 sec): 3 clusters Score: Raw -47428.494734 + Penalty 2815.669886 = -44612.824848 nChanged 18 SP:Iteration 2F (28912.100000 sec): 3 clusters Score: Raw -47531.432680 + Penalty 2815.669886 = -44715.762794 nChanged 14 SP:Iteration 3Q (28912.270000 sec): 3 clusters Score: Raw -47593.369146 + Penalty 2815.669886 = -44777.699260 nChanged 4 SP:Iteration 4Q (28912.440000 sec): 3 clusters Score: Raw -47623.870081 + Penalty 2815.669886 = -44808.200195 nChanged 4 SP:Iteration 5Q (28912.610000 sec): 3 clusters Score: Raw -47649.217468 + Penalty 2815.669886 = -44833.547583 nChanged 1 SP:Iteration 6Q (28912.790000 sec): 3 clusters Score: Raw -47652.132765 + Penalty 2815.669886 = -44836.462879 nChanged 1 SP:Iteration 7Q (28912.960000 sec): 3 clusters Score: Raw -47656.491085 + Penalty 2815.669886 = -44840.821200 nChanged 0 SP:Iteration 8F (28913.140000 sec): 3 clusters Score: Raw -47656.491085 + Penalty 2815.669886 = -44840.821200 nChanged 0 Iteration 139Q (28954.240000 sec): 54 clusters Score: Raw -154755958.989168 + Penalty 179800.088570 = -154576158.900597 nChanged 22 Deleting Class 40 (67 points): Lose 3063.759816 but Gain 3392.454501 Iteration 140F (29038.440000 sec): 53 clusters Score: Raw -154753447.127805 + Penalty 176407.634069 = -154577039.493736 nChanged 115 Iteration 141Q (29081.700000 sec): 53 clusters Score: Raw -154755304.026435 + Penalty 176407.634069 = -154578896.392365 nChanged 56 Iteration 142Q (29122.450000 sec): 53 clusters Score: Raw -154756086.277121 + Penalty 176407.634069 = -154579678.643052 nChanged 27 Iteration 143Q (29158.780000 sec): 53 clusters Score: Raw -154756224.543116 + Penalty 176407.634069 = -154579816.909047 nChanged 19 Iteration 144Q (29200.960000 sec): 53 clusters Score: Raw -154756247.367806 + Penalty 176407.634069 = -154579839.733737 nChanged 13 Iteration 145Q (29249.090000 sec): 53 clusters Score: Raw -154756248.256829 + Penalty 176407.634069 = -154579840.622760 nChanged 9 Iteration 146Q (29299.700000 sec): 53 clusters Score: Raw -154756248.428197 + Penalty 176407.634069 = -154579840.794127 nChanged 6 Iteration 147Q (29348.430000 sec): 53 clusters Score: Raw -154756248.503161 + Penalty 176407.634069 = -154579840.869091 nChanged 11 Iteration 148Q (29399.390000 sec): 53 clusters Score: Raw -154756248.651859 + Penalty 176407.634069 = -154579841.017790 nChanged 11 Iteration 149Q (29446.780000 sec): 53 clusters Score: Raw -154756248.780528 + Penalty 176407.634069 = -154579841.146459 nChanged 9 Iteration 150Q (29495.040000 sec): 53 clusters Score: Raw -154756248.891733 + Penalty 176407.634069 = -154579841.257663 nChanged 6 Iteration 151Q (29544.740000 sec): 53 clusters Score: Raw -154756248.975633 + Penalty 176407.634069 = -154579841.341564 nChanged 5 Iteration 152Q (29590.040000 sec): 53 clusters Score: Raw -154756249.113994 + Penalty 176407.634069 = -154579841.479925 nChanged 4 Iteration 153Q (29639.790000 sec): 53 clusters Score: Raw -154756249.321397 + Penalty 176407.634069 = -154579841.687328 nChanged 8 Iteration 154Q (29680.030000 sec): 53 clusters Score: Raw -154756249.499897 + Penalty 176407.634069 = -154579841.865828 nChanged 4 Iteration 155Q (29731.050000 sec): 53 clusters Score: Raw -154756249.622271 + Penalty 176407.634069 = -154579841.988201 nChanged 7 Iteration 156Q (29780.890000 sec): 53 clusters Score: Raw -154756249.891152 + Penalty 176407.634069 = -154579842.257083 nChanged 1 Iteration 157Q (29824.860000 sec): 53 clusters Score: Raw -154756249.919689 + Penalty 176407.634069 = -154579842.285620 nChanged 3 Iteration 158Q (29870.050000 sec): 53 clusters Score: Raw -154756249.945943 + Penalty 176407.634069 = -154579842.311874 nChanged 2 Iteration 159Q (29916.130000 sec): 53 clusters Score: Raw -154756249.963542 + Penalty 176407.634069 = -154579842.329473 nChanged 1 Iteration 160F (30000.190000 sec): 53 clusters Score: Raw -154756881.061272 + Penalty 176407.634069 = -154580473.427202 nChanged 29 Iteration 161Q (30046.700000 sec): 53 clusters Score: Raw -154757565.424426 + Penalty 176407.634069 = -154581157.790357 nChanged 12 Iteration 162Q (30094.490000 sec): 53 clusters Score: Raw -154757696.695530 + Penalty 176407.634069 = -154581289.061461 nChanged 4 Iteration 163Q (30143.060000 sec): 53 clusters Score: Raw -154757713.741575 + Penalty 176407.634069 = -154581306.107506 nChanged 1 Iteration 164Q (30194.640000 sec): 53 clusters Score: Raw -154757713.746169 + Penalty 176407.634069 = -154581306.112100 nChanged 1 Iteration 165Q (30245.160000 sec): 53 clusters Score: Raw -154757713.751016 + Penalty 176407.634069 = -154581306.116947 nChanged 1 Iteration 166Q (30297.480000 sec): 53 clusters Score: Raw -154757713.756132 + Penalty 176407.634069 = -154581306.122063 nChanged 2 Iteration 167Q (30348.640000 sec): 53 clusters Score: Raw -154757713.763990 + Penalty 176407.634069 = -154581306.129920 nChanged 0 Iteration 168F (30436.100000 sec): 53 clusters Score: Raw -154758034.054605 + Penalty 176407.634069 = -154581626.420536 nChanged 15 Iteration 169Q (30483.660000 sec): 53 clusters Score: Raw -154758379.368011 + Penalty 176407.634069 = -154581971.733942 nChanged 6 Iteration 170Q (30527.190000 sec): 53 clusters Score: Raw -154758464.738543 + Penalty 176407.634069 = -154582057.104474 nChanged 6 Iteration 171Q (30567.190000 sec): 53 clusters Score: Raw -154758560.745084 + Penalty 176407.634069 = -154582153.111015 nChanged 5 Iteration 172Q (30608.390000 sec): 53 clusters Score: Raw -154758605.429424 + Penalty 176407.634069 = -154582197.795355 nChanged 3 Iteration 173Q (30655.780000 sec): 53 clusters Score: Raw -154758640.956454 + Penalty 176407.634069 = -154582233.322385 nChanged 2 Iteration 174Q (30696.250000 sec): 53 clusters Score: Raw -154758650.175664 + Penalty 176407.634069 = -154582242.541594 nChanged 0 Iteration 175F (30783.470000 sec): 53 clusters Score: Raw -154758731.241783 + Penalty 176407.634069 = -154582323.607714 nChanged 6 Iteration 176Q (30837.630000 sec): 53 clusters Score: Raw -154758934.589240 + Penalty 176407.634069 = -154582526.955171 nChanged 2 Iteration 177Q (30884.250000 sec): 53 clusters Score: Raw -154759093.549575 + Penalty 176407.634069 = -154582685.915506 nChanged 3 Iteration 178Q (30935.480000 sec): 53 clusters Score: Raw -154759123.186572 + Penalty 176407.634069 = -154582715.552503 nChanged 1 Writing temp clu file Because OldScore, -154582685.915506, is greater than current (better) Score,-154582715.552503 Compute initial score before splitting: Score: Raw -154759123.186572 + Penalty 176407.634069 = -154582715.552503 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 1 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30935.720000 sec): 2 clusters Score: Raw -43978.904181 + Penalty 1403.551590 = -42575.352592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30935.880000 sec): 3 clusters Score: Raw -44218.492967 + Penalty 2807.103179 = -41411.389788 nChanged 42 SP:Iteration 1F (30936.070000 sec): 3 clusters Score: Raw -44347.864282 + Penalty 2807.103179 = -41540.761102 nChanged 12 SP:Iteration 2Q (30936.250000 sec): 3 clusters Score: Raw -44390.273588 + Penalty 2807.103179 = -41583.170409 nChanged 3 SP:Iteration 3Q (30936.460000 sec): 3 clusters Score: Raw -44406.508688 + Penalty 2807.103179 = -41599.405509 nChanged 4 SP:Iteration 4Q (30936.590000 sec): 3 clusters Score: Raw -44423.067483 + Penalty 2807.103179 = -41615.964304 nChanged 3 SP:Iteration 5Q (30936.790000 sec): 3 clusters Score: Raw -44444.485524 + Penalty 2807.103179 = -41637.382345 nChanged 2 SP:Iteration 6Q (30936.950000 sec): 3 clusters Score: Raw -44487.125550 + Penalty 2807.103179 = -41680.022371 nChanged 3 SP:Iteration 7Q (30937.150000 sec): 3 clusters Score: Raw -44494.122874 + Penalty 2807.103179 = -41687.019695 nChanged 0 SP:Iteration 8F (30937.360000 sec): 3 clusters Score: Raw -44494.122874 + Penalty 2807.103179 = -41687.019695 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 2 (2670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30937.460000 sec): 2 clusters Score: Raw -489035.789741 + Penalty 1956.678770 = -487079.110971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30937.690000 sec): 3 clusters Score: Raw -487937.906585 + Penalty 3913.357541 = -484024.549045 nChanged 909 SP:Iteration 1F (30937.860000 sec): 3 clusters Score: Raw -488573.069607 + Penalty 3913.357541 = -484659.712067 nChanged 203 SP:Iteration 2F (30938.020000 sec): 3 clusters Score: Raw -488720.734837 + Penalty 3913.357541 = -484807.377297 nChanged 109 SP:Iteration 3Q (30938.250000 sec): 3 clusters Score: Raw -488791.967160 + Penalty 3913.357541 = -484878.609619 nChanged 66 SP:Iteration 4Q (30938.420000 sec): 3 clusters Score: Raw -488827.193647 + Penalty 3913.357541 = -484913.836107 nChanged 41 SP:Iteration 5Q (30938.640000 sec): 3 clusters Score: Raw -488859.077180 + Penalty 3913.357541 = -484945.719639 nChanged 48 SP:Iteration 6Q (30938.840000 sec): 3 clusters Score: Raw -488896.930946 + Penalty 3913.357541 = -484983.573405 nChanged 41 SP:Iteration 7Q (30939.030000 sec): 3 clusters Score: Raw -488934.538684 + Penalty 3913.357541 = -485021.181143 nChanged 54 SP:Iteration 8Q (30939.220000 sec): 3 clusters Score: Raw -488973.792395 + Penalty 3913.357541 = -485060.434854 nChanged 45 SP:Iteration 9Q (30939.420000 sec): 3 clusters Score: Raw -489004.430741 + Penalty 3913.357541 = -485091.073200 nChanged 39 SP:Iteration 10Q (30939.620000 sec): 3 clusters Score: Raw -489033.851510 + Penalty 3913.357541 = -485120.493969 nChanged 43 SP:Iteration 11Q (30939.800000 sec): 3 clusters Score: Raw -489065.688321 + Penalty 3913.357541 = -485152.330781 nChanged 40 SP:Iteration 12Q (30939.950000 sec): 3 clusters Score: Raw -489097.369773 + Penalty 3913.357541 = -485184.012232 nChanged 35 SP:Iteration 13Q (30940.190000 sec): 3 clusters Score: Raw -489126.121317 + Penalty 3913.357541 = -485212.763777 nChanged 40 SP:Iteration 14Q (30940.350000 sec): 3 clusters Score: Raw -489159.736042 + Penalty 3913.357541 = -485246.378501 nChanged 38 SP:Iteration 15Q (30940.600000 sec): 3 clusters Score: Raw -489186.164017 + Penalty 3913.357541 = -485272.806476 nChanged 35 SP:Iteration 16Q (30940.740000 sec): 3 clusters Score: Raw -489207.422598 + Penalty 3913.357541 = -485294.065057 nChanged 33 SP:Iteration 17Q (30940.930000 sec): 3 clusters Score: Raw -489236.994082 + Penalty 3913.357541 = -485323.636541 nChanged 39 SP:Iteration 18Q (30941.090000 sec): 3 clusters Score: Raw -489262.136168 + Penalty 3913.357541 = -485348.778627 nChanged 38 SP:Iteration 19Q (30941.280000 sec): 3 clusters Score: Raw -489287.745162 + Penalty 3913.357541 = -485374.387621 nChanged 31 SP:Iteration 20F (30941.500000 sec): 3 clusters Score: Raw -489305.475869 + Penalty 3913.357541 = -485392.118329 nChanged 18 SP:Iteration 21Q (30941.700000 sec): 3 clusters Score: Raw -489316.005695 + Penalty 3913.357541 = -485402.648154 nChanged 23 SP:Iteration 22Q (30941.960000 sec): 3 clusters Score: Raw -489328.420958 + Penalty 3913.357541 = -485415.063417 nChanged 15 SP:Iteration 23Q (30942.140000 sec): 3 clusters Score: Raw -489337.450752 + Penalty 3913.357541 = -485424.093212 nChanged 8 SP:Iteration 24Q (30942.360000 sec): 3 clusters Score: Raw -489342.248701 + Penalty 3913.357541 = -485428.891160 nChanged 10 SP:Iteration 25Q (30942.520000 sec): 3 clusters Score: Raw -489347.496375 + Penalty 3913.357541 = -485434.138834 nChanged 8 SP:Iteration 26Q (30942.730000 sec): 3 clusters Score: Raw -489352.915944 + Penalty 3913.357541 = -485439.558404 nChanged 9 SP:Iteration 27Q (30942.910000 sec): 3 clusters Score: Raw -489357.719403 + Penalty 3913.357541 = -485444.361863 nChanged 5 SP:Iteration 28Q (30943.110000 sec): 3 clusters Score: Raw -489360.610515 + Penalty 3913.357541 = -485447.252974 nChanged 9 SP:Iteration 29Q (30943.350000 sec): 3 clusters Score: Raw -489366.313652 + Penalty 3913.357541 = -485452.956112 nChanged 7 SP:Iteration 30Q (30943.570000 sec): 3 clusters Score: Raw -489369.138263 + Penalty 3913.357541 = -485455.780723 nChanged 4 SP:Iteration 31Q (30943.750000 sec): 3 clusters Score: Raw -489370.510616 + Penalty 3913.357541 = -485457.153075 nChanged 5 SP:Iteration 32Q (30943.970000 sec): 3 clusters Score: Raw -489373.238219 + Penalty 3913.357541 = -485459.880678 nChanged 6 SP:Iteration 33Q (30944.160000 sec): 3 clusters Score: Raw -489376.546882 + Penalty 3913.357541 = -485463.189341 nChanged 4 SP:Iteration 34Q (30944.370000 sec): 3 clusters Score: Raw -489378.982941 + Penalty 3913.357541 = -485465.625400 nChanged 5 SP:Iteration 35Q (30944.550000 sec): 3 clusters Score: Raw -489381.975271 + Penalty 3913.357541 = -485468.617730 nChanged 7 SP:Iteration 36Q (30944.760000 sec): 3 clusters Score: Raw -489385.362850 + Penalty 3913.357541 = -485472.005309 nChanged 10 SP:Iteration 37Q (30944.930000 sec): 3 clusters Score: Raw -489392.297120 + Penalty 3913.357541 = -485478.939580 nChanged 8 SP:Iteration 38Q (30945.130000 sec): 3 clusters Score: Raw -489399.639237 + Penalty 3913.357541 = -485486.281696 nChanged 11 SP:Iteration 39Q (30945.380000 sec): 3 clusters Score: Raw -489407.138239 + Penalty 3913.357541 = -485493.780698 nChanged 12 SP:Iteration 40F (30945.630000 sec): 3 clusters Score: Raw -489414.566720 + Penalty 3913.357541 = -485501.209179 nChanged 7 SP:Iteration 41Q (30945.780000 sec): 3 clusters Score: Raw -489418.630339 + Penalty 3913.357541 = -485505.272799 nChanged 8 SP:Iteration 42Q (30946.020000 sec): 3 clusters Score: Raw -489422.816636 + Penalty 3913.357541 = -485509.459096 nChanged 8 SP:Iteration 43Q (30946.170000 sec): 3 clusters Score: Raw -489428.818619 + Penalty 3913.357541 = -485515.461079 nChanged 8 SP:Iteration 44Q (30946.370000 sec): 3 clusters Score: Raw -489432.894987 + Penalty 3913.357541 = -485519.537446 nChanged 4 SP:Iteration 45Q (30946.570000 sec): 3 clusters Score: Raw -489434.248259 + Penalty 3913.357541 = -485520.890718 nChanged 3 SP:Iteration 46Q (30946.760000 sec): 3 clusters Score: Raw -489435.322791 + Penalty 3913.357541 = -485521.965251 nChanged 2 SP:Iteration 47Q (30946.960000 sec): 3 clusters Score: Raw -489435.737198 + Penalty 3913.357541 = -485522.379658 nChanged 2 SP:Iteration 48Q (30947.180000 sec): 3 clusters Score: Raw -489436.935114 + Penalty 3913.357541 = -485523.577573 nChanged 4 SP:Iteration 49Q (30947.400000 sec): 3 clusters Score: Raw -489439.137235 + Penalty 3913.357541 = -485525.779694 nChanged 6 SP:Iteration 50Q (30947.550000 sec): 3 clusters Score: Raw -489442.299121 + Penalty 3913.357541 = -485528.941580 nChanged 4 SP:Iteration 51Q (30947.760000 sec): 3 clusters Score: Raw -489445.331984 + Penalty 3913.357541 = -485531.974443 nChanged 3 SP:Iteration 52Q (30947.960000 sec): 3 clusters Score: Raw -489448.696573 + Penalty 3913.357541 = -485535.339032 nChanged 6 SP:Iteration 53Q (30948.160000 sec): 3 clusters Score: Raw -489452.335489 + Penalty 3913.357541 = -485538.977949 nChanged 8 SP:Iteration 54Q (30948.360000 sec): 3 clusters Score: Raw -489456.388550 + Penalty 3913.357541 = -485543.031009 nChanged 6 SP:Iteration 55Q (30948.510000 sec): 3 clusters Score: Raw -489459.797158 + Penalty 3913.357541 = -485546.439617 nChanged 5 SP:Iteration 56Q (30948.700000 sec): 3 clusters Score: Raw -489463.527417 + Penalty 3913.357541 = -485550.169876 nChanged 5 SP:Iteration 57Q (30948.880000 sec): 3 clusters Score: Raw -489465.944678 + Penalty 3913.357541 = -485552.587137 nChanged 6 SP:Iteration 58Q (30949.100000 sec): 3 clusters Score: Raw -489470.274919 + Penalty 3913.357541 = -485556.917378 nChanged 5 SP:Iteration 59Q (30949.290000 sec): 3 clusters Score: Raw -489472.410734 + Penalty 3913.357541 = -485559.053193 nChanged 3 SP:Iteration 60F (30949.460000 sec): 3 clusters Score: Raw -489473.129211 + Penalty 3913.357541 = -485559.771670 nChanged 2 SP:Iteration 61Q (30949.620000 sec): 3 clusters Score: Raw -489474.134938 + Penalty 3913.357541 = -485560.777397 nChanged 1 SP:Iteration 62Q (30949.810000 sec): 3 clusters Score: Raw -489474.377817 + Penalty 3913.357541 = -485561.020276 nChanged 1 SP:Iteration 63Q (30949.950000 sec): 3 clusters Score: Raw -489474.763867 + Penalty 3913.357541 = -485561.406326 nChanged 0 SP:Iteration 64F (30950.140000 sec): 3 clusters Score: Raw -489474.763867 + Penalty 3913.357541 = -485561.406326 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 3 (1230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30950.250000 sec): 2 clusters Score: Raw -195260.924629 + Penalty 1764.462823 = -193496.461806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30950.400000 sec): 3 clusters Score: Raw -194972.679173 + Penalty 3528.925646 = -191443.753527 nChanged 340 SP:Iteration 1F (30950.550000 sec): 3 clusters Score: Raw -195415.622315 + Penalty 3528.925646 = -191886.696669 nChanged 120 SP:Iteration 2F (30950.700000 sec): 3 clusters Score: Raw -195636.035678 + Penalty 3528.925646 = -192107.110032 nChanged 72 SP:Iteration 3F (30950.910000 sec): 3 clusters Score: Raw -195753.629618 + Penalty 3528.925646 = -192224.703971 nChanged 45 SP:Iteration 4Q (30951.110000 sec): 3 clusters Score: Raw -195818.816414 + Penalty 3528.925646 = -192289.890768 nChanged 29 SP:Iteration 5Q (30951.340000 sec): 3 clusters Score: Raw -195860.454551 + Penalty 3528.925646 = -192331.528904 nChanged 23 SP:Iteration 6Q (30951.580000 sec): 3 clusters Score: Raw -195902.943948 + Penalty 3528.925646 = -192374.018302 nChanged 25 SP:Iteration 7Q (30951.780000 sec): 3 clusters Score: Raw -195945.984861 + Penalty 3528.925646 = -192417.059214 nChanged 19 SP:Iteration 8Q (30951.990000 sec): 3 clusters Score: Raw -195978.540164 + Penalty 3528.925646 = -192449.614518 nChanged 15 SP:Iteration 9Q (30952.190000 sec): 3 clusters Score: Raw -196002.572308 + Penalty 3528.925646 = -192473.646662 nChanged 10 SP:Iteration 10Q (30952.390000 sec): 3 clusters Score: Raw -196015.979087 + Penalty 3528.925646 = -192487.053441 nChanged 9 SP:Iteration 11Q (30952.580000 sec): 3 clusters Score: Raw -196032.633305 + Penalty 3528.925646 = -192503.707659 nChanged 6 SP:Iteration 12Q (30952.760000 sec): 3 clusters Score: Raw -196039.372767 + Penalty 3528.925646 = -192510.447121 nChanged 5 SP:Iteration 13Q (30952.990000 sec): 3 clusters Score: Raw -196044.919660 + Penalty 3528.925646 = -192515.994013 nChanged 7 SP:Iteration 14Q (30953.170000 sec): 3 clusters Score: Raw -196057.819029 + Penalty 3528.925646 = -192528.893383 nChanged 6 SP:Iteration 15Q (30953.390000 sec): 3 clusters Score: Raw -196074.710326 + Penalty 3528.925646 = -192545.784680 nChanged 9 SP:Iteration 16Q (30953.540000 sec): 3 clusters Score: Raw -196097.422718 + Penalty 3528.925646 = -192568.497072 nChanged 6 SP:Iteration 17Q (30953.740000 sec): 3 clusters Score: Raw -196107.753455 + Penalty 3528.925646 = -192578.827809 nChanged 5 SP:Iteration 18Q (30953.890000 sec): 3 clusters Score: Raw -196113.508194 + Penalty 3528.925646 = -192584.582548 nChanged 3 SP:Iteration 19Q (30954.080000 sec): 3 clusters Score: Raw -196118.763640 + Penalty 3528.925646 = -192589.837993 nChanged 2 SP:Iteration 20F (30954.270000 sec): 3 clusters Score: Raw -196121.212645 + Penalty 3528.925646 = -192592.286999 nChanged 2 SP:Iteration 21Q (30954.420000 sec): 3 clusters Score: Raw -196122.880462 + Penalty 3528.925646 = -192593.954816 nChanged 2 SP:Iteration 22Q (30954.570000 sec): 3 clusters Score: Raw -196125.673110 + Penalty 3528.925646 = -192596.747464 nChanged 1 SP:Iteration 23Q (30954.780000 sec): 3 clusters Score: Raw -196126.431007 + Penalty 3528.925646 = -192597.505360 nChanged 0 SP:Iteration 24F (30954.970000 sec): 3 clusters Score: Raw -196126.431007 + Penalty 3528.925646 = -192597.505360 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 4 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30955.070000 sec): 2 clusters Score: Raw -91370.957732 + Penalty 1569.770785 = -89801.186948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30955.260000 sec): 3 clusters Score: Raw -91348.147994 + Penalty 3139.541569 = -88208.606424 nChanged 135 SP:Iteration 1F (30955.470000 sec): 3 clusters Score: Raw -91687.590140 + Penalty 3139.541569 = -88548.048571 nChanged 43 SP:Iteration 2F (30955.660000 sec): 3 clusters Score: Raw -91915.777726 + Penalty 3139.541569 = -88776.236157 nChanged 38 SP:Iteration 3F (30955.800000 sec): 3 clusters Score: Raw -92151.117340 + Penalty 3139.541569 = -89011.575771 nChanged 39 SP:Iteration 4F (30955.990000 sec): 3 clusters Score: Raw -92391.373778 + Penalty 3139.541569 = -89251.832208 nChanged 38 SP:Iteration 5F (30956.180000 sec): 3 clusters Score: Raw -92587.453852 + Penalty 3139.541569 = -89447.912282 nChanged 27 SP:Iteration 6Q (30956.360000 sec): 3 clusters Score: Raw -92665.259415 + Penalty 3139.541569 = -89525.717846 nChanged 17 SP:Iteration 7Q (30956.510000 sec): 3 clusters Score: Raw -92733.481370 + Penalty 3139.541569 = -89593.939801 nChanged 8 SP:Iteration 8Q (30956.700000 sec): 3 clusters Score: Raw -92763.531103 + Penalty 3139.541569 = -89623.989534 nChanged 2 SP:Iteration 9Q (30956.880000 sec): 3 clusters Score: Raw -92767.420379 + Penalty 3139.541569 = -89627.878809 nChanged 0 SP:Iteration 10F (30957.040000 sec): 3 clusters Score: Raw -92767.420379 + Penalty 3139.541569 = -89627.878809 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 5 (52693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30957.400000 sec): 2 clusters Score: Raw -9932754.060206 + Penalty 2696.314999 = -9930057.745207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30957.910000 sec): 3 clusters Score: Raw -9899956.551684 + Penalty 5392.629998 = -9894563.921686 nChanged 24298 SP:Iteration 1F (30958.320000 sec): 3 clusters Score: Raw -9913620.990348 + Penalty 5392.629998 = -9908228.360350 nChanged 2160 SP:Iteration 2Q (30958.760000 sec): 3 clusters Score: Raw -9914338.070299 + Penalty 5392.629998 = -9908945.440301 nChanged 2490 SP:Iteration 3Q (30959.200000 sec): 3 clusters Score: Raw -9915390.594098 + Penalty 5392.629998 = -9909997.964100 nChanged 3063 SP:Iteration 4F (30959.600000 sec): 3 clusters Score: Raw -9917151.593559 + Penalty 5392.629998 = -9911758.963562 nChanged 3985 SP:Iteration 5F (30960.040000 sec): 3 clusters Score: Raw -9920125.884561 + Penalty 5392.629998 = -9914733.254564 nChanged 4562 SP:Iteration 6F (30960.520000 sec): 3 clusters Score: Raw -9924256.936139 + Penalty 5392.629998 = -9918864.306142 nChanged 4142 SP:Iteration 7F (30960.920000 sec): 3 clusters Score: Raw -9928449.803714 + Penalty 5392.629998 = -9923057.173716 nChanged 2700 SP:Iteration 8F (30961.330000 sec): 3 clusters Score: Raw -9931215.589371 + Penalty 5392.629998 = -9925822.959374 nChanged 1175 SP:Iteration 9Q (30961.820000 sec): 3 clusters Score: Raw -9932365.556402 + Penalty 5392.629998 = -9926972.926405 nChanged 364 SP:Iteration 10Q (30962.200000 sec): 3 clusters Score: Raw -9932745.850468 + Penalty 5392.629998 = -9927353.220471 nChanged 112 SP:Iteration 11Q (30962.640000 sec): 3 clusters Score: Raw -9932903.423942 + Penalty 5392.629998 = -9927510.793945 nChanged 50 SP:Iteration 12Q (30963.110000 sec): 3 clusters Score: Raw -9932974.040961 + Penalty 5392.629998 = -9927581.410964 nChanged 21 SP:Iteration 13Q (30963.550000 sec): 3 clusters Score: Raw -9933011.937926 + Penalty 5392.629998 = -9927619.307928 nChanged 14 SP:Iteration 14Q (30963.940000 sec): 3 clusters Score: Raw -9933033.629202 + Penalty 5392.629998 = -9927640.999204 nChanged 8 SP:Iteration 15Q (30964.420000 sec): 3 clusters Score: Raw -9933045.031174 + Penalty 5392.629998 = -9927652.401177 nChanged 6 SP:Iteration 16Q (30964.850000 sec): 3 clusters Score: Raw -9933055.977234 + Penalty 5392.629998 = -9927663.347236 nChanged 5 SP:Iteration 17Q (30965.290000 sec): 3 clusters Score: Raw -9933062.977815 + Penalty 5392.629998 = -9927670.347817 nChanged 3 SP:Iteration 18Q (30965.680000 sec): 3 clusters Score: Raw -9933067.860104 + Penalty 5392.629998 = -9927675.230107 nChanged 5 SP:Iteration 19Q (30966.110000 sec): 3 clusters Score: Raw -9933075.414538 + Penalty 5392.629998 = -9927682.784540 nChanged 3 SP:Iteration 20F (30966.560000 sec): 3 clusters Score: Raw -9933078.174215 + Penalty 5392.629998 = -9927685.544218 nChanged 1 SP:Iteration 21Q (30966.960000 sec): 3 clusters Score: Raw -9933079.036777 + Penalty 5392.629998 = -9927686.406780 nChanged 0 SP:Iteration 22F (30967.370000 sec): 3 clusters Score: Raw -9933079.036777 + Penalty 5392.629998 = -9927686.406780 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 6 (22957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30967.570000 sec): 2 clusters Score: Raw -3940858.875334 + Penalty 2490.261789 = -3938368.613545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30967.870000 sec): 3 clusters Score: Raw -3927164.591162 + Penalty 4980.523577 = -3922184.067585 nChanged 10353 SP:Iteration 1F (30968.170000 sec): 3 clusters Score: Raw -3932833.548360 + Penalty 4980.523577 = -3927853.024783 nChanged 1314 SP:Iteration 2F (30968.460000 sec): 3 clusters Score: Raw -3933448.652690 + Penalty 4980.523577 = -3928468.129113 nChanged 1237 SP:Iteration 3F (30968.790000 sec): 3 clusters Score: Raw -3934123.166915 + Penalty 4980.523577 = -3929142.643338 nChanged 1339 SP:Iteration 4F (30969.070000 sec): 3 clusters Score: Raw -3934897.993254 + Penalty 4980.523577 = -3929917.469677 nChanged 1295 SP:Iteration 5F (30969.350000 sec): 3 clusters Score: Raw -3935714.137160 + Penalty 4980.523577 = -3930733.613583 nChanged 1307 SP:Iteration 6F (30969.640000 sec): 3 clusters Score: Raw -3936573.029327 + Penalty 4980.523577 = -3931592.505750 nChanged 1279 SP:Iteration 7F (30969.970000 sec): 3 clusters Score: Raw -3937425.926142 + Penalty 4980.523577 = -3932445.402564 nChanged 1170 SP:Iteration 8F (30970.280000 sec): 3 clusters Score: Raw -3938172.817032 + Penalty 4980.523577 = -3933192.293455 nChanged 1004 SP:Iteration 9Q (30970.530000 sec): 3 clusters Score: Raw -3938784.644599 + Penalty 4980.523577 = -3933804.121022 nChanged 809 SP:Iteration 10Q (30970.880000 sec): 3 clusters Score: Raw -3939293.834774 + Penalty 4980.523577 = -3934313.311197 nChanged 676 SP:Iteration 11Q (30971.260000 sec): 3 clusters Score: Raw -3939707.235949 + Penalty 4980.523577 = -3934726.712371 nChanged 548 SP:Iteration 12Q (30971.550000 sec): 3 clusters Score: Raw -3940036.099970 + Penalty 4980.523577 = -3935055.576393 nChanged 461 SP:Iteration 13Q (30971.890000 sec): 3 clusters Score: Raw -3940309.044595 + Penalty 4980.523577 = -3935328.521017 nChanged 385 SP:Iteration 14Q (30972.160000 sec): 3 clusters Score: Raw -3940498.070821 + Penalty 4980.523577 = -3935517.547243 nChanged 307 SP:Iteration 15Q (30972.430000 sec): 3 clusters Score: Raw -3940635.789156 + Penalty 4980.523577 = -3935655.265579 nChanged 237 SP:Iteration 16Q (30972.750000 sec): 3 clusters Score: Raw -3940711.125057 + Penalty 4980.523577 = -3935730.601480 nChanged 156 SP:Iteration 17Q (30973.040000 sec): 3 clusters Score: Raw -3940747.936353 + Penalty 4980.523577 = -3935767.412776 nChanged 109 SP:Iteration 18Q (30973.310000 sec): 3 clusters Score: Raw -3940771.439153 + Penalty 4980.523577 = -3935790.915576 nChanged 87 SP:Iteration 19Q (30973.600000 sec): 3 clusters Score: Raw -3940790.710401 + Penalty 4980.523577 = -3935810.186823 nChanged 60 SP:Iteration 20F (30973.870000 sec): 3 clusters Score: Raw -3940803.802621 + Penalty 4980.523577 = -3935823.279044 nChanged 60 SP:Iteration 21Q (30974.220000 sec): 3 clusters Score: Raw -3940814.727975 + Penalty 4980.523577 = -3935834.204398 nChanged 54 SP:Iteration 22Q (30974.550000 sec): 3 clusters Score: Raw -3940827.013850 + Penalty 4980.523577 = -3935846.490273 nChanged 56 SP:Iteration 23Q (30974.850000 sec): 3 clusters Score: Raw -3940839.508381 + Penalty 4980.523577 = -3935858.984804 nChanged 53 SP:Iteration 24Q (30975.160000 sec): 3 clusters Score: Raw -3940850.544347 + Penalty 4980.523577 = -3935870.020770 nChanged 49 SP:Iteration 25Q (30975.470000 sec): 3 clusters Score: Raw -3940859.615377 + Penalty 4980.523577 = -3935879.091799 nChanged 43 SP:Iteration 26Q (30975.750000 sec): 3 clusters Score: Raw -3940868.035257 + Penalty 4980.523577 = -3935887.511680 nChanged 35 SP:Iteration 27Q (30976.040000 sec): 3 clusters Score: Raw -3940873.925901 + Penalty 4980.523577 = -3935893.402324 nChanged 36 SP:Iteration 28Q (30976.370000 sec): 3 clusters Score: Raw -3940881.419402 + Penalty 4980.523577 = -3935900.895825 nChanged 40 SP:Iteration 29Q (30976.690000 sec): 3 clusters Score: Raw -3940890.997987 + Penalty 4980.523577 = -3935910.474409 nChanged 43 SP:Iteration 30Q (30977.030000 sec): 3 clusters Score: Raw -3940901.068465 + Penalty 4980.523577 = -3935920.544888 nChanged 37 SP:Iteration 31Q (30977.350000 sec): 3 clusters Score: Raw -3940909.148599 + Penalty 4980.523577 = -3935928.625022 nChanged 38 SP:Iteration 32Q (30977.690000 sec): 3 clusters Score: Raw -3940915.339393 + Penalty 4980.523577 = -3935934.815816 nChanged 28 SP:Iteration 33Q (30977.960000 sec): 3 clusters Score: Raw -3940919.989352 + Penalty 4980.523577 = -3935939.465775 nChanged 25 SP:Iteration 34Q (30978.330000 sec): 3 clusters Score: Raw -3940924.292394 + Penalty 4980.523577 = -3935943.768817 nChanged 24 SP:Iteration 35Q (30978.650000 sec): 3 clusters Score: Raw -3940928.203116 + Penalty 4980.523577 = -3935947.679538 nChanged 24 SP:Iteration 36Q (30978.930000 sec): 3 clusters Score: Raw -3940934.003558 + Penalty 4980.523577 = -3935953.479980 nChanged 27 SP:Iteration 37Q (30979.250000 sec): 3 clusters Score: Raw -3940938.643844 + Penalty 4980.523577 = -3935958.120267 nChanged 24 SP:Iteration 38Q (30979.580000 sec): 3 clusters Score: Raw -3940943.350159 + Penalty 4980.523577 = -3935962.826581 nChanged 22 SP:Iteration 39Q (30979.880000 sec): 3 clusters Score: Raw -3940947.674551 + Penalty 4980.523577 = -3935967.150974 nChanged 22 SP:Iteration 40F (30980.170000 sec): 3 clusters Score: Raw -3940951.621147 + Penalty 4980.523577 = -3935971.097570 nChanged 24 SP:Iteration 41Q (30980.490000 sec): 3 clusters Score: Raw -3940957.727651 + Penalty 4980.523577 = -3935977.204074 nChanged 32 SP:Iteration 42Q (30980.810000 sec): 3 clusters Score: Raw -3940963.312435 + Penalty 4980.523577 = -3935982.788858 nChanged 18 SP:Iteration 43Q (30981.170000 sec): 3 clusters Score: Raw -3940966.860299 + Penalty 4980.523577 = -3935986.336721 nChanged 20 SP:Iteration 44Q (30981.440000 sec): 3 clusters Score: Raw -3940970.264258 + Penalty 4980.523577 = -3935989.740681 nChanged 21 SP:Iteration 45Q (30981.740000 sec): 3 clusters Score: Raw -3940974.298234 + Penalty 4980.523577 = -3935993.774657 nChanged 27 SP:Iteration 46Q (30982.030000 sec): 3 clusters Score: Raw -3940979.482452 + Penalty 4980.523577 = -3935998.958874 nChanged 22 SP:Iteration 47Q (30982.290000 sec): 3 clusters Score: Raw -3940983.611647 + Penalty 4980.523577 = -3936003.088070 nChanged 23 SP:Iteration 48Q (30982.590000 sec): 3 clusters Score: Raw -3940988.399072 + Penalty 4980.523577 = -3936007.875495 nChanged 18 SP:Iteration 49Q (30982.860000 sec): 3 clusters Score: Raw -3940991.773578 + Penalty 4980.523577 = -3936011.250001 nChanged 20 SP:Iteration 50Q (30983.190000 sec): 3 clusters Score: Raw -3940994.674200 + Penalty 4980.523577 = -3936014.150623 nChanged 9 SP:Iteration 51Q (30983.450000 sec): 3 clusters Score: Raw -3940996.294254 + Penalty 4980.523577 = -3936015.770676 nChanged 12 SP:Iteration 52Q (30983.770000 sec): 3 clusters Score: Raw -3940998.064492 + Penalty 4980.523577 = -3936017.540915 nChanged 5 SP:Iteration 53Q (30984.090000 sec): 3 clusters Score: Raw -3940998.759588 + Penalty 4980.523577 = -3936018.236011 nChanged 3 SP:Iteration 54Q (30984.390000 sec): 3 clusters Score: Raw -3940999.119011 + Penalty 4980.523577 = -3936018.595434 nChanged 2 SP:Iteration 55Q (30984.690000 sec): 3 clusters Score: Raw -3940999.294577 + Penalty 4980.523577 = -3936018.771000 nChanged 2 SP:Iteration 56Q (30984.950000 sec): 3 clusters Score: Raw -3940999.464538 + Penalty 4980.523577 = -3936018.940961 nChanged 2 SP:Iteration 57Q (30985.290000 sec): 3 clusters Score: Raw -3940999.887245 + Penalty 4980.523577 = -3936019.363668 nChanged 5 SP:Iteration 58Q (30985.580000 sec): 3 clusters Score: Raw -3941000.567232 + Penalty 4980.523577 = -3936020.043655 nChanged 7 SP:Iteration 59Q (30985.930000 sec): 3 clusters Score: Raw -3941001.219253 + Penalty 4980.523577 = -3936020.695676 nChanged 2 SP:Iteration 60F (30986.210000 sec): 3 clusters Score: Raw -3941001.419776 + Penalty 4980.523577 = -3936020.896199 nChanged 1 SP:Iteration 61Q (30986.500000 sec): 3 clusters Score: Raw -3941001.645447 + Penalty 4980.523577 = -3936021.121870 nChanged 0 SP:Iteration 62F (30986.790000 sec): 3 clusters Score: Raw -3941001.645447 + Penalty 4980.523577 = -3936021.121870 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 7 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30986.900000 sec): 2 clusters Score: Raw -23980.495491 + Penalty 1283.685134 = -22696.810358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30987.090000 sec): 3 clusters Score: Raw -24438.483613 + Penalty 2567.370267 = -21871.113345 nChanged 20 SP:Iteration 1F (30987.290000 sec): 3 clusters Score: Raw -24618.928827 + Penalty 2567.370267 = -22051.558559 nChanged 5 SP:Iteration 2Q (30987.520000 sec): 3 clusters Score: Raw -24648.169273 + Penalty 2567.370267 = -22080.799006 nChanged 2 SP:Iteration 3Q (30987.700000 sec): 3 clusters Score: Raw -24662.154994 + Penalty 2567.370267 = -22094.784727 nChanged 4 SP:Iteration 4Q (30987.910000 sec): 3 clusters Score: Raw -24688.224287 + Penalty 2567.370267 = -22120.854019 nChanged 4 SP:Iteration 5Q (30988.120000 sec): 3 clusters Score: Raw -24725.390395 + Penalty 2567.370267 = -22158.020127 nChanged 2 SP:Iteration 6Q (30988.300000 sec): 3 clusters Score: Raw -24728.836896 + Penalty 2567.370267 = -22161.466629 nChanged 1 SP:Iteration 7Q (30988.490000 sec): 3 clusters Score: Raw -24734.204116 + Penalty 2567.370267 = -22166.833849 nChanged 0 SP:Iteration 8F (30988.680000 sec): 3 clusters Score: Raw -24734.204116 + Penalty 2567.370267 = -22166.833849 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 8 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30988.840000 sec): 2 clusters Score: Raw -124259.917585 + Penalty 1627.486135 = -122632.431449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30989.030000 sec): 3 clusters Score: Raw -124206.913899 + Penalty 3254.972270 = -120951.941629 nChanged 167 SP:Iteration 1F (30989.260000 sec): 3 clusters Score: Raw -124434.154315 + Penalty 3254.972270 = -121179.182044 nChanged 38 SP:Iteration 2F (30989.500000 sec): 3 clusters Score: Raw -124528.153975 + Penalty 3254.972270 = -121273.181705 nChanged 30 SP:Iteration 3Q (30989.750000 sec): 3 clusters Score: Raw -124580.894841 + Penalty 3254.972270 = -121325.922571 nChanged 24 SP:Iteration 4Q (30989.930000 sec): 3 clusters Score: Raw -124623.039721 + Penalty 3254.972270 = -121368.067451 nChanged 14 SP:Iteration 5Q (30990.100000 sec): 3 clusters Score: Raw -124650.248846 + Penalty 3254.972270 = -121395.276576 nChanged 14 SP:Iteration 6Q (30990.310000 sec): 3 clusters Score: Raw -124674.878235 + Penalty 3254.972270 = -121419.905965 nChanged 10 SP:Iteration 7Q (30990.530000 sec): 3 clusters Score: Raw -124698.140140 + Penalty 3254.972270 = -121443.167869 nChanged 14 SP:Iteration 8Q (30990.750000 sec): 3 clusters Score: Raw -124727.525771 + Penalty 3254.972270 = -121472.553501 nChanged 7 SP:Iteration 9Q (30990.940000 sec): 3 clusters Score: Raw -124744.421962 + Penalty 3254.972270 = -121489.449692 nChanged 9 SP:Iteration 10Q (30991.090000 sec): 3 clusters Score: Raw -124771.378467 + Penalty 3254.972270 = -121516.406196 nChanged 15 SP:Iteration 11Q (30991.230000 sec): 3 clusters Score: Raw -124808.909300 + Penalty 3254.972270 = -121553.937030 nChanged 9 SP:Iteration 12Q (30991.370000 sec): 3 clusters Score: Raw -124828.443336 + Penalty 3254.972270 = -121573.471065 nChanged 10 SP:Iteration 13Q (30991.520000 sec): 3 clusters Score: Raw -124855.069176 + Penalty 3254.972270 = -121600.096906 nChanged 5 SP:Iteration 14Q (30991.710000 sec): 3 clusters Score: Raw -124868.403002 + Penalty 3254.972270 = -121613.430731 nChanged 7 SP:Iteration 15Q (30991.890000 sec): 3 clusters Score: Raw -124892.708516 + Penalty 3254.972270 = -121637.736246 nChanged 6 SP:Iteration 16Q (30992.060000 sec): 3 clusters Score: Raw -124923.154130 + Penalty 3254.972270 = -121668.181859 nChanged 6 SP:Iteration 17Q (30992.250000 sec): 3 clusters Score: Raw -124949.399002 + Penalty 3254.972270 = -121694.426731 nChanged 8 SP:Iteration 18Q (30992.420000 sec): 3 clusters Score: Raw -124971.686755 + Penalty 3254.972270 = -121716.714484 nChanged 4 SP:Iteration 19Q (30992.580000 sec): 3 clusters Score: Raw -124988.579204 + Penalty 3254.972270 = -121733.606934 nChanged 4 SP:Iteration 20F (30992.760000 sec): 3 clusters Score: Raw -125017.027486 + Penalty 3254.972270 = -121762.055216 nChanged 10 SP:Iteration 21Q (30992.920000 sec): 3 clusters Score: Raw -125067.108647 + Penalty 3254.972270 = -121812.136376 nChanged 13 SP:Iteration 22Q (30993.130000 sec): 3 clusters Score: Raw -125119.782593 + Penalty 3254.972270 = -121864.810323 nChanged 14 SP:Iteration 23Q (30993.310000 sec): 3 clusters Score: Raw -125167.771649 + Penalty 3254.972270 = -121912.799379 nChanged 13 SP:Iteration 24Q (30993.470000 sec): 3 clusters Score: Raw -125214.200181 + Penalty 3254.972270 = -121959.227911 nChanged 12 SP:Iteration 25Q (30993.710000 sec): 3 clusters Score: Raw -125265.857070 + Penalty 3254.972270 = -122010.884800 nChanged 12 SP:Iteration 26Q (30993.910000 sec): 3 clusters Score: Raw -125313.801957 + Penalty 3254.972270 = -122058.829687 nChanged 19 SP:Iteration 27Q (30994.100000 sec): 3 clusters Score: Raw -125373.391994 + Penalty 3254.972270 = -122118.419724 nChanged 17 SP:Iteration 28Q (30994.290000 sec): 3 clusters Score: Raw -125443.781776 + Penalty 3254.972270 = -122188.809506 nChanged 20 SP:Iteration 29Q (30994.500000 sec): 3 clusters Score: Raw -125507.035440 + Penalty 3254.972270 = -122252.063169 nChanged 13 SP:Iteration 30Q (30994.730000 sec): 3 clusters Score: Raw -125556.624175 + Penalty 3254.972270 = -122301.651905 nChanged 9 SP:Iteration 31Q (30994.930000 sec): 3 clusters Score: Raw -125582.594753 + Penalty 3254.972270 = -122327.622483 nChanged 7 SP:Iteration 32Q (30995.130000 sec): 3 clusters Score: Raw -125602.117598 + Penalty 3254.972270 = -122347.145327 nChanged 10 SP:Iteration 33Q (30995.310000 sec): 3 clusters Score: Raw -125631.057903 + Penalty 3254.972270 = -122376.085633 nChanged 7 SP:Iteration 34Q (30995.460000 sec): 3 clusters Score: Raw -125655.639599 + Penalty 3254.972270 = -122400.667328 nChanged 3 SP:Iteration 35Q (30995.640000 sec): 3 clusters Score: Raw -125665.927360 + Penalty 3254.972270 = -122410.955090 nChanged 2 SP:Iteration 36Q (30995.850000 sec): 3 clusters Score: Raw -125670.462172 + Penalty 3254.972270 = -122415.489901 nChanged 0 SP:Iteration 37F (30996.000000 sec): 3 clusters Score: Raw -125670.462172 + Penalty 3254.972270 = -122415.489901 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 9 (7535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30996.170000 sec): 2 clusters Score: Raw -1310127.697881 + Penalty 2213.973900 = -1307913.723982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30996.340000 sec): 3 clusters Score: Raw -1306263.350273 + Penalty 4427.947799 = -1301835.402474 nChanged 3002 SP:Iteration 1F (30996.550000 sec): 3 clusters Score: Raw -1307917.408549 + Penalty 4427.947799 = -1303489.460750 nChanged 569 SP:Iteration 2F (30996.780000 sec): 3 clusters Score: Raw -1308387.419294 + Penalty 4427.947799 = -1303959.471495 nChanged 485 SP:Iteration 3F (30996.960000 sec): 3 clusters Score: Raw -1308740.702518 + Penalty 4427.947799 = -1304312.754719 nChanged 434 SP:Iteration 4F (30997.190000 sec): 3 clusters Score: Raw -1309053.627284 + Penalty 4427.947799 = -1304625.679485 nChanged 415 SP:Iteration 5F (30997.380000 sec): 3 clusters Score: Raw -1309349.511256 + Penalty 4427.947799 = -1304921.563457 nChanged 391 SP:Iteration 6F (30997.560000 sec): 3 clusters Score: Raw -1309643.453107 + Penalty 4427.947799 = -1305215.505308 nChanged 355 SP:Iteration 7Q (30997.810000 sec): 3 clusters Score: Raw -1309907.612705 + Penalty 4427.947799 = -1305479.664906 nChanged 318 SP:Iteration 8Q (30998.070000 sec): 3 clusters Score: Raw -1310163.102025 + Penalty 4427.947799 = -1305735.154226 nChanged 286 SP:Iteration 9Q (30998.310000 sec): 3 clusters Score: Raw -1310421.999263 + Penalty 4427.947799 = -1305994.051464 nChanged 273 SP:Iteration 10Q (30998.580000 sec): 3 clusters Score: Raw -1310677.249054 + Penalty 4427.947799 = -1306249.301255 nChanged 209 SP:Iteration 11Q (30998.800000 sec): 3 clusters Score: Raw -1310886.751223 + Penalty 4427.947799 = -1306458.803424 nChanged 175 SP:Iteration 12Q (30999.080000 sec): 3 clusters Score: Raw -1311051.275710 + Penalty 4427.947799 = -1306623.327911 nChanged 142 SP:Iteration 13Q (30999.310000 sec): 3 clusters Score: Raw -1311175.641405 + Penalty 4427.947799 = -1306747.693606 nChanged 110 SP:Iteration 14Q (30999.490000 sec): 3 clusters Score: Raw -1311263.428750 + Penalty 4427.947799 = -1306835.480951 nChanged 80 SP:Iteration 15Q (30999.730000 sec): 3 clusters Score: Raw -1311311.280096 + Penalty 4427.947799 = -1306883.332297 nChanged 53 SP:Iteration 16Q (30999.930000 sec): 3 clusters Score: Raw -1311342.196570 + Penalty 4427.947799 = -1306914.248771 nChanged 41 SP:Iteration 17Q (31000.120000 sec): 3 clusters Score: Raw -1311365.616162 + Penalty 4427.947799 = -1306937.668363 nChanged 35 SP:Iteration 18Q (31000.350000 sec): 3 clusters Score: Raw -1311384.056556 + Penalty 4427.947799 = -1306956.108757 nChanged 31 SP:Iteration 19Q (31000.550000 sec): 3 clusters Score: Raw -1311398.685326 + Penalty 4427.947799 = -1306970.737527 nChanged 27 SP:Iteration 20F (31000.740000 sec): 3 clusters Score: Raw -1311408.594080 + Penalty 4427.947799 = -1306980.646281 nChanged 14 SP:Iteration 21Q (31001.020000 sec): 3 clusters Score: Raw -1311415.141186 + Penalty 4427.947799 = -1306987.193387 nChanged 10 SP:Iteration 22Q (31001.250000 sec): 3 clusters Score: Raw -1311419.919252 + Penalty 4427.947799 = -1306991.971453 nChanged 15 SP:Iteration 23Q (31001.450000 sec): 3 clusters Score: Raw -1311428.972335 + Penalty 4427.947799 = -1307001.024536 nChanged 14 SP:Iteration 24Q (31001.690000 sec): 3 clusters Score: Raw -1311436.159636 + Penalty 4427.947799 = -1307008.211837 nChanged 18 SP:Iteration 25Q (31001.880000 sec): 3 clusters Score: Raw -1311445.036211 + Penalty 4427.947799 = -1307017.088412 nChanged 14 SP:Iteration 26Q (31002.140000 sec): 3 clusters Score: Raw -1311451.121610 + Penalty 4427.947799 = -1307023.173811 nChanged 7 SP:Iteration 27Q (31002.360000 sec): 3 clusters Score: Raw -1311454.978274 + Penalty 4427.947799 = -1307027.030475 nChanged 10 SP:Iteration 28Q (31002.600000 sec): 3 clusters Score: Raw -1311459.246128 + Penalty 4427.947799 = -1307031.298328 nChanged 7 SP:Iteration 29Q (31002.860000 sec): 3 clusters Score: Raw -1311462.866444 + Penalty 4427.947799 = -1307034.918645 nChanged 6 SP:Iteration 30Q (31003.040000 sec): 3 clusters Score: Raw -1311466.659201 + Penalty 4427.947799 = -1307038.711402 nChanged 8 SP:Iteration 31Q (31003.260000 sec): 3 clusters Score: Raw -1311470.980787 + Penalty 4427.947799 = -1307043.032988 nChanged 8 SP:Iteration 32Q (31003.480000 sec): 3 clusters Score: Raw -1311474.274088 + Penalty 4427.947799 = -1307046.326289 nChanged 9 SP:Iteration 33Q (31003.720000 sec): 3 clusters Score: Raw -1311480.353421 + Penalty 4427.947799 = -1307052.405622 nChanged 15 SP:Iteration 34Q (31003.990000 sec): 3 clusters Score: Raw -1311489.615693 + Penalty 4427.947799 = -1307061.667894 nChanged 13 SP:Iteration 35Q (31004.230000 sec): 3 clusters Score: Raw -1311497.225243 + Penalty 4427.947799 = -1307069.277444 nChanged 16 SP:Iteration 36Q (31004.420000 sec): 3 clusters Score: Raw -1311507.673599 + Penalty 4427.947799 = -1307079.725800 nChanged 15 SP:Iteration 37Q (31004.660000 sec): 3 clusters Score: Raw -1311516.842801 + Penalty 4427.947799 = -1307088.895001 nChanged 9 SP:Iteration 38Q (31004.830000 sec): 3 clusters Score: Raw -1311524.214874 + Penalty 4427.947799 = -1307096.267075 nChanged 11 SP:Iteration 39Q (31005.100000 sec): 3 clusters Score: Raw -1311530.062816 + Penalty 4427.947799 = -1307102.115017 nChanged 13 SP:Iteration 40F (31005.290000 sec): 3 clusters Score: Raw -1311543.074479 + Penalty 4427.947799 = -1307115.126680 nChanged 24 SP:Iteration 41Q (31005.480000 sec): 3 clusters Score: Raw -1311564.186124 + Penalty 4427.947799 = -1307136.238325 nChanged 25 SP:Iteration 42Q (31005.710000 sec): 3 clusters Score: Raw -1311583.523479 + Penalty 4427.947799 = -1307155.575680 nChanged 21 SP:Iteration 43Q (31005.900000 sec): 3 clusters Score: Raw -1311594.038066 + Penalty 4427.947799 = -1307166.090267 nChanged 17 SP:Iteration 44Q (31006.120000 sec): 3 clusters Score: Raw -1311604.710832 + Penalty 4427.947799 = -1307176.763033 nChanged 15 SP:Iteration 45Q (31006.340000 sec): 3 clusters Score: Raw -1311613.437659 + Penalty 4427.947799 = -1307185.489860 nChanged 8 SP:Iteration 46Q (31006.530000 sec): 3 clusters Score: Raw -1311616.652203 + Penalty 4427.947799 = -1307188.704404 nChanged 3 SP:Iteration 47Q (31006.800000 sec): 3 clusters Score: Raw -1311618.008065 + Penalty 4427.947799 = -1307190.060266 nChanged 2 SP:Iteration 48Q (31007.050000 sec): 3 clusters Score: Raw -1311618.487218 + Penalty 4427.947799 = -1307190.539419 nChanged 2 SP:Iteration 49Q (31007.270000 sec): 3 clusters Score: Raw -1311619.112184 + Penalty 4427.947799 = -1307191.164385 nChanged 3 SP:Iteration 50Q (31007.500000 sec): 3 clusters Score: Raw -1311620.324978 + Penalty 4427.947799 = -1307192.377179 nChanged 2 SP:Iteration 51Q (31007.740000 sec): 3 clusters Score: Raw -1311620.771397 + Penalty 4427.947799 = -1307192.823598 nChanged 1 SP:Iteration 52Q (31007.930000 sec): 3 clusters Score: Raw -1311621.110093 + Penalty 4427.947799 = -1307193.162294 nChanged 0 SP:Iteration 53F (31008.190000 sec): 3 clusters Score: Raw -1311621.110093 + Penalty 4427.947799 = -1307193.162294 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 10 (32869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31008.420000 sec): 2 clusters Score: Raw -5741568.099506 + Penalty 2579.270740 = -5738988.828766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31008.820000 sec): 3 clusters Score: Raw -5721779.586548 + Penalty 5158.541481 = -5716621.045067 nChanged 14872 SP:Iteration 1F (31009.150000 sec): 3 clusters Score: Raw -5729790.516543 + Penalty 5158.541481 = -5724631.975062 nChanged 1386 SP:Iteration 2Q (31009.470000 sec): 3 clusters Score: Raw -5730193.433647 + Penalty 5158.541481 = -5725034.892166 nChanged 1264 SP:Iteration 3Q (31009.830000 sec): 3 clusters Score: Raw -5730551.165514 + Penalty 5158.541481 = -5725392.624033 nChanged 1163 SP:Iteration 4Q (31010.190000 sec): 3 clusters Score: Raw -5730901.562704 + Penalty 5158.541481 = -5725743.021223 nChanged 1128 SP:Iteration 5Q (31010.550000 sec): 3 clusters Score: Raw -5731238.174614 + Penalty 5158.541481 = -5726079.633133 nChanged 1044 SP:Iteration 6Q (31010.950000 sec): 3 clusters Score: Raw -5731584.423391 + Penalty 5158.541481 = -5726425.881911 nChanged 1064 SP:Iteration 7Q (31011.350000 sec): 3 clusters Score: Raw -5731981.903858 + Penalty 5158.541481 = -5726823.362377 nChanged 1085 SP:Iteration 8Q (31011.760000 sec): 3 clusters Score: Raw -5732437.632579 + Penalty 5158.541481 = -5727279.091098 nChanged 1163 SP:Iteration 9Q (31012.110000 sec): 3 clusters Score: Raw -5732967.062788 + Penalty 5158.541481 = -5727808.521307 nChanged 1210 SP:Iteration 10Q (31012.480000 sec): 3 clusters Score: Raw -5733545.236936 + Penalty 5158.541481 = -5728386.695455 nChanged 1272 SP:Iteration 11Q (31012.860000 sec): 3 clusters Score: Raw -5734122.951297 + Penalty 5158.541481 = -5728964.409817 nChanged 1220 SP:Iteration 12Q (31013.230000 sec): 3 clusters Score: Raw -5734685.706609 + Penalty 5158.541481 = -5729527.165128 nChanged 1263 SP:Iteration 13Q (31013.610000 sec): 3 clusters Score: Raw -5735259.675111 + Penalty 5158.541481 = -5730101.133631 nChanged 1222 SP:Iteration 14Q (31014.010000 sec): 3 clusters Score: Raw -5735775.539821 + Penalty 5158.541481 = -5730616.998341 nChanged 1139 SP:Iteration 15Q (31014.350000 sec): 3 clusters Score: Raw -5736227.172903 + Penalty 5158.541481 = -5731068.631422 nChanged 1073 SP:Iteration 16Q (31014.750000 sec): 3 clusters Score: Raw -5736649.577884 + Penalty 5158.541481 = -5731491.036403 nChanged 986 SP:Iteration 17Q (31015.140000 sec): 3 clusters Score: Raw -5737024.777578 + Penalty 5158.541481 = -5731866.236097 nChanged 890 SP:Iteration 18Q (31015.500000 sec): 3 clusters Score: Raw -5737337.657737 + Penalty 5158.541481 = -5732179.116257 nChanged 816 SP:Iteration 19Q (31015.880000 sec): 3 clusters Score: Raw -5737608.565405 + Penalty 5158.541481 = -5732450.023924 nChanged 682 SP:Iteration 20F (31016.220000 sec): 3 clusters Score: Raw -5737815.559831 + Penalty 5158.541481 = -5732657.018350 nChanged 596 SP:Iteration 21Q (31016.620000 sec): 3 clusters Score: Raw -5737982.193789 + Penalty 5158.541481 = -5732823.652308 nChanged 537 SP:Iteration 22Q (31017.000000 sec): 3 clusters Score: Raw -5738134.733203 + Penalty 5158.541481 = -5732976.191722 nChanged 484 SP:Iteration 23Q (31017.350000 sec): 3 clusters Score: Raw -5738265.159020 + Penalty 5158.541481 = -5733106.617539 nChanged 461 SP:Iteration 24Q (31017.700000 sec): 3 clusters Score: Raw -5738371.024512 + Penalty 5158.541481 = -5733212.483032 nChanged 386 SP:Iteration 25Q (31018.080000 sec): 3 clusters Score: Raw -5738457.637750 + Penalty 5158.541481 = -5733299.096270 nChanged 363 SP:Iteration 26Q (31018.480000 sec): 3 clusters Score: Raw -5738530.401388 + Penalty 5158.541481 = -5733371.859907 nChanged 352 SP:Iteration 27Q (31018.860000 sec): 3 clusters Score: Raw -5738596.296030 + Penalty 5158.541481 = -5733437.754549 nChanged 320 SP:Iteration 28Q (31019.190000 sec): 3 clusters Score: Raw -5738648.747664 + Penalty 5158.541481 = -5733490.206183 nChanged 287 SP:Iteration 29Q (31019.560000 sec): 3 clusters Score: Raw -5738698.705811 + Penalty 5158.541481 = -5733540.164330 nChanged 283 SP:Iteration 30Q (31019.950000 sec): 3 clusters Score: Raw -5738750.565171 + Penalty 5158.541481 = -5733592.023690 nChanged 272 SP:Iteration 31Q (31020.360000 sec): 3 clusters Score: Raw -5738797.462561 + Penalty 5158.541481 = -5733638.921081 nChanged 266 SP:Iteration 32Q (31020.750000 sec): 3 clusters Score: Raw -5738842.871708 + Penalty 5158.541481 = -5733684.330227 nChanged 271 SP:Iteration 33Q (31021.100000 sec): 3 clusters Score: Raw -5738885.214495 + Penalty 5158.541481 = -5733726.673014 nChanged 227 SP:Iteration 34Q (31021.520000 sec): 3 clusters Score: Raw -5738915.286609 + Penalty 5158.541481 = -5733756.745128 nChanged 197 SP:Iteration 35Q (31021.890000 sec): 3 clusters Score: Raw -5738940.728905 + Penalty 5158.541481 = -5733782.187424 nChanged 204 SP:Iteration 36Q (31022.270000 sec): 3 clusters Score: Raw -5738966.417627 + Penalty 5158.541481 = -5733807.876146 nChanged 188 SP:Iteration 37Q (31022.620000 sec): 3 clusters Score: Raw -5738989.603292 + Penalty 5158.541481 = -5733831.061811 nChanged 177 SP:Iteration 38Q (31022.980000 sec): 3 clusters Score: Raw -5739009.500712 + Penalty 5158.541481 = -5733850.959231 nChanged 172 SP:Iteration 39Q (31023.340000 sec): 3 clusters Score: Raw -5739028.563347 + Penalty 5158.541481 = -5733870.021866 nChanged 166 SP:Iteration 40F (31023.690000 sec): 3 clusters Score: Raw -5739048.013186 + Penalty 5158.541481 = -5733889.471705 nChanged 147 SP:Iteration 41Q (31024.170000 sec): 3 clusters Score: Raw -5739063.336685 + Penalty 5158.541481 = -5733904.795204 nChanged 143 SP:Iteration 42Q (31024.590000 sec): 3 clusters Score: Raw -5739077.472663 + Penalty 5158.541481 = -5733918.931182 nChanged 118 SP:Iteration 43Q (31025.020000 sec): 3 clusters Score: Raw -5739087.114394 + Penalty 5158.541481 = -5733928.572913 nChanged 97 SP:Iteration 44Q (31025.410000 sec): 3 clusters Score: Raw -5739095.286545 + Penalty 5158.541481 = -5733936.745064 nChanged 83 SP:Iteration 45Q (31025.800000 sec): 3 clusters Score: Raw -5739102.702556 + Penalty 5158.541481 = -5733944.161075 nChanged 86 SP:Iteration 46Q (31026.220000 sec): 3 clusters Score: Raw -5739111.226883 + Penalty 5158.541481 = -5733952.685402 nChanged 93 SP:Iteration 47Q (31026.580000 sec): 3 clusters Score: Raw -5739119.716809 + Penalty 5158.541481 = -5733961.175328 nChanged 99 SP:Iteration 48Q (31026.990000 sec): 3 clusters Score: Raw -5739129.142017 + Penalty 5158.541481 = -5733970.600536 nChanged 101 SP:Iteration 49Q (31027.360000 sec): 3 clusters Score: Raw -5739138.770402 + Penalty 5158.541481 = -5733980.228921 nChanged 94 SP:Iteration 50Q (31027.780000 sec): 3 clusters Score: Raw -5739147.196914 + Penalty 5158.541481 = -5733988.655433 nChanged 89 SP:Iteration 51Q (31028.140000 sec): 3 clusters Score: Raw -5739154.169862 + Penalty 5158.541481 = -5733995.628381 nChanged 83 SP:Iteration 52Q (31028.580000 sec): 3 clusters Score: Raw -5739160.977483 + Penalty 5158.541481 = -5734002.436002 nChanged 88 SP:Iteration 53Q (31028.970000 sec): 3 clusters Score: Raw -5739168.679460 + Penalty 5158.541481 = -5734010.137979 nChanged 88 SP:Iteration 54Q (31029.400000 sec): 3 clusters Score: Raw -5739176.011600 + Penalty 5158.541481 = -5734017.470119 nChanged 70 SP:Iteration 55Q (31029.790000 sec): 3 clusters Score: Raw -5739181.234290 + Penalty 5158.541481 = -5734022.692810 nChanged 58 SP:Iteration 56Q (31030.160000 sec): 3 clusters Score: Raw -5739184.547775 + Penalty 5158.541481 = -5734026.006294 nChanged 45 SP:Iteration 57Q (31030.500000 sec): 3 clusters Score: Raw -5739187.717324 + Penalty 5158.541481 = -5734029.175843 nChanged 34 SP:Iteration 58Q (31030.850000 sec): 3 clusters Score: Raw -5739190.442164 + Penalty 5158.541481 = -5734031.900683 nChanged 43 SP:Iteration 59Q (31031.260000 sec): 3 clusters Score: Raw -5739193.069502 + Penalty 5158.541481 = -5734034.528021 nChanged 45 SP:Iteration 60F (31031.590000 sec): 3 clusters Score: Raw -5739195.832232 + Penalty 5158.541481 = -5734037.290752 nChanged 44 SP:Iteration 61Q (31031.960000 sec): 3 clusters Score: Raw -5739198.507376 + Penalty 5158.541481 = -5734039.965895 nChanged 42 SP:Iteration 62Q (31032.330000 sec): 3 clusters Score: Raw -5739201.231049 + Penalty 5158.541481 = -5734042.689568 nChanged 28 SP:Iteration 63Q (31032.640000 sec): 3 clusters Score: Raw -5739203.231471 + Penalty 5158.541481 = -5734044.689990 nChanged 33 SP:Iteration 64Q (31033.000000 sec): 3 clusters Score: Raw -5739205.686633 + Penalty 5158.541481 = -5734047.145152 nChanged 45 SP:Iteration 65Q (31033.320000 sec): 3 clusters Score: Raw -5739209.616748 + Penalty 5158.541481 = -5734051.075267 nChanged 50 SP:Iteration 66Q (31033.670000 sec): 3 clusters Score: Raw -5739213.866517 + Penalty 5158.541481 = -5734055.325037 nChanged 51 SP:Iteration 67Q (31034.040000 sec): 3 clusters Score: Raw -5739218.177206 + Penalty 5158.541481 = -5734059.635725 nChanged 66 SP:Iteration 68Q (31034.400000 sec): 3 clusters Score: Raw -5739223.645803 + Penalty 5158.541481 = -5734065.104323 nChanged 60 SP:Iteration 69Q (31034.740000 sec): 3 clusters Score: Raw -5739228.034108 + Penalty 5158.541481 = -5734069.492627 nChanged 55 SP:Iteration 70Q (31035.090000 sec): 3 clusters Score: Raw -5739231.422504 + Penalty 5158.541481 = -5734072.881023 nChanged 47 SP:Iteration 71Q (31035.480000 sec): 3 clusters Score: Raw -5739234.507391 + Penalty 5158.541481 = -5734075.965911 nChanged 52 SP:Iteration 72Q (31035.880000 sec): 3 clusters Score: Raw -5739237.818538 + Penalty 5158.541481 = -5734079.277057 nChanged 58 SP:Iteration 73Q (31036.270000 sec): 3 clusters Score: Raw -5739241.606291 + Penalty 5158.541481 = -5734083.064810 nChanged 55 SP:Iteration 74Q (31036.630000 sec): 3 clusters Score: Raw -5739246.310051 + Penalty 5158.541481 = -5734087.768570 nChanged 71 SP:Iteration 75Q (31036.960000 sec): 3 clusters Score: Raw -5739251.821417 + Penalty 5158.541481 = -5734093.279936 nChanged 80 SP:Iteration 76Q (31037.350000 sec): 3 clusters Score: Raw -5739260.709271 + Penalty 5158.541481 = -5734102.167790 nChanged 97 SP:Iteration 77Q (31037.670000 sec): 3 clusters Score: Raw -5739269.978362 + Penalty 5158.541481 = -5734111.436881 nChanged 84 SP:Iteration 78Q (31038.050000 sec): 3 clusters Score: Raw -5739277.319931 + Penalty 5158.541481 = -5734118.778451 nChanged 83 SP:Iteration 79Q (31038.430000 sec): 3 clusters Score: Raw -5739283.612982 + Penalty 5158.541481 = -5734125.071501 nChanged 82 SP:Iteration 80F (31038.880000 sec): 3 clusters Score: Raw -5739291.596542 + Penalty 5158.541481 = -5734133.055061 nChanged 98 SP:Iteration 81Q (31039.240000 sec): 3 clusters Score: Raw -5739301.890367 + Penalty 5158.541481 = -5734143.348887 nChanged 107 SP:Iteration 82Q (31039.580000 sec): 3 clusters Score: Raw -5739312.398884 + Penalty 5158.541481 = -5734153.857403 nChanged 103 SP:Iteration 83Q (31039.910000 sec): 3 clusters Score: Raw -5739321.846261 + Penalty 5158.541481 = -5734163.304781 nChanged 93 SP:Iteration 84Q (31040.230000 sec): 3 clusters Score: Raw -5739330.404530 + Penalty 5158.541481 = -5734171.863049 nChanged 107 SP:Iteration 85Q (31040.580000 sec): 3 clusters Score: Raw -5739342.090239 + Penalty 5158.541481 = -5734183.548758 nChanged 123 SP:Iteration 86Q (31040.870000 sec): 3 clusters Score: Raw -5739355.627634 + Penalty 5158.541481 = -5734197.086154 nChanged 124 SP:Iteration 87Q (31041.230000 sec): 3 clusters Score: Raw -5739369.485180 + Penalty 5158.541481 = -5734210.943700 nChanged 133 SP:Iteration 88Q (31041.570000 sec): 3 clusters Score: Raw -5739383.142463 + Penalty 5158.541481 = -5734224.600982 nChanged 126 SP:Iteration 89Q (31041.910000 sec): 3 clusters Score: Raw -5739397.062228 + Penalty 5158.541481 = -5734238.520748 nChanged 123 SP:Iteration 90Q (31042.300000 sec): 3 clusters Score: Raw -5739408.983577 + Penalty 5158.541481 = -5734250.442097 nChanged 115 SP:Iteration 91Q (31042.600000 sec): 3 clusters Score: Raw -5739420.530733 + Penalty 5158.541481 = -5734261.989252 nChanged 119 SP:Iteration 92Q (31042.930000 sec): 3 clusters Score: Raw -5739436.215584 + Penalty 5158.541481 = -5734277.674103 nChanged 150 SP:Iteration 93Q (31043.290000 sec): 3 clusters Score: Raw -5739456.793426 + Penalty 5158.541481 = -5734298.251946 nChanged 158 SP:Iteration 94Q (31043.680000 sec): 3 clusters Score: Raw -5739480.596162 + Penalty 5158.541481 = -5734322.054681 nChanged 192 SP:Iteration 95Q (31043.990000 sec): 3 clusters Score: Raw -5739510.542091 + Penalty 5158.541481 = -5734352.000611 nChanged 199 SP:Iteration 96Q (31044.310000 sec): 3 clusters Score: Raw -5739538.642169 + Penalty 5158.541481 = -5734380.100688 nChanged 193 SP:Iteration 97Q (31044.710000 sec): 3 clusters Score: Raw -5739569.736755 + Penalty 5158.541481 = -5734411.195274 nChanged 216 SP:Iteration 98Q (31045.060000 sec): 3 clusters Score: Raw -5739606.651592 + Penalty 5158.541481 = -5734448.110111 nChanged 204 SP:Iteration 99Q (31045.370000 sec): 3 clusters Score: Raw -5739642.504488 + Penalty 5158.541481 = -5734483.963007 nChanged 251 SP:Iteration 100F (31045.750000 sec): 3 clusters Score: Raw -5739690.436410 + Penalty 5158.541481 = -5734531.894929 nChanged 253 SP:Iteration 101Q (31046.070000 sec): 3 clusters Score: Raw -5739734.956852 + Penalty 5158.541481 = -5734576.415371 nChanged 225 SP:Iteration 102Q (31046.470000 sec): 3 clusters Score: Raw -5739776.738294 + Penalty 5158.541481 = -5734618.196813 nChanged 232 SP:Iteration 103Q (31046.810000 sec): 3 clusters Score: Raw -5739820.069959 + Penalty 5158.541481 = -5734661.528478 nChanged 239 SP:Iteration 104Q (31047.160000 sec): 3 clusters Score: Raw -5739871.619245 + Penalty 5158.541481 = -5734713.077764 nChanged 278 SP:Iteration 105Q (31047.580000 sec): 3 clusters Score: Raw -5739934.253456 + Penalty 5158.541481 = -5734775.711975 nChanged 297 SP:Iteration 106Q (31047.940000 sec): 3 clusters Score: Raw -5740009.493528 + Penalty 5158.541481 = -5734850.952048 nChanged 285 SP:Iteration 107Q (31048.300000 sec): 3 clusters Score: Raw -5740081.610386 + Penalty 5158.541481 = -5734923.068906 nChanged 306 SP:Iteration 108Q (31048.700000 sec): 3 clusters Score: Raw -5740161.402416 + Penalty 5158.541481 = -5735002.860935 nChanged 250 SP:Iteration 109Q (31049.040000 sec): 3 clusters Score: Raw -5740225.709370 + Penalty 5158.541481 = -5735067.167889 nChanged 280 SP:Iteration 110Q (31049.380000 sec): 3 clusters Score: Raw -5740307.917306 + Penalty 5158.541481 = -5735149.375825 nChanged 319 SP:Iteration 111Q (31049.760000 sec): 3 clusters Score: Raw -5740405.890341 + Penalty 5158.541481 = -5735247.348861 nChanged 329 SP:Iteration 112Q (31050.080000 sec): 3 clusters Score: Raw -5740510.830560 + Penalty 5158.541481 = -5735352.289079 nChanged 342 SP:Iteration 113Q (31050.470000 sec): 3 clusters Score: Raw -5740627.661446 + Penalty 5158.541481 = -5735469.119965 nChanged 341 SP:Iteration 114Q (31050.820000 sec): 3 clusters Score: Raw -5740749.556559 + Penalty 5158.541481 = -5735591.015078 nChanged 342 SP:Iteration 115Q (31051.170000 sec): 3 clusters Score: Raw -5740878.498364 + Penalty 5158.541481 = -5735719.956883 nChanged 329 SP:Iteration 116Q (31051.450000 sec): 3 clusters Score: Raw -5740999.352157 + Penalty 5158.541481 = -5735840.810676 nChanged 292 SP:Iteration 117Q (31051.720000 sec): 3 clusters Score: Raw -5741105.076488 + Penalty 5158.541481 = -5735946.535007 nChanged 273 SP:Iteration 118Q (31052.050000 sec): 3 clusters Score: Raw -5741222.079797 + Penalty 5158.541481 = -5736063.538316 nChanged 272 SP:Iteration 119Q (31052.380000 sec): 3 clusters Score: Raw -5741338.394518 + Penalty 5158.541481 = -5736179.853037 nChanged 254 SP:Iteration 120F (31052.750000 sec): 3 clusters Score: Raw -5741442.278950 + Penalty 5158.541481 = -5736283.737469 nChanged 204 SP:Iteration 121Q (31053.050000 sec): 3 clusters Score: Raw -5741523.387539 + Penalty 5158.541481 = -5736364.846059 nChanged 180 SP:Iteration 122Q (31053.370000 sec): 3 clusters Score: Raw -5741597.749001 + Penalty 5158.541481 = -5736439.207521 nChanged 144 SP:Iteration 123Q (31053.680000 sec): 3 clusters Score: Raw -5741655.047481 + Penalty 5158.541481 = -5736496.506000 nChanged 127 SP:Iteration 124Q (31054.050000 sec): 3 clusters Score: Raw -5741708.187456 + Penalty 5158.541481 = -5736549.645975 nChanged 113 SP:Iteration 125Q (31054.360000 sec): 3 clusters Score: Raw -5741757.504547 + Penalty 5158.541481 = -5736598.963067 nChanged 105 SP:Iteration 126Q (31054.700000 sec): 3 clusters Score: Raw -5741796.351074 + Penalty 5158.541481 = -5736637.809593 nChanged 84 SP:Iteration 127Q (31055.020000 sec): 3 clusters Score: Raw -5741825.258909 + Penalty 5158.541481 = -5736666.717428 nChanged 64 SP:Iteration 128Q (31055.360000 sec): 3 clusters Score: Raw -5741846.002142 + Penalty 5158.541481 = -5736687.460662 nChanged 51 SP:Iteration 129Q (31055.640000 sec): 3 clusters Score: Raw -5741864.470416 + Penalty 5158.541481 = -5736705.928936 nChanged 53 SP:Iteration 130Q (31056.000000 sec): 3 clusters Score: Raw -5741881.352539 + Penalty 5158.541481 = -5736722.811059 nChanged 47 SP:Iteration 131Q (31056.340000 sec): 3 clusters Score: Raw -5741897.107925 + Penalty 5158.541481 = -5736738.566444 nChanged 41 SP:Iteration 132Q (31056.680000 sec): 3 clusters Score: Raw -5741913.092331 + Penalty 5158.541481 = -5736754.550851 nChanged 34 SP:Iteration 133Q (31057.070000 sec): 3 clusters Score: Raw -5741926.407638 + Penalty 5158.541481 = -5736767.866157 nChanged 37 SP:Iteration 134Q (31057.440000 sec): 3 clusters Score: Raw -5741942.516976 + Penalty 5158.541481 = -5736783.975496 nChanged 33 SP:Iteration 135Q (31057.780000 sec): 3 clusters Score: Raw -5741957.496477 + Penalty 5158.541481 = -5736798.954996 nChanged 36 SP:Iteration 136Q (31058.100000 sec): 3 clusters Score: Raw -5741969.848303 + Penalty 5158.541481 = -5736811.306822 nChanged 32 SP:Iteration 137Q (31058.440000 sec): 3 clusters Score: Raw -5741980.848997 + Penalty 5158.541481 = -5736822.307516 nChanged 24 SP:Iteration 138Q (31058.810000 sec): 3 clusters Score: Raw -5741991.031035 + Penalty 5158.541481 = -5736832.489554 nChanged 26 SP:Iteration 139Q (31059.120000 sec): 3 clusters Score: Raw -5742001.659192 + Penalty 5158.541481 = -5736843.117712 nChanged 22 SP:Iteration 140F (31059.510000 sec): 3 clusters Score: Raw -5742009.936890 + Penalty 5158.541481 = -5736851.395410 nChanged 11 SP:Iteration 141Q (31059.860000 sec): 3 clusters Score: Raw -5742012.989896 + Penalty 5158.541481 = -5736854.448415 nChanged 9 SP:Iteration 142Q (31060.180000 sec): 3 clusters Score: Raw -5742015.825073 + Penalty 5158.541481 = -5736857.283592 nChanged 5 SP:Iteration 143Q (31060.530000 sec): 3 clusters Score: Raw -5742018.020382 + Penalty 5158.541481 = -5736859.478901 nChanged 5 SP:Iteration 144Q (31060.910000 sec): 3 clusters Score: Raw -5742019.713183 + Penalty 5158.541481 = -5736861.171702 nChanged 5 SP:Iteration 145Q (31061.260000 sec): 3 clusters Score: Raw -5742021.414883 + Penalty 5158.541481 = -5736862.873402 nChanged 6 SP:Iteration 146Q (31061.570000 sec): 3 clusters Score: Raw -5742023.956896 + Penalty 5158.541481 = -5736865.415415 nChanged 8 SP:Iteration 147Q (31061.930000 sec): 3 clusters Score: Raw -5742026.923942 + Penalty 5158.541481 = -5736868.382462 nChanged 5 SP:Iteration 148Q (31062.310000 sec): 3 clusters Score: Raw -5742028.235959 + Penalty 5158.541481 = -5736869.694478 nChanged 7 SP:Iteration 149Q (31062.650000 sec): 3 clusters Score: Raw -5742030.612727 + Penalty 5158.541481 = -5736872.071246 nChanged 3 SP:Iteration 150Q (31063.050000 sec): 3 clusters Score: Raw -5742031.594313 + Penalty 5158.541481 = -5736873.052833 nChanged 3 SP:Iteration 151Q (31063.390000 sec): 3 clusters Score: Raw -5742032.863944 + Penalty 5158.541481 = -5736874.322463 nChanged 6 SP:Iteration 152Q (31063.670000 sec): 3 clusters Score: Raw -5742036.669336 + Penalty 5158.541481 = -5736878.127855 nChanged 6 SP:Iteration 153Q (31063.990000 sec): 3 clusters Score: Raw -5742039.022239 + Penalty 5158.541481 = -5736880.480758 nChanged 7 SP:Iteration 154Q (31064.330000 sec): 3 clusters Score: Raw -5742040.810024 + Penalty 5158.541481 = -5736882.268544 nChanged 4 SP:Iteration 155Q (31064.710000 sec): 3 clusters Score: Raw -5742041.979298 + Penalty 5158.541481 = -5736883.437818 nChanged 3 SP:Iteration 156Q (31065.060000 sec): 3 clusters Score: Raw -5742042.851920 + Penalty 5158.541481 = -5736884.310440 nChanged 3 SP:Iteration 157Q (31065.370000 sec): 3 clusters Score: Raw -5742043.666433 + Penalty 5158.541481 = -5736885.124952 nChanged 0 SP:Iteration 158F (31065.780000 sec): 3 clusters Score: Raw -5742043.666433 + Penalty 5158.541481 = -5736885.124952 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 11 (9172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31065.870000 sec): 2 clusters Score: Raw -1702730.505053 + Penalty 2262.729840 = -1700467.775213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31066.120000 sec): 3 clusters Score: Raw -1697842.205137 + Penalty 4525.459679 = -1693316.745457 nChanged 3845 SP:Iteration 1F (31066.330000 sec): 3 clusters Score: Raw -1699870.465620 + Penalty 4525.459679 = -1695345.005940 nChanged 596 SP:Iteration 2F (31066.550000 sec): 3 clusters Score: Raw -1700135.252373 + Penalty 4525.459679 = -1695609.792694 nChanged 435 SP:Iteration 3Q (31066.830000 sec): 3 clusters Score: Raw -1700308.447033 + Penalty 4525.459679 = -1695782.987354 nChanged 332 SP:Iteration 4Q (31067.040000 sec): 3 clusters Score: Raw -1700433.498356 + Penalty 4525.459679 = -1695908.038677 nChanged 272 SP:Iteration 5Q (31067.280000 sec): 3 clusters Score: Raw -1700528.818724 + Penalty 4525.459679 = -1696003.359044 nChanged 220 SP:Iteration 6Q (31067.540000 sec): 3 clusters Score: Raw -1700595.561626 + Penalty 4525.459679 = -1696070.101946 nChanged 172 SP:Iteration 7Q (31067.790000 sec): 3 clusters Score: Raw -1700657.717935 + Penalty 4525.459679 = -1696132.258255 nChanged 180 SP:Iteration 8Q (31068.020000 sec): 3 clusters Score: Raw -1700725.987303 + Penalty 4525.459679 = -1696200.527623 nChanged 167 SP:Iteration 9Q (31068.220000 sec): 3 clusters Score: Raw -1700786.983797 + Penalty 4525.459679 = -1696261.524118 nChanged 162 SP:Iteration 10Q (31068.440000 sec): 3 clusters Score: Raw -1700848.932719 + Penalty 4525.459679 = -1696323.473040 nChanged 147 SP:Iteration 11Q (31068.710000 sec): 3 clusters Score: Raw -1700895.031189 + Penalty 4525.459679 = -1696369.571509 nChanged 134 SP:Iteration 12Q (31068.970000 sec): 3 clusters Score: Raw -1700944.251147 + Penalty 4525.459679 = -1696418.791468 nChanged 148 SP:Iteration 13Q (31069.140000 sec): 3 clusters Score: Raw -1701008.007491 + Penalty 4525.459679 = -1696482.547812 nChanged 169 SP:Iteration 14Q (31069.330000 sec): 3 clusters Score: Raw -1701078.636084 + Penalty 4525.459679 = -1696553.176405 nChanged 159 SP:Iteration 15Q (31069.540000 sec): 3 clusters Score: Raw -1701149.572356 + Penalty 4525.459679 = -1696624.112676 nChanged 187 SP:Iteration 16Q (31069.810000 sec): 3 clusters Score: Raw -1701226.568355 + Penalty 4525.459679 = -1696701.108676 nChanged 174 SP:Iteration 17Q (31070.070000 sec): 3 clusters Score: Raw -1701314.697861 + Penalty 4525.459679 = -1696789.238181 nChanged 194 SP:Iteration 18Q (31070.310000 sec): 3 clusters Score: Raw -1701412.098938 + Penalty 4525.459679 = -1696886.639259 nChanged 223 SP:Iteration 19Q (31070.570000 sec): 3 clusters Score: Raw -1701524.188460 + Penalty 4525.459679 = -1696998.728780 nChanged 237 SP:Iteration 20F (31070.850000 sec): 3 clusters Score: Raw -1701638.363461 + Penalty 4525.459679 = -1697112.903781 nChanged 190 SP:Iteration 21Q (31071.120000 sec): 3 clusters Score: Raw -1701731.706495 + Penalty 4525.459679 = -1697206.246815 nChanged 193 SP:Iteration 22Q (31071.360000 sec): 3 clusters Score: Raw -1701824.925456 + Penalty 4525.459679 = -1697299.465777 nChanged 170 SP:Iteration 23Q (31071.600000 sec): 3 clusters Score: Raw -1701899.198307 + Penalty 4525.459679 = -1697373.738628 nChanged 153 SP:Iteration 24Q (31071.820000 sec): 3 clusters Score: Raw -1701960.472935 + Penalty 4525.459679 = -1697435.013256 nChanged 137 SP:Iteration 25Q (31072.070000 sec): 3 clusters Score: Raw -1702022.950476 + Penalty 4525.459679 = -1697497.490797 nChanged 135 SP:Iteration 26Q (31072.310000 sec): 3 clusters Score: Raw -1702076.786378 + Penalty 4525.459679 = -1697551.326698 nChanged 138 SP:Iteration 27Q (31072.540000 sec): 3 clusters Score: Raw -1702132.185028 + Penalty 4525.459679 = -1697606.725348 nChanged 132 SP:Iteration 28Q (31072.790000 sec): 3 clusters Score: Raw -1702189.325653 + Penalty 4525.459679 = -1697663.865973 nChanged 134 SP:Iteration 29Q (31073.050000 sec): 3 clusters Score: Raw -1702248.835976 + Penalty 4525.459679 = -1697723.376296 nChanged 110 SP:Iteration 30Q (31073.260000 sec): 3 clusters Score: Raw -1702295.769098 + Penalty 4525.459679 = -1697770.309418 nChanged 117 SP:Iteration 31Q (31073.490000 sec): 3 clusters Score: Raw -1702343.117205 + Penalty 4525.459679 = -1697817.657526 nChanged 117 SP:Iteration 32Q (31073.780000 sec): 3 clusters Score: Raw -1702394.907780 + Penalty 4525.459679 = -1697869.448101 nChanged 102 SP:Iteration 33Q (31074.060000 sec): 3 clusters Score: Raw -1702434.968947 + Penalty 4525.459679 = -1697909.509268 nChanged 86 SP:Iteration 34Q (31074.290000 sec): 3 clusters Score: Raw -1702467.181211 + Penalty 4525.459679 = -1697941.721532 nChanged 81 SP:Iteration 35Q (31074.530000 sec): 3 clusters Score: Raw -1702495.599064 + Penalty 4525.459679 = -1697970.139385 nChanged 78 SP:Iteration 36Q (31074.740000 sec): 3 clusters Score: Raw -1702525.796680 + Penalty 4525.459679 = -1698000.337001 nChanged 69 SP:Iteration 37Q (31074.970000 sec): 3 clusters Score: Raw -1702552.170651 + Penalty 4525.459679 = -1698026.710972 nChanged 65 SP:Iteration 38Q (31075.170000 sec): 3 clusters Score: Raw -1702577.035705 + Penalty 4525.459679 = -1698051.576026 nChanged 73 SP:Iteration 39Q (31075.410000 sec): 3 clusters Score: Raw -1702608.192967 + Penalty 4525.459679 = -1698082.733288 nChanged 58 SP:Iteration 40F (31075.670000 sec): 3 clusters Score: Raw -1702633.273573 + Penalty 4525.459679 = -1698107.813893 nChanged 62 SP:Iteration 41Q (31075.870000 sec): 3 clusters Score: Raw -1702661.277909 + Penalty 4525.459679 = -1698135.818230 nChanged 68 SP:Iteration 42Q (31076.100000 sec): 3 clusters Score: Raw -1702691.669588 + Penalty 4525.459679 = -1698166.209908 nChanged 70 SP:Iteration 43Q (31076.340000 sec): 3 clusters Score: Raw -1702721.551709 + Penalty 4525.459679 = -1698196.092029 nChanged 55 SP:Iteration 44Q (31076.590000 sec): 3 clusters Score: Raw -1702742.045654 + Penalty 4525.459679 = -1698216.585975 nChanged 51 SP:Iteration 45Q (31076.830000 sec): 3 clusters Score: Raw -1702763.081856 + Penalty 4525.459679 = -1698237.622176 nChanged 45 SP:Iteration 46Q (31077.010000 sec): 3 clusters Score: Raw -1702781.528303 + Penalty 4525.459679 = -1698256.068624 nChanged 43 SP:Iteration 47Q (31077.250000 sec): 3 clusters Score: Raw -1702801.797533 + Penalty 4525.459679 = -1698276.337853 nChanged 49 SP:Iteration 48Q (31077.530000 sec): 3 clusters Score: Raw -1702823.096655 + Penalty 4525.459679 = -1698297.636976 nChanged 44 SP:Iteration 49Q (31077.770000 sec): 3 clusters Score: Raw -1702840.545604 + Penalty 4525.459679 = -1698315.085924 nChanged 33 SP:Iteration 50Q (31077.990000 sec): 3 clusters Score: Raw -1702852.588282 + Penalty 4525.459679 = -1698327.128602 nChanged 25 SP:Iteration 51Q (31078.230000 sec): 3 clusters Score: Raw -1702862.360520 + Penalty 4525.459679 = -1698336.900841 nChanged 24 SP:Iteration 52Q (31078.460000 sec): 3 clusters Score: Raw -1702871.235581 + Penalty 4525.459679 = -1698345.775901 nChanged 26 SP:Iteration 53Q (31078.700000 sec): 3 clusters Score: Raw -1702882.363116 + Penalty 4525.459679 = -1698356.903436 nChanged 30 SP:Iteration 54Q (31078.910000 sec): 3 clusters Score: Raw -1702893.361358 + Penalty 4525.459679 = -1698367.901678 nChanged 23 SP:Iteration 55Q (31079.130000 sec): 3 clusters Score: Raw -1702902.448578 + Penalty 4525.459679 = -1698376.988899 nChanged 25 SP:Iteration 56Q (31079.340000 sec): 3 clusters Score: Raw -1702912.671686 + Penalty 4525.459679 = -1698387.212007 nChanged 19 SP:Iteration 57Q (31079.580000 sec): 3 clusters Score: Raw -1702920.692173 + Penalty 4525.459679 = -1698395.232494 nChanged 24 SP:Iteration 58Q (31079.750000 sec): 3 clusters Score: Raw -1702929.123781 + Penalty 4525.459679 = -1698403.664101 nChanged 17 SP:Iteration 59Q (31080.010000 sec): 3 clusters Score: Raw -1702935.034264 + Penalty 4525.459679 = -1698409.574584 nChanged 11 SP:Iteration 60F (31080.230000 sec): 3 clusters Score: Raw -1702939.251078 + Penalty 4525.459679 = -1698413.791399 nChanged 9 SP:Iteration 61Q (31080.450000 sec): 3 clusters Score: Raw -1702943.673274 + Penalty 4525.459679 = -1698418.213594 nChanged 7 SP:Iteration 62Q (31080.630000 sec): 3 clusters Score: Raw -1702946.918851 + Penalty 4525.459679 = -1698421.459172 nChanged 8 SP:Iteration 63Q (31080.850000 sec): 3 clusters Score: Raw -1702950.000235 + Penalty 4525.459679 = -1698424.540556 nChanged 6 SP:Iteration 64Q (31081.140000 sec): 3 clusters Score: Raw -1702953.870341 + Penalty 4525.459679 = -1698428.410662 nChanged 12 SP:Iteration 65Q (31081.440000 sec): 3 clusters Score: Raw -1702958.618152 + Penalty 4525.459679 = -1698433.158472 nChanged 8 SP:Iteration 66Q (31081.600000 sec): 3 clusters Score: Raw -1702962.178303 + Penalty 4525.459679 = -1698436.718623 nChanged 5 SP:Iteration 67Q (31081.890000 sec): 3 clusters Score: Raw -1702963.699859 + Penalty 4525.459679 = -1698438.240179 nChanged 4 SP:Iteration 68Q (31082.110000 sec): 3 clusters Score: Raw -1702965.141519 + Penalty 4525.459679 = -1698439.681839 nChanged 4 SP:Iteration 69Q (31082.350000 sec): 3 clusters Score: Raw -1702967.153728 + Penalty 4525.459679 = -1698441.694049 nChanged 4 SP:Iteration 70Q (31082.560000 sec): 3 clusters Score: Raw -1702969.255435 + Penalty 4525.459679 = -1698443.795756 nChanged 5 SP:Iteration 71Q (31082.870000 sec): 3 clusters Score: Raw -1702971.425997 + Penalty 4525.459679 = -1698445.966318 nChanged 3 SP:Iteration 72Q (31083.100000 sec): 3 clusters Score: Raw -1702972.249972 + Penalty 4525.459679 = -1698446.790293 nChanged 1 SP:Iteration 73Q (31083.290000 sec): 3 clusters Score: Raw -1702972.625561 + Penalty 4525.459679 = -1698447.165881 nChanged 1 SP:Iteration 74Q (31083.500000 sec): 3 clusters Score: Raw -1702972.984137 + Penalty 4525.459679 = -1698447.524458 nChanged 3 SP:Iteration 75Q (31083.780000 sec): 3 clusters Score: Raw -1702973.855622 + Penalty 4525.459679 = -1698448.395943 nChanged 2 SP:Iteration 76Q (31084.060000 sec): 3 clusters Score: Raw -1702974.428078 + Penalty 4525.459679 = -1698448.968399 nChanged 2 SP:Iteration 77Q (31084.280000 sec): 3 clusters Score: Raw -1702975.116340 + Penalty 4525.459679 = -1698449.656661 nChanged 2 SP:Iteration 78Q (31084.510000 sec): 3 clusters Score: Raw -1702976.314383 + Penalty 4525.459679 = -1698450.854704 nChanged 6 SP:Iteration 79Q (31084.740000 sec): 3 clusters Score: Raw -1702978.313078 + Penalty 4525.459679 = -1698452.853398 nChanged 2 SP:Iteration 80F (31084.980000 sec): 3 clusters Score: Raw -1702979.623499 + Penalty 4525.459679 = -1698454.163819 nChanged 5 SP:Iteration 81Q (31085.170000 sec): 3 clusters Score: Raw -1702981.658548 + Penalty 4525.459679 = -1698456.198869 nChanged 3 SP:Iteration 82Q (31085.420000 sec): 3 clusters Score: Raw -1702983.006255 + Penalty 4525.459679 = -1698457.546576 nChanged 9 SP:Iteration 83Q (31085.620000 sec): 3 clusters Score: Raw -1702986.817468 + Penalty 4525.459679 = -1698461.357789 nChanged 5 SP:Iteration 84Q (31085.920000 sec): 3 clusters Score: Raw -1702988.711399 + Penalty 4525.459679 = -1698463.251719 nChanged 3 SP:Iteration 85Q (31086.150000 sec): 3 clusters Score: Raw -1702989.841025 + Penalty 4525.459679 = -1698464.381345 nChanged 2 SP:Iteration 86Q (31086.400000 sec): 3 clusters Score: Raw -1702990.803062 + Penalty 4525.459679 = -1698465.343382 nChanged 5 SP:Iteration 87Q (31086.640000 sec): 3 clusters Score: Raw -1702992.904641 + Penalty 4525.459679 = -1698467.444961 nChanged 4 SP:Iteration 88Q (31086.830000 sec): 3 clusters Score: Raw -1702994.061805 + Penalty 4525.459679 = -1698468.602125 nChanged 2 SP:Iteration 89Q (31087.120000 sec): 3 clusters Score: Raw -1702994.909581 + Penalty 4525.459679 = -1698469.449901 nChanged 2 SP:Iteration 90Q (31087.340000 sec): 3 clusters Score: Raw -1702995.684396 + Penalty 4525.459679 = -1698470.224716 nChanged 0 SP:Iteration 91F (31087.540000 sec): 3 clusters Score: Raw -1702995.684396 + Penalty 4525.459679 = -1698470.224716 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 12 (1645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31087.680000 sec): 2 clusters Score: Raw -298255.449682 + Penalty 1836.562924 = -296418.886757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31087.900000 sec): 3 clusters Score: Raw -297718.903937 + Penalty 3673.125849 = -294045.778088 nChanged 464 SP:Iteration 1F (31088.140000 sec): 3 clusters Score: Raw -298181.249913 + Penalty 3673.125849 = -294508.124064 nChanged 159 SP:Iteration 2F (31088.330000 sec): 3 clusters Score: Raw -298403.534004 + Penalty 3673.125849 = -294730.408155 nChanged 85 SP:Iteration 3F (31088.510000 sec): 3 clusters Score: Raw -298554.108514 + Penalty 3673.125849 = -294880.982665 nChanged 83 SP:Iteration 4F (31088.700000 sec): 3 clusters Score: Raw -298732.612578 + Penalty 3673.125849 = -295059.486729 nChanged 90 SP:Iteration 5F (31088.850000 sec): 3 clusters Score: Raw -298884.608569 + Penalty 3673.125849 = -295211.482720 nChanged 74 SP:Iteration 6Q (31089.040000 sec): 3 clusters Score: Raw -299006.491535 + Penalty 3673.125849 = -295333.365686 nChanged 72 SP:Iteration 7Q (31089.220000 sec): 3 clusters Score: Raw -299116.079308 + Penalty 3673.125849 = -295442.953459 nChanged 51 SP:Iteration 8Q (31089.420000 sec): 3 clusters Score: Raw -299203.516414 + Penalty 3673.125849 = -295530.390565 nChanged 40 SP:Iteration 9Q (31089.640000 sec): 3 clusters Score: Raw -299250.064181 + Penalty 3673.125849 = -295576.938333 nChanged 30 SP:Iteration 10Q (31089.840000 sec): 3 clusters Score: Raw -299287.536028 + Penalty 3673.125849 = -295614.410179 nChanged 19 SP:Iteration 11Q (31090.080000 sec): 3 clusters Score: Raw -299309.310408 + Penalty 3673.125849 = -295636.184559 nChanged 11 SP:Iteration 12Q (31090.260000 sec): 3 clusters Score: Raw -299323.642902 + Penalty 3673.125849 = -295650.517053 nChanged 13 SP:Iteration 13Q (31090.480000 sec): 3 clusters Score: Raw -299340.432175 + Penalty 3673.125849 = -295667.306326 nChanged 8 SP:Iteration 14Q (31090.720000 sec): 3 clusters Score: Raw -299350.493734 + Penalty 3673.125849 = -295677.367885 nChanged 5 SP:Iteration 15Q (31090.940000 sec): 3 clusters Score: Raw -299357.116645 + Penalty 3673.125849 = -295683.990796 nChanged 6 SP:Iteration 16Q (31091.140000 sec): 3 clusters Score: Raw -299365.039933 + Penalty 3673.125849 = -295691.914084 nChanged 9 SP:Iteration 17Q (31091.380000 sec): 3 clusters Score: Raw -299376.652344 + Penalty 3673.125849 = -295703.526495 nChanged 13 SP:Iteration 18Q (31091.590000 sec): 3 clusters Score: Raw -299393.435153 + Penalty 3673.125849 = -295720.309304 nChanged 9 SP:Iteration 19Q (31091.820000 sec): 3 clusters Score: Raw -299410.814134 + Penalty 3673.125849 = -295737.688285 nChanged 13 SP:Iteration 20F (31092.010000 sec): 3 clusters Score: Raw -299428.174907 + Penalty 3673.125849 = -295755.049058 nChanged 8 SP:Iteration 21Q (31092.200000 sec): 3 clusters Score: Raw -299435.389611 + Penalty 3673.125849 = -295762.263762 nChanged 7 SP:Iteration 22Q (31092.410000 sec): 3 clusters Score: Raw -299442.788768 + Penalty 3673.125849 = -295769.662919 nChanged 7 SP:Iteration 23Q (31092.570000 sec): 3 clusters Score: Raw -299450.161885 + Penalty 3673.125849 = -295777.036036 nChanged 5 SP:Iteration 24Q (31092.780000 sec): 3 clusters Score: Raw -299460.476058 + Penalty 3673.125849 = -295787.350209 nChanged 10 SP:Iteration 25Q (31092.950000 sec): 3 clusters Score: Raw -299473.033261 + Penalty 3673.125849 = -295799.907412 nChanged 7 SP:Iteration 26Q (31093.140000 sec): 3 clusters Score: Raw -299479.604640 + Penalty 3673.125849 = -295806.478791 nChanged 4 SP:Iteration 27Q (31093.300000 sec): 3 clusters Score: Raw -299487.073865 + Penalty 3673.125849 = -295813.948016 nChanged 8 SP:Iteration 28Q (31093.500000 sec): 3 clusters Score: Raw -299503.864520 + Penalty 3673.125849 = -295830.738671 nChanged 9 SP:Iteration 29Q (31093.730000 sec): 3 clusters Score: Raw -299512.554626 + Penalty 3673.125849 = -295839.428777 nChanged 4 SP:Iteration 30Q (31093.940000 sec): 3 clusters Score: Raw -299515.273535 + Penalty 3673.125849 = -295842.147686 nChanged 2 SP:Iteration 31Q (31094.150000 sec): 3 clusters Score: Raw -299516.850814 + Penalty 3673.125849 = -295843.724965 nChanged 0 SP:Iteration 32F (31094.370000 sec): 3 clusters Score: Raw -299516.850814 + Penalty 3673.125849 = -295843.724965 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 13 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31094.450000 sec): 2 clusters Score: Raw -36658.901538 + Penalty 1353.977208 = -35304.924331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31094.660000 sec): 3 clusters Score: Raw -36864.983203 + Penalty 2707.954415 = -34157.028788 nChanged 25 SP:Iteration 1F (31094.850000 sec): 3 clusters Score: Raw -36963.310837 + Penalty 2707.954415 = -34255.356422 nChanged 5 SP:Iteration 2Q (31095.070000 sec): 3 clusters Score: Raw -36990.511580 + Penalty 2707.954415 = -34282.557165 nChanged 4 SP:Iteration 3Q (31095.260000 sec): 3 clusters Score: Raw -37015.116430 + Penalty 2707.954415 = -34307.162015 nChanged 2 SP:Iteration 4Q (31095.440000 sec): 3 clusters Score: Raw -37024.844337 + Penalty 2707.954415 = -34316.889922 nChanged 0 SP:Iteration 5F (31095.650000 sec): 3 clusters Score: Raw -37024.844337 + Penalty 2707.954415 = -34316.889922 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 14 (6471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31095.780000 sec): 2 clusters Score: Raw -1221296.851326 + Penalty 2176.221312 = -1219120.630014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31096.060000 sec): 3 clusters Score: Raw -1218062.019370 + Penalty 4352.442624 = -1213709.576746 nChanged 2502 SP:Iteration 1F (31096.330000 sec): 3 clusters Score: Raw -1219396.455867 + Penalty 4352.442624 = -1215044.013243 nChanged 416 SP:Iteration 2F (31096.560000 sec): 3 clusters Score: Raw -1219590.073383 + Penalty 4352.442624 = -1215237.630759 nChanged 280 SP:Iteration 3Q (31096.820000 sec): 3 clusters Score: Raw -1219710.794140 + Penalty 4352.442624 = -1215358.351516 nChanged 215 SP:Iteration 4Q (31097.070000 sec): 3 clusters Score: Raw -1219796.126025 + Penalty 4352.442624 = -1215443.683401 nChanged 175 SP:Iteration 5Q (31097.370000 sec): 3 clusters Score: Raw -1219857.654680 + Penalty 4352.442624 = -1215505.212057 nChanged 115 SP:Iteration 6Q (31097.600000 sec): 3 clusters Score: Raw -1219898.196050 + Penalty 4352.442624 = -1215545.753426 nChanged 102 SP:Iteration 7Q (31097.900000 sec): 3 clusters Score: Raw -1219934.718438 + Penalty 4352.442624 = -1215582.275814 nChanged 95 SP:Iteration 8Q (31098.170000 sec): 3 clusters Score: Raw -1219968.605160 + Penalty 4352.442624 = -1215616.162536 nChanged 93 SP:Iteration 9Q (31098.390000 sec): 3 clusters Score: Raw -1220002.054443 + Penalty 4352.442624 = -1215649.611819 nChanged 94 SP:Iteration 10Q (31098.560000 sec): 3 clusters Score: Raw -1220034.988235 + Penalty 4352.442624 = -1215682.545611 nChanged 85 SP:Iteration 11Q (31098.760000 sec): 3 clusters Score: Raw -1220063.107797 + Penalty 4352.442624 = -1215710.665174 nChanged 78 SP:Iteration 12Q (31098.980000 sec): 3 clusters Score: Raw -1220090.969149 + Penalty 4352.442624 = -1215738.526526 nChanged 81 SP:Iteration 13Q (31099.170000 sec): 3 clusters Score: Raw -1220121.537583 + Penalty 4352.442624 = -1215769.094959 nChanged 84 SP:Iteration 14Q (31099.400000 sec): 3 clusters Score: Raw -1220156.424217 + Penalty 4352.442624 = -1215803.981593 nChanged 90 SP:Iteration 15Q (31099.610000 sec): 3 clusters Score: Raw -1220187.664673 + Penalty 4352.442624 = -1215835.222049 nChanged 78 SP:Iteration 16Q (31099.820000 sec): 3 clusters Score: Raw -1220215.100441 + Penalty 4352.442624 = -1215862.657817 nChanged 61 SP:Iteration 17Q (31100.090000 sec): 3 clusters Score: Raw -1220235.165851 + Penalty 4352.442624 = -1215882.723227 nChanged 66 SP:Iteration 18Q (31100.280000 sec): 3 clusters Score: Raw -1220259.838226 + Penalty 4352.442624 = -1215907.395602 nChanged 70 SP:Iteration 19Q (31100.480000 sec): 3 clusters Score: Raw -1220286.472020 + Penalty 4352.442624 = -1215934.029396 nChanged 76 SP:Iteration 20F (31100.690000 sec): 3 clusters Score: Raw -1220315.043897 + Penalty 4352.442624 = -1215962.601273 nChanged 87 SP:Iteration 21Q (31100.890000 sec): 3 clusters Score: Raw -1220345.324235 + Penalty 4352.442624 = -1215992.881611 nChanged 92 SP:Iteration 22Q (31101.170000 sec): 3 clusters Score: Raw -1220379.054431 + Penalty 4352.442624 = -1216026.611807 nChanged 89 SP:Iteration 23Q (31101.380000 sec): 3 clusters Score: Raw -1220413.533525 + Penalty 4352.442624 = -1216061.090901 nChanged 91 SP:Iteration 24Q (31101.600000 sec): 3 clusters Score: Raw -1220455.291813 + Penalty 4352.442624 = -1216102.849189 nChanged 112 SP:Iteration 25Q (31101.840000 sec): 3 clusters Score: Raw -1220510.705375 + Penalty 4352.442624 = -1216158.262752 nChanged 129 SP:Iteration 26Q (31102.080000 sec): 3 clusters Score: Raw -1220578.723266 + Penalty 4352.442624 = -1216226.280642 nChanged 143 SP:Iteration 27Q (31102.340000 sec): 3 clusters Score: Raw -1220655.484970 + Penalty 4352.442624 = -1216303.042347 nChanged 147 SP:Iteration 28Q (31102.570000 sec): 3 clusters Score: Raw -1220734.198136 + Penalty 4352.442624 = -1216381.755512 nChanged 150 SP:Iteration 29Q (31102.820000 sec): 3 clusters Score: Raw -1220833.927444 + Penalty 4352.442624 = -1216481.484820 nChanged 148 SP:Iteration 30Q (31103.000000 sec): 3 clusters Score: Raw -1220934.611703 + Penalty 4352.442624 = -1216582.169079 nChanged 154 SP:Iteration 31Q (31103.220000 sec): 3 clusters Score: Raw -1221055.594298 + Penalty 4352.442624 = -1216703.151674 nChanged 144 SP:Iteration 32Q (31103.450000 sec): 3 clusters Score: Raw -1221163.607323 + Penalty 4352.442624 = -1216811.164699 nChanged 107 SP:Iteration 33Q (31103.700000 sec): 3 clusters Score: Raw -1221237.094555 + Penalty 4352.442624 = -1216884.651931 nChanged 95 SP:Iteration 34Q (31103.970000 sec): 3 clusters Score: Raw -1221309.704522 + Penalty 4352.442624 = -1216957.261898 nChanged 74 SP:Iteration 35Q (31104.260000 sec): 3 clusters Score: Raw -1221365.982103 + Penalty 4352.442624 = -1217013.539479 nChanged 70 SP:Iteration 36Q (31104.450000 sec): 3 clusters Score: Raw -1221415.880110 + Penalty 4352.442624 = -1217063.437486 nChanged 54 SP:Iteration 37Q (31104.660000 sec): 3 clusters Score: Raw -1221446.235314 + Penalty 4352.442624 = -1217093.792690 nChanged 42 SP:Iteration 38Q (31104.880000 sec): 3 clusters Score: Raw -1221478.732790 + Penalty 4352.442624 = -1217126.290166 nChanged 56 SP:Iteration 39Q (31105.090000 sec): 3 clusters Score: Raw -1221525.001197 + Penalty 4352.442624 = -1217172.558573 nChanged 46 SP:Iteration 40F (31105.340000 sec): 3 clusters Score: Raw -1221557.922306 + Penalty 4352.442624 = -1217205.479682 nChanged 30 SP:Iteration 41Q (31105.550000 sec): 3 clusters Score: Raw -1221576.049659 + Penalty 4352.442624 = -1217223.607035 nChanged 18 SP:Iteration 42Q (31105.780000 sec): 3 clusters Score: Raw -1221590.892861 + Penalty 4352.442624 = -1217238.450238 nChanged 15 SP:Iteration 43Q (31106.060000 sec): 3 clusters Score: Raw -1221604.564133 + Penalty 4352.442624 = -1217252.121509 nChanged 13 SP:Iteration 44Q (31106.260000 sec): 3 clusters Score: Raw -1221613.862690 + Penalty 4352.442624 = -1217261.420066 nChanged 12 SP:Iteration 45Q (31106.470000 sec): 3 clusters Score: Raw -1221621.637290 + Penalty 4352.442624 = -1217269.194667 nChanged 10 SP:Iteration 46Q (31106.680000 sec): 3 clusters Score: Raw -1221627.859562 + Penalty 4352.442624 = -1217275.416939 nChanged 12 SP:Iteration 47Q (31106.940000 sec): 3 clusters Score: Raw -1221635.939057 + Penalty 4352.442624 = -1217283.496433 nChanged 6 SP:Iteration 48Q (31107.150000 sec): 3 clusters Score: Raw -1221640.173489 + Penalty 4352.442624 = -1217287.730865 nChanged 9 SP:Iteration 49Q (31107.360000 sec): 3 clusters Score: Raw -1221646.545130 + Penalty 4352.442624 = -1217294.102506 nChanged 12 SP:Iteration 50Q (31107.570000 sec): 3 clusters Score: Raw -1221653.377058 + Penalty 4352.442624 = -1217300.934434 nChanged 16 SP:Iteration 51Q (31107.770000 sec): 3 clusters Score: Raw -1221665.374977 + Penalty 4352.442624 = -1217312.932353 nChanged 10 SP:Iteration 52Q (31108.020000 sec): 3 clusters Score: Raw -1221671.146198 + Penalty 4352.442624 = -1217318.703574 nChanged 13 SP:Iteration 53Q (31108.240000 sec): 3 clusters Score: Raw -1221678.006157 + Penalty 4352.442624 = -1217325.563533 nChanged 5 SP:Iteration 54Q (31108.460000 sec): 3 clusters Score: Raw -1221680.686619 + Penalty 4352.442624 = -1217328.243995 nChanged 3 SP:Iteration 55Q (31108.640000 sec): 3 clusters Score: Raw -1221681.713569 + Penalty 4352.442624 = -1217329.270945 nChanged 1 SP:Iteration 56Q (31108.830000 sec): 3 clusters Score: Raw -1221682.392617 + Penalty 4352.442624 = -1217329.949994 nChanged 3 SP:Iteration 57Q (31109.030000 sec): 3 clusters Score: Raw -1221684.101036 + Penalty 4352.442624 = -1217331.658412 nChanged 3 SP:Iteration 58Q (31109.240000 sec): 3 clusters Score: Raw -1221685.660808 + Penalty 4352.442624 = -1217333.218185 nChanged 0 SP:Iteration 59F (31109.440000 sec): 3 clusters Score: Raw -1221685.660808 + Penalty 4352.442624 = -1217333.218185 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 15 (1315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31109.550000 sec): 2 clusters Score: Raw -223495.584861 + Penalty 1781.034802 = -221714.550059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31109.720000 sec): 3 clusters Score: Raw -223137.758338 + Penalty 3562.069605 = -219575.688734 nChanged 368 SP:Iteration 1F (31109.910000 sec): 3 clusters Score: Raw -223505.143192 + Penalty 3562.069605 = -219943.073588 nChanged 94 SP:Iteration 2F (31110.090000 sec): 3 clusters Score: Raw -223631.554792 + Penalty 3562.069605 = -220069.485187 nChanged 58 SP:Iteration 3Q (31110.210000 sec): 3 clusters Score: Raw -223713.550417 + Penalty 3562.069605 = -220151.480813 nChanged 51 SP:Iteration 4Q (31110.340000 sec): 3 clusters Score: Raw -223768.780734 + Penalty 3562.069605 = -220206.711129 nChanged 34 SP:Iteration 5Q (31110.450000 sec): 3 clusters Score: Raw -223821.490974 + Penalty 3562.069605 = -220259.421369 nChanged 31 SP:Iteration 6Q (31110.560000 sec): 3 clusters Score: Raw -223871.163633 + Penalty 3562.069605 = -220309.094029 nChanged 31 SP:Iteration 7Q (31110.680000 sec): 3 clusters Score: Raw -223924.098433 + Penalty 3562.069605 = -220362.028829 nChanged 35 SP:Iteration 8Q (31110.790000 sec): 3 clusters Score: Raw -223983.187003 + Penalty 3562.069605 = -220421.117399 nChanged 25 SP:Iteration 9Q (31110.900000 sec): 3 clusters Score: Raw -224019.539644 + Penalty 3562.069605 = -220457.470040 nChanged 25 SP:Iteration 10Q (31111.010000 sec): 3 clusters Score: Raw -224051.278857 + Penalty 3562.069605 = -220489.209253 nChanged 24 SP:Iteration 11Q (31111.120000 sec): 3 clusters Score: Raw -224083.996744 + Penalty 3562.069605 = -220521.927140 nChanged 17 SP:Iteration 12Q (31111.240000 sec): 3 clusters Score: Raw -224101.492041 + Penalty 3562.069605 = -220539.422437 nChanged 7 SP:Iteration 13Q (31111.350000 sec): 3 clusters Score: Raw -224109.584104 + Penalty 3562.069605 = -220547.514499 nChanged 7 SP:Iteration 14Q (31111.540000 sec): 3 clusters Score: Raw -224117.369803 + Penalty 3562.069605 = -220555.300198 nChanged 5 SP:Iteration 15Q (31111.650000 sec): 3 clusters Score: Raw -224122.942977 + Penalty 3562.069605 = -220560.873373 nChanged 5 SP:Iteration 16Q (31111.760000 sec): 3 clusters Score: Raw -224126.192729 + Penalty 3562.069605 = -220564.123125 nChanged 4 SP:Iteration 17Q (31111.890000 sec): 3 clusters Score: Raw -224129.981760 + Penalty 3562.069605 = -220567.912156 nChanged 5 SP:Iteration 18Q (31112.060000 sec): 3 clusters Score: Raw -224134.985446 + Penalty 3562.069605 = -220572.915842 nChanged 3 SP:Iteration 19Q (31112.170000 sec): 3 clusters Score: Raw -224138.565157 + Penalty 3562.069605 = -220576.495552 nChanged 2 SP:Iteration 20F (31112.280000 sec): 3 clusters Score: Raw -224140.266001 + Penalty 3562.069605 = -220578.196396 nChanged 2 SP:Iteration 21Q (31112.390000 sec): 3 clusters Score: Raw -224141.670039 + Penalty 3562.069605 = -220579.600435 nChanged 2 SP:Iteration 22Q (31112.500000 sec): 3 clusters Score: Raw -224144.000857 + Penalty 3562.069605 = -220581.931253 nChanged 4 SP:Iteration 23Q (31112.610000 sec): 3 clusters Score: Raw -224152.382649 + Penalty 3562.069605 = -220590.313044 nChanged 6 SP:Iteration 24Q (31112.720000 sec): 3 clusters Score: Raw -224159.352583 + Penalty 3562.069605 = -220597.282978 nChanged 6 SP:Iteration 25Q (31112.840000 sec): 3 clusters Score: Raw -224167.163275 + Penalty 3562.069605 = -220605.093670 nChanged 4 SP:Iteration 26Q (31112.950000 sec): 3 clusters Score: Raw -224174.831773 + Penalty 3562.069605 = -220612.762168 nChanged 5 SP:Iteration 27Q (31113.110000 sec): 3 clusters Score: Raw -224180.524442 + Penalty 3562.069605 = -220618.454838 nChanged 1 SP:Iteration 28Q (31113.250000 sec): 3 clusters Score: Raw -224181.184082 + Penalty 3562.069605 = -220619.114477 nChanged 0 SP:Iteration 29F (31113.360000 sec): 3 clusters Score: Raw -224181.184082 + Penalty 3562.069605 = -220619.114477 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 16 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31113.440000 sec): 2 clusters Score: Raw -64296.042837 + Penalty 1495.609945 = -62800.432892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31113.590000 sec): 3 clusters Score: Raw -64403.265384 + Penalty 2991.219889 = -61412.045495 nChanged 86 SP:Iteration 1F (31113.760000 sec): 3 clusters Score: Raw -64564.274408 + Penalty 2991.219889 = -61573.054518 nChanged 16 SP:Iteration 2Q (31113.920000 sec): 3 clusters Score: Raw -64607.996380 + Penalty 2991.219889 = -61616.776491 nChanged 2 SP:Iteration 3Q (31114.080000 sec): 3 clusters Score: Raw -64610.805952 + Penalty 2991.219889 = -61619.586062 nChanged 1 SP:Iteration 4Q (31114.280000 sec): 3 clusters Score: Raw -64611.529649 + Penalty 2991.219889 = -61620.309760 nChanged 1 SP:Iteration 5Q (31114.460000 sec): 3 clusters Score: Raw -64613.733306 + Penalty 2991.219889 = -61622.513417 nChanged 0 SP:Iteration 6F (31114.660000 sec): 3 clusters Score: Raw -64613.733306 + Penalty 2991.219889 = -61622.513417 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 17 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31114.720000 sec): 2 clusters Score: Raw -61877.988191 + Penalty 1487.736267 = -60390.251924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31114.890000 sec): 3 clusters Score: Raw -61952.141684 + Penalty 2975.472535 = -58976.669149 nChanged 66 SP:Iteration 1F (31115.080000 sec): 3 clusters Score: Raw -62156.082421 + Penalty 2975.472535 = -59180.609886 nChanged 30 SP:Iteration 2F (31115.220000 sec): 3 clusters Score: Raw -62284.719201 + Penalty 2975.472535 = -59309.246666 nChanged 14 SP:Iteration 3Q (31115.420000 sec): 3 clusters Score: Raw -62335.565947 + Penalty 2975.472535 = -59360.093412 nChanged 9 SP:Iteration 4Q (31115.560000 sec): 3 clusters Score: Raw -62373.278657 + Penalty 2975.472535 = -59397.806123 nChanged 8 SP:Iteration 5Q (31115.800000 sec): 3 clusters Score: Raw -62414.742954 + Penalty 2975.472535 = -59439.270419 nChanged 11 SP:Iteration 6Q (31116.020000 sec): 3 clusters Score: Raw -62454.768751 + Penalty 2975.472535 = -59479.296217 nChanged 11 SP:Iteration 7Q (31116.190000 sec): 3 clusters Score: Raw -62521.559332 + Penalty 2975.472535 = -59546.086797 nChanged 11 SP:Iteration 8Q (31116.370000 sec): 3 clusters Score: Raw -62575.219236 + Penalty 2975.472535 = -59599.746701 nChanged 7 SP:Iteration 9Q (31116.600000 sec): 3 clusters Score: Raw -62613.977005 + Penalty 2975.472535 = -59638.504470 nChanged 4 SP:Iteration 10Q (31116.760000 sec): 3 clusters Score: Raw -62633.448864 + Penalty 2975.472535 = -59657.976329 nChanged 6 SP:Iteration 11Q (31116.930000 sec): 3 clusters Score: Raw -62670.562043 + Penalty 2975.472535 = -59695.089508 nChanged 5 SP:Iteration 12Q (31117.130000 sec): 3 clusters Score: Raw -62696.636810 + Penalty 2975.472535 = -59721.164275 nChanged 4 SP:Iteration 13Q (31117.280000 sec): 3 clusters Score: Raw -62710.915610 + Penalty 2975.472535 = -59735.443075 nChanged 2 SP:Iteration 14Q (31117.480000 sec): 3 clusters Score: Raw -62718.409968 + Penalty 2975.472535 = -59742.937434 nChanged 2 SP:Iteration 15Q (31117.640000 sec): 3 clusters Score: Raw -62727.953881 + Penalty 2975.472535 = -59752.481346 nChanged 6 SP:Iteration 16Q (31117.830000 sec): 3 clusters Score: Raw -62778.335717 + Penalty 2975.472535 = -59802.863182 nChanged 5 SP:Iteration 17Q (31118.010000 sec): 3 clusters Score: Raw -62813.334669 + Penalty 2975.472535 = -59837.862134 nChanged 2 SP:Iteration 18Q (31118.200000 sec): 3 clusters Score: Raw -62822.033009 + Penalty 2975.472535 = -59846.560475 nChanged 1 SP:Iteration 19Q (31118.380000 sec): 3 clusters Score: Raw -62824.636211 + Penalty 2975.472535 = -59849.163676 nChanged 1 SP:Iteration 20F (31118.580000 sec): 3 clusters Score: Raw -62832.499900 + Penalty 2975.472535 = -59857.027365 nChanged 3 SP:Iteration 21Q (31118.780000 sec): 3 clusters Score: Raw -62863.281630 + Penalty 2975.472535 = -59887.809095 nChanged 5 SP:Iteration 22Q (31118.950000 sec): 3 clusters Score: Raw -62899.358370 + Penalty 2975.472535 = -59923.885835 nChanged 6 SP:Iteration 23Q (31119.140000 sec): 3 clusters Score: Raw -62955.162452 + Penalty 2975.472535 = -59979.689917 nChanged 7 SP:Iteration 24Q (31119.340000 sec): 3 clusters Score: Raw -63034.626134 + Penalty 2975.472535 = -60059.153599 nChanged 7 SP:Iteration 25Q (31119.520000 sec): 3 clusters Score: Raw -63135.637077 + Penalty 2975.472535 = -60160.164542 nChanged 4 SP:Iteration 26Q (31119.690000 sec): 3 clusters Score: Raw -63272.465847 + Penalty 2975.472535 = -60296.993312 nChanged 1 SP:Iteration 27Q (31119.880000 sec): 3 clusters Score: Raw -63283.047460 + Penalty 2975.472535 = -60307.574925 nChanged 2 SP:Iteration 28Q (31120.050000 sec): 3 clusters Score: Raw -63304.980535 + Penalty 2975.472535 = -60329.508000 nChanged 1 SP:Iteration 29Q (31120.250000 sec): 3 clusters Score: Raw -63316.293712 + Penalty 2975.472535 = -60340.821178 nChanged 1 SP:Iteration 30Q (31120.450000 sec): 3 clusters Score: Raw -63320.544045 + Penalty 2975.472535 = -60345.071510 nChanged 0 SP:Iteration 31F (31120.580000 sec): 3 clusters Score: Raw -63320.544045 + Penalty 2975.472535 = -60345.071510 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 18 (24230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31120.840000 sec): 2 clusters Score: Raw -4431056.865983 + Penalty 2503.646010 = -4428553.219973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31121.180000 sec): 3 clusters Score: Raw -4416793.940315 + Penalty 5007.292020 = -4411786.648295 nChanged 10769 SP:Iteration 1F (31121.530000 sec): 3 clusters Score: Raw -4422614.764583 + Penalty 5007.292020 = -4417607.472563 nChanged 1186 SP:Iteration 2Q (31121.790000 sec): 3 clusters Score: Raw -4423024.409439 + Penalty 5007.292020 = -4418017.117419 nChanged 1071 SP:Iteration 3Q (31122.130000 sec): 3 clusters Score: Raw -4423397.294377 + Penalty 5007.292020 = -4418390.002358 nChanged 1000 SP:Iteration 4Q (31122.440000 sec): 3 clusters Score: Raw -4423776.069144 + Penalty 5007.292020 = -4418768.777124 nChanged 1029 SP:Iteration 5Q (31122.800000 sec): 3 clusters Score: Raw -4424226.947070 + Penalty 5007.292020 = -4419219.655050 nChanged 1150 SP:Iteration 6Q (31123.110000 sec): 3 clusters Score: Raw -4424792.555188 + Penalty 5007.292020 = -4419785.263169 nChanged 1296 SP:Iteration 7F (31123.430000 sec): 3 clusters Score: Raw -4425551.340152 + Penalty 5007.292020 = -4420544.048132 nChanged 1441 SP:Iteration 8F (31123.720000 sec): 3 clusters Score: Raw -4426561.866213 + Penalty 5007.292020 = -4421554.574193 nChanged 1552 SP:Iteration 9F (31124.050000 sec): 3 clusters Score: Raw -4427842.019952 + Penalty 5007.292020 = -4422834.727932 nChanged 1416 SP:Iteration 10F (31124.410000 sec): 3 clusters Score: Raw -4429057.863728 + Penalty 5007.292020 = -4424050.571708 nChanged 1078 SP:Iteration 11Q (31124.720000 sec): 3 clusters Score: Raw -4430007.624260 + Penalty 5007.292020 = -4425000.332241 nChanged 719 SP:Iteration 12Q (31125.020000 sec): 3 clusters Score: Raw -4430646.072703 + Penalty 5007.292020 = -4425638.780683 nChanged 373 SP:Iteration 13Q (31125.340000 sec): 3 clusters Score: Raw -4430965.492359 + Penalty 5007.292020 = -4425958.200340 nChanged 184 SP:Iteration 14Q (31125.640000 sec): 3 clusters Score: Raw -4431122.972907 + Penalty 5007.292020 = -4426115.680887 nChanged 88 SP:Iteration 15Q (31125.950000 sec): 3 clusters Score: Raw -4431216.679933 + Penalty 5007.292020 = -4426209.387913 nChanged 58 SP:Iteration 16Q (31126.260000 sec): 3 clusters Score: Raw -4431278.920455 + Penalty 5007.292020 = -4426271.628436 nChanged 31 SP:Iteration 17Q (31126.580000 sec): 3 clusters Score: Raw -4431309.895213 + Penalty 5007.292020 = -4426302.603193 nChanged 13 SP:Iteration 18Q (31126.840000 sec): 3 clusters Score: Raw -4431325.715751 + Penalty 5007.292020 = -4426318.423732 nChanged 14 SP:Iteration 19Q (31127.170000 sec): 3 clusters Score: Raw -4431341.588113 + Penalty 5007.292020 = -4426334.296094 nChanged 8 SP:Iteration 20F (31127.480000 sec): 3 clusters Score: Raw -4431347.058768 + Penalty 5007.292020 = -4426339.766749 nChanged 7 SP:Iteration 21Q (31127.760000 sec): 3 clusters Score: Raw -4431353.026853 + Penalty 5007.292020 = -4426345.734833 nChanged 4 SP:Iteration 22Q (31128.110000 sec): 3 clusters Score: Raw -4431362.624186 + Penalty 5007.292020 = -4426355.332166 nChanged 4 SP:Iteration 23Q (31128.390000 sec): 3 clusters Score: Raw -4431365.536221 + Penalty 5007.292020 = -4426358.244201 nChanged 1 SP:Iteration 24Q (31128.670000 sec): 3 clusters Score: Raw -4431366.273916 + Penalty 5007.292020 = -4426358.981897 nChanged 0 SP:Iteration 25F (31128.960000 sec): 3 clusters Score: Raw -4431366.273916 + Penalty 5007.292020 = -4426358.981897 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 19 (20352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31129.120000 sec): 2 clusters Score: Raw -3421325.685311 + Penalty 2460.391748 = -3418865.293563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31129.440000 sec): 3 clusters Score: Raw -3409476.207892 + Penalty 4920.783495 = -3404555.424397 nChanged 8990 SP:Iteration 1F (31129.740000 sec): 3 clusters Score: Raw -3414438.389075 + Penalty 4920.783495 = -3409517.605580 nChanged 1173 SP:Iteration 2F (31130.000000 sec): 3 clusters Score: Raw -3415035.946518 + Penalty 4920.783495 = -3410115.163023 nChanged 1124 SP:Iteration 3F (31130.330000 sec): 3 clusters Score: Raw -3415712.015191 + Penalty 4920.783495 = -3410791.231695 nChanged 1182 SP:Iteration 4F (31130.640000 sec): 3 clusters Score: Raw -3416475.072883 + Penalty 4920.783495 = -3411554.289388 nChanged 1244 SP:Iteration 5F (31130.930000 sec): 3 clusters Score: Raw -3417329.700282 + Penalty 4920.783495 = -3412408.916787 nChanged 1258 SP:Iteration 6F (31131.190000 sec): 3 clusters Score: Raw -3418164.056007 + Penalty 4920.783495 = -3413243.272512 nChanged 1202 SP:Iteration 7F (31131.520000 sec): 3 clusters Score: Raw -3419061.018483 + Penalty 4920.783495 = -3414140.234988 nChanged 1139 SP:Iteration 8F (31131.780000 sec): 3 clusters Score: Raw -3420044.828526 + Penalty 4920.783495 = -3415124.045031 nChanged 1026 SP:Iteration 9F (31132.110000 sec): 3 clusters Score: Raw -3421010.693780 + Penalty 4920.783495 = -3416089.910285 nChanged 862 SP:Iteration 10Q (31132.380000 sec): 3 clusters Score: Raw -3421774.105252 + Penalty 4920.783495 = -3416853.321757 nChanged 609 SP:Iteration 11Q (31132.730000 sec): 3 clusters Score: Raw -3422129.445180 + Penalty 4920.783495 = -3417208.661685 nChanged 409 SP:Iteration 12Q (31133.010000 sec): 3 clusters Score: Raw -3422293.835527 + Penalty 4920.783495 = -3417373.052032 nChanged 267 SP:Iteration 13Q (31133.290000 sec): 3 clusters Score: Raw -3422378.781466 + Penalty 4920.783495 = -3417457.997971 nChanged 192 SP:Iteration 14Q (31133.580000 sec): 3 clusters Score: Raw -3422426.223423 + Penalty 4920.783495 = -3417505.439927 nChanged 123 SP:Iteration 15Q (31133.890000 sec): 3 clusters Score: Raw -3422459.211789 + Penalty 4920.783495 = -3417538.428293 nChanged 118 SP:Iteration 16Q (31134.160000 sec): 3 clusters Score: Raw -3422494.748932 + Penalty 4920.783495 = -3417573.965437 nChanged 123 SP:Iteration 17Q (31134.430000 sec): 3 clusters Score: Raw -3422528.659405 + Penalty 4920.783495 = -3417607.875909 nChanged 117 SP:Iteration 18Q (31134.710000 sec): 3 clusters Score: Raw -3422553.625309 + Penalty 4920.783495 = -3417632.841813 nChanged 76 SP:Iteration 19Q (31134.990000 sec): 3 clusters Score: Raw -3422567.852515 + Penalty 4920.783495 = -3417647.069020 nChanged 68 SP:Iteration 20F (31135.260000 sec): 3 clusters Score: Raw -3422579.442158 + Penalty 4920.783495 = -3417658.658663 nChanged 55 SP:Iteration 21Q (31135.530000 sec): 3 clusters Score: Raw -3422586.756474 + Penalty 4920.783495 = -3417665.972979 nChanged 35 SP:Iteration 22Q (31135.820000 sec): 3 clusters Score: Raw -3422591.922851 + Penalty 4920.783495 = -3417671.139356 nChanged 35 SP:Iteration 23Q (31136.090000 sec): 3 clusters Score: Raw -3422596.253531 + Penalty 4920.783495 = -3417675.470036 nChanged 31 SP:Iteration 24Q (31136.410000 sec): 3 clusters Score: Raw -3422601.186707 + Penalty 4920.783495 = -3417680.403212 nChanged 35 SP:Iteration 25Q (31136.680000 sec): 3 clusters Score: Raw -3422607.523478 + Penalty 4920.783495 = -3417686.739983 nChanged 32 SP:Iteration 26Q (31136.960000 sec): 3 clusters Score: Raw -3422612.214215 + Penalty 4920.783495 = -3417691.430720 nChanged 20 SP:Iteration 27Q (31137.270000 sec): 3 clusters Score: Raw -3422615.992364 + Penalty 4920.783495 = -3417695.208869 nChanged 28 SP:Iteration 28Q (31137.520000 sec): 3 clusters Score: Raw -3422621.239441 + Penalty 4920.783495 = -3417700.455946 nChanged 31 SP:Iteration 29Q (31137.800000 sec): 3 clusters Score: Raw -3422625.831089 + Penalty 4920.783495 = -3417705.047594 nChanged 33 SP:Iteration 30Q (31138.100000 sec): 3 clusters Score: Raw -3422630.898283 + Penalty 4920.783495 = -3417710.114787 nChanged 31 SP:Iteration 31Q (31138.420000 sec): 3 clusters Score: Raw -3422634.456090 + Penalty 4920.783495 = -3417713.672595 nChanged 25 SP:Iteration 32Q (31138.770000 sec): 3 clusters Score: Raw -3422636.987115 + Penalty 4920.783495 = -3417716.203620 nChanged 15 SP:Iteration 33Q (31139.070000 sec): 3 clusters Score: Raw -3422638.467074 + Penalty 4920.783495 = -3417717.683579 nChanged 12 SP:Iteration 34Q (31139.320000 sec): 3 clusters Score: Raw -3422639.826531 + Penalty 4920.783495 = -3417719.043036 nChanged 15 SP:Iteration 35Q (31139.720000 sec): 3 clusters Score: Raw -3422641.191745 + Penalty 4920.783495 = -3417720.408250 nChanged 10 SP:Iteration 36Q (31139.980000 sec): 3 clusters Score: Raw -3422641.924726 + Penalty 4920.783495 = -3417721.141230 nChanged 6 SP:Iteration 37Q (31140.270000 sec): 3 clusters Score: Raw -3422642.449246 + Penalty 4920.783495 = -3417721.665751 nChanged 4 SP:Iteration 38Q (31140.590000 sec): 3 clusters Score: Raw -3422643.035387 + Penalty 4920.783495 = -3417722.251891 nChanged 8 SP:Iteration 39Q (31140.920000 sec): 3 clusters Score: Raw -3422643.903741 + Penalty 4920.783495 = -3417723.120246 nChanged 8 SP:Iteration 40F (31141.210000 sec): 3 clusters Score: Raw -3422644.522207 + Penalty 4920.783495 = -3417723.738711 nChanged 7 SP:Iteration 41Q (31141.530000 sec): 3 clusters Score: Raw -3422645.272931 + Penalty 4920.783495 = -3417724.489436 nChanged 11 SP:Iteration 42Q (31141.880000 sec): 3 clusters Score: Raw -3422646.519597 + Penalty 4920.783495 = -3417725.736101 nChanged 9 SP:Iteration 43Q (31142.210000 sec): 3 clusters Score: Raw -3422647.669132 + Penalty 4920.783495 = -3417726.885637 nChanged 7 SP:Iteration 44Q (31142.460000 sec): 3 clusters Score: Raw -3422648.275435 + Penalty 4920.783495 = -3417727.491939 nChanged 3 SP:Iteration 45Q (31142.800000 sec): 3 clusters Score: Raw -3422648.578432 + Penalty 4920.783495 = -3417727.794937 nChanged 3 SP:Iteration 46Q (31143.110000 sec): 3 clusters Score: Raw -3422648.816250 + Penalty 4920.783495 = -3417728.032755 nChanged 5 SP:Iteration 47Q (31143.400000 sec): 3 clusters Score: Raw -3422649.303123 + Penalty 4920.783495 = -3417728.519627 nChanged 4 SP:Iteration 48Q (31143.690000 sec): 3 clusters Score: Raw -3422649.652453 + Penalty 4920.783495 = -3417728.868958 nChanged 1 SP:Iteration 49Q (31144.000000 sec): 3 clusters Score: Raw -3422649.748371 + Penalty 4920.783495 = -3417728.964876 nChanged 2 SP:Iteration 50Q (31144.290000 sec): 3 clusters Score: Raw -3422649.991356 + Penalty 4920.783495 = -3417729.207861 nChanged 3 SP:Iteration 51Q (31144.570000 sec): 3 clusters Score: Raw -3422650.274051 + Penalty 4920.783495 = -3417729.490556 nChanged 5 SP:Iteration 52Q (31144.840000 sec): 3 clusters Score: Raw -3422650.722042 + Penalty 4920.783495 = -3417729.938547 nChanged 3 SP:Iteration 53Q (31145.190000 sec): 3 clusters Score: Raw -3422650.942627 + Penalty 4920.783495 = -3417730.159132 nChanged 1 SP:Iteration 54Q (31145.460000 sec): 3 clusters Score: Raw -3422651.002738 + Penalty 4920.783495 = -3417730.219243 nChanged 1 SP:Iteration 55Q (31145.730000 sec): 3 clusters Score: Raw -3422651.153246 + Penalty 4920.783495 = -3417730.369751 nChanged 3 SP:Iteration 56Q (31146.030000 sec): 3 clusters Score: Raw -3422651.460484 + Penalty 4920.783495 = -3417730.676988 nChanged 3 SP:Iteration 57Q (31146.310000 sec): 3 clusters Score: Raw -3422651.910369 + Penalty 4920.783495 = -3417731.126873 nChanged 8 SP:Iteration 58Q (31146.630000 sec): 3 clusters Score: Raw -3422652.606207 + Penalty 4920.783495 = -3417731.822712 nChanged 4 SP:Iteration 59Q (31146.890000 sec): 3 clusters Score: Raw -3422652.891828 + Penalty 4920.783495 = -3417732.108333 nChanged 0 SP:Iteration 60F (31147.210000 sec): 3 clusters Score: Raw -3422652.891828 + Penalty 4920.783495 = -3417732.108333 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 20 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31147.310000 sec): 2 clusters Score: Raw -62101.444807 + Penalty 1487.736267 = -60613.708540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31147.490000 sec): 3 clusters Score: Raw -62210.824807 + Penalty 2975.472535 = -59235.352272 nChanged 81 SP:Iteration 1F (31147.700000 sec): 3 clusters Score: Raw -62429.452309 + Penalty 2975.472535 = -59453.979775 nChanged 25 SP:Iteration 2F (31147.890000 sec): 3 clusters Score: Raw -62559.019460 + Penalty 2975.472535 = -59583.546926 nChanged 17 SP:Iteration 3Q (31148.050000 sec): 3 clusters Score: Raw -62617.323580 + Penalty 2975.472535 = -59641.851045 nChanged 8 SP:Iteration 4Q (31148.210000 sec): 3 clusters Score: Raw -62638.792692 + Penalty 2975.472535 = -59663.320157 nChanged 3 SP:Iteration 5Q (31148.430000 sec): 3 clusters Score: Raw -62662.512599 + Penalty 2975.472535 = -59687.040064 nChanged 1 SP:Iteration 6Q (31148.560000 sec): 3 clusters Score: Raw -62664.653253 + Penalty 2975.472535 = -59689.180719 nChanged 1 SP:Iteration 7Q (31148.750000 sec): 3 clusters Score: Raw -62668.115102 + Penalty 2975.472535 = -59692.642568 nChanged 0 SP:Iteration 8F (31148.890000 sec): 3 clusters Score: Raw -62668.115102 + Penalty 2975.472535 = -59692.642568 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 21 (755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31148.980000 sec): 2 clusters Score: Raw -135645.218268 + Penalty 1643.426002 = -134001.792266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31149.160000 sec): 3 clusters Score: Raw -135518.903784 + Penalty 3286.852004 = -132232.051780 nChanged 180 SP:Iteration 1F (31149.350000 sec): 3 clusters Score: Raw -135752.563171 + Penalty 3286.852004 = -132465.711168 nChanged 35 SP:Iteration 2Q (31149.490000 sec): 3 clusters Score: Raw -135811.639599 + Penalty 3286.852004 = -132524.787595 nChanged 18 SP:Iteration 3Q (31149.680000 sec): 3 clusters Score: Raw -135836.343018 + Penalty 3286.852004 = -132549.491014 nChanged 7 SP:Iteration 4Q (31149.840000 sec): 3 clusters Score: Raw -135846.406584 + Penalty 3286.852004 = -132559.554580 nChanged 5 SP:Iteration 5Q (31150.000000 sec): 3 clusters Score: Raw -135854.907272 + Penalty 3286.852004 = -132568.055268 nChanged 8 SP:Iteration 6Q (31150.170000 sec): 3 clusters Score: Raw -135869.253139 + Penalty 3286.852004 = -132582.401135 nChanged 9 SP:Iteration 7Q (31150.390000 sec): 3 clusters Score: Raw -135886.457153 + Penalty 3286.852004 = -132599.605149 nChanged 2 SP:Iteration 8Q (31150.520000 sec): 3 clusters Score: Raw -135887.472444 + Penalty 3286.852004 = -132600.620441 nChanged 0 SP:Iteration 9F (31150.720000 sec): 3 clusters Score: Raw -135887.472444 + Penalty 3286.852004 = -132600.620441 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 22 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31150.820000 sec): 2 clusters Score: Raw -31040.899067 + Penalty 1359.198453 = -29681.700614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31151.020000 sec): 3 clusters Score: Raw -31387.512114 + Penalty 2718.396906 = -28669.115208 nChanged 40 SP:Iteration 1F (31151.220000 sec): 3 clusters Score: Raw -31560.671296 + Penalty 2718.396906 = -28842.274390 nChanged 13 SP:Iteration 2F (31151.410000 sec): 3 clusters Score: Raw -31630.517753 + Penalty 2718.396906 = -28912.120847 nChanged 8 SP:Iteration 3Q (31151.600000 sec): 3 clusters Score: Raw -31671.017437 + Penalty 2718.396906 = -28952.620531 nChanged 5 SP:Iteration 4Q (31151.840000 sec): 3 clusters Score: Raw -31693.124080 + Penalty 2718.396906 = -28974.727174 nChanged 1 SP:Iteration 5Q (31152.010000 sec): 3 clusters Score: Raw -31696.018262 + Penalty 2718.396906 = -28977.621356 nChanged 1 SP:Iteration 6Q (31152.240000 sec): 3 clusters Score: Raw -31697.655619 + Penalty 2718.396906 = -28979.258713 nChanged 0 SP:Iteration 7F (31152.390000 sec): 3 clusters Score: Raw -31697.655619 + Penalty 2718.396906 = -28979.258713 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 23 (178498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31153.330000 sec): 2 clusters Score: Raw -34332997.200428 + Penalty 2998.898504 = -34329998.301925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31154.390000 sec): 3 clusters Score: Raw -34216726.648861 + Penalty 5997.797007 = -34210728.851854 nChanged 85223 SP:Iteration 1F (31155.440000 sec): 3 clusters Score: Raw -34265543.441160 + Penalty 5997.797007 = -34259545.644153 nChanged 4638 SP:Iteration 2Q (31156.570000 sec): 3 clusters Score: Raw -34266451.423903 + Penalty 5997.797007 = -34260453.626896 nChanged 5029 SP:Iteration 3Q (31157.790000 sec): 3 clusters Score: Raw -34267592.317948 + Penalty 5997.797007 = -34261594.520941 nChanged 5756 SP:Iteration 4Q (31158.950000 sec): 3 clusters Score: Raw -34269120.736072 + Penalty 5997.797007 = -34263122.939065 nChanged 6669 SP:Iteration 5Q (31160.130000 sec): 3 clusters Score: Raw -34271326.452190 + Penalty 5997.797007 = -34265328.655182 nChanged 7856 SP:Iteration 6Q (31161.360000 sec): 3 clusters Score: Raw -34274367.906210 + Penalty 5997.797007 = -34268370.109203 nChanged 8664 SP:Iteration 7Q (31162.670000 sec): 3 clusters Score: Raw -34278168.758476 + Penalty 5997.797007 = -34272170.961469 nChanged 9231 SP:Iteration 8F (31163.800000 sec): 3 clusters Score: Raw -34282602.551878 + Penalty 5997.797007 = -34276604.754870 nChanged 9346 SP:Iteration 9F (31164.910000 sec): 3 clusters Score: Raw -34287317.759234 + Penalty 5997.797007 = -34281319.962227 nChanged 8809 SP:Iteration 10Q (31166.010000 sec): 3 clusters Score: Raw -34291932.419042 + Penalty 5997.797007 = -34285934.622035 nChanged 8668 SP:Iteration 11Q (31167.140000 sec): 3 clusters Score: Raw -34296607.360841 + Penalty 5997.797007 = -34290609.563834 nChanged 8672 SP:Iteration 12Q (31168.270000 sec): 3 clusters Score: Raw -34301307.238942 + Penalty 5997.797007 = -34295309.441935 nChanged 8932 SP:Iteration 13F (31169.360000 sec): 3 clusters Score: Raw -34306161.712650 + Penalty 5997.797007 = -34300163.915643 nChanged 9278 SP:Iteration 14F (31170.410000 sec): 3 clusters Score: Raw -34311326.916531 + Penalty 5997.797007 = -34305329.119524 nChanged 9096 SP:Iteration 15F (31171.540000 sec): 3 clusters Score: Raw -34316544.511648 + Penalty 5997.797007 = -34310546.714641 nChanged 8211 SP:Iteration 16Q (31172.610000 sec): 3 clusters Score: Raw -34321410.278766 + Penalty 5997.797007 = -34315412.481759 nChanged 6876 SP:Iteration 17Q (31173.730000 sec): 3 clusters Score: Raw -34325528.809746 + Penalty 5997.797007 = -34319531.012738 nChanged 5210 SP:Iteration 18Q (31174.750000 sec): 3 clusters Score: Raw -34328524.697323 + Penalty 5997.797007 = -34322526.900316 nChanged 3545 SP:Iteration 19Q (31175.800000 sec): 3 clusters Score: Raw -34330431.684510 + Penalty 5997.797007 = -34324433.887503 nChanged 2279 SP:Iteration 20F (31176.880000 sec): 3 clusters Score: Raw -34331595.737668 + Penalty 5997.797007 = -34325597.940661 nChanged 1444 SP:Iteration 21Q (31177.830000 sec): 3 clusters Score: Raw -34332293.068565 + Penalty 5997.797007 = -34326295.271558 nChanged 875 SP:Iteration 22Q (31178.900000 sec): 3 clusters Score: Raw -34332694.280138 + Penalty 5997.797007 = -34326696.483131 nChanged 582 SP:Iteration 23Q (31179.910000 sec): 3 clusters Score: Raw -34332964.606922 + Penalty 5997.797007 = -34326966.809915 nChanged 396 SP:Iteration 24Q (31180.800000 sec): 3 clusters Score: Raw -34333131.816973 + Penalty 5997.797007 = -34327134.019966 nChanged 288 SP:Iteration 25Q (31181.730000 sec): 3 clusters Score: Raw -34333257.870616 + Penalty 5997.797007 = -34327260.073609 nChanged 215 SP:Iteration 26Q (31182.590000 sec): 3 clusters Score: Raw -34333353.322016 + Penalty 5997.797007 = -34327355.525009 nChanged 158 SP:Iteration 27Q (31183.620000 sec): 3 clusters Score: Raw -34333415.882651 + Penalty 5997.797007 = -34327418.085644 nChanged 127 SP:Iteration 28Q (31184.710000 sec): 3 clusters Score: Raw -34333472.661318 + Penalty 5997.797007 = -34327474.864310 nChanged 109 SP:Iteration 29Q (31185.880000 sec): 3 clusters Score: Raw -34333515.000277 + Penalty 5997.797007 = -34327517.203270 nChanged 82 SP:Iteration 30Q (31186.900000 sec): 3 clusters Score: Raw -34333542.682496 + Penalty 5997.797007 = -34327544.885489 nChanged 68 SP:Iteration 31Q (31187.830000 sec): 3 clusters Score: Raw -34333568.221388 + Penalty 5997.797007 = -34327570.424381 nChanged 64 SP:Iteration 32Q (31188.840000 sec): 3 clusters Score: Raw -34333591.870658 + Penalty 5997.797007 = -34327594.073651 nChanged 51 SP:Iteration 33Q (31189.780000 sec): 3 clusters Score: Raw -34333607.682316 + Penalty 5997.797007 = -34327609.885309 nChanged 41 SP:Iteration 34Q (31190.740000 sec): 3 clusters Score: Raw -34333620.546126 + Penalty 5997.797007 = -34327622.749119 nChanged 29 SP:Iteration 35Q (31191.720000 sec): 3 clusters Score: Raw -34333632.153871 + Penalty 5997.797007 = -34327634.356863 nChanged 37 SP:Iteration 36Q (31192.590000 sec): 3 clusters Score: Raw -34333646.148224 + Penalty 5997.797007 = -34327648.351216 nChanged 42 SP:Iteration 37Q (31193.420000 sec): 3 clusters Score: Raw -34333660.922570 + Penalty 5997.797007 = -34327663.125563 nChanged 30 SP:Iteration 38Q (31194.350000 sec): 3 clusters Score: Raw -34333669.653054 + Penalty 5997.797007 = -34327671.856047 nChanged 21 SP:Iteration 39Q (31195.240000 sec): 3 clusters Score: Raw -34333676.059909 + Penalty 5997.797007 = -34327678.262902 nChanged 11 SP:Iteration 40F (31196.320000 sec): 3 clusters Score: Raw -34333679.264492 + Penalty 5997.797007 = -34327681.467484 nChanged 9 SP:Iteration 41Q (31197.350000 sec): 3 clusters Score: Raw -34333682.667697 + Penalty 5997.797007 = -34327684.870690 nChanged 12 SP:Iteration 42Q (31198.330000 sec): 3 clusters Score: Raw -34333686.312343 + Penalty 5997.797007 = -34327688.515336 nChanged 10 SP:Iteration 43Q (31199.270000 sec): 3 clusters Score: Raw -34333689.309114 + Penalty 5997.797007 = -34327691.512107 nChanged 6 SP:Iteration 44Q (31200.140000 sec): 3 clusters Score: Raw -34333691.182368 + Penalty 5997.797007 = -34327693.385361 nChanged 10 SP:Iteration 45Q (31201.140000 sec): 3 clusters Score: Raw -34333694.392839 + Penalty 5997.797007 = -34327696.595832 nChanged 11 SP:Iteration 46Q (31202.120000 sec): 3 clusters Score: Raw -34333697.982369 + Penalty 5997.797007 = -34327700.185362 nChanged 10 SP:Iteration 47Q (31203.030000 sec): 3 clusters Score: Raw -34333700.925765 + Penalty 5997.797007 = -34327703.128758 nChanged 10 SP:Iteration 48Q (31204.040000 sec): 3 clusters Score: Raw -34333704.418573 + Penalty 5997.797007 = -34327706.621566 nChanged 12 SP:Iteration 49Q (31205.070000 sec): 3 clusters Score: Raw -34333708.008271 + Penalty 5997.797007 = -34327710.211264 nChanged 8 SP:Iteration 50Q (31206.050000 sec): 3 clusters Score: Raw -34333710.654815 + Penalty 5997.797007 = -34327712.857808 nChanged 8 SP:Iteration 51Q (31206.990000 sec): 3 clusters Score: Raw -34333713.561250 + Penalty 5997.797007 = -34327715.764242 nChanged 10 SP:Iteration 52Q (31207.940000 sec): 3 clusters Score: Raw -34333716.729148 + Penalty 5997.797007 = -34327718.932141 nChanged 8 SP:Iteration 53Q (31208.890000 sec): 3 clusters Score: Raw -34333718.698276 + Penalty 5997.797007 = -34327720.901269 nChanged 4 SP:Iteration 54Q (31209.810000 sec): 3 clusters Score: Raw -34333719.788787 + Penalty 5997.797007 = -34327721.991780 nChanged 7 SP:Iteration 55Q (31210.830000 sec): 3 clusters Score: Raw -34333722.044201 + Penalty 5997.797007 = -34327724.247194 nChanged 11 SP:Iteration 56Q (31211.750000 sec): 3 clusters Score: Raw -34333725.429797 + Penalty 5997.797007 = -34327727.632789 nChanged 11 SP:Iteration 57Q (31212.600000 sec): 3 clusters Score: Raw -34333729.523845 + Penalty 5997.797007 = -34327731.726838 nChanged 13 SP:Iteration 58Q (31213.540000 sec): 3 clusters Score: Raw -34333733.771454 + Penalty 5997.797007 = -34327735.974447 nChanged 17 SP:Iteration 59Q (31214.460000 sec): 3 clusters Score: Raw -34333739.510099 + Penalty 5997.797007 = -34327741.713091 nChanged 15 SP:Iteration 60F (31215.560000 sec): 3 clusters Score: Raw -34333744.631899 + Penalty 5997.797007 = -34327746.834892 nChanged 13 SP:Iteration 61Q (31216.620000 sec): 3 clusters Score: Raw -34333748.736666 + Penalty 5997.797007 = -34327750.939659 nChanged 8 SP:Iteration 62Q (31217.630000 sec): 3 clusters Score: Raw -34333751.049593 + Penalty 5997.797007 = -34327753.252586 nChanged 5 SP:Iteration 63Q (31218.650000 sec): 3 clusters Score: Raw -34333752.195349 + Penalty 5997.797007 = -34327754.398342 nChanged 1 SP:Iteration 64Q (31219.640000 sec): 3 clusters Score: Raw -34333752.518092 + Penalty 5997.797007 = -34327754.721085 nChanged 1 SP:Iteration 65Q (31220.610000 sec): 3 clusters Score: Raw -34333752.792129 + Penalty 5997.797007 = -34327754.995122 nChanged 0 SP:Iteration 66F (31221.710000 sec): 3 clusters Score: Raw -34333752.792129 + Penalty 5997.797007 = -34327754.995122 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 24 (802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31221.870000 sec): 2 clusters Score: Raw -130583.084896 + Penalty 1658.402935 = -128924.681961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31222.060000 sec): 3 clusters Score: Raw -130533.439099 + Penalty 3316.805870 = -127216.633229 nChanged 203 SP:Iteration 1F (31222.270000 sec): 3 clusters Score: Raw -131107.442025 + Penalty 3316.805870 = -127790.636155 nChanged 89 SP:Iteration 2F (31222.430000 sec): 3 clusters Score: Raw -131361.507208 + Penalty 3316.805870 = -128044.701338 nChanged 47 SP:Iteration 3F (31222.590000 sec): 3 clusters Score: Raw -131481.578888 + Penalty 3316.805870 = -128164.773018 nChanged 32 SP:Iteration 4Q (31222.760000 sec): 3 clusters Score: Raw -131553.246144 + Penalty 3316.805870 = -128236.440275 nChanged 17 SP:Iteration 5Q (31223.010000 sec): 3 clusters Score: Raw -131592.971998 + Penalty 3316.805870 = -128276.166129 nChanged 15 SP:Iteration 6Q (31223.200000 sec): 3 clusters Score: Raw -131641.353324 + Penalty 3316.805870 = -128324.547455 nChanged 14 SP:Iteration 7Q (31223.380000 sec): 3 clusters Score: Raw -131692.224775 + Penalty 3316.805870 = -128375.418906 nChanged 8 SP:Iteration 8Q (31223.540000 sec): 3 clusters Score: Raw -131713.932889 + Penalty 3316.805870 = -128397.127020 nChanged 5 SP:Iteration 9Q (31223.710000 sec): 3 clusters Score: Raw -131733.872412 + Penalty 3316.805870 = -128417.066542 nChanged 7 SP:Iteration 10Q (31223.880000 sec): 3 clusters Score: Raw -131759.977228 + Penalty 3316.805870 = -128443.171359 nChanged 7 SP:Iteration 11Q (31224.060000 sec): 3 clusters Score: Raw -131785.313849 + Penalty 3316.805870 = -128468.507980 nChanged 10 SP:Iteration 12Q (31224.200000 sec): 3 clusters Score: Raw -131818.431294 + Penalty 3316.805870 = -128501.625425 nChanged 8 SP:Iteration 13Q (31224.410000 sec): 3 clusters Score: Raw -131855.469215 + Penalty 3316.805870 = -128538.663345 nChanged 7 SP:Iteration 14Q (31224.570000 sec): 3 clusters Score: Raw -131882.782448 + Penalty 3316.805870 = -128565.976579 nChanged 12 SP:Iteration 15Q (31224.720000 sec): 3 clusters Score: Raw -131932.622126 + Penalty 3316.805870 = -128615.816256 nChanged 10 SP:Iteration 16Q (31224.890000 sec): 3 clusters Score: Raw -131972.130751 + Penalty 3316.805870 = -128655.324881 nChanged 9 SP:Iteration 17Q (31225.120000 sec): 3 clusters Score: Raw -132003.335272 + Penalty 3316.805870 = -128686.529403 nChanged 11 SP:Iteration 18Q (31225.280000 sec): 3 clusters Score: Raw -132038.235048 + Penalty 3316.805870 = -128721.429178 nChanged 9 SP:Iteration 19Q (31225.520000 sec): 3 clusters Score: Raw -132061.782191 + Penalty 3316.805870 = -128744.976321 nChanged 3 SP:Iteration 20F (31225.680000 sec): 3 clusters Score: Raw -132066.528799 + Penalty 3316.805870 = -128749.722930 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 25 (6251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31225.780000 sec): 2 clusters Score: Raw -1036700.715469 + Penalty 2167.643189 = -1034533.072279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31225.990000 sec): 3 clusters Score: Raw -1033656.930627 + Penalty 4335.286378 = -1029321.644249 nChanged 2513 SP:Iteration 1F (31226.210000 sec): 3 clusters Score: Raw -1035177.709886 + Penalty 4335.286378 = -1030842.423508 nChanged 512 SP:Iteration 2F (31226.440000 sec): 3 clusters Score: Raw -1035532.192845 + Penalty 4335.286378 = -1031196.906467 nChanged 378 SP:Iteration 3F (31226.670000 sec): 3 clusters Score: Raw -1035837.597437 + Penalty 4335.286378 = -1031502.311059 nChanged 337 SP:Iteration 4F (31226.900000 sec): 3 clusters Score: Raw -1036104.431487 + Penalty 4335.286378 = -1031769.145108 nChanged 309 SP:Iteration 5Q (31227.140000 sec): 3 clusters Score: Raw -1036327.326410 + Penalty 4335.286378 = -1031992.040032 nChanged 279 SP:Iteration 6Q (31227.380000 sec): 3 clusters Score: Raw -1036534.194216 + Penalty 4335.286378 = -1032198.907838 nChanged 251 SP:Iteration 7Q (31227.560000 sec): 3 clusters Score: Raw -1036712.831676 + Penalty 4335.286378 = -1032377.545298 nChanged 228 SP:Iteration 8Q (31227.790000 sec): 3 clusters Score: Raw -1036866.967404 + Penalty 4335.286378 = -1032531.681026 nChanged 220 SP:Iteration 9Q (31227.960000 sec): 3 clusters Score: Raw -1037016.248507 + Penalty 4335.286378 = -1032680.962129 nChanged 202 SP:Iteration 10Q (31228.180000 sec): 3 clusters Score: Raw -1037192.447432 + Penalty 4335.286378 = -1032857.161054 nChanged 229 SP:Iteration 11Q (31228.450000 sec): 3 clusters Score: Raw -1037415.997239 + Penalty 4335.286378 = -1033080.710861 nChanged 260 SP:Iteration 12Q (31228.700000 sec): 3 clusters Score: Raw -1037711.104108 + Penalty 4335.286378 = -1033375.817730 nChanged 257 SP:Iteration 13Q (31228.880000 sec): 3 clusters Score: Raw -1037948.723674 + Penalty 4335.286378 = -1033613.437296 nChanged 224 SP:Iteration 14Q (31229.100000 sec): 3 clusters Score: Raw -1038127.004420 + Penalty 4335.286378 = -1033791.718041 nChanged 184 SP:Iteration 15Q (31229.300000 sec): 3 clusters Score: Raw -1038237.965739 + Penalty 4335.286378 = -1033902.679361 nChanged 127 SP:Iteration 16Q (31229.520000 sec): 3 clusters Score: Raw -1038301.969687 + Penalty 4335.286378 = -1033966.683309 nChanged 93 SP:Iteration 17Q (31229.740000 sec): 3 clusters Score: Raw -1038348.063544 + Penalty 4335.286378 = -1034012.777166 nChanged 68 SP:Iteration 18Q (31229.960000 sec): 3 clusters Score: Raw -1038375.170356 + Penalty 4335.286378 = -1034039.883978 nChanged 45 SP:Iteration 19Q (31230.200000 sec): 3 clusters Score: Raw -1038390.370431 + Penalty 4335.286378 = -1034055.084053 nChanged 29 SP:Iteration 20F (31230.410000 sec): 3 clusters Score: Raw -1038399.776027 + Penalty 4335.286378 = -1034064.489649 nChanged 21 SP:Iteration 21Q (31230.650000 sec): 3 clusters Score: Raw -1038406.240282 + Penalty 4335.286378 = -1034070.953904 nChanged 22 SP:Iteration 22Q (31230.870000 sec): 3 clusters Score: Raw -1038412.124156 + Penalty 4335.286378 = -1034076.837778 nChanged 23 SP:Iteration 23Q (31231.030000 sec): 3 clusters Score: Raw -1038417.263101 + Penalty 4335.286378 = -1034081.976723 nChanged 12 SP:Iteration 24Q (31231.250000 sec): 3 clusters Score: Raw -1038420.209594 + Penalty 4335.286378 = -1034084.923216 nChanged 8 SP:Iteration 25Q (31231.480000 sec): 3 clusters Score: Raw -1038422.016022 + Penalty 4335.286378 = -1034086.729644 nChanged 8 SP:Iteration 26Q (31231.670000 sec): 3 clusters Score: Raw -1038423.695673 + Penalty 4335.286378 = -1034088.409295 nChanged 6 SP:Iteration 27Q (31231.840000 sec): 3 clusters Score: Raw -1038425.065935 + Penalty 4335.286378 = -1034089.779557 nChanged 8 SP:Iteration 28Q (31232.100000 sec): 3 clusters Score: Raw -1038427.123629 + Penalty 4335.286378 = -1034091.837251 nChanged 4 SP:Iteration 29Q (31232.290000 sec): 3 clusters Score: Raw -1038428.345996 + Penalty 4335.286378 = -1034093.059618 nChanged 3 SP:Iteration 30Q (31232.460000 sec): 3 clusters Score: Raw -1038428.947160 + Penalty 4335.286378 = -1034093.660782 nChanged 3 SP:Iteration 31Q (31232.680000 sec): 3 clusters Score: Raw -1038429.802684 + Penalty 4335.286378 = -1034094.516306 nChanged 4 SP:Iteration 32Q (31232.860000 sec): 3 clusters Score: Raw -1038430.461792 + Penalty 4335.286378 = -1034095.175414 nChanged 1 SP:Iteration 33Q (31233.060000 sec): 3 clusters Score: Raw -1038430.717171 + Penalty 4335.286378 = -1034095.430793 nChanged 0 SP:Iteration 34F (31233.230000 sec): 3 clusters Score: Raw -1038430.717171 + Penalty 4335.286378 = -1034095.430793 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 26 (211352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31234.310000 sec): 2 clusters Score: Raw -37366399.359675 + Penalty 3040.797507 = -37363358.562169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31235.700000 sec): 3 clusters Score: Raw -37227847.696803 + Penalty 6081.595013 = -37221766.101789 nChanged 101562 SP:Iteration 1F (31236.990000 sec): 3 clusters Score: Raw -37287163.098267 + Penalty 6081.595013 = -37281081.503253 nChanged 6863 SP:Iteration 2Q (31238.290000 sec): 3 clusters Score: Raw -37289071.872357 + Penalty 6081.595013 = -37282990.277344 nChanged 9070 SP:Iteration 3Q (31239.580000 sec): 3 clusters Score: Raw -37292699.846601 + Penalty 6081.595013 = -37286618.251588 nChanged 12850 SP:Iteration 4F (31240.770000 sec): 3 clusters Score: Raw -37300020.766728 + Penalty 6081.595013 = -37293939.171715 nChanged 17088 SP:Iteration 5F (31241.900000 sec): 3 clusters Score: Raw -37313049.692859 + Penalty 6081.595013 = -37306968.097846 nChanged 19859 SP:Iteration 6F (31243.030000 sec): 3 clusters Score: Raw -37331626.016147 + Penalty 6081.595013 = -37325544.421134 nChanged 17501 SP:Iteration 7F (31244.130000 sec): 3 clusters Score: Raw -37349428.534529 + Penalty 6081.595013 = -37343346.939515 nChanged 10975 SP:Iteration 8F (31245.390000 sec): 3 clusters Score: Raw -37360459.339214 + Penalty 6081.595013 = -37354377.744201 nChanged 4654 SP:Iteration 9Q (31246.610000 sec): 3 clusters Score: Raw -37364738.832373 + Penalty 6081.595013 = -37358657.237359 nChanged 1456 SP:Iteration 10Q (31247.700000 sec): 3 clusters Score: Raw -37365986.304298 + Penalty 6081.595013 = -37359904.709285 nChanged 432 SP:Iteration 11Q (31248.670000 sec): 3 clusters Score: Raw -37366381.649620 + Penalty 6081.595013 = -37360300.054607 nChanged 144 SP:Iteration 12Q (31249.710000 sec): 3 clusters Score: Raw -37366539.437829 + Penalty 6081.595013 = -37360457.842816 nChanged 56 SP:Iteration 13Q (31250.850000 sec): 3 clusters Score: Raw -37366618.259218 + Penalty 6081.595013 = -37360536.664205 nChanged 35 SP:Iteration 14Q (31251.790000 sec): 3 clusters Score: Raw -37366665.273078 + Penalty 6081.595013 = -37360583.678065 nChanged 20 SP:Iteration 15Q (31252.810000 sec): 3 clusters Score: Raw -37366695.131512 + Penalty 6081.595013 = -37360613.536499 nChanged 21 SP:Iteration 16Q (31253.870000 sec): 3 clusters Score: Raw -37366730.152115 + Penalty 6081.595013 = -37360648.557101 nChanged 11 SP:Iteration 17Q (31254.880000 sec): 3 clusters Score: Raw -37366742.186850 + Penalty 6081.595013 = -37360660.591836 nChanged 5 SP:Iteration 18Q (31255.920000 sec): 3 clusters Score: Raw -37366749.398603 + Penalty 6081.595013 = -37360667.803590 nChanged 3 SP:Iteration 19Q (31256.970000 sec): 3 clusters Score: Raw -37366752.949098 + Penalty 6081.595013 = -37360671.354085 nChanged 4 SP:Iteration 20F (31258.160000 sec): 3 clusters Score: Raw -37366757.115676 + Penalty 6081.595013 = -37360675.520663 nChanged 3 SP:Iteration 21Q (31259.210000 sec): 3 clusters Score: Raw -37366760.760876 + Penalty 6081.595013 = -37360679.165863 nChanged 2 SP:Iteration 22Q (31260.240000 sec): 3 clusters Score: Raw -37366764.051400 + Penalty 6081.595013 = -37360682.456387 nChanged 3 SP:Iteration 23Q (31261.270000 sec): 3 clusters Score: Raw -37366767.105031 + Penalty 6081.595013 = -37360685.510017 nChanged 1 SP:Iteration 24Q (31262.300000 sec): 3 clusters Score: Raw -37366767.779692 + Penalty 6081.595013 = -37360686.184678 nChanged 1 SP:Iteration 25Q (31263.360000 sec): 3 clusters Score: Raw -37366769.537801 + Penalty 6081.595013 = -37360687.942788 nChanged 1 SP:Iteration 26Q (31264.390000 sec): 3 clusters Score: Raw -37366770.905710 + Penalty 6081.595013 = -37360689.310696 nChanged 2 SP:Iteration 27Q (31265.410000 sec): 3 clusters Score: Raw -37366772.996821 + Penalty 6081.595013 = -37360691.401808 nChanged 1 SP:Iteration 28Q (31266.450000 sec): 3 clusters Score: Raw -37366773.738586 + Penalty 6081.595013 = -37360692.143573 nChanged 0 SP:Iteration 29F (31267.680000 sec): 3 clusters Score: Raw -37366773.738586 + Penalty 6081.595013 = -37360692.143573 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 27 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31267.920000 sec): 2 clusters Score: Raw -75383.950223 + Penalty 1521.082715 = -73862.867508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31268.090000 sec): 3 clusters Score: Raw -75483.139458 + Penalty 3042.165429 = -72440.974028 nChanged 90 SP:Iteration 1F (31268.270000 sec): 3 clusters Score: Raw -75738.824932 + Penalty 3042.165429 = -72696.659503 nChanged 40 SP:Iteration 2F (31268.470000 sec): 3 clusters Score: Raw -75940.461054 + Penalty 3042.165429 = -72898.295625 nChanged 33 SP:Iteration 3F (31268.650000 sec): 3 clusters Score: Raw -76102.246855 + Penalty 3042.165429 = -73060.081426 nChanged 26 SP:Iteration 4F (31268.790000 sec): 3 clusters Score: Raw -76234.623368 + Penalty 3042.165429 = -73192.457938 nChanged 15 SP:Iteration 5Q (31269.000000 sec): 3 clusters Score: Raw -76317.303418 + Penalty 3042.165429 = -73275.137989 nChanged 11 SP:Iteration 6Q (31269.150000 sec): 3 clusters Score: Raw -76367.467256 + Penalty 3042.165429 = -73325.301827 nChanged 7 SP:Iteration 7Q (31269.290000 sec): 3 clusters Score: Raw -76437.363205 + Penalty 3042.165429 = -73395.197775 nChanged 12 SP:Iteration 8Q (31269.480000 sec): 3 clusters Score: Raw -76520.311693 + Penalty 3042.165429 = -73478.146264 nChanged 12 SP:Iteration 9Q (31269.690000 sec): 3 clusters Score: Raw -76584.915805 + Penalty 3042.165429 = -73542.750376 nChanged 6 SP:Iteration 10Q (31269.890000 sec): 3 clusters Score: Raw -76648.545256 + Penalty 3042.165429 = -73606.379827 nChanged 5 SP:Iteration 11Q (31270.060000 sec): 3 clusters Score: Raw -76683.612721 + Penalty 3042.165429 = -73641.447291 nChanged 2 SP:Iteration 12Q (31270.240000 sec): 3 clusters Score: Raw -76695.797681 + Penalty 3042.165429 = -73653.632252 nChanged 0 SP:Iteration 13F (31270.430000 sec): 3 clusters Score: Raw -76695.797681 + Penalty 3042.165429 = -73653.632252 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 28 (972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31270.530000 sec): 2 clusters Score: Raw -158461.313806 + Penalty 1706.080240 = -156755.233566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31270.740000 sec): 3 clusters Score: Raw -158257.248657 + Penalty 3412.160479 = -154845.088178 nChanged 228 SP:Iteration 1F (31270.900000 sec): 3 clusters Score: Raw -158594.175220 + Penalty 3412.160479 = -155182.014741 nChanged 83 SP:Iteration 2F (31271.090000 sec): 3 clusters Score: Raw -158784.162419 + Penalty 3412.160479 = -155372.001940 nChanged 54 SP:Iteration 3F (31271.290000 sec): 3 clusters Score: Raw -158900.317657 + Penalty 3412.160479 = -155488.157178 nChanged 49 SP:Iteration 4F (31271.460000 sec): 3 clusters Score: Raw -159028.934129 + Penalty 3412.160479 = -155616.773650 nChanged 39 SP:Iteration 5Q (31271.600000 sec): 3 clusters Score: Raw -159167.202214 + Penalty 3412.160479 = -155755.041735 nChanged 39 SP:Iteration 6Q (31271.790000 sec): 3 clusters Score: Raw -159277.388951 + Penalty 3412.160479 = -155865.228472 nChanged 30 SP:Iteration 7Q (31271.980000 sec): 3 clusters Score: Raw -159345.636961 + Penalty 3412.160479 = -155933.476482 nChanged 25 SP:Iteration 8Q (31272.170000 sec): 3 clusters Score: Raw -159398.348927 + Penalty 3412.160479 = -155986.188448 nChanged 14 SP:Iteration 9Q (31272.340000 sec): 3 clusters Score: Raw -159427.249985 + Penalty 3412.160479 = -156015.089506 nChanged 14 SP:Iteration 10Q (31272.520000 sec): 3 clusters Score: Raw -159456.273205 + Penalty 3412.160479 = -156044.112726 nChanged 13 SP:Iteration 11Q (31272.750000 sec): 3 clusters Score: Raw -159493.910307 + Penalty 3412.160479 = -156081.749828 nChanged 10 SP:Iteration 12Q (31272.960000 sec): 3 clusters Score: Raw -159512.554000 + Penalty 3412.160479 = -156100.393521 nChanged 10 SP:Iteration 13Q (31273.190000 sec): 3 clusters Score: Raw -159528.842723 + Penalty 3412.160479 = -156116.682244 nChanged 7 SP:Iteration 14Q (31273.390000 sec): 3 clusters Score: Raw -159549.069223 + Penalty 3412.160479 = -156136.908744 nChanged 11 SP:Iteration 15Q (31273.600000 sec): 3 clusters Score: Raw -159568.185009 + Penalty 3412.160479 = -156156.024530 nChanged 4 SP:Iteration 16Q (31273.790000 sec): 3 clusters Score: Raw -159579.207261 + Penalty 3412.160479 = -156167.046782 nChanged 2 SP:Iteration 17Q (31273.930000 sec): 3 clusters Score: Raw -159580.997340 + Penalty 3412.160479 = -156168.836861 nChanged 4 SP:Iteration 18Q (31274.140000 sec): 3 clusters Score: Raw -159585.959092 + Penalty 3412.160479 = -156173.798613 nChanged 3 SP:Iteration 19Q (31274.310000 sec): 3 clusters Score: Raw -159590.344967 + Penalty 3412.160479 = -156178.184488 nChanged 1 SP:Iteration 20F (31274.460000 sec): 3 clusters Score: Raw -159592.354522 + Penalty 3412.160479 = -156180.194043 nChanged 1 SP:Iteration 21Q (31274.680000 sec): 3 clusters Score: Raw -159595.560990 + Penalty 3412.160479 = -156183.400511 nChanged 1 SP:Iteration 22Q (31274.870000 sec): 3 clusters Score: Raw -159597.048199 + Penalty 3412.160479 = -156184.887720 nChanged 2 SP:Iteration 23Q (31275.070000 sec): 3 clusters Score: Raw -159600.145257 + Penalty 3412.160479 = -156187.984778 nChanged 2 SP:Iteration 24Q (31275.250000 sec): 3 clusters Score: Raw -159604.368983 + Penalty 3412.160479 = -156192.208504 nChanged 1 SP:Iteration 25Q (31275.390000 sec): 3 clusters Score: Raw -159606.623836 + Penalty 3412.160479 = -156194.463357 nChanged 0 SP:Iteration 26F (31275.610000 sec): 3 clusters Score: Raw -159606.623836 + Penalty 3412.160479 = -156194.463357 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 29 (4167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31275.730000 sec): 2 clusters Score: Raw -750240.902690 + Penalty 2067.068005 = -748173.834685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31275.910000 sec): 3 clusters Score: Raw -748310.118064 + Penalty 4134.136009 = -744175.982055 nChanged 1540 SP:Iteration 1F (31276.130000 sec): 3 clusters Score: Raw -749220.853135 + Penalty 4134.136009 = -745086.717125 nChanged 328 SP:Iteration 2F (31276.340000 sec): 3 clusters Score: Raw -749459.191992 + Penalty 4134.136009 = -745325.055983 nChanged 248 SP:Iteration 3F (31276.530000 sec): 3 clusters Score: Raw -749661.088963 + Penalty 4134.136009 = -745526.952954 nChanged 218 SP:Iteration 4F (31276.790000 sec): 3 clusters Score: Raw -749837.365122 + Penalty 4134.136009 = -745703.229113 nChanged 189 SP:Iteration 5Q (31277.010000 sec): 3 clusters Score: Raw -749993.161894 + Penalty 4134.136009 = -745859.025885 nChanged 159 SP:Iteration 6Q (31277.220000 sec): 3 clusters Score: Raw -750123.557296 + Penalty 4134.136009 = -745989.421287 nChanged 149 SP:Iteration 7Q (31277.440000 sec): 3 clusters Score: Raw -750237.091843 + Penalty 4134.136009 = -746102.955834 nChanged 139 SP:Iteration 8Q (31277.670000 sec): 3 clusters Score: Raw -750340.455231 + Penalty 4134.136009 = -746206.319221 nChanged 127 SP:Iteration 9Q (31277.890000 sec): 3 clusters Score: Raw -750428.434196 + Penalty 4134.136009 = -746294.298187 nChanged 111 SP:Iteration 10Q (31278.080000 sec): 3 clusters Score: Raw -750500.054168 + Penalty 4134.136009 = -746365.918159 nChanged 95 SP:Iteration 11Q (31278.250000 sec): 3 clusters Score: Raw -750558.796865 + Penalty 4134.136009 = -746424.660856 nChanged 90 SP:Iteration 12Q (31278.440000 sec): 3 clusters Score: Raw -750618.411344 + Penalty 4134.136009 = -746484.275335 nChanged 87 SP:Iteration 13Q (31278.650000 sec): 3 clusters Score: Raw -750677.935635 + Penalty 4134.136009 = -746543.799625 nChanged 81 SP:Iteration 14Q (31278.900000 sec): 3 clusters Score: Raw -750735.150006 + Penalty 4134.136009 = -746601.013997 nChanged 76 SP:Iteration 15Q (31279.110000 sec): 3 clusters Score: Raw -750786.613904 + Penalty 4134.136009 = -746652.477895 nChanged 57 SP:Iteration 16Q (31279.300000 sec): 3 clusters Score: Raw -750823.612158 + Penalty 4134.136009 = -746689.476149 nChanged 56 SP:Iteration 17Q (31279.560000 sec): 3 clusters Score: Raw -750860.038193 + Penalty 4134.136009 = -746725.902183 nChanged 52 SP:Iteration 18Q (31279.730000 sec): 3 clusters Score: Raw -750894.912799 + Penalty 4134.136009 = -746760.776790 nChanged 41 SP:Iteration 19Q (31279.970000 sec): 3 clusters Score: Raw -750915.630666 + Penalty 4134.136009 = -746781.494657 nChanged 28 SP:Iteration 20F (31280.190000 sec): 3 clusters Score: Raw -750932.179117 + Penalty 4134.136009 = -746798.043108 nChanged 23 SP:Iteration 21Q (31280.410000 sec): 3 clusters Score: Raw -750947.521220 + Penalty 4134.136009 = -746813.385211 nChanged 20 SP:Iteration 22Q (31280.580000 sec): 3 clusters Score: Raw -750959.060695 + Penalty 4134.136009 = -746824.924686 nChanged 19 SP:Iteration 23Q (31280.800000 sec): 3 clusters Score: Raw -750968.043265 + Penalty 4134.136009 = -746833.907256 nChanged 14 SP:Iteration 24Q (31280.980000 sec): 3 clusters Score: Raw -750978.273481 + Penalty 4134.136009 = -746844.137471 nChanged 20 SP:Iteration 25Q (31281.190000 sec): 3 clusters Score: Raw -750989.036020 + Penalty 4134.136009 = -746854.900010 nChanged 9 SP:Iteration 26Q (31281.420000 sec): 3 clusters Score: Raw -750992.066799 + Penalty 4134.136009 = -746857.930790 nChanged 4 SP:Iteration 27Q (31281.650000 sec): 3 clusters Score: Raw -750994.984586 + Penalty 4134.136009 = -746860.848576 nChanged 5 SP:Iteration 28Q (31281.890000 sec): 3 clusters Score: Raw -750998.245607 + Penalty 4134.136009 = -746864.109598 nChanged 9 SP:Iteration 29Q (31282.090000 sec): 3 clusters Score: Raw -751001.566230 + Penalty 4134.136009 = -746867.430220 nChanged 4 SP:Iteration 30Q (31282.350000 sec): 3 clusters Score: Raw -751003.642924 + Penalty 4134.136009 = -746869.506915 nChanged 4 SP:Iteration 31Q (31282.560000 sec): 3 clusters Score: Raw -751005.361514 + Penalty 4134.136009 = -746871.225505 nChanged 4 SP:Iteration 32Q (31282.770000 sec): 3 clusters Score: Raw -751007.691375 + Penalty 4134.136009 = -746873.555366 nChanged 3 SP:Iteration 33Q (31283.010000 sec): 3 clusters Score: Raw -751008.365475 + Penalty 4134.136009 = -746874.229466 nChanged 2 SP:Iteration 34Q (31283.210000 sec): 3 clusters Score: Raw -751009.553184 + Penalty 4134.136009 = -746875.417175 nChanged 4 SP:Iteration 35Q (31283.430000 sec): 3 clusters Score: Raw -751012.000635 + Penalty 4134.136009 = -746877.864626 nChanged 4 SP:Iteration 36Q (31283.630000 sec): 3 clusters Score: Raw -751012.960103 + Penalty 4134.136009 = -746878.824094 nChanged 2 SP:Iteration 37Q (31283.880000 sec): 3 clusters Score: Raw -751013.487983 + Penalty 4134.136009 = -746879.351974 nChanged 0 SP:Iteration 38F (31284.020000 sec): 3 clusters Score: Raw -751013.487983 + Penalty 4134.136009 = -746879.351974 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 30 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31284.160000 sec): 2 clusters Score: Raw -83813.536174 + Penalty 1538.730325 = -82274.805849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31284.320000 sec): 3 clusters Score: Raw -83829.102453 + Penalty 3077.460650 = -80751.641802 nChanged 84 SP:Iteration 1F (31284.500000 sec): 3 clusters Score: Raw -83979.560000 + Penalty 3077.460650 = -80902.099350 nChanged 14 SP:Iteration 2Q (31284.660000 sec): 3 clusters Score: Raw -84015.336211 + Penalty 3077.460650 = -80937.875561 nChanged 6 SP:Iteration 3Q (31284.830000 sec): 3 clusters Score: Raw -84027.084951 + Penalty 3077.460650 = -80949.624301 nChanged 1 SP:Iteration 4Q (31285.020000 sec): 3 clusters Score: Raw -84029.100217 + Penalty 3077.460650 = -80951.639567 nChanged 2 SP:Iteration 5Q (31285.220000 sec): 3 clusters Score: Raw -84031.959250 + Penalty 3077.460650 = -80954.498600 nChanged 2 SP:Iteration 6Q (31285.430000 sec): 3 clusters Score: Raw -84034.316675 + Penalty 3077.460650 = -80956.856025 nChanged 0 SP:Iteration 7F (31285.610000 sec): 3 clusters Score: Raw -84034.316675 + Penalty 3077.460650 = -80956.856025 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 31 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31285.750000 sec): 2 clusters Score: Raw -40355.810989 + Penalty 1413.710006 = -38942.100983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31285.890000 sec): 3 clusters Score: Raw -40529.478240 + Penalty 2827.420012 = -37702.058228 nChanged 37 SP:Iteration 1F (31286.060000 sec): 3 clusters Score: Raw -40644.875112 + Penalty 2827.420012 = -37817.455100 nChanged 18 SP:Iteration 2F (31286.270000 sec): 3 clusters Score: Raw -40683.446588 + Penalty 2827.420012 = -37856.026576 nChanged 8 SP:Iteration 3Q (31286.400000 sec): 3 clusters Score: Raw -40704.675813 + Penalty 2827.420012 = -37877.255800 nChanged 3 SP:Iteration 4Q (31286.600000 sec): 3 clusters Score: Raw -40713.012305 + Penalty 2827.420012 = -37885.592292 nChanged 3 SP:Iteration 5Q (31286.780000 sec): 3 clusters Score: Raw -40720.817035 + Penalty 2827.420012 = -37893.397022 nChanged 2 SP:Iteration 6Q (31286.900000 sec): 3 clusters Score: Raw -40722.264287 + Penalty 2827.420012 = -37894.844275 nChanged 1 SP:Iteration 7Q (31287.120000 sec): 3 clusters Score: Raw -40723.247001 + Penalty 2827.420012 = -37895.826989 nChanged 0 SP:Iteration 8F (31287.280000 sec): 3 clusters Score: Raw -40723.247001 + Penalty 2827.420012 = -37895.826989 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 32 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31287.340000 sec): 2 clusters Score: Raw -61908.739222 + Penalty 1485.883208 = -60422.856014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31287.570000 sec): 3 clusters Score: Raw -62043.989207 + Penalty 2971.766415 = -59072.222792 nChanged 58 SP:Iteration 1F (31287.710000 sec): 3 clusters Score: Raw -62284.602152 + Penalty 2971.766415 = -59312.835737 nChanged 29 SP:Iteration 2F (31287.900000 sec): 3 clusters Score: Raw -62429.980042 + Penalty 2971.766415 = -59458.213627 nChanged 18 SP:Iteration 3Q (31288.080000 sec): 3 clusters Score: Raw -62515.770103 + Penalty 2971.766415 = -59544.003688 nChanged 14 SP:Iteration 4Q (31288.230000 sec): 3 clusters Score: Raw -62646.443887 + Penalty 2971.766415 = -59674.677471 nChanged 25 SP:Iteration 5F (31288.440000 sec): 3 clusters Score: Raw -62826.025079 + Penalty 2971.766415 = -59854.258664 nChanged 16 SP:Iteration 6Q (31288.640000 sec): 3 clusters Score: Raw -62891.836856 + Penalty 2971.766415 = -59920.070440 nChanged 14 SP:Iteration 7Q (31288.800000 sec): 3 clusters Score: Raw -62946.214079 + Penalty 2971.766415 = -59974.447664 nChanged 9 SP:Iteration 8Q (31288.950000 sec): 3 clusters Score: Raw -62983.741105 + Penalty 2971.766415 = -60011.974689 nChanged 3 SP:Iteration 9Q (31289.130000 sec): 3 clusters Score: Raw -62996.722443 + Penalty 2971.766415 = -60024.956027 nChanged 0 SP:Iteration 10F (31289.320000 sec): 3 clusters Score: Raw -62996.722443 + Penalty 2971.766415 = -60024.956027 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 33 (263749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31290.540000 sec): 2 clusters Score: Raw -46725010.521527 + Penalty 3095.722787 = -46721914.798740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31291.920000 sec): 3 clusters Score: Raw -46550741.906135 + Penalty 6191.445573 = -46544550.460562 nChanged 127502 SP:Iteration 1F (31293.320000 sec): 3 clusters Score: Raw -46626687.523641 + Penalty 6191.445573 = -46620496.078068 nChanged 8174 SP:Iteration 2Q (31294.870000 sec): 3 clusters Score: Raw -46628752.358353 + Penalty 6191.445573 = -46622560.912779 nChanged 9585 SP:Iteration 3Q (31296.340000 sec): 3 clusters Score: Raw -46631755.254916 + Penalty 6191.445573 = -46625563.809342 nChanged 11586 SP:Iteration 4Q (31297.820000 sec): 3 clusters Score: Raw -46636200.293683 + Penalty 6191.445573 = -46630008.848109 nChanged 13742 SP:Iteration 5F (31299.230000 sec): 3 clusters Score: Raw -46642459.232934 + Penalty 6191.445573 = -46636267.787361 nChanged 15670 SP:Iteration 6F (31300.730000 sec): 3 clusters Score: Raw -46650313.147840 + Penalty 6191.445573 = -46644121.702266 nChanged 16324 SP:Iteration 7F (31302.270000 sec): 3 clusters Score: Raw -46658662.650282 + Penalty 6191.445573 = -46652471.204709 nChanged 15785 SP:Iteration 8F (31303.730000 sec): 3 clusters Score: Raw -46666316.535882 + Penalty 6191.445573 = -46660125.090309 nChanged 13985 SP:Iteration 9F (31305.100000 sec): 3 clusters Score: Raw -46672544.418909 + Penalty 6191.445573 = -46666352.973336 nChanged 11958 SP:Iteration 10Q (31306.600000 sec): 3 clusters Score: Raw -46677607.713484 + Penalty 6191.445573 = -46671416.267910 nChanged 10562 SP:Iteration 11Q (31308.090000 sec): 3 clusters Score: Raw -46682226.214537 + Penalty 6191.445573 = -46676034.768964 nChanged 10275 SP:Iteration 12Q (31309.650000 sec): 3 clusters Score: Raw -46687027.645514 + Penalty 6191.445573 = -46680836.199940 nChanged 10463 SP:Iteration 13Q (31311.210000 sec): 3 clusters Score: Raw -46692261.049337 + Penalty 6191.445573 = -46686069.603763 nChanged 10398 SP:Iteration 14Q (31312.710000 sec): 3 clusters Score: Raw -46697919.469363 + Penalty 6191.445573 = -46691728.023789 nChanged 9998 SP:Iteration 15Q (31314.250000 sec): 3 clusters Score: Raw -46703950.048418 + Penalty 6191.445573 = -46697758.602844 nChanged 9083 SP:Iteration 16Q (31315.780000 sec): 3 clusters Score: Raw -46709824.509058 + Penalty 6191.445573 = -46703633.063484 nChanged 7430 SP:Iteration 17Q (31317.260000 sec): 3 clusters Score: Raw -46714889.989553 + Penalty 6191.445573 = -46708698.543979 nChanged 5785 SP:Iteration 18Q (31318.720000 sec): 3 clusters Score: Raw -46718882.251191 + Penalty 6191.445573 = -46712690.805617 nChanged 3990 SP:Iteration 19Q (31320.170000 sec): 3 clusters Score: Raw -46721530.613562 + Penalty 6191.445573 = -46715339.167988 nChanged 2586 SP:Iteration 20F (31321.670000 sec): 3 clusters Score: Raw -46723122.463769 + Penalty 6191.445573 = -46716931.018196 nChanged 1580 SP:Iteration 21Q (31323.120000 sec): 3 clusters Score: Raw -46723970.536304 + Penalty 6191.445573 = -46717779.090731 nChanged 985 SP:Iteration 22Q (31324.500000 sec): 3 clusters Score: Raw -46724456.959796 + Penalty 6191.445573 = -46718265.514223 nChanged 651 SP:Iteration 23Q (31325.900000 sec): 3 clusters Score: Raw -46724766.129270 + Penalty 6191.445573 = -46718574.683696 nChanged 460 SP:Iteration 24Q (31327.260000 sec): 3 clusters Score: Raw -46724972.137431 + Penalty 6191.445573 = -46718780.691858 nChanged 328 SP:Iteration 25Q (31328.700000 sec): 3 clusters Score: Raw -46725123.995551 + Penalty 6191.445573 = -46718932.549978 nChanged 231 SP:Iteration 26Q (31330.020000 sec): 3 clusters Score: Raw -46725221.694980 + Penalty 6191.445573 = -46719030.249406 nChanged 165 SP:Iteration 27Q (31331.280000 sec): 3 clusters Score: Raw -46725289.120822 + Penalty 6191.445573 = -46719097.675248 nChanged 113 SP:Iteration 28Q (31332.640000 sec): 3 clusters Score: Raw -46725330.057150 + Penalty 6191.445573 = -46719138.611577 nChanged 85 SP:Iteration 29Q (31333.930000 sec): 3 clusters Score: Raw -46725361.279860 + Penalty 6191.445573 = -46719169.834286 nChanged 76 SP:Iteration 30Q (31335.260000 sec): 3 clusters Score: Raw -46725385.582489 + Penalty 6191.445573 = -46719194.136915 nChanged 52 SP:Iteration 31Q (31336.550000 sec): 3 clusters Score: Raw -46725402.126026 + Penalty 6191.445573 = -46719210.680453 nChanged 30 SP:Iteration 32Q (31337.830000 sec): 3 clusters Score: Raw -46725409.646744 + Penalty 6191.445573 = -46719218.201170 nChanged 24 SP:Iteration 33Q (31339.190000 sec): 3 clusters Score: Raw -46725417.024445 + Penalty 6191.445573 = -46719225.578871 nChanged 27 SP:Iteration 34Q (31340.450000 sec): 3 clusters Score: Raw -46725425.740187 + Penalty 6191.445573 = -46719234.294614 nChanged 27 SP:Iteration 35Q (31341.790000 sec): 3 clusters Score: Raw -46725435.768163 + Penalty 6191.445573 = -46719244.322590 nChanged 27 SP:Iteration 36Q (31343.290000 sec): 3 clusters Score: Raw -46725444.983124 + Penalty 6191.445573 = -46719253.537550 nChanged 23 SP:Iteration 37Q (31344.620000 sec): 3 clusters Score: Raw -46725451.247100 + Penalty 6191.445573 = -46719259.801527 nChanged 18 SP:Iteration 38Q (31345.980000 sec): 3 clusters Score: Raw -46725456.561595 + Penalty 6191.445573 = -46719265.116022 nChanged 17 SP:Iteration 39Q (31347.410000 sec): 3 clusters Score: Raw -46725461.037758 + Penalty 6191.445573 = -46719269.592184 nChanged 17 SP:Iteration 40F (31348.990000 sec): 3 clusters Score: Raw -46725466.374804 + Penalty 6191.445573 = -46719274.929231 nChanged 14 SP:Iteration 41Q (31350.280000 sec): 3 clusters Score: Raw -46725471.559135 + Penalty 6191.445573 = -46719280.113562 nChanged 19 SP:Iteration 42Q (31351.510000 sec): 3 clusters Score: Raw -46725476.981517 + Penalty 6191.445573 = -46719285.535943 nChanged 9 SP:Iteration 43Q (31352.680000 sec): 3 clusters Score: Raw -46725479.565540 + Penalty 6191.445573 = -46719288.119967 nChanged 5 SP:Iteration 44Q (31353.850000 sec): 3 clusters Score: Raw -46725480.521373 + Penalty 6191.445573 = -46719289.075799 nChanged 3 SP:Iteration 45Q (31355.060000 sec): 3 clusters Score: Raw -46725481.610215 + Penalty 6191.445573 = -46719290.164642 nChanged 4 SP:Iteration 46Q (31356.300000 sec): 3 clusters Score: Raw -46725483.111889 + Penalty 6191.445573 = -46719291.666316 nChanged 6 SP:Iteration 47Q (31357.600000 sec): 3 clusters Score: Raw -46725485.050018 + Penalty 6191.445573 = -46719293.604444 nChanged 8 SP:Iteration 48Q (31359.040000 sec): 3 clusters Score: Raw -46725486.607967 + Penalty 6191.445573 = -46719295.162394 nChanged 2 SP:Iteration 49Q (31360.310000 sec): 3 clusters Score: Raw -46725487.029730 + Penalty 6191.445573 = -46719295.584156 nChanged 3 SP:Iteration 50Q (31361.610000 sec): 3 clusters Score: Raw -46725487.841484 + Penalty 6191.445573 = -46719296.395910 nChanged 5 SP:Iteration 51Q (31362.840000 sec): 3 clusters Score: Raw -46725489.218946 + Penalty 6191.445573 = -46719297.773372 nChanged 7 SP:Iteration 52Q (31364.280000 sec): 3 clusters Score: Raw -46725492.358921 + Penalty 6191.445573 = -46719300.913347 nChanged 9 SP:Iteration 53Q (31365.670000 sec): 3 clusters Score: Raw -46725496.580254 + Penalty 6191.445573 = -46719305.134680 nChanged 24 SP:Iteration 54Q (31367.020000 sec): 3 clusters Score: Raw -46725505.788470 + Penalty 6191.445573 = -46719314.342897 nChanged 28 SP:Iteration 55Q (31368.430000 sec): 3 clusters Score: Raw -46725515.895595 + Penalty 6191.445573 = -46719324.450021 nChanged 26 SP:Iteration 56Q (31369.660000 sec): 3 clusters Score: Raw -46725524.821520 + Penalty 6191.445573 = -46719333.375947 nChanged 17 SP:Iteration 57Q (31370.930000 sec): 3 clusters Score: Raw -46725529.766718 + Penalty 6191.445573 = -46719338.321144 nChanged 13 SP:Iteration 58Q (31372.190000 sec): 3 clusters Score: Raw -46725534.068526 + Penalty 6191.445573 = -46719342.622952 nChanged 11 SP:Iteration 59Q (31373.450000 sec): 3 clusters Score: Raw -46725537.367797 + Penalty 6191.445573 = -46719345.922224 nChanged 7 SP:Iteration 60F (31374.910000 sec): 3 clusters Score: Raw -46725538.967753 + Penalty 6191.445573 = -46719347.522180 nChanged 6 SP:Iteration 61Q (31376.220000 sec): 3 clusters Score: Raw -46725540.189465 + Penalty 6191.445573 = -46719348.743891 nChanged 1 SP:Iteration 62Q (31377.500000 sec): 3 clusters Score: Raw -46725540.257032 + Penalty 6191.445573 = -46719348.811458 nChanged 1 SP:Iteration 63Q (31378.850000 sec): 3 clusters Score: Raw -46725540.484778 + Penalty 6191.445573 = -46719349.039204 nChanged 3 SP:Iteration 64Q (31380.180000 sec): 3 clusters Score: Raw -46725541.167503 + Penalty 6191.445573 = -46719349.721929 nChanged 4 SP:Iteration 65Q (31381.480000 sec): 3 clusters Score: Raw -46725542.711771 + Penalty 6191.445573 = -46719351.266197 nChanged 9 SP:Iteration 66Q (31382.750000 sec): 3 clusters Score: Raw -46725545.882772 + Penalty 6191.445573 = -46719354.437198 nChanged 9 SP:Iteration 67Q (31384.060000 sec): 3 clusters Score: Raw -46725548.376361 + Penalty 6191.445573 = -46719356.930787 nChanged 9 SP:Iteration 68Q (31385.440000 sec): 3 clusters Score: Raw -46725551.244119 + Penalty 6191.445573 = -46719359.798545 nChanged 11 SP:Iteration 69Q (31386.880000 sec): 3 clusters Score: Raw -46725553.797575 + Penalty 6191.445573 = -46719362.352001 nChanged 7 SP:Iteration 70Q (31388.150000 sec): 3 clusters Score: Raw -46725556.304417 + Penalty 6191.445573 = -46719364.858843 nChanged 6 SP:Iteration 71Q (31389.460000 sec): 3 clusters Score: Raw -46725557.884557 + Penalty 6191.445573 = -46719366.438983 nChanged 2 SP:Iteration 72Q (31390.780000 sec): 3 clusters Score: Raw -46725558.440948 + Penalty 6191.445573 = -46719366.995375 nChanged 1 SP:Iteration 73Q (31392.000000 sec): 3 clusters Score: Raw -46725558.852608 + Penalty 6191.445573 = -46719367.407034 nChanged 3 SP:Iteration 74Q (31393.190000 sec): 3 clusters Score: Raw -46725559.850123 + Penalty 6191.445573 = -46719368.404550 nChanged 4 SP:Iteration 75Q (31394.470000 sec): 3 clusters Score: Raw -46725561.490830 + Penalty 6191.445573 = -46719370.045256 nChanged 5 SP:Iteration 76Q (31395.850000 sec): 3 clusters Score: Raw -46725562.770016 + Penalty 6191.445573 = -46719371.324442 nChanged 7 SP:Iteration 77Q (31397.220000 sec): 3 clusters Score: Raw -46725564.863559 + Penalty 6191.445573 = -46719373.417985 nChanged 5 SP:Iteration 78Q (31398.470000 sec): 3 clusters Score: Raw -46725566.594554 + Penalty 6191.445573 = -46719375.148980 nChanged 4 SP:Iteration 79Q (31399.740000 sec): 3 clusters Score: Raw -46725567.705552 + Penalty 6191.445573 = -46719376.259979 nChanged 3 SP:Iteration 80F (31401.130000 sec): 3 clusters Score: Raw -46725568.895000 + Penalty 6191.445573 = -46719377.449427 nChanged 3 SP:Iteration 81Q (31402.320000 sec): 3 clusters Score: Raw -46725569.764891 + Penalty 6191.445573 = -46719378.319317 nChanged 3 SP:Iteration 82Q (31403.550000 sec): 3 clusters Score: Raw -46725570.417846 + Penalty 6191.445573 = -46719378.972273 nChanged 0 SP:Iteration 83F (31405.030000 sec): 3 clusters Score: Raw -46725570.417846 + Penalty 6191.445573 = -46719378.972273 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 34 (384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31405.270000 sec): 2 clusters Score: Raw -47443.074366 + Penalty 1475.759353 = -45967.315013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31405.430000 sec): 3 clusters Score: Raw -47699.492604 + Penalty 2951.518706 = -44747.973898 nChanged 95 SP:Iteration 1F (31405.630000 sec): 3 clusters Score: Raw -48025.819793 + Penalty 2951.518706 = -45074.301087 nChanged 47 SP:Iteration 2F (31405.800000 sec): 3 clusters Score: Raw -48273.025878 + Penalty 2951.518706 = -45321.507172 nChanged 24 SP:Iteration 3F (31406.010000 sec): 3 clusters Score: Raw -48567.708254 + Penalty 2951.518706 = -45616.189548 nChanged 19 SP:Iteration 4Q (31406.190000 sec): 3 clusters Score: Raw -48869.782919 + Penalty 2951.518706 = -45918.264213 nChanged 14 SP:Iteration 5Q (31406.380000 sec): 3 clusters Score: Raw -48989.443415 + Penalty 2951.518706 = -46037.924709 nChanged 2 SP:Iteration 6Q (31406.550000 sec): 3 clusters Score: Raw -49011.682421 + Penalty 2951.518706 = -46060.163715 nChanged 0 SP:Iteration 7F (31406.710000 sec): 3 clusters Score: Raw -49011.682421 + Penalty 2951.518706 = -46060.163715 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 35 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31406.810000 sec): 2 clusters Score: Raw -47898.483748 + Penalty 1433.624392 = -46464.859356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31407.000000 sec): 3 clusters Score: Raw -48197.331722 + Penalty 2867.248784 = -45330.082939 nChanged 73 SP:Iteration 1F (31407.190000 sec): 3 clusters Score: Raw -48391.568858 + Penalty 2867.248784 = -45524.320075 nChanged 18 SP:Iteration 2F (31407.320000 sec): 3 clusters Score: Raw -48440.507671 + Penalty 2867.248784 = -45573.258887 nChanged 10 SP:Iteration 3Q (31407.510000 sec): 3 clusters Score: Raw -48486.540759 + Penalty 2867.248784 = -45619.291975 nChanged 10 SP:Iteration 4Q (31407.720000 sec): 3 clusters Score: Raw -48551.524341 + Penalty 2867.248784 = -45684.275557 nChanged 8 SP:Iteration 5Q (31407.900000 sec): 3 clusters Score: Raw -48591.094783 + Penalty 2867.248784 = -45723.845999 nChanged 4 SP:Iteration 6Q (31408.080000 sec): 3 clusters Score: Raw -48648.190718 + Penalty 2867.248784 = -45780.941934 nChanged 5 SP:Iteration 7Q (31408.260000 sec): 3 clusters Score: Raw -48683.958971 + Penalty 2867.248784 = -45816.710187 nChanged 6 SP:Iteration 8Q (31408.420000 sec): 3 clusters Score: Raw -48713.092487 + Penalty 2867.248784 = -45845.843703 nChanged 1 SP:Iteration 9Q (31408.630000 sec): 3 clusters Score: Raw -48716.988124 + Penalty 2867.248784 = -45849.739340 nChanged 1 SP:Iteration 10Q (31408.790000 sec): 3 clusters Score: Raw -48720.661373 + Penalty 2867.248784 = -45853.412589 nChanged 1 SP:Iteration 11Q (31408.940000 sec): 3 clusters Score: Raw -48722.024191 + Penalty 2867.248784 = -45854.775407 nChanged 1 SP:Iteration 12Q (31409.100000 sec): 3 clusters Score: Raw -48723.098842 + Penalty 2867.248784 = -45855.850059 nChanged 0 SP:Iteration 13F (31409.320000 sec): 3 clusters Score: Raw -48723.098842 + Penalty 2867.248784 = -45855.850059 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 36 (754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31409.400000 sec): 2 clusters Score: Raw -122874.391609 + Penalty 1643.097307 = -121231.294301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31409.590000 sec): 3 clusters Score: Raw -122890.861396 + Penalty 3286.194615 = -119604.666782 nChanged 201 SP:Iteration 1F (31409.780000 sec): 3 clusters Score: Raw -123129.104684 + Penalty 3286.194615 = -119842.910070 nChanged 52 SP:Iteration 2F (31409.950000 sec): 3 clusters Score: Raw -123199.943600 + Penalty 3286.194615 = -119913.748986 nChanged 23 SP:Iteration 3Q (31410.140000 sec): 3 clusters Score: Raw -123238.600182 + Penalty 3286.194615 = -119952.405567 nChanged 16 SP:Iteration 4Q (31410.310000 sec): 3 clusters Score: Raw -123256.809153 + Penalty 3286.194615 = -119970.614539 nChanged 8 SP:Iteration 5Q (31410.510000 sec): 3 clusters Score: Raw -123267.366946 + Penalty 3286.194615 = -119981.172332 nChanged 4 SP:Iteration 6Q (31410.690000 sec): 3 clusters Score: Raw -123271.884536 + Penalty 3286.194615 = -119985.689921 nChanged 6 SP:Iteration 7Q (31410.910000 sec): 3 clusters Score: Raw -123284.095673 + Penalty 3286.194615 = -119997.901058 nChanged 1 SP:Iteration 8Q (31411.110000 sec): 3 clusters Score: Raw -123288.754178 + Penalty 3286.194615 = -120002.559563 nChanged 1 SP:Iteration 9Q (31411.290000 sec): 3 clusters Score: Raw -123291.749058 + Penalty 3286.194615 = -120005.554444 nChanged 2 SP:Iteration 10Q (31411.470000 sec): 3 clusters Score: Raw -123296.096825 + Penalty 3286.194615 = -120009.902210 nChanged 1 SP:Iteration 11Q (31411.640000 sec): 3 clusters Score: Raw -123296.564200 + Penalty 3286.194615 = -120010.369585 nChanged 0 SP:Iteration 12F (31411.820000 sec): 3 clusters Score: Raw -123296.564200 + Penalty 3286.194615 = -120010.369585 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 37 (942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31411.980000 sec): 2 clusters Score: Raw -161409.871761 + Penalty 1698.305308 = -159711.566453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31412.160000 sec): 3 clusters Score: Raw -161221.837379 + Penalty 3396.610616 = -157825.226763 nChanged 240 SP:Iteration 1F (31412.370000 sec): 3 clusters Score: Raw -161495.222232 + Penalty 3396.610616 = -158098.611616 nChanged 44 SP:Iteration 2Q (31412.530000 sec): 3 clusters Score: Raw -161552.808971 + Penalty 3396.610616 = -158156.198355 nChanged 22 SP:Iteration 3Q (31412.690000 sec): 3 clusters Score: Raw -161594.450157 + Penalty 3396.610616 = -158197.839541 nChanged 12 SP:Iteration 4Q (31412.830000 sec): 3 clusters Score: Raw -161614.619382 + Penalty 3396.610616 = -158218.008766 nChanged 9 SP:Iteration 5Q (31413.010000 sec): 3 clusters Score: Raw -161627.612625 + Penalty 3396.610616 = -158231.002009 nChanged 12 SP:Iteration 6Q (31413.190000 sec): 3 clusters Score: Raw -161647.631223 + Penalty 3396.610616 = -158251.020607 nChanged 9 SP:Iteration 7Q (31413.380000 sec): 3 clusters Score: Raw -161667.699661 + Penalty 3396.610616 = -158271.089045 nChanged 14 SP:Iteration 8Q (31413.590000 sec): 3 clusters Score: Raw -161682.550212 + Penalty 3396.610616 = -158285.939596 nChanged 9 SP:Iteration 9Q (31413.760000 sec): 3 clusters Score: Raw -161691.836409 + Penalty 3396.610616 = -158295.225793 nChanged 6 SP:Iteration 10Q (31413.940000 sec): 3 clusters Score: Raw -161700.633871 + Penalty 3396.610616 = -158304.023254 nChanged 5 SP:Iteration 11Q (31414.100000 sec): 3 clusters Score: Raw -161704.297929 + Penalty 3396.610616 = -158307.687313 nChanged 2 SP:Iteration 12Q (31414.250000 sec): 3 clusters Score: Raw -161705.885785 + Penalty 3396.610616 = -158309.275169 nChanged 4 SP:Iteration 13Q (31414.450000 sec): 3 clusters Score: Raw -161712.081679 + Penalty 3396.610616 = -158315.471063 nChanged 3 SP:Iteration 14Q (31414.570000 sec): 3 clusters Score: Raw -161713.954079 + Penalty 3396.610616 = -158317.343462 nChanged 0 SP:Iteration 15F (31414.780000 sec): 3 clusters Score: Raw -161713.954079 + Penalty 3396.610616 = -158317.343462 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 38 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31414.880000 sec): 2 clusters Score: Raw -54149.340048 + Penalty 1444.848027 = -52704.492021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31415.100000 sec): 3 clusters Score: Raw -54262.720395 + Penalty 2889.696053 = -51373.024342 nChanged 50 SP:Iteration 1F (31415.260000 sec): 3 clusters Score: Raw -54396.076766 + Penalty 2889.696053 = -51506.380713 nChanged 15 SP:Iteration 2Q (31415.480000 sec): 3 clusters Score: Raw -54466.635146 + Penalty 2889.696053 = -51576.939092 nChanged 9 SP:Iteration 3Q (31415.660000 sec): 3 clusters Score: Raw -54515.572879 + Penalty 2889.696053 = -51625.876826 nChanged 5 SP:Iteration 4Q (31415.860000 sec): 3 clusters Score: Raw -54542.915802 + Penalty 2889.696053 = -51653.219748 nChanged 3 SP:Iteration 5Q (31416.070000 sec): 3 clusters Score: Raw -54550.911250 + Penalty 2889.696053 = -51661.215196 nChanged 1 SP:Iteration 6Q (31416.260000 sec): 3 clusters Score: Raw -54551.911590 + Penalty 2889.696053 = -51662.215536 nChanged 0 SP:Iteration 7F (31416.480000 sec): 3 clusters Score: Raw -54551.911590 + Penalty 2889.696053 = -51662.215536 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 39 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31416.560000 sec): 2 clusters Score: Raw -23089.069551 + Penalty 1250.769429 = -21838.300122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31416.750000 sec): 3 clusters Score: Raw -23289.736152 + Penalty 2501.538858 = -20788.197294 nChanged 3 SP:Iteration 1Q (31416.940000 sec): 3 clusters Score: Raw -23304.128062 + Penalty 2501.538858 = -20802.589204 nChanged 2 SP:Iteration 2Q (31417.160000 sec): 3 clusters Score: Raw -23332.758678 + Penalty 2501.538858 = -20831.219820 nChanged 1 SP:Iteration 3Q (31417.360000 sec): 3 clusters Score: Raw -23351.817263 + Penalty 2501.538858 = -20850.278405 nChanged 2 SP:Iteration 4Q (31417.570000 sec): 3 clusters Score: Raw -23357.441585 + Penalty 2501.538858 = -20855.902727 nChanged 0 SP:Iteration 5F (31417.830000 sec): 3 clusters Score: Raw -23357.441585 + Penalty 2501.538858 = -20855.902727 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 41 (1454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31417.970000 sec): 2 clusters Score: Raw -248109.672003 + Penalty 1805.954267 = -246303.717736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31418.160000 sec): 3 clusters Score: Raw -247646.742651 + Penalty 3611.908534 = -244034.834117 nChanged 429 SP:Iteration 1F (31418.350000 sec): 3 clusters Score: Raw -248038.500039 + Penalty 3611.908534 = -244426.591505 nChanged 116 SP:Iteration 2F (31418.540000 sec): 3 clusters Score: Raw -248177.981611 + Penalty 3611.908534 = -244566.073077 nChanged 72 SP:Iteration 3Q (31418.790000 sec): 3 clusters Score: Raw -248259.903922 + Penalty 3611.908534 = -244647.995388 nChanged 47 SP:Iteration 4Q (31418.940000 sec): 3 clusters Score: Raw -248319.655450 + Penalty 3611.908534 = -244707.746916 nChanged 40 SP:Iteration 5Q (31419.130000 sec): 3 clusters Score: Raw -248367.341022 + Penalty 3611.908534 = -244755.432488 nChanged 25 SP:Iteration 6Q (31419.320000 sec): 3 clusters Score: Raw -248389.228345 + Penalty 3611.908534 = -244777.319811 nChanged 15 SP:Iteration 7Q (31419.510000 sec): 3 clusters Score: Raw -248399.093361 + Penalty 3611.908534 = -244787.184827 nChanged 5 SP:Iteration 8Q (31419.740000 sec): 3 clusters Score: Raw -248404.827514 + Penalty 3611.908534 = -244792.918979 nChanged 4 SP:Iteration 9Q (31419.940000 sec): 3 clusters Score: Raw -248408.251598 + Penalty 3611.908534 = -244796.343064 nChanged 4 SP:Iteration 10Q (31420.090000 sec): 3 clusters Score: Raw -248410.213507 + Penalty 3611.908534 = -244798.304972 nChanged 1 SP:Iteration 11Q (31420.280000 sec): 3 clusters Score: Raw -248411.103814 + Penalty 3611.908534 = -244799.195279 nChanged 2 SP:Iteration 12Q (31420.470000 sec): 3 clusters Score: Raw -248413.300258 + Penalty 3611.908534 = -244801.391724 nChanged 2 SP:Iteration 13Q (31420.700000 sec): 3 clusters Score: Raw -248415.608966 + Penalty 3611.908534 = -244803.700431 nChanged 1 SP:Iteration 14Q (31420.860000 sec): 3 clusters Score: Raw -248416.553847 + Penalty 3611.908534 = -244804.645312 nChanged 4 SP:Iteration 15Q (31421.060000 sec): 3 clusters Score: Raw -248419.461338 + Penalty 3611.908534 = -244807.552804 nChanged 3 SP:Iteration 16Q (31421.210000 sec): 3 clusters Score: Raw -248421.825836 + Penalty 3611.908534 = -244809.917301 nChanged 2 SP:Iteration 17Q (31421.400000 sec): 3 clusters Score: Raw -248424.126271 + Penalty 3611.908534 = -244812.217736 nChanged 3 SP:Iteration 18Q (31421.610000 sec): 3 clusters Score: Raw -248427.571939 + Penalty 3611.908534 = -244815.663405 nChanged 1 SP:Iteration 19Q (31421.820000 sec): 3 clusters Score: Raw -248428.536829 + Penalty 3611.908534 = -244816.628295 nChanged 0 SP:Iteration 20F (31422.030000 sec): 3 clusters Score: Raw -248428.536829 + Penalty 3611.908534 = -244816.628295 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 42 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31422.180000 sec): 2 clusters Score: Raw -30393.245100 + Penalty 1330.762052 = -29062.483048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31422.380000 sec): 3 clusters Score: Raw -30656.623810 + Penalty 2661.524103 = -27995.099706 nChanged 34 SP:Iteration 1F (31422.560000 sec): 3 clusters Score: Raw -30788.098284 + Penalty 2661.524103 = -28126.574181 nChanged 8 SP:Iteration 2Q (31422.760000 sec): 3 clusters Score: Raw -30842.646332 + Penalty 2661.524103 = -28181.122229 nChanged 7 SP:Iteration 3Q (31422.950000 sec): 3 clusters Score: Raw -30954.875303 + Penalty 2661.524103 = -28293.351199 nChanged 5 SP:Iteration 4Q (31423.140000 sec): 3 clusters Score: Raw -30971.492435 + Penalty 2661.524103 = -28309.968331 nChanged 3 SP:Iteration 5Q (31423.340000 sec): 3 clusters Score: Raw -30984.311823 + Penalty 2661.524103 = -28322.787719 nChanged 2 SP:Iteration 6Q (31423.540000 sec): 3 clusters Score: Raw -30994.788459 + Penalty 2661.524103 = -28333.264356 nChanged 0 SP:Iteration 7F (31423.720000 sec): 3 clusters Score: Raw -30994.788459 + Penalty 2661.524103 = -28333.264356 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 43 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31423.830000 sec): 2 clusters Score: Raw -97683.816693 + Penalty 1584.363229 = -96099.453464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31424.030000 sec): 3 clusters Score: Raw -97618.325774 + Penalty 3168.726457 = -94449.599317 nChanged 110 SP:Iteration 1F (31424.190000 sec): 3 clusters Score: Raw -97824.680569 + Penalty 3168.726457 = -94655.954112 nChanged 44 SP:Iteration 2F (31424.350000 sec): 3 clusters Score: Raw -97934.470733 + Penalty 3168.726457 = -94765.744276 nChanged 20 SP:Iteration 3Q (31424.520000 sec): 3 clusters Score: Raw -97985.374025 + Penalty 3168.726457 = -94816.647568 nChanged 13 SP:Iteration 4Q (31424.690000 sec): 3 clusters Score: Raw -98010.524641 + Penalty 3168.726457 = -94841.798184 nChanged 6 SP:Iteration 5Q (31424.900000 sec): 3 clusters Score: Raw -98026.746522 + Penalty 3168.726457 = -94858.020065 nChanged 4 SP:Iteration 6Q (31425.090000 sec): 3 clusters Score: Raw -98036.626106 + Penalty 3168.726457 = -94867.899649 nChanged 1 SP:Iteration 7Q (31425.290000 sec): 3 clusters Score: Raw -98039.656854 + Penalty 3168.726457 = -94870.930397 nChanged 1 SP:Iteration 8Q (31425.520000 sec): 3 clusters Score: Raw -98041.829148 + Penalty 3168.726457 = -94873.102691 nChanged 2 SP:Iteration 9Q (31425.740000 sec): 3 clusters Score: Raw -98047.433482 + Penalty 3168.726457 = -94878.707025 nChanged 3 SP:Iteration 10Q (31425.910000 sec): 3 clusters Score: Raw -98053.600989 + Penalty 3168.726457 = -94884.874532 nChanged 4 SP:Iteration 11Q (31426.150000 sec): 3 clusters Score: Raw -98071.185936 + Penalty 3168.726457 = -94902.459479 nChanged 3 SP:Iteration 12Q (31426.360000 sec): 3 clusters Score: Raw -98082.929171 + Penalty 3168.726457 = -94914.202713 nChanged 3 SP:Iteration 13Q (31426.610000 sec): 3 clusters Score: Raw -98090.892339 + Penalty 3168.726457 = -94922.165882 nChanged 3 SP:Iteration 14Q (31426.820000 sec): 3 clusters Score: Raw -98109.444223 + Penalty 3168.726457 = -94940.717766 nChanged 4 SP:Iteration 15Q (31427.090000 sec): 3 clusters Score: Raw -98122.728585 + Penalty 3168.726457 = -94954.002128 nChanged 3 SP:Iteration 16Q (31427.240000 sec): 3 clusters Score: Raw -98127.701647 + Penalty 3168.726457 = -94958.975189 nChanged 3 SP:Iteration 17Q (31427.440000 sec): 3 clusters Score: Raw -98145.037907 + Penalty 3168.726457 = -94976.311450 nChanged 8 SP:Iteration 18Q (31427.700000 sec): 3 clusters Score: Raw -98187.359543 + Penalty 3168.726457 = -95018.633086 nChanged 6 SP:Iteration 19Q (31427.910000 sec): 3 clusters Score: Raw -98220.967938 + Penalty 3168.726457 = -95052.241481 nChanged 8 SP:Iteration 20F (31428.080000 sec): 3 clusters Score: Raw -98242.098216 + Penalty 3168.726457 = -95073.371759 nChanged 8 SP:Iteration 21Q (31428.270000 sec): 3 clusters Score: Raw -98263.391930 + Penalty 3168.726457 = -95094.665473 nChanged 6 SP:Iteration 22Q (31428.460000 sec): 3 clusters Score: Raw -98285.137801 + Penalty 3168.726457 = -95116.411344 nChanged 5 SP:Iteration 23Q (31428.650000 sec): 3 clusters Score: Raw -98298.931184 + Penalty 3168.726457 = -95130.204727 nChanged 7 SP:Iteration 24Q (31428.870000 sec): 3 clusters Score: Raw -98313.094456 + Penalty 3168.726457 = -95144.367999 nChanged 10 SP:Iteration 25Q (31429.100000 sec): 3 clusters Score: Raw -98334.834607 + Penalty 3168.726457 = -95166.108150 nChanged 4 SP:Iteration 26Q (31429.250000 sec): 3 clusters Score: Raw -98346.651980 + Penalty 3168.726457 = -95177.925523 nChanged 3 SP:Iteration 27Q (31429.510000 sec): 3 clusters Score: Raw -98366.847114 + Penalty 3168.726457 = -95198.120657 nChanged 5 SP:Iteration 28Q (31429.690000 sec): 3 clusters Score: Raw -98383.185083 + Penalty 3168.726457 = -95214.458626 nChanged 4 SP:Iteration 29Q (31429.880000 sec): 3 clusters Score: Raw -98396.140071 + Penalty 3168.726457 = -95227.413614 nChanged 5 SP:Iteration 30Q (31430.050000 sec): 3 clusters Score: Raw -98406.312337 + Penalty 3168.726457 = -95237.585880 nChanged 1 SP:Iteration 31Q (31430.300000 sec): 3 clusters Score: Raw -98407.752308 + Penalty 3168.726457 = -95239.025851 nChanged 2 SP:Iteration 32Q (31430.480000 sec): 3 clusters Score: Raw -98411.916359 + Penalty 3168.726457 = -95243.189902 nChanged 0 SP:Iteration 33F (31430.680000 sec): 3 clusters Score: Raw -98411.916359 + Penalty 3168.726457 = -95243.189902 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 44 (2994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31430.760000 sec): 2 clusters Score: Raw -510246.027512 + Penalty 1985.082660 = -508260.944852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31430.950000 sec): 3 clusters Score: Raw -509017.975805 + Penalty 3970.165320 = -505047.810485 nChanged 1077 SP:Iteration 1F (31431.130000 sec): 3 clusters Score: Raw -509794.416970 + Penalty 3970.165320 = -505824.251650 nChanged 252 SP:Iteration 2F (31431.340000 sec): 3 clusters Score: Raw -510054.384535 + Penalty 3970.165320 = -506084.219215 nChanged 190 SP:Iteration 3F (31431.540000 sec): 3 clusters Score: Raw -510262.050455 + Penalty 3970.165320 = -506291.885135 nChanged 154 SP:Iteration 4F (31431.790000 sec): 3 clusters Score: Raw -510439.173377 + Penalty 3970.165320 = -506469.008056 nChanged 153 SP:Iteration 5F (31431.960000 sec): 3 clusters Score: Raw -510646.442632 + Penalty 3970.165320 = -506676.277312 nChanged 148 SP:Iteration 6Q (31432.230000 sec): 3 clusters Score: Raw -510811.626679 + Penalty 3970.165320 = -506841.461359 nChanged 142 SP:Iteration 7Q (31432.480000 sec): 3 clusters Score: Raw -510976.257318 + Penalty 3970.165320 = -507006.091998 nChanged 123 SP:Iteration 8Q (31432.820000 sec): 3 clusters Score: Raw -511087.248789 + Penalty 3970.165320 = -507117.083469 nChanged 88 SP:Iteration 9Q (31433.110000 sec): 3 clusters Score: Raw -511165.326344 + Penalty 3970.165320 = -507195.161023 nChanged 83 SP:Iteration 10Q (31433.400000 sec): 3 clusters Score: Raw -511233.383938 + Penalty 3970.165320 = -507263.218618 nChanged 58 SP:Iteration 11Q (31433.650000 sec): 3 clusters Score: Raw -511277.542431 + Penalty 3970.165320 = -507307.377110 nChanged 42 SP:Iteration 12Q (31433.960000 sec): 3 clusters Score: Raw -511307.019673 + Penalty 3970.165320 = -507336.854353 nChanged 32 SP:Iteration 13Q (31434.230000 sec): 3 clusters Score: Raw -511330.150687 + Penalty 3970.165320 = -507359.985366 nChanged 30 SP:Iteration 14Q (31434.420000 sec): 3 clusters Score: Raw -511349.873779 + Penalty 3970.165320 = -507379.708459 nChanged 16 SP:Iteration 15Q (31434.650000 sec): 3 clusters Score: Raw -511358.967256 + Penalty 3970.165320 = -507388.801935 nChanged 14 SP:Iteration 16Q (31434.900000 sec): 3 clusters Score: Raw -511370.450727 + Penalty 3970.165320 = -507400.285407 nChanged 16 SP:Iteration 17Q (31435.140000 sec): 3 clusters Score: Raw -511383.426199 + Penalty 3970.165320 = -507413.260879 nChanged 15 SP:Iteration 18Q (31435.380000 sec): 3 clusters Score: Raw -511394.102755 + Penalty 3970.165320 = -507423.937435 nChanged 17 SP:Iteration 19Q (31435.600000 sec): 3 clusters Score: Raw -511407.047759 + Penalty 3970.165320 = -507436.882439 nChanged 13 SP:Iteration 20F (31435.790000 sec): 3 clusters Score: Raw -511413.180517 + Penalty 3970.165320 = -507443.015197 nChanged 8 SP:Iteration 21Q (31436.010000 sec): 3 clusters Score: Raw -511417.135326 + Penalty 3970.165320 = -507446.970006 nChanged 1 SP:Iteration 22Q (31436.180000 sec): 3 clusters Score: Raw -511417.843491 + Penalty 3970.165320 = -507447.678171 nChanged 2 SP:Iteration 23Q (31436.410000 sec): 3 clusters Score: Raw -511418.728595 + Penalty 3970.165320 = -507448.563275 nChanged 0 SP:Iteration 24F (31436.640000 sec): 3 clusters Score: Raw -511418.728595 + Penalty 3970.165320 = -507448.563275 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 45 (785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31436.740000 sec): 2 clusters Score: Raw -133516.450582 + Penalty 1653.089562 = -131863.361020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31436.900000 sec): 3 clusters Score: Raw -133465.512778 + Penalty 3306.179124 = -130159.333654 nChanged 193 SP:Iteration 1F (31437.080000 sec): 3 clusters Score: Raw -133787.143612 + Penalty 3306.179124 = -130480.964488 nChanged 54 SP:Iteration 2F (31437.280000 sec): 3 clusters Score: Raw -133916.052809 + Penalty 3306.179124 = -130609.873685 nChanged 43 SP:Iteration 3F (31437.520000 sec): 3 clusters Score: Raw -133995.478359 + Penalty 3306.179124 = -130689.299235 nChanged 20 SP:Iteration 4Q (31437.680000 sec): 3 clusters Score: Raw -134061.411186 + Penalty 3306.179124 = -130755.232062 nChanged 13 SP:Iteration 5Q (31437.890000 sec): 3 clusters Score: Raw -134111.333237 + Penalty 3306.179124 = -130805.154113 nChanged 18 SP:Iteration 6Q (31438.060000 sec): 3 clusters Score: Raw -134176.969348 + Penalty 3306.179124 = -130870.790224 nChanged 22 SP:Iteration 7Q (31438.270000 sec): 3 clusters Score: Raw -134256.230538 + Penalty 3306.179124 = -130950.051414 nChanged 23 SP:Iteration 8Q (31438.510000 sec): 3 clusters Score: Raw -134400.083953 + Penalty 3306.179124 = -131093.904829 nChanged 30 SP:Iteration 9Q (31438.690000 sec): 3 clusters Score: Raw -134483.944403 + Penalty 3306.179124 = -131177.765279 nChanged 28 SP:Iteration 10Q (31438.840000 sec): 3 clusters Score: Raw -134557.303618 + Penalty 3306.179124 = -131251.124494 nChanged 20 SP:Iteration 11Q (31439.060000 sec): 3 clusters Score: Raw -134637.138559 + Penalty 3306.179124 = -131330.959435 nChanged 19 SP:Iteration 12Q (31439.240000 sec): 3 clusters Score: Raw -134676.297219 + Penalty 3306.179124 = -131370.118095 nChanged 15 SP:Iteration 13Q (31439.450000 sec): 3 clusters Score: Raw -134721.819446 + Penalty 3306.179124 = -131415.640322 nChanged 7 SP:Iteration 14Q (31439.660000 sec): 3 clusters Score: Raw -134742.407769 + Penalty 3306.179124 = -131436.228645 nChanged 7 SP:Iteration 15Q (31439.860000 sec): 3 clusters Score: Raw -134764.947349 + Penalty 3306.179124 = -131458.768225 nChanged 4 SP:Iteration 16Q (31440.060000 sec): 3 clusters Score: Raw -134776.171091 + Penalty 3306.179124 = -131469.991967 nChanged 1 SP:Iteration 17Q (31440.280000 sec): 3 clusters Score: Raw -134780.205582 + Penalty 3306.179124 = -131474.026458 nChanged 0 SP:Iteration 18F (31440.440000 sec): 3 clusters Score: Raw -134780.205582 + Penalty 3306.179124 = -131474.026458 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 46 (1827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31440.560000 sec): 2 clusters Score: Raw -300398.736075 + Penalty 1862.586778 = -298536.149297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31440.710000 sec): 3 clusters Score: Raw -299719.218173 + Penalty 3725.173556 = -295994.044617 nChanged 580 SP:Iteration 1F (31440.840000 sec): 3 clusters Score: Raw -300213.864624 + Penalty 3725.173556 = -296488.691068 nChanged 145 SP:Iteration 2F (31441.030000 sec): 3 clusters Score: Raw -300406.892287 + Penalty 3725.173556 = -296681.718731 nChanged 114 SP:Iteration 3F (31441.230000 sec): 3 clusters Score: Raw -300586.630111 + Penalty 3725.173556 = -296861.456555 nChanged 110 SP:Iteration 4F (31441.410000 sec): 3 clusters Score: Raw -300755.684496 + Penalty 3725.173556 = -297030.510940 nChanged 90 SP:Iteration 5Q (31441.600000 sec): 3 clusters Score: Raw -300873.757255 + Penalty 3725.173556 = -297148.583699 nChanged 72 SP:Iteration 6Q (31441.790000 sec): 3 clusters Score: Raw -300954.750299 + Penalty 3725.173556 = -297229.576743 nChanged 55 SP:Iteration 7Q (31442.040000 sec): 3 clusters Score: Raw -301014.519384 + Penalty 3725.173556 = -297289.345828 nChanged 49 SP:Iteration 8Q (31442.250000 sec): 3 clusters Score: Raw -301060.097010 + Penalty 3725.173556 = -297334.923454 nChanged 32 SP:Iteration 9Q (31442.410000 sec): 3 clusters Score: Raw -301091.338036 + Penalty 3725.173556 = -297366.164480 nChanged 32 SP:Iteration 10Q (31442.630000 sec): 3 clusters Score: Raw -301127.510248 + Penalty 3725.173556 = -297402.336692 nChanged 27 SP:Iteration 11Q (31442.840000 sec): 3 clusters Score: Raw -301161.293210 + Penalty 3725.173556 = -297436.119654 nChanged 23 SP:Iteration 12Q (31443.060000 sec): 3 clusters Score: Raw -301186.621134 + Penalty 3725.173556 = -297461.447578 nChanged 15 SP:Iteration 13Q (31443.230000 sec): 3 clusters Score: Raw -301200.616992 + Penalty 3725.173556 = -297475.443436 nChanged 15 SP:Iteration 14Q (31443.440000 sec): 3 clusters Score: Raw -301215.215591 + Penalty 3725.173556 = -297490.042035 nChanged 16 SP:Iteration 15Q (31443.610000 sec): 3 clusters Score: Raw -301229.411564 + Penalty 3725.173556 = -297504.238008 nChanged 17 SP:Iteration 16Q (31443.850000 sec): 3 clusters Score: Raw -301251.139995 + Penalty 3725.173556 = -297525.966439 nChanged 13 SP:Iteration 17Q (31444.050000 sec): 3 clusters Score: Raw -301268.291010 + Penalty 3725.173556 = -297543.117454 nChanged 15 SP:Iteration 18Q (31444.220000 sec): 3 clusters Score: Raw -301280.260592 + Penalty 3725.173556 = -297555.087036 nChanged 10 SP:Iteration 19Q (31444.440000 sec): 3 clusters Score: Raw -301287.764212 + Penalty 3725.173556 = -297562.590656 nChanged 7 SP:Iteration 20F (31444.600000 sec): 3 clusters Score: Raw -301297.734329 + Penalty 3725.173556 = -297572.560773 nChanged 6 SP:Iteration 21Q (31444.820000 sec): 3 clusters Score: Raw -301319.229715 + Penalty 3725.173556 = -297594.056159 nChanged 11 SP:Iteration 22Q (31444.980000 sec): 3 clusters Score: Raw -301334.932744 + Penalty 3725.173556 = -297609.759188 nChanged 10 SP:Iteration 23Q (31445.210000 sec): 3 clusters Score: Raw -301347.402170 + Penalty 3725.173556 = -297622.228614 nChanged 12 SP:Iteration 24Q (31445.410000 sec): 3 clusters Score: Raw -301355.080083 + Penalty 3725.173556 = -297629.906527 nChanged 9 SP:Iteration 25Q (31445.590000 sec): 3 clusters Score: Raw -301361.698393 + Penalty 3725.173556 = -297636.524837 nChanged 9 SP:Iteration 26Q (31445.780000 sec): 3 clusters Score: Raw -301370.456902 + Penalty 3725.173556 = -297645.283346 nChanged 10 SP:Iteration 27Q (31445.930000 sec): 3 clusters Score: Raw -301377.960704 + Penalty 3725.173556 = -297652.787148 nChanged 11 SP:Iteration 28Q (31446.140000 sec): 3 clusters Score: Raw -301385.505279 + Penalty 3725.173556 = -297660.331723 nChanged 7 SP:Iteration 29Q (31446.300000 sec): 3 clusters Score: Raw -301389.588361 + Penalty 3725.173556 = -297664.414805 nChanged 6 SP:Iteration 30Q (31446.450000 sec): 3 clusters Score: Raw -301394.486710 + Penalty 3725.173556 = -297669.313154 nChanged 5 SP:Iteration 31Q (31446.640000 sec): 3 clusters Score: Raw -301402.131667 + Penalty 3725.173556 = -297676.958111 nChanged 8 SP:Iteration 32Q (31446.780000 sec): 3 clusters Score: Raw -301408.271831 + Penalty 3725.173556 = -297683.098275 nChanged 5 SP:Iteration 33Q (31446.980000 sec): 3 clusters Score: Raw -301410.965562 + Penalty 3725.173556 = -297685.792006 nChanged 1 SP:Iteration 34Q (31447.120000 sec): 3 clusters Score: Raw -301411.293744 + Penalty 3725.173556 = -297686.120188 nChanged 0 SP:Iteration 35F (31447.270000 sec): 3 clusters Score: Raw -301411.293744 + Penalty 3725.173556 = -297686.120188 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 47 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31447.380000 sec): 2 clusters Score: Raw -12815.045861 + Penalty 1218.338412 = -11596.707449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31447.520000 sec): 3 clusters Score: Raw -13132.314615 + Penalty 2436.676823 = -10695.637792 nChanged 4 SP:Iteration 1Q (31447.740000 sec): 3 clusters Score: Raw -13171.189747 + Penalty 2436.676823 = -10734.512924 nChanged 2 SP:Iteration 2Q (31447.900000 sec): 3 clusters Score: Raw -13189.430529 + Penalty 2436.676823 = -10752.753706 nChanged 1 SP:Iteration 3Q (31448.060000 sec): 3 clusters Score: Raw -13200.479498 + Penalty 2436.676823 = -10763.802675 nChanged 1 SP:Iteration 4Q (31448.280000 sec): 3 clusters Score: Raw -13207.202336 + Penalty 2436.676823 = -10770.525512 nChanged 0 SP:Iteration 5F (31448.460000 sec): 3 clusters Score: Raw -13207.202336 + Penalty 2436.676823 = -10770.525512 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 48 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31448.560000 sec): 2 clusters Score: Raw -57434.688449 + Penalty 1466.548745 = -55968.139704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31448.750000 sec): 3 clusters Score: Raw -57561.472517 + Penalty 2933.097491 = -54628.375026 nChanged 59 SP:Iteration 1F (31448.920000 sec): 3 clusters Score: Raw -57794.791622 + Penalty 2933.097491 = -54861.694131 nChanged 21 SP:Iteration 2F (31449.090000 sec): 3 clusters Score: Raw -57933.095495 + Penalty 2933.097491 = -54999.998004 nChanged 11 SP:Iteration 3Q (31449.300000 sec): 3 clusters Score: Raw -58074.148243 + Penalty 2933.097491 = -55141.050752 nChanged 10 SP:Iteration 4Q (31449.440000 sec): 3 clusters Score: Raw -58114.357725 + Penalty 2933.097491 = -55181.260234 nChanged 6 SP:Iteration 5Q (31449.640000 sec): 3 clusters Score: Raw -58142.646487 + Penalty 2933.097491 = -55209.548996 nChanged 4 SP:Iteration 6Q (31449.780000 sec): 3 clusters Score: Raw -58169.558815 + Penalty 2933.097491 = -55236.461324 nChanged 6 SP:Iteration 7Q (31449.980000 sec): 3 clusters Score: Raw -58221.148833 + Penalty 2933.097491 = -55288.051343 nChanged 9 SP:Iteration 8Q (31450.170000 sec): 3 clusters Score: Raw -58288.428688 + Penalty 2933.097491 = -55355.331197 nChanged 11 SP:Iteration 9Q (31450.380000 sec): 3 clusters Score: Raw -58330.596000 + Penalty 2933.097491 = -55397.498510 nChanged 3 SP:Iteration 10Q (31450.540000 sec): 3 clusters Score: Raw -58351.451168 + Penalty 2933.097491 = -55418.353677 nChanged 2 SP:Iteration 11Q (31450.770000 sec): 3 clusters Score: Raw -58356.747235 + Penalty 2933.097491 = -55423.649745 nChanged 1 SP:Iteration 12Q (31450.950000 sec): 3 clusters Score: Raw -58357.678557 + Penalty 2933.097491 = -55424.581066 nChanged 0 SP:Iteration 13F (31451.120000 sec): 3 clusters Score: Raw -58357.678557 + Penalty 2933.097491 = -55424.581066 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 49 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31451.240000 sec): 2 clusters Score: Raw -23419.037788 + Penalty 1405.273819 = -22013.763970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31451.400000 sec): 3 clusters Score: Raw -23791.905018 + Penalty 2810.547637 = -20981.357381 nChanged 59 SP:Iteration 1F (31451.570000 sec): 3 clusters Score: Raw -24114.554140 + Penalty 2810.547637 = -21304.006502 nChanged 17 SP:Iteration 2F (31451.800000 sec): 3 clusters Score: Raw -24207.211344 + Penalty 2810.547637 = -21396.663706 nChanged 12 SP:Iteration 3Q (31451.950000 sec): 3 clusters Score: Raw -24259.798517 + Penalty 2810.547637 = -21449.250880 nChanged 3 SP:Iteration 4Q (31452.110000 sec): 3 clusters Score: Raw -24276.609475 + Penalty 2810.547637 = -21466.061838 nChanged 2 SP:Iteration 5Q (31452.310000 sec): 3 clusters Score: Raw -24288.228538 + Penalty 2810.547637 = -21477.680900 nChanged 0 SP:Iteration 6F (31452.480000 sec): 3 clusters Score: Raw -24288.228538 + Penalty 2810.547637 = -21477.680900 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 50 (1137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31452.580000 sec): 2 clusters Score: Raw -195942.931908 + Penalty 1744.964826 = -194197.967081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31452.800000 sec): 3 clusters Score: Raw -195663.251683 + Penalty 3489.929653 = -192173.322030 nChanged 299 SP:Iteration 1F (31453.010000 sec): 3 clusters Score: Raw -196028.724168 + Penalty 3489.929653 = -192538.794515 nChanged 95 SP:Iteration 2F (31453.260000 sec): 3 clusters Score: Raw -196178.209608 + Penalty 3489.929653 = -192688.279955 nChanged 53 SP:Iteration 3Q (31453.470000 sec): 3 clusters Score: Raw -196259.853188 + Penalty 3489.929653 = -192769.923535 nChanged 34 SP:Iteration 4Q (31453.660000 sec): 3 clusters Score: Raw -196310.377371 + Penalty 3489.929653 = -192820.447718 nChanged 32 SP:Iteration 5Q (31453.840000 sec): 3 clusters Score: Raw -196368.503316 + Penalty 3489.929653 = -192878.573663 nChanged 21 SP:Iteration 6Q (31454.050000 sec): 3 clusters Score: Raw -196406.337259 + Penalty 3489.929653 = -192916.407607 nChanged 14 SP:Iteration 7Q (31454.260000 sec): 3 clusters Score: Raw -196432.103970 + Penalty 3489.929653 = -192942.174317 nChanged 15 SP:Iteration 8Q (31454.410000 sec): 3 clusters Score: Raw -196448.430841 + Penalty 3489.929653 = -192958.501188 nChanged 13 SP:Iteration 9Q (31454.600000 sec): 3 clusters Score: Raw -196463.823836 + Penalty 3489.929653 = -192973.894183 nChanged 12 SP:Iteration 10Q (31454.780000 sec): 3 clusters Score: Raw -196481.037350 + Penalty 3489.929653 = -192991.107697 nChanged 11 SP:Iteration 11Q (31455.010000 sec): 3 clusters Score: Raw -196498.175928 + Penalty 3489.929653 = -193008.246275 nChanged 9 SP:Iteration 12Q (31455.150000 sec): 3 clusters Score: Raw -196510.410873 + Penalty 3489.929653 = -193020.481220 nChanged 5 SP:Iteration 13Q (31455.360000 sec): 3 clusters Score: Raw -196518.488638 + Penalty 3489.929653 = -193028.558985 nChanged 8 SP:Iteration 14Q (31455.560000 sec): 3 clusters Score: Raw -196531.413136 + Penalty 3489.929653 = -193041.483483 nChanged 9 SP:Iteration 15Q (31455.770000 sec): 3 clusters Score: Raw -196544.948183 + Penalty 3489.929653 = -193055.018530 nChanged 5 SP:Iteration 16Q (31455.930000 sec): 3 clusters Score: Raw -196552.960922 + Penalty 3489.929653 = -193063.031269 nChanged 4 SP:Iteration 17Q (31456.120000 sec): 3 clusters Score: Raw -196556.945819 + Penalty 3489.929653 = -193067.016166 nChanged 2 SP:Iteration 18Q (31456.300000 sec): 3 clusters Score: Raw -196561.070056 + Penalty 3489.929653 = -193071.140403 nChanged 6 SP:Iteration 19Q (31456.470000 sec): 3 clusters Score: Raw -196570.488319 + Penalty 3489.929653 = -193080.558666 nChanged 4 SP:Iteration 20F (31456.640000 sec): 3 clusters Score: Raw -196574.929346 + Penalty 3489.929653 = -193084.999693 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 51 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31456.760000 sec): 2 clusters Score: Raw -26504.098971 + Penalty 1352.919637 = -25151.179335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31456.990000 sec): 3 clusters Score: Raw -26813.297438 + Penalty 2705.839273 = -24107.458165 nChanged 44 SP:Iteration 1F (31457.210000 sec): 3 clusters Score: Raw -26958.739384 + Penalty 2705.839273 = -24252.900111 nChanged 12 SP:Iteration 2F (31457.410000 sec): 3 clusters Score: Raw -27017.482819 + Penalty 2705.839273 = -24311.643546 nChanged 4 SP:Iteration 3Q (31457.600000 sec): 3 clusters Score: Raw -27033.413983 + Penalty 2705.839273 = -24327.574710 nChanged 1 SP:Iteration 4Q (31457.810000 sec): 3 clusters Score: Raw -27035.733847 + Penalty 2705.839273 = -24329.894574 nChanged 0 SP:Iteration 5F (31458.000000 sec): 3 clusters Score: Raw -27035.733847 + Penalty 2705.839273 = -24329.894574 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 52 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31458.120000 sec): 2 clusters Score: Raw -50241.266041 + Penalty 1401.817317 = -48839.448724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31458.290000 sec): 3 clusters Score: Raw -50397.118305 + Penalty 2803.634633 = -47593.483671 nChanged 30 SP:Iteration 1F (31458.500000 sec): 3 clusters Score: Raw -50476.980017 + Penalty 2803.634633 = -47673.345383 nChanged 2 SP:Iteration 2Q (31458.700000 sec): 3 clusters Score: Raw -50485.108669 + Penalty 2803.634633 = -47681.474035 nChanged 2 SP:Iteration 3Q (31458.860000 sec): 3 clusters Score: Raw -50498.004138 + Penalty 2803.634633 = -47694.369505 nChanged 4 SP:Iteration 4Q (31459.110000 sec): 3 clusters Score: Raw -50512.693067 + Penalty 2803.634633 = -47709.058434 nChanged 2 SP:Iteration 5Q (31459.310000 sec): 3 clusters Score: Raw -50517.768405 + Penalty 2803.634633 = -47714.133771 nChanged 0 SP:Iteration 6F (31459.470000 sec): 3 clusters Score: Raw -50517.768405 + Penalty 2803.634633 = -47714.133771 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 53 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31459.580000 sec): 2 clusters Score: Raw -46966.641464 + Penalty 1407.834943 = -45558.806521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31459.790000 sec): 3 clusters Score: Raw -47172.641002 + Penalty 2815.669886 = -44356.971116 nChanged 50 SP:Iteration 1F (31459.960000 sec): 3 clusters Score: Raw -47342.814549 + Penalty 2815.669886 = -44527.144663 nChanged 17 SP:Iteration 2F (31460.120000 sec): 3 clusters Score: Raw -47409.995412 + Penalty 2815.669886 = -44594.325526 nChanged 15 SP:Iteration 3F (31460.260000 sec): 3 clusters Score: Raw -47462.405783 + Penalty 2815.669886 = -44646.735897 nChanged 8 SP:Iteration 4Q (31460.400000 sec): 3 clusters Score: Raw -47504.816540 + Penalty 2815.669886 = -44689.146654 nChanged 7 SP:Iteration 5Q (31460.510000 sec): 3 clusters Score: Raw -47531.021501 + Penalty 2815.669886 = -44715.351615 nChanged 5 SP:Iteration 6Q (31460.620000 sec): 3 clusters Score: Raw -47544.581687 + Penalty 2815.669886 = -44728.911801 nChanged 3 SP:Iteration 7Q (31460.730000 sec): 3 clusters Score: Raw -47571.264377 + Penalty 2815.669886 = -44755.594491 nChanged 3 SP:Iteration 8Q (31460.840000 sec): 3 clusters Score: Raw -47596.996191 + Penalty 2815.669886 = -44781.326305 nChanged 2 SP:Iteration 9Q (31460.950000 sec): 3 clusters Score: Raw -47603.039653 + Penalty 2815.669886 = -44787.369767 nChanged 0 SP:Iteration 10F (31461.060000 sec): 3 clusters Score: Raw -47603.039653 + Penalty 2815.669886 = -44787.369767 nChanged 0 Deleting Class 40 (137 points): Lose 2762.769823 but Gain 3392.454501 Iteration 179Q (31503.250000 sec): 53 clusters Score: Raw -154757948.542547 + Penalty 176407.634069 = -154581540.908477 nChanged 142 Iteration 180F (31587.390000 sec): 53 clusters Score: Raw -154758813.491255 + Penalty 176407.634069 = -154582405.857186 nChanged 17 Iteration 181Q (31635.490000 sec): 53 clusters Score: Raw -154759016.669992 + Penalty 176407.634069 = -154582609.035923 nChanged 9 Iteration 182Q (31676.170000 sec): 53 clusters Score: Raw -154759092.965136 + Penalty 176407.634069 = -154582685.331067 nChanged 1 Iteration 183Q (31723.940000 sec): 53 clusters Score: Raw -154759107.675683 + Penalty 176407.634069 = -154582700.041614 nChanged 0 Iteration 184F (31807.960000 sec): 53 clusters Score: Raw -154759120.123390 + Penalty 176407.634069 = -154582712.489321 nChanged 3 Iteration 185Q (31854.790000 sec): 53 clusters Score: Raw -154759153.842904 + Penalty 176407.634069 = -154582746.208834 nChanged 3 Iteration 186Q (31906.270000 sec): 53 clusters Score: Raw -154759175.236277 + Penalty 176407.634069 = -154582767.602208 nChanged 1 Iteration 187Q (31956.830000 sec): 53 clusters Score: Raw -154759182.077422 + Penalty 176407.634069 = -154582774.443353 nChanged 0 Iteration 188F (32050.410000 sec): 53 clusters Score: Raw -154759183.423002 + Penalty 176407.634069 = -154582775.788933 nChanged 1 Iteration 189Q (32114.840000 sec): 53 clusters Score: Raw -154759190.982456 + Penalty 176407.634069 = -154582783.348387 nChanged 1 Iteration 190Q (32169.050000 sec): 53 clusters Score: Raw -154759198.507873 + Penalty 176407.634069 = -154582790.873804 nChanged 1 Iteration 191Q (32221.530000 sec): 53 clusters Score: Raw -154759206.861669 + Penalty 176407.634069 = -154582799.227600 nChanged 0 Iteration 192F (32309.840000 sec): 53 clusters Score: Raw -154759206.861669 + Penalty 176407.634069 = -154582799.227600 nChanged 0 Compute initial score before splitting: Score: Raw -154759206.861669 + Penalty 176407.634069 = -154582799.227600 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 1 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32309.950000 sec): 2 clusters Score: Raw -43978.904181 + Penalty 1403.551590 = -42575.352592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32310.150000 sec): 3 clusters Score: Raw -44237.667212 + Penalty 2807.103179 = -41430.564033 nChanged 42 SP:Iteration 1F (32310.310000 sec): 3 clusters Score: Raw -44423.750339 + Penalty 2807.103179 = -41616.647160 nChanged 11 SP:Iteration 2Q (32310.510000 sec): 3 clusters Score: Raw -44463.210304 + Penalty 2807.103179 = -41656.107125 nChanged 6 SP:Iteration 3Q (32310.660000 sec): 3 clusters Score: Raw -44476.680614 + Penalty 2807.103179 = -41669.577435 nChanged 1 SP:Iteration 4Q (32310.850000 sec): 3 clusters Score: Raw -44488.101735 + Penalty 2807.103179 = -41680.998556 nChanged 3 SP:Iteration 5Q (32311.030000 sec): 3 clusters Score: Raw -44502.270180 + Penalty 2807.103179 = -41695.167001 nChanged 1 SP:Iteration 6Q (32311.180000 sec): 3 clusters Score: Raw -44508.466352 + Penalty 2807.103179 = -41701.363173 nChanged 0 SP:Iteration 7F (32311.410000 sec): 3 clusters Score: Raw -44508.466352 + Penalty 2807.103179 = -41701.363173 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 2 (2670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32311.490000 sec): 2 clusters Score: Raw -489035.789741 + Penalty 1956.678770 = -487079.110971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32311.670000 sec): 3 clusters Score: Raw -487911.665877 + Penalty 3913.357541 = -483998.308336 nChanged 904 SP:Iteration 1F (32311.900000 sec): 3 clusters Score: Raw -488499.806432 + Penalty 3913.357541 = -484586.448892 nChanged 191 SP:Iteration 2F (32312.050000 sec): 3 clusters Score: Raw -488653.550348 + Penalty 3913.357541 = -484740.192808 nChanged 142 SP:Iteration 3F (32312.240000 sec): 3 clusters Score: Raw -488774.083242 + Penalty 3913.357541 = -484860.725702 nChanged 101 SP:Iteration 4Q (32312.420000 sec): 3 clusters Score: Raw -488850.610409 + Penalty 3913.357541 = -484937.252869 nChanged 65 SP:Iteration 5Q (32312.640000 sec): 3 clusters Score: Raw -488899.385746 + Penalty 3913.357541 = -484986.028206 nChanged 65 SP:Iteration 6Q (32312.820000 sec): 3 clusters Score: Raw -488943.472268 + Penalty 3913.357541 = -485030.114727 nChanged 43 SP:Iteration 7Q (32313.000000 sec): 3 clusters Score: Raw -488983.847631 + Penalty 3913.357541 = -485070.490090 nChanged 53 SP:Iteration 8Q (32313.220000 sec): 3 clusters Score: Raw -489031.473635 + Penalty 3913.357541 = -485118.116094 nChanged 49 SP:Iteration 9Q (32313.420000 sec): 3 clusters Score: Raw -489076.382597 + Penalty 3913.357541 = -485163.025056 nChanged 49 SP:Iteration 10Q (32313.580000 sec): 3 clusters Score: Raw -489115.445282 + Penalty 3913.357541 = -485202.087741 nChanged 51 SP:Iteration 11Q (32313.760000 sec): 3 clusters Score: Raw -489156.654775 + Penalty 3913.357541 = -485243.297235 nChanged 37 SP:Iteration 12Q (32313.920000 sec): 3 clusters Score: Raw -489186.630377 + Penalty 3913.357541 = -485273.272836 nChanged 39 SP:Iteration 13Q (32314.110000 sec): 3 clusters Score: Raw -489216.531149 + Penalty 3913.357541 = -485303.173608 nChanged 44 SP:Iteration 14Q (32314.280000 sec): 3 clusters Score: Raw -489250.230784 + Penalty 3913.357541 = -485336.873243 nChanged 46 SP:Iteration 15Q (32314.460000 sec): 3 clusters Score: Raw -489292.898613 + Penalty 3913.357541 = -485379.541073 nChanged 49 SP:Iteration 16Q (32314.650000 sec): 3 clusters Score: Raw -489335.014440 + Penalty 3913.357541 = -485421.656899 nChanged 46 SP:Iteration 17Q (32314.870000 sec): 3 clusters Score: Raw -489364.837245 + Penalty 3913.357541 = -485451.479704 nChanged 37 SP:Iteration 18Q (32315.080000 sec): 3 clusters Score: Raw -489392.790533 + Penalty 3913.357541 = -485479.432993 nChanged 35 SP:Iteration 19Q (32315.300000 sec): 3 clusters Score: Raw -489422.075281 + Penalty 3913.357541 = -485508.717740 nChanged 38 SP:Iteration 20F (32315.510000 sec): 3 clusters Score: Raw -489451.959340 + Penalty 3913.357541 = -485538.601799 nChanged 39 SP:Iteration 21Q (32315.710000 sec): 3 clusters Score: Raw -489484.254201 + Penalty 3913.357541 = -485570.896660 nChanged 48 SP:Iteration 22Q (32315.900000 sec): 3 clusters Score: Raw -489524.158221 + Penalty 3913.357541 = -485610.800681 nChanged 44 SP:Iteration 23Q (32316.070000 sec): 3 clusters Score: Raw -489560.680977 + Penalty 3913.357541 = -485647.323436 nChanged 53 SP:Iteration 24Q (32316.260000 sec): 3 clusters Score: Raw -489612.550807 + Penalty 3913.357541 = -485699.193266 nChanged 56 SP:Iteration 25Q (32316.440000 sec): 3 clusters Score: Raw -489665.584484 + Penalty 3913.357541 = -485752.226943 nChanged 50 SP:Iteration 26Q (32316.670000 sec): 3 clusters Score: Raw -489705.456861 + Penalty 3913.357541 = -485792.099320 nChanged 42 SP:Iteration 27Q (32316.820000 sec): 3 clusters Score: Raw -489736.120038 + Penalty 3913.357541 = -485822.762498 nChanged 42 SP:Iteration 28Q (32317.010000 sec): 3 clusters Score: Raw -489767.839292 + Penalty 3913.357541 = -485854.481752 nChanged 39 SP:Iteration 29Q (32317.160000 sec): 3 clusters Score: Raw -489800.499843 + Penalty 3913.357541 = -485887.142302 nChanged 46 SP:Iteration 30Q (32317.370000 sec): 3 clusters Score: Raw -489831.129872 + Penalty 3913.357541 = -485917.772331 nChanged 33 SP:Iteration 31Q (32317.540000 sec): 3 clusters Score: Raw -489858.919114 + Penalty 3913.357541 = -485945.561573 nChanged 32 SP:Iteration 32Q (32317.750000 sec): 3 clusters Score: Raw -489879.886615 + Penalty 3913.357541 = -485966.529074 nChanged 20 SP:Iteration 33Q (32317.980000 sec): 3 clusters Score: Raw -489896.705066 + Penalty 3913.357541 = -485983.347525 nChanged 21 SP:Iteration 34Q (32318.150000 sec): 3 clusters Score: Raw -489910.474294 + Penalty 3913.357541 = -485997.116753 nChanged 18 SP:Iteration 35Q (32318.310000 sec): 3 clusters Score: Raw -489924.820724 + Penalty 3913.357541 = -486011.463183 nChanged 19 SP:Iteration 36Q (32318.530000 sec): 3 clusters Score: Raw -489938.000955 + Penalty 3913.357541 = -486024.643414 nChanged 12 SP:Iteration 37Q (32318.710000 sec): 3 clusters Score: Raw -489945.683227 + Penalty 3913.357541 = -486032.325686 nChanged 13 SP:Iteration 38Q (32318.870000 sec): 3 clusters Score: Raw -489954.709332 + Penalty 3913.357541 = -486041.351791 nChanged 14 SP:Iteration 39Q (32319.050000 sec): 3 clusters Score: Raw -489964.746247 + Penalty 3913.357541 = -486051.388706 nChanged 16 SP:Iteration 40F (32319.260000 sec): 3 clusters Score: Raw -489978.358297 + Penalty 3913.357541 = -486065.000756 nChanged 14 SP:Iteration 41Q (32319.420000 sec): 3 clusters Score: Raw -489989.051386 + Penalty 3913.357541 = -486075.693845 nChanged 10 SP:Iteration 42Q (32319.650000 sec): 3 clusters Score: Raw -489997.092663 + Penalty 3913.357541 = -486083.735122 nChanged 10 SP:Iteration 43Q (32319.800000 sec): 3 clusters Score: Raw -490003.517517 + Penalty 3913.357541 = -486090.159976 nChanged 11 SP:Iteration 44Q (32319.980000 sec): 3 clusters Score: Raw -490010.697694 + Penalty 3913.357541 = -486097.340153 nChanged 16 SP:Iteration 45Q (32320.200000 sec): 3 clusters Score: Raw -490026.773316 + Penalty 3913.357541 = -486113.415775 nChanged 21 SP:Iteration 46Q (32320.340000 sec): 3 clusters Score: Raw -490047.689246 + Penalty 3913.357541 = -486134.331705 nChanged 21 SP:Iteration 47Q (32320.550000 sec): 3 clusters Score: Raw -490067.992380 + Penalty 3913.357541 = -486154.634839 nChanged 17 SP:Iteration 48Q (32320.710000 sec): 3 clusters Score: Raw -490085.956778 + Penalty 3913.357541 = -486172.599238 nChanged 13 SP:Iteration 49Q (32320.900000 sec): 3 clusters Score: Raw -490098.390559 + Penalty 3913.357541 = -486185.033018 nChanged 10 SP:Iteration 50Q (32321.060000 sec): 3 clusters Score: Raw -490109.272741 + Penalty 3913.357541 = -486195.915200 nChanged 7 SP:Iteration 51Q (32321.300000 sec): 3 clusters Score: Raw -490115.236578 + Penalty 3913.357541 = -486201.879037 nChanged 5 SP:Iteration 52Q (32321.470000 sec): 3 clusters Score: Raw -490120.235408 + Penalty 3913.357541 = -486206.877867 nChanged 6 SP:Iteration 53Q (32321.620000 sec): 3 clusters Score: Raw -490125.474384 + Penalty 3913.357541 = -486212.116844 nChanged 7 SP:Iteration 54Q (32321.820000 sec): 3 clusters Score: Raw -490132.143697 + Penalty 3913.357541 = -486218.786156 nChanged 10 SP:Iteration 55Q (32322.010000 sec): 3 clusters Score: Raw -490140.126951 + Penalty 3913.357541 = -486226.769410 nChanged 10 SP:Iteration 56Q (32322.210000 sec): 3 clusters Score: Raw -490147.283371 + Penalty 3913.357541 = -486233.925831 nChanged 5 SP:Iteration 57Q (32322.400000 sec): 3 clusters Score: Raw -490151.093528 + Penalty 3913.357541 = -486237.735988 nChanged 6 SP:Iteration 58Q (32322.580000 sec): 3 clusters Score: Raw -490156.613305 + Penalty 3913.357541 = -486243.255764 nChanged 9 SP:Iteration 59Q (32322.760000 sec): 3 clusters Score: Raw -490164.746040 + Penalty 3913.357541 = -486251.388499 nChanged 7 SP:Iteration 60F (32322.940000 sec): 3 clusters Score: Raw -490170.692209 + Penalty 3913.357541 = -486257.334669 nChanged 9 SP:Iteration 61Q (32323.180000 sec): 3 clusters Score: Raw -490179.328517 + Penalty 3913.357541 = -486265.970977 nChanged 8 SP:Iteration 62Q (32323.340000 sec): 3 clusters Score: Raw -490186.206968 + Penalty 3913.357541 = -486272.849428 nChanged 9 SP:Iteration 63Q (32323.490000 sec): 3 clusters Score: Raw -490196.400372 + Penalty 3913.357541 = -486283.042831 nChanged 13 SP:Iteration 64Q (32323.650000 sec): 3 clusters Score: Raw -490212.782146 + Penalty 3913.357541 = -486299.424605 nChanged 11 SP:Iteration 65Q (32323.820000 sec): 3 clusters Score: Raw -490224.505777 + Penalty 3913.357541 = -486311.148237 nChanged 7 SP:Iteration 66Q (32324.000000 sec): 3 clusters Score: Raw -490230.017905 + Penalty 3913.357541 = -486316.660365 nChanged 4 SP:Iteration 67Q (32324.160000 sec): 3 clusters Score: Raw -490232.261627 + Penalty 3913.357541 = -486318.904086 nChanged 2 SP:Iteration 68Q (32324.340000 sec): 3 clusters Score: Raw -490233.769971 + Penalty 3913.357541 = -486320.412430 nChanged 2 SP:Iteration 69Q (32324.460000 sec): 3 clusters Score: Raw -490235.321092 + Penalty 3913.357541 = -486321.963552 nChanged 4 SP:Iteration 70Q (32324.630000 sec): 3 clusters Score: Raw -490238.272218 + Penalty 3913.357541 = -486324.914678 nChanged 1 SP:Iteration 71Q (32324.810000 sec): 3 clusters Score: Raw -490238.721149 + Penalty 3913.357541 = -486325.363608 nChanged 0 SP:Iteration 72F (32324.990000 sec): 3 clusters Score: Raw -490238.721149 + Penalty 3913.357541 = -486325.363608 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 3 (1230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32325.060000 sec): 2 clusters Score: Raw -195260.924629 + Penalty 1764.462823 = -193496.461806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32325.260000 sec): 3 clusters Score: Raw -194963.025339 + Penalty 3528.925646 = -191434.099693 nChanged 361 SP:Iteration 1F (32325.470000 sec): 3 clusters Score: Raw -195407.637770 + Penalty 3528.925646 = -191878.712124 nChanged 112 SP:Iteration 2F (32325.680000 sec): 3 clusters Score: Raw -195607.472324 + Penalty 3528.925646 = -192078.546678 nChanged 77 SP:Iteration 3F (32325.830000 sec): 3 clusters Score: Raw -195745.622190 + Penalty 3528.925646 = -192216.696544 nChanged 55 SP:Iteration 4Q (32325.990000 sec): 3 clusters Score: Raw -195833.806268 + Penalty 3528.925646 = -192304.880622 nChanged 45 SP:Iteration 5Q (32326.130000 sec): 3 clusters Score: Raw -195904.017162 + Penalty 3528.925646 = -192375.091515 nChanged 31 SP:Iteration 6Q (32326.280000 sec): 3 clusters Score: Raw -195951.805069 + Penalty 3528.925646 = -192422.879422 nChanged 22 SP:Iteration 7Q (32326.460000 sec): 3 clusters Score: Raw -195984.745136 + Penalty 3528.925646 = -192455.819489 nChanged 20 SP:Iteration 8Q (32326.700000 sec): 3 clusters Score: Raw -196016.690537 + Penalty 3528.925646 = -192487.764890 nChanged 13 SP:Iteration 9Q (32326.890000 sec): 3 clusters Score: Raw -196036.604517 + Penalty 3528.925646 = -192507.678871 nChanged 10 SP:Iteration 10Q (32327.030000 sec): 3 clusters Score: Raw -196056.336344 + Penalty 3528.925646 = -192527.410698 nChanged 8 SP:Iteration 11Q (32327.260000 sec): 3 clusters Score: Raw -196070.960013 + Penalty 3528.925646 = -192542.034367 nChanged 6 SP:Iteration 12Q (32327.410000 sec): 3 clusters Score: Raw -196082.034488 + Penalty 3528.925646 = -192553.108841 nChanged 6 SP:Iteration 13Q (32327.600000 sec): 3 clusters Score: Raw -196091.658144 + Penalty 3528.925646 = -192562.732498 nChanged 11 SP:Iteration 14Q (32327.800000 sec): 3 clusters Score: Raw -196116.244681 + Penalty 3528.925646 = -192587.319035 nChanged 17 SP:Iteration 15Q (32327.970000 sec): 3 clusters Score: Raw -196150.178903 + Penalty 3528.925646 = -192621.253256 nChanged 14 SP:Iteration 16Q (32328.140000 sec): 3 clusters Score: Raw -196177.428162 + Penalty 3528.925646 = -192648.502516 nChanged 12 SP:Iteration 17Q (32328.350000 sec): 3 clusters Score: Raw -196197.370261 + Penalty 3528.925646 = -192668.444615 nChanged 18 SP:Iteration 18Q (32328.520000 sec): 3 clusters Score: Raw -196227.142009 + Penalty 3528.925646 = -192698.216363 nChanged 15 SP:Iteration 19Q (32328.720000 sec): 3 clusters Score: Raw -196252.385156 + Penalty 3528.925646 = -192723.459510 nChanged 13 SP:Iteration 20F (32328.920000 sec): 3 clusters Score: Raw -196274.878891 + Penalty 3528.925646 = -192745.953245 nChanged 21 SP:Iteration 21Q (32329.110000 sec): 3 clusters Score: Raw -196311.442249 + Penalty 3528.925646 = -192782.516602 nChanged 15 SP:Iteration 22Q (32329.310000 sec): 3 clusters Score: Raw -196335.353649 + Penalty 3528.925646 = -192806.428003 nChanged 20 SP:Iteration 23Q (32329.480000 sec): 3 clusters Score: Raw -196370.520010 + Penalty 3528.925646 = -192841.594364 nChanged 18 SP:Iteration 24Q (32329.690000 sec): 3 clusters Score: Raw -196411.797585 + Penalty 3528.925646 = -192882.871939 nChanged 12 SP:Iteration 25Q (32329.900000 sec): 3 clusters Score: Raw -196456.452420 + Penalty 3528.925646 = -192927.526774 nChanged 12 SP:Iteration 26Q (32330.050000 sec): 3 clusters Score: Raw -196474.846353 + Penalty 3528.925646 = -192945.920706 nChanged 5 SP:Iteration 27Q (32330.280000 sec): 3 clusters Score: Raw -196485.231303 + Penalty 3528.925646 = -192956.305657 nChanged 7 SP:Iteration 28Q (32330.460000 sec): 3 clusters Score: Raw -196496.717094 + Penalty 3528.925646 = -192967.791447 nChanged 7 SP:Iteration 29Q (32330.650000 sec): 3 clusters Score: Raw -196509.971130 + Penalty 3528.925646 = -192981.045484 nChanged 10 SP:Iteration 30Q (32330.850000 sec): 3 clusters Score: Raw -196526.816549 + Penalty 3528.925646 = -192997.890902 nChanged 5 SP:Iteration 31Q (32331.020000 sec): 3 clusters Score: Raw -196540.823275 + Penalty 3528.925646 = -193011.897628 nChanged 3 SP:Iteration 32Q (32331.240000 sec): 3 clusters Score: Raw -196547.062393 + Penalty 3528.925646 = -193018.136747 nChanged 3 SP:Iteration 33Q (32331.390000 sec): 3 clusters Score: Raw -196554.256086 + Penalty 3528.925646 = -193025.330439 nChanged 2 SP:Iteration 34Q (32331.550000 sec): 3 clusters Score: Raw -196557.049328 + Penalty 3528.925646 = -193028.123682 nChanged 1 SP:Iteration 35Q (32331.740000 sec): 3 clusters Score: Raw -196558.175632 + Penalty 3528.925646 = -193029.249986 nChanged 3 SP:Iteration 36Q (32331.920000 sec): 3 clusters Score: Raw -196562.088974 + Penalty 3528.925646 = -193033.163328 nChanged 1 SP:Iteration 37Q (32332.120000 sec): 3 clusters Score: Raw -196563.305430 + Penalty 3528.925646 = -193034.379784 nChanged 1 SP:Iteration 38Q (32332.300000 sec): 3 clusters Score: Raw -196563.972744 + Penalty 3528.925646 = -193035.047097 nChanged 0 SP:Iteration 39F (32332.500000 sec): 3 clusters Score: Raw -196563.972744 + Penalty 3528.925646 = -193035.047097 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 4 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32332.630000 sec): 2 clusters Score: Raw -91370.957732 + Penalty 1569.770785 = -89801.186948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32332.800000 sec): 3 clusters Score: Raw -91507.185521 + Penalty 3139.541569 = -88367.643952 nChanged 130 SP:Iteration 1F (32332.980000 sec): 3 clusters Score: Raw -92103.576967 + Penalty 3139.541569 = -88964.035398 nChanged 51 SP:Iteration 2F (32333.180000 sec): 3 clusters Score: Raw -92373.124596 + Penalty 3139.541569 = -89233.583027 nChanged 37 SP:Iteration 3F (32333.370000 sec): 3 clusters Score: Raw -92525.274205 + Penalty 3139.541569 = -89385.732636 nChanged 21 SP:Iteration 4Q (32333.540000 sec): 3 clusters Score: Raw -92590.347690 + Penalty 3139.541569 = -89450.806121 nChanged 13 SP:Iteration 5Q (32333.690000 sec): 3 clusters Score: Raw -92635.811767 + Penalty 3139.541569 = -89496.270198 nChanged 7 SP:Iteration 6Q (32333.870000 sec): 3 clusters Score: Raw -92674.748795 + Penalty 3139.541569 = -89535.207226 nChanged 8 SP:Iteration 7Q (32334.040000 sec): 3 clusters Score: Raw -92753.708497 + Penalty 3139.541569 = -89614.166927 nChanged 3 SP:Iteration 8Q (32334.300000 sec): 3 clusters Score: Raw -92768.461562 + Penalty 3139.541569 = -89628.919993 nChanged 3 SP:Iteration 9Q (32334.410000 sec): 3 clusters Score: Raw -92779.657220 + Penalty 3139.541569 = -89640.115651 nChanged 2 SP:Iteration 10Q (32334.550000 sec): 3 clusters Score: Raw -92786.243243 + Penalty 3139.541569 = -89646.701674 nChanged 0 SP:Iteration 11F (32334.750000 sec): 3 clusters Score: Raw -92786.243243 + Penalty 3139.541569 = -89646.701674 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 5 (52693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32335.080000 sec): 2 clusters Score: Raw -9932754.060206 + Penalty 2696.314999 = -9930057.745207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32335.550000 sec): 3 clusters Score: Raw -9900076.167551 + Penalty 5392.629998 = -9894683.537553 nChanged 24365 SP:Iteration 1F (32335.980000 sec): 3 clusters Score: Raw -9913678.238215 + Penalty 5392.629998 = -9908285.608218 nChanged 2147 SP:Iteration 2Q (32336.440000 sec): 3 clusters Score: Raw -9914329.232117 + Penalty 5392.629998 = -9908936.602120 nChanged 2243 SP:Iteration 3Q (32336.940000 sec): 3 clusters Score: Raw -9915088.942326 + Penalty 5392.629998 = -9909696.312328 nChanged 2360 SP:Iteration 4Q (32337.380000 sec): 3 clusters Score: Raw -9916050.000560 + Penalty 5392.629998 = -9910657.370562 nChanged 2693 SP:Iteration 5F (32337.780000 sec): 3 clusters Score: Raw -9917420.505398 + Penalty 5392.629998 = -9912027.875400 nChanged 3225 SP:Iteration 6F (32338.230000 sec): 3 clusters Score: Raw -9919488.164257 + Penalty 5392.629998 = -9914095.534260 nChanged 3691 SP:Iteration 7F (32338.750000 sec): 3 clusters Score: Raw -9922376.854331 + Penalty 5392.629998 = -9916984.224334 nChanged 3926 SP:Iteration 8F (32339.190000 sec): 3 clusters Score: Raw -9925921.856116 + Penalty 5392.629998 = -9920529.226118 nChanged 3346 SP:Iteration 9F (32339.610000 sec): 3 clusters Score: Raw -9929143.931432 + Penalty 5392.629998 = -9923751.301435 nChanged 2236 SP:Iteration 10Q (32340.130000 sec): 3 clusters Score: Raw -9931255.690031 + Penalty 5392.629998 = -9925863.060033 nChanged 1077 SP:Iteration 11Q (32340.570000 sec): 3 clusters Score: Raw -9932205.193274 + Penalty 5392.629998 = -9926812.563276 nChanged 468 SP:Iteration 12Q (32341.040000 sec): 3 clusters Score: Raw -9932655.032052 + Penalty 5392.629998 = -9927262.402055 nChanged 179 SP:Iteration 13Q (32341.450000 sec): 3 clusters Score: Raw -9932848.109216 + Penalty 5392.629998 = -9927455.479219 nChanged 70 SP:Iteration 14Q (32341.860000 sec): 3 clusters Score: Raw -9932935.073017 + Penalty 5392.629998 = -9927542.443020 nChanged 47 SP:Iteration 15Q (32342.320000 sec): 3 clusters Score: Raw -9932988.754066 + Penalty 5392.629998 = -9927596.124069 nChanged 23 SP:Iteration 16Q (32342.750000 sec): 3 clusters Score: Raw -9933017.400032 + Penalty 5392.629998 = -9927624.770035 nChanged 13 SP:Iteration 17Q (32343.250000 sec): 3 clusters Score: Raw -9933033.916346 + Penalty 5392.629998 = -9927641.286348 nChanged 7 SP:Iteration 18Q (32343.650000 sec): 3 clusters Score: Raw -9933043.384365 + Penalty 5392.629998 = -9927650.754367 nChanged 7 SP:Iteration 19Q (32344.030000 sec): 3 clusters Score: Raw -9933052.150458 + Penalty 5392.629998 = -9927659.520461 nChanged 3 SP:Iteration 20F (32344.510000 sec): 3 clusters Score: Raw -9933055.283122 + Penalty 5392.629998 = -9927662.653124 nChanged 2 SP:Iteration 21Q (32344.930000 sec): 3 clusters Score: Raw -9933058.450966 + Penalty 5392.629998 = -9927665.820968 nChanged 3 SP:Iteration 22Q (32345.360000 sec): 3 clusters Score: Raw -9933061.818263 + Penalty 5392.629998 = -9927669.188265 nChanged 4 SP:Iteration 23Q (32345.840000 sec): 3 clusters Score: Raw -9933066.204515 + Penalty 5392.629998 = -9927673.574517 nChanged 1 SP:Iteration 24Q (32346.260000 sec): 3 clusters Score: Raw -9933067.174836 + Penalty 5392.629998 = -9927674.544838 nChanged 1 SP:Iteration 25Q (32346.670000 sec): 3 clusters Score: Raw -9933067.679900 + Penalty 5392.629998 = -9927675.049902 nChanged 1 SP:Iteration 26Q (32347.070000 sec): 3 clusters Score: Raw -9933068.081341 + Penalty 5392.629998 = -9927675.451344 nChanged 0 SP:Iteration 27F (32347.480000 sec): 3 clusters Score: Raw -9933068.081341 + Penalty 5392.629998 = -9927675.451344 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 6 (22957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32347.680000 sec): 2 clusters Score: Raw -3940858.875334 + Penalty 2490.261789 = -3938368.613545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32348.040000 sec): 3 clusters Score: Raw -3927270.028118 + Penalty 4980.523577 = -3922289.504541 nChanged 10149 SP:Iteration 1F (32348.300000 sec): 3 clusters Score: Raw -3932754.781738 + Penalty 4980.523577 = -3927774.258160 nChanged 1176 SP:Iteration 2F (32348.570000 sec): 3 clusters Score: Raw -3933182.771736 + Penalty 4980.523577 = -3928202.248158 nChanged 1056 SP:Iteration 3Q (32348.920000 sec): 3 clusters Score: Raw -3933627.174825 + Penalty 4980.523577 = -3928646.651248 nChanged 1085 SP:Iteration 4Q (32349.230000 sec): 3 clusters Score: Raw -3934135.849509 + Penalty 4980.523577 = -3929155.325932 nChanged 1099 SP:Iteration 5Q (32349.560000 sec): 3 clusters Score: Raw -3934741.167453 + Penalty 4980.523577 = -3929760.643876 nChanged 1241 SP:Iteration 6F (32349.850000 sec): 3 clusters Score: Raw -3935481.101304 + Penalty 4980.523577 = -3930500.577727 nChanged 1276 SP:Iteration 7F (32350.220000 sec): 3 clusters Score: Raw -3936261.438061 + Penalty 4980.523577 = -3931280.914483 nChanged 1274 SP:Iteration 8F (32350.530000 sec): 3 clusters Score: Raw -3937040.579437 + Penalty 4980.523577 = -3932060.055860 nChanged 1180 SP:Iteration 9F (32350.870000 sec): 3 clusters Score: Raw -3937744.293973 + Penalty 4980.523577 = -3932763.770396 nChanged 1058 SP:Iteration 10Q (32351.160000 sec): 3 clusters Score: Raw -3938309.763634 + Penalty 4980.523577 = -3933329.240057 nChanged 914 SP:Iteration 11Q (32351.460000 sec): 3 clusters Score: Raw -3938732.466982 + Penalty 4980.523577 = -3933751.943405 nChanged 711 SP:Iteration 12Q (32351.770000 sec): 3 clusters Score: Raw -3939031.562548 + Penalty 4980.523577 = -3934051.038971 nChanged 584 SP:Iteration 13Q (32352.060000 sec): 3 clusters Score: Raw -3939262.108828 + Penalty 4980.523577 = -3934281.585251 nChanged 481 SP:Iteration 14Q (32352.300000 sec): 3 clusters Score: Raw -3939450.148024 + Penalty 4980.523577 = -3934469.624447 nChanged 416 SP:Iteration 15Q (32352.620000 sec): 3 clusters Score: Raw -3939634.650158 + Penalty 4980.523577 = -3934654.126581 nChanged 388 SP:Iteration 16Q (32352.920000 sec): 3 clusters Score: Raw -3939818.948377 + Penalty 4980.523577 = -3934838.424800 nChanged 363 SP:Iteration 17Q (32353.180000 sec): 3 clusters Score: Raw -3939978.515045 + Penalty 4980.523577 = -3934997.991467 nChanged 285 SP:Iteration 18Q (32353.440000 sec): 3 clusters Score: Raw -3940080.276037 + Penalty 4980.523577 = -3935099.752460 nChanged 247 SP:Iteration 19Q (32353.740000 sec): 3 clusters Score: Raw -3940159.061944 + Penalty 4980.523577 = -3935178.538366 nChanged 212 SP:Iteration 20F (32354.090000 sec): 3 clusters Score: Raw -3940216.744986 + Penalty 4980.523577 = -3935236.221409 nChanged 182 SP:Iteration 21Q (32354.450000 sec): 3 clusters Score: Raw -3940257.305864 + Penalty 4980.523577 = -3935276.782287 nChanged 165 SP:Iteration 22Q (32354.730000 sec): 3 clusters Score: Raw -3940295.708852 + Penalty 4980.523577 = -3935315.185275 nChanged 162 SP:Iteration 23Q (32355.060000 sec): 3 clusters Score: Raw -3940336.883399 + Penalty 4980.523577 = -3935356.359822 nChanged 168 SP:Iteration 24Q (32355.360000 sec): 3 clusters Score: Raw -3940377.333513 + Penalty 4980.523577 = -3935396.809936 nChanged 147 SP:Iteration 25Q (32355.690000 sec): 3 clusters Score: Raw -3940407.580097 + Penalty 4980.523577 = -3935427.056520 nChanged 136 SP:Iteration 26Q (32355.950000 sec): 3 clusters Score: Raw -3940441.856335 + Penalty 4980.523577 = -3935461.332758 nChanged 148 SP:Iteration 27Q (32356.330000 sec): 3 clusters Score: Raw -3940474.339026 + Penalty 4980.523577 = -3935493.815448 nChanged 138 SP:Iteration 28Q (32356.620000 sec): 3 clusters Score: Raw -3940503.782924 + Penalty 4980.523577 = -3935523.259347 nChanged 117 SP:Iteration 29Q (32356.930000 sec): 3 clusters Score: Raw -3940525.517148 + Penalty 4980.523577 = -3935544.993570 nChanged 106 SP:Iteration 30Q (32357.210000 sec): 3 clusters Score: Raw -3940544.005637 + Penalty 4980.523577 = -3935563.482060 nChanged 84 SP:Iteration 31Q (32357.550000 sec): 3 clusters Score: Raw -3940559.804520 + Penalty 4980.523577 = -3935579.280942 nChanged 85 SP:Iteration 32Q (32357.840000 sec): 3 clusters Score: Raw -3940574.395372 + Penalty 4980.523577 = -3935593.871794 nChanged 79 SP:Iteration 33Q (32358.150000 sec): 3 clusters Score: Raw -3940585.125476 + Penalty 4980.523577 = -3935604.601899 nChanged 67 SP:Iteration 34Q (32358.490000 sec): 3 clusters Score: Raw -3940594.796112 + Penalty 4980.523577 = -3935614.272535 nChanged 46 SP:Iteration 35Q (32358.760000 sec): 3 clusters Score: Raw -3940600.594456 + Penalty 4980.523577 = -3935620.070878 nChanged 44 SP:Iteration 36Q (32359.060000 sec): 3 clusters Score: Raw -3940605.775732 + Penalty 4980.523577 = -3935625.252155 nChanged 50 SP:Iteration 37Q (32359.380000 sec): 3 clusters Score: Raw -3940611.769293 + Penalty 4980.523577 = -3935631.245716 nChanged 46 SP:Iteration 38Q (32359.670000 sec): 3 clusters Score: Raw -3940616.795630 + Penalty 4980.523577 = -3935636.272053 nChanged 41 SP:Iteration 39Q (32359.950000 sec): 3 clusters Score: Raw -3940621.541714 + Penalty 4980.523577 = -3935641.018137 nChanged 44 SP:Iteration 40F (32360.230000 sec): 3 clusters Score: Raw -3940626.511306 + Penalty 4980.523577 = -3935645.987728 nChanged 30 SP:Iteration 41Q (32360.520000 sec): 3 clusters Score: Raw -3940629.629167 + Penalty 4980.523577 = -3935649.105590 nChanged 24 SP:Iteration 42Q (32360.790000 sec): 3 clusters Score: Raw -3940631.831485 + Penalty 4980.523577 = -3935651.307907 nChanged 19 SP:Iteration 43Q (32361.090000 sec): 3 clusters Score: Raw -3940633.366468 + Penalty 4980.523577 = -3935652.842891 nChanged 19 SP:Iteration 44Q (32361.420000 sec): 3 clusters Score: Raw -3940635.131856 + Penalty 4980.523577 = -3935654.608279 nChanged 19 SP:Iteration 45Q (32361.710000 sec): 3 clusters Score: Raw -3940636.612942 + Penalty 4980.523577 = -3935656.089365 nChanged 16 SP:Iteration 46Q (32361.990000 sec): 3 clusters Score: Raw -3940637.883430 + Penalty 4980.523577 = -3935657.359852 nChanged 15 SP:Iteration 47Q (32362.270000 sec): 3 clusters Score: Raw -3940639.316802 + Penalty 4980.523577 = -3935658.793225 nChanged 20 SP:Iteration 48Q (32362.570000 sec): 3 clusters Score: Raw -3940641.158279 + Penalty 4980.523577 = -3935660.634702 nChanged 20 SP:Iteration 49Q (32362.850000 sec): 3 clusters Score: Raw -3940642.989821 + Penalty 4980.523577 = -3935662.466244 nChanged 19 SP:Iteration 50Q (32363.180000 sec): 3 clusters Score: Raw -3940644.463372 + Penalty 4980.523577 = -3935663.939795 nChanged 19 SP:Iteration 51Q (32363.450000 sec): 3 clusters Score: Raw -3940646.254513 + Penalty 4980.523577 = -3935665.730936 nChanged 17 SP:Iteration 52Q (32363.710000 sec): 3 clusters Score: Raw -3940647.648352 + Penalty 4980.523577 = -3935667.124775 nChanged 15 SP:Iteration 53Q (32364.010000 sec): 3 clusters Score: Raw -3940648.992065 + Penalty 4980.523577 = -3935668.468487 nChanged 11 SP:Iteration 54Q (32364.230000 sec): 3 clusters Score: Raw -3940650.161282 + Penalty 4980.523577 = -3935669.637705 nChanged 10 SP:Iteration 55Q (32364.570000 sec): 3 clusters Score: Raw -3940651.068110 + Penalty 4980.523577 = -3935670.544533 nChanged 7 SP:Iteration 56Q (32364.830000 sec): 3 clusters Score: Raw -3940652.065262 + Penalty 4980.523577 = -3935671.541685 nChanged 8 SP:Iteration 57Q (32365.140000 sec): 3 clusters Score: Raw -3940652.742226 + Penalty 4980.523577 = -3935672.218649 nChanged 9 SP:Iteration 58Q (32365.390000 sec): 3 clusters Score: Raw -3940653.526842 + Penalty 4980.523577 = -3935673.003265 nChanged 9 SP:Iteration 59Q (32365.680000 sec): 3 clusters Score: Raw -3940654.404503 + Penalty 4980.523577 = -3935673.880925 nChanged 11 SP:Iteration 60F (32365.950000 sec): 3 clusters Score: Raw -3940655.528187 + Penalty 4980.523577 = -3935675.004610 nChanged 6 SP:Iteration 61Q (32366.180000 sec): 3 clusters Score: Raw -3940655.987154 + Penalty 4980.523577 = -3935675.463576 nChanged 7 SP:Iteration 62Q (32366.500000 sec): 3 clusters Score: Raw -3940656.611561 + Penalty 4980.523577 = -3935676.087984 nChanged 5 SP:Iteration 63Q (32366.810000 sec): 3 clusters Score: Raw -3940656.966688 + Penalty 4980.523577 = -3935676.443111 nChanged 2 SP:Iteration 64Q (32367.060000 sec): 3 clusters Score: Raw -3940657.136748 + Penalty 4980.523577 = -3935676.613170 nChanged 5 SP:Iteration 65Q (32367.350000 sec): 3 clusters Score: Raw -3940657.670404 + Penalty 4980.523577 = -3935677.146827 nChanged 3 SP:Iteration 66Q (32367.650000 sec): 3 clusters Score: Raw -3940658.323421 + Penalty 4980.523577 = -3935677.799843 nChanged 7 SP:Iteration 67Q (32367.910000 sec): 3 clusters Score: Raw -3940658.910045 + Penalty 4980.523577 = -3935678.386468 nChanged 7 SP:Iteration 68Q (32368.230000 sec): 3 clusters Score: Raw -3940659.375677 + Penalty 4980.523577 = -3935678.852100 nChanged 10 SP:Iteration 69Q (32368.490000 sec): 3 clusters Score: Raw -3940660.237021 + Penalty 4980.523577 = -3935679.713444 nChanged 9 SP:Iteration 70Q (32368.760000 sec): 3 clusters Score: Raw -3940660.823942 + Penalty 4980.523577 = -3935680.300365 nChanged 7 SP:Iteration 71Q (32369.050000 sec): 3 clusters Score: Raw -3940661.357882 + Penalty 4980.523577 = -3935680.834305 nChanged 3 SP:Iteration 72Q (32369.330000 sec): 3 clusters Score: Raw -3940661.479511 + Penalty 4980.523577 = -3935680.955934 nChanged 2 SP:Iteration 73Q (32369.610000 sec): 3 clusters Score: Raw -3940661.548256 + Penalty 4980.523577 = -3935681.024679 nChanged 1 SP:Iteration 74Q (32369.890000 sec): 3 clusters Score: Raw -3940661.642953 + Penalty 4980.523577 = -3935681.119376 nChanged 2 SP:Iteration 75Q (32370.200000 sec): 3 clusters Score: Raw -3940661.913531 + Penalty 4980.523577 = -3935681.389954 nChanged 4 SP:Iteration 76Q (32370.480000 sec): 3 clusters Score: Raw -3940662.252462 + Penalty 4980.523577 = -3935681.728885 nChanged 4 SP:Iteration 77Q (32370.770000 sec): 3 clusters Score: Raw -3940662.829966 + Penalty 4980.523577 = -3935682.306389 nChanged 5 SP:Iteration 78Q (32371.070000 sec): 3 clusters Score: Raw -3940663.273009 + Penalty 4980.523577 = -3935682.749431 nChanged 13 SP:Iteration 79Q (32371.330000 sec): 3 clusters Score: Raw -3940664.307659 + Penalty 4980.523577 = -3935683.784082 nChanged 13 SP:Iteration 80F (32371.670000 sec): 3 clusters Score: Raw -3940665.540221 + Penalty 4980.523577 = -3935685.016644 nChanged 9 SP:Iteration 81Q (32371.950000 sec): 3 clusters Score: Raw -3940666.265848 + Penalty 4980.523577 = -3935685.742270 nChanged 8 SP:Iteration 82Q (32372.300000 sec): 3 clusters Score: Raw -3940666.909845 + Penalty 4980.523577 = -3935686.386267 nChanged 8 SP:Iteration 83Q (32372.600000 sec): 3 clusters Score: Raw -3940667.522499 + Penalty 4980.523577 = -3935686.998921 nChanged 7 SP:Iteration 84Q (32372.850000 sec): 3 clusters Score: Raw -3940668.083653 + Penalty 4980.523577 = -3935687.560076 nChanged 3 SP:Iteration 85Q (32373.140000 sec): 3 clusters Score: Raw -3940668.331159 + Penalty 4980.523577 = -3935687.807582 nChanged 0 SP:Iteration 86F (32373.430000 sec): 3 clusters Score: Raw -3940668.331159 + Penalty 4980.523577 = -3935687.807582 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 7 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32373.530000 sec): 2 clusters Score: Raw -23980.495491 + Penalty 1283.685134 = -22696.810358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32373.720000 sec): 3 clusters Score: Raw -24375.442748 + Penalty 2567.370267 = -21808.072481 nChanged 33 SP:Iteration 1F (32373.920000 sec): 3 clusters Score: Raw -24577.959936 + Penalty 2567.370267 = -22010.589668 nChanged 13 SP:Iteration 2F (32374.030000 sec): 3 clusters Score: Raw -24656.697818 + Penalty 2567.370267 = -22089.327551 nChanged 7 SP:Iteration 3Q (32374.150000 sec): 3 clusters Score: Raw -24719.142370 + Penalty 2567.370267 = -22151.772102 nChanged 3 SP:Iteration 4Q (32374.310000 sec): 3 clusters Score: Raw -24744.373208 + Penalty 2567.370267 = -22177.002940 nChanged 0 SP:Iteration 5F (32374.510000 sec): 3 clusters Score: Raw -24744.373208 + Penalty 2567.370267 = -22177.002940 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 8 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32374.620000 sec): 2 clusters Score: Raw -124259.917585 + Penalty 1627.486135 = -122632.431449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32374.770000 sec): 3 clusters Score: Raw -124207.524733 + Penalty 3254.972270 = -120952.552462 nChanged 164 SP:Iteration 1F (32374.970000 sec): 3 clusters Score: Raw -124515.139846 + Penalty 3254.972270 = -121260.167575 nChanged 63 SP:Iteration 2F (32375.110000 sec): 3 clusters Score: Raw -124727.941113 + Penalty 3254.972270 = -121472.968843 nChanged 49 SP:Iteration 3F (32375.330000 sec): 3 clusters Score: Raw -124909.529346 + Penalty 3254.972270 = -121654.557076 nChanged 45 SP:Iteration 4F (32375.510000 sec): 3 clusters Score: Raw -125102.445951 + Penalty 3254.972270 = -121847.473681 nChanged 34 SP:Iteration 5Q (32375.630000 sec): 3 clusters Score: Raw -125222.032910 + Penalty 3254.972270 = -121967.060640 nChanged 28 SP:Iteration 6Q (32375.820000 sec): 3 clusters Score: Raw -125341.642834 + Penalty 3254.972270 = -122086.670563 nChanged 23 SP:Iteration 7Q (32376.020000 sec): 3 clusters Score: Raw -125433.337288 + Penalty 3254.972270 = -122178.365017 nChanged 15 SP:Iteration 8Q (32376.170000 sec): 3 clusters Score: Raw -125504.021257 + Penalty 3254.972270 = -122249.048986 nChanged 9 SP:Iteration 9Q (32376.400000 sec): 3 clusters Score: Raw -125546.496007 + Penalty 3254.972270 = -122291.523736 nChanged 13 SP:Iteration 10Q (32376.540000 sec): 3 clusters Score: Raw -125581.608615 + Penalty 3254.972270 = -122326.636345 nChanged 4 SP:Iteration 11Q (32376.700000 sec): 3 clusters Score: Raw -125590.356413 + Penalty 3254.972270 = -122335.384143 nChanged 2 SP:Iteration 12Q (32376.870000 sec): 3 clusters Score: Raw -125595.859071 + Penalty 3254.972270 = -122340.886801 nChanged 2 SP:Iteration 13Q (32377.060000 sec): 3 clusters Score: Raw -125600.338875 + Penalty 3254.972270 = -122345.366605 nChanged 1 SP:Iteration 14Q (32377.210000 sec): 3 clusters Score: Raw -125601.983690 + Penalty 3254.972270 = -122347.011420 nChanged 0 SP:Iteration 15F (32377.430000 sec): 3 clusters Score: Raw -125601.983690 + Penalty 3254.972270 = -122347.011420 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 9 (7535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32377.530000 sec): 2 clusters Score: Raw -1310127.697881 + Penalty 2213.973900 = -1307913.723982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32377.740000 sec): 3 clusters Score: Raw -1306219.995384 + Penalty 4427.947799 = -1301792.047585 nChanged 3048 SP:Iteration 1F (32377.950000 sec): 3 clusters Score: Raw -1308221.374778 + Penalty 4427.947799 = -1303793.426979 nChanged 638 SP:Iteration 2F (32378.210000 sec): 3 clusters Score: Raw -1308687.309991 + Penalty 4427.947799 = -1304259.362192 nChanged 497 SP:Iteration 3F (32378.390000 sec): 3 clusters Score: Raw -1309002.811534 + Penalty 4427.947799 = -1304574.863735 nChanged 369 SP:Iteration 4Q (32378.590000 sec): 3 clusters Score: Raw -1309234.463134 + Penalty 4427.947799 = -1304806.515335 nChanged 333 SP:Iteration 5Q (32378.800000 sec): 3 clusters Score: Raw -1309436.994242 + Penalty 4427.947799 = -1305009.046443 nChanged 309 SP:Iteration 6Q (32379.050000 sec): 3 clusters Score: Raw -1309615.091374 + Penalty 4427.947799 = -1305187.143575 nChanged 302 SP:Iteration 7Q (32379.290000 sec): 3 clusters Score: Raw -1309780.472083 + Penalty 4427.947799 = -1305352.524284 nChanged 236 SP:Iteration 8Q (32379.470000 sec): 3 clusters Score: Raw -1309890.784382 + Penalty 4427.947799 = -1305462.836582 nChanged 191 SP:Iteration 9Q (32379.690000 sec): 3 clusters Score: Raw -1309977.977108 + Penalty 4427.947799 = -1305550.029309 nChanged 164 SP:Iteration 10Q (32379.890000 sec): 3 clusters Score: Raw -1310043.730136 + Penalty 4427.947799 = -1305615.782337 nChanged 142 SP:Iteration 11Q (32380.090000 sec): 3 clusters Score: Raw -1310106.307031 + Penalty 4427.947799 = -1305678.359232 nChanged 147 SP:Iteration 12Q (32380.320000 sec): 3 clusters Score: Raw -1310168.914522 + Penalty 4427.947799 = -1305740.966723 nChanged 121 SP:Iteration 13Q (32380.550000 sec): 3 clusters Score: Raw -1310219.717694 + Penalty 4427.947799 = -1305791.769895 nChanged 102 SP:Iteration 14Q (32380.790000 sec): 3 clusters Score: Raw -1310258.442753 + Penalty 4427.947799 = -1305830.494954 nChanged 90 SP:Iteration 15Q (32381.000000 sec): 3 clusters Score: Raw -1310291.666339 + Penalty 4427.947799 = -1305863.718540 nChanged 85 SP:Iteration 16Q (32381.240000 sec): 3 clusters Score: Raw -1310320.290598 + Penalty 4427.947799 = -1305892.342799 nChanged 64 SP:Iteration 17Q (32381.500000 sec): 3 clusters Score: Raw -1310339.634178 + Penalty 4427.947799 = -1305911.686379 nChanged 56 SP:Iteration 18Q (32381.710000 sec): 3 clusters Score: Raw -1310353.653399 + Penalty 4427.947799 = -1305925.705600 nChanged 50 SP:Iteration 19Q (32381.940000 sec): 3 clusters Score: Raw -1310365.358550 + Penalty 4427.947799 = -1305937.410751 nChanged 41 SP:Iteration 20F (32382.140000 sec): 3 clusters Score: Raw -1310376.449570 + Penalty 4427.947799 = -1305948.501771 nChanged 46 SP:Iteration 21Q (32382.360000 sec): 3 clusters Score: Raw -1310389.038847 + Penalty 4427.947799 = -1305961.091048 nChanged 47 SP:Iteration 22Q (32382.550000 sec): 3 clusters Score: Raw -1310400.796223 + Penalty 4427.947799 = -1305972.848424 nChanged 41 SP:Iteration 23Q (32382.780000 sec): 3 clusters Score: Raw -1310411.370943 + Penalty 4427.947799 = -1305983.423144 nChanged 31 SP:Iteration 24Q (32382.990000 sec): 3 clusters Score: Raw -1310419.005810 + Penalty 4427.947799 = -1305991.058011 nChanged 26 SP:Iteration 25Q (32383.200000 sec): 3 clusters Score: Raw -1310425.075081 + Penalty 4427.947799 = -1305997.127282 nChanged 25 SP:Iteration 26Q (32383.390000 sec): 3 clusters Score: Raw -1310430.431156 + Penalty 4427.947799 = -1306002.483356 nChanged 32 SP:Iteration 27Q (32383.600000 sec): 3 clusters Score: Raw -1310437.873917 + Penalty 4427.947799 = -1306009.926118 nChanged 29 SP:Iteration 28Q (32383.820000 sec): 3 clusters Score: Raw -1310444.470515 + Penalty 4427.947799 = -1306016.522716 nChanged 29 SP:Iteration 29Q (32384.050000 sec): 3 clusters Score: Raw -1310452.134658 + Penalty 4427.947799 = -1306024.186859 nChanged 26 SP:Iteration 30Q (32384.270000 sec): 3 clusters Score: Raw -1310456.971828 + Penalty 4427.947799 = -1306029.024029 nChanged 18 SP:Iteration 31Q (32384.480000 sec): 3 clusters Score: Raw -1310461.329081 + Penalty 4427.947799 = -1306033.381282 nChanged 20 SP:Iteration 32Q (32384.680000 sec): 3 clusters Score: Raw -1310465.008482 + Penalty 4427.947799 = -1306037.060683 nChanged 17 SP:Iteration 33Q (32384.890000 sec): 3 clusters Score: Raw -1310468.888948 + Penalty 4427.947799 = -1306040.941149 nChanged 15 SP:Iteration 34Q (32385.140000 sec): 3 clusters Score: Raw -1310472.139036 + Penalty 4427.947799 = -1306044.191237 nChanged 9 SP:Iteration 35Q (32385.330000 sec): 3 clusters Score: Raw -1310474.955057 + Penalty 4427.947799 = -1306047.007258 nChanged 22 SP:Iteration 36Q (32385.570000 sec): 3 clusters Score: Raw -1310480.218876 + Penalty 4427.947799 = -1306052.271077 nChanged 23 SP:Iteration 37Q (32385.730000 sec): 3 clusters Score: Raw -1310485.229983 + Penalty 4427.947799 = -1306057.282184 nChanged 16 SP:Iteration 38Q (32385.950000 sec): 3 clusters Score: Raw -1310490.432514 + Penalty 4427.947799 = -1306062.484715 nChanged 21 SP:Iteration 39Q (32386.170000 sec): 3 clusters Score: Raw -1310495.826636 + Penalty 4427.947799 = -1306067.878837 nChanged 17 SP:Iteration 40F (32386.360000 sec): 3 clusters Score: Raw -1310500.583187 + Penalty 4427.947799 = -1306072.635388 nChanged 15 SP:Iteration 41Q (32386.600000 sec): 3 clusters Score: Raw -1310503.635050 + Penalty 4427.947799 = -1306075.687251 nChanged 14 SP:Iteration 42Q (32386.800000 sec): 3 clusters Score: Raw -1310506.829249 + Penalty 4427.947799 = -1306078.881450 nChanged 9 SP:Iteration 43Q (32386.980000 sec): 3 clusters Score: Raw -1310508.657899 + Penalty 4427.947799 = -1306080.710100 nChanged 10 SP:Iteration 44Q (32387.200000 sec): 3 clusters Score: Raw -1310510.644450 + Penalty 4427.947799 = -1306082.696651 nChanged 16 SP:Iteration 45Q (32387.450000 sec): 3 clusters Score: Raw -1310514.312143 + Penalty 4427.947799 = -1306086.364344 nChanged 13 SP:Iteration 46Q (32387.640000 sec): 3 clusters Score: Raw -1310516.789136 + Penalty 4427.947799 = -1306088.841337 nChanged 14 SP:Iteration 47Q (32387.840000 sec): 3 clusters Score: Raw -1310520.185488 + Penalty 4427.947799 = -1306092.237689 nChanged 18 SP:Iteration 48Q (32388.050000 sec): 3 clusters Score: Raw -1310524.394028 + Penalty 4427.947799 = -1306096.446229 nChanged 13 SP:Iteration 49Q (32388.270000 sec): 3 clusters Score: Raw -1310527.132265 + Penalty 4427.947799 = -1306099.184466 nChanged 8 SP:Iteration 50Q (32388.500000 sec): 3 clusters Score: Raw -1310529.378535 + Penalty 4427.947799 = -1306101.430736 nChanged 11 SP:Iteration 51Q (32388.690000 sec): 3 clusters Score: Raw -1310532.687240 + Penalty 4427.947799 = -1306104.739441 nChanged 12 SP:Iteration 52Q (32388.910000 sec): 3 clusters Score: Raw -1310536.257558 + Penalty 4427.947799 = -1306108.309759 nChanged 25 SP:Iteration 53Q (32389.090000 sec): 3 clusters Score: Raw -1310541.695464 + Penalty 4427.947799 = -1306113.747665 nChanged 23 SP:Iteration 54Q (32389.320000 sec): 3 clusters Score: Raw -1310547.194618 + Penalty 4427.947799 = -1306119.246819 nChanged 20 SP:Iteration 55Q (32389.510000 sec): 3 clusters Score: Raw -1310551.093060 + Penalty 4427.947799 = -1306123.145261 nChanged 18 SP:Iteration 56Q (32389.700000 sec): 3 clusters Score: Raw -1310554.967445 + Penalty 4427.947799 = -1306127.019646 nChanged 22 SP:Iteration 57Q (32389.910000 sec): 3 clusters Score: Raw -1310560.720190 + Penalty 4427.947799 = -1306132.772391 nChanged 24 SP:Iteration 58Q (32390.090000 sec): 3 clusters Score: Raw -1310567.078211 + Penalty 4427.947799 = -1306139.130412 nChanged 24 SP:Iteration 59Q (32390.300000 sec): 3 clusters Score: Raw -1310573.684408 + Penalty 4427.947799 = -1306145.736609 nChanged 32 SP:Iteration 60F (32390.490000 sec): 3 clusters Score: Raw -1310581.296802 + Penalty 4427.947799 = -1306153.349003 nChanged 30 SP:Iteration 61Q (32390.720000 sec): 3 clusters Score: Raw -1310592.382623 + Penalty 4427.947799 = -1306164.434824 nChanged 37 SP:Iteration 62Q (32390.960000 sec): 3 clusters Score: Raw -1310603.977326 + Penalty 4427.947799 = -1306176.029527 nChanged 44 SP:Iteration 63Q (32391.160000 sec): 3 clusters Score: Raw -1310617.855239 + Penalty 4427.947799 = -1306189.907440 nChanged 45 SP:Iteration 64Q (32391.410000 sec): 3 clusters Score: Raw -1310631.144327 + Penalty 4427.947799 = -1306203.196528 nChanged 56 SP:Iteration 65Q (32391.630000 sec): 3 clusters Score: Raw -1310651.115652 + Penalty 4427.947799 = -1306223.167853 nChanged 60 SP:Iteration 66Q (32391.840000 sec): 3 clusters Score: Raw -1310667.637453 + Penalty 4427.947799 = -1306239.689654 nChanged 54 SP:Iteration 67Q (32392.070000 sec): 3 clusters Score: Raw -1310683.945094 + Penalty 4427.947799 = -1306255.997295 nChanged 52 SP:Iteration 68Q (32392.280000 sec): 3 clusters Score: Raw -1310698.976813 + Penalty 4427.947799 = -1306271.029014 nChanged 51 SP:Iteration 69Q (32392.490000 sec): 3 clusters Score: Raw -1310713.266229 + Penalty 4427.947799 = -1306285.318430 nChanged 45 SP:Iteration 70Q (32392.700000 sec): 3 clusters Score: Raw -1310727.374069 + Penalty 4427.947799 = -1306299.426270 nChanged 45 SP:Iteration 71Q (32392.930000 sec): 3 clusters Score: Raw -1310739.419965 + Penalty 4427.947799 = -1306311.472166 nChanged 44 SP:Iteration 72Q (32393.140000 sec): 3 clusters Score: Raw -1310750.060945 + Penalty 4427.947799 = -1306322.113146 nChanged 45 SP:Iteration 73Q (32393.320000 sec): 3 clusters Score: Raw -1310761.989708 + Penalty 4427.947799 = -1306334.041909 nChanged 59 SP:Iteration 74Q (32393.530000 sec): 3 clusters Score: Raw -1310779.317419 + Penalty 4427.947799 = -1306351.369620 nChanged 57 SP:Iteration 75Q (32393.740000 sec): 3 clusters Score: Raw -1310793.540456 + Penalty 4427.947799 = -1306365.592657 nChanged 48 SP:Iteration 76Q (32393.950000 sec): 3 clusters Score: Raw -1310804.534615 + Penalty 4427.947799 = -1306376.586815 nChanged 38 SP:Iteration 77Q (32394.200000 sec): 3 clusters Score: Raw -1310815.058522 + Penalty 4427.947799 = -1306387.110723 nChanged 41 SP:Iteration 78Q (32394.370000 sec): 3 clusters Score: Raw -1310824.379606 + Penalty 4427.947799 = -1306396.431807 nChanged 41 SP:Iteration 79Q (32394.620000 sec): 3 clusters Score: Raw -1310834.336168 + Penalty 4427.947799 = -1306406.388369 nChanged 39 SP:Iteration 80F (32394.830000 sec): 3 clusters Score: Raw -1310847.282791 + Penalty 4427.947799 = -1306419.334991 nChanged 46 SP:Iteration 81Q (32395.060000 sec): 3 clusters Score: Raw -1310861.217140 + Penalty 4427.947799 = -1306433.269341 nChanged 50 SP:Iteration 82Q (32395.250000 sec): 3 clusters Score: Raw -1310874.603572 + Penalty 4427.947799 = -1306446.655772 nChanged 50 SP:Iteration 83Q (32395.470000 sec): 3 clusters Score: Raw -1310890.654455 + Penalty 4427.947799 = -1306462.706656 nChanged 51 SP:Iteration 84Q (32395.680000 sec): 3 clusters Score: Raw -1310904.211023 + Penalty 4427.947799 = -1306476.263224 nChanged 44 SP:Iteration 85Q (32395.870000 sec): 3 clusters Score: Raw -1310916.165419 + Penalty 4427.947799 = -1306488.217620 nChanged 30 SP:Iteration 86Q (32396.090000 sec): 3 clusters Score: Raw -1310922.531645 + Penalty 4427.947799 = -1306494.583846 nChanged 33 SP:Iteration 87Q (32396.310000 sec): 3 clusters Score: Raw -1310930.768075 + Penalty 4427.947799 = -1306502.820276 nChanged 40 SP:Iteration 88Q (32396.530000 sec): 3 clusters Score: Raw -1310942.282346 + Penalty 4427.947799 = -1306514.334547 nChanged 50 SP:Iteration 89Q (32396.740000 sec): 3 clusters Score: Raw -1310956.145942 + Penalty 4427.947799 = -1306528.198142 nChanged 54 SP:Iteration 90Q (32396.950000 sec): 3 clusters Score: Raw -1310973.564809 + Penalty 4427.947799 = -1306545.617010 nChanged 57 SP:Iteration 91Q (32397.170000 sec): 3 clusters Score: Raw -1310990.705789 + Penalty 4427.947799 = -1306562.757990 nChanged 47 SP:Iteration 92Q (32397.350000 sec): 3 clusters Score: Raw -1311005.880687 + Penalty 4427.947799 = -1306577.932888 nChanged 39 SP:Iteration 93Q (32397.540000 sec): 3 clusters Score: Raw -1311019.439300 + Penalty 4427.947799 = -1306591.491500 nChanged 33 SP:Iteration 94Q (32397.770000 sec): 3 clusters Score: Raw -1311030.064229 + Penalty 4427.947799 = -1306602.116430 nChanged 38 SP:Iteration 95Q (32397.970000 sec): 3 clusters Score: Raw -1311041.431988 + Penalty 4427.947799 = -1306613.484189 nChanged 37 SP:Iteration 96Q (32398.220000 sec): 3 clusters Score: Raw -1311052.393313 + Penalty 4427.947799 = -1306624.445513 nChanged 35 SP:Iteration 97Q (32398.380000 sec): 3 clusters Score: Raw -1311063.047034 + Penalty 4427.947799 = -1306635.099235 nChanged 44 SP:Iteration 98Q (32398.610000 sec): 3 clusters Score: Raw -1311076.610198 + Penalty 4427.947799 = -1306648.662399 nChanged 46 SP:Iteration 99Q (32398.790000 sec): 3 clusters Score: Raw -1311091.799581 + Penalty 4427.947799 = -1306663.851782 nChanged 54 SP:Iteration 100F (32398.990000 sec): 3 clusters Score: Raw -1311111.350260 + Penalty 4427.947799 = -1306683.402461 nChanged 53 SP:Iteration 101Q (32399.190000 sec): 3 clusters Score: Raw -1311127.586073 + Penalty 4427.947799 = -1306699.638274 nChanged 45 SP:Iteration 102Q (32399.370000 sec): 3 clusters Score: Raw -1311139.696929 + Penalty 4427.947799 = -1306711.749130 nChanged 46 SP:Iteration 103Q (32399.610000 sec): 3 clusters Score: Raw -1311153.247516 + Penalty 4427.947799 = -1306725.299717 nChanged 45 SP:Iteration 104Q (32399.800000 sec): 3 clusters Score: Raw -1311169.367455 + Penalty 4427.947799 = -1306741.419656 nChanged 57 SP:Iteration 105Q (32399.990000 sec): 3 clusters Score: Raw -1311188.390344 + Penalty 4427.947799 = -1306760.442545 nChanged 56 SP:Iteration 106Q (32400.220000 sec): 3 clusters Score: Raw -1311206.736494 + Penalty 4427.947799 = -1306778.788695 nChanged 58 SP:Iteration 107Q (32400.430000 sec): 3 clusters Score: Raw -1311225.916473 + Penalty 4427.947799 = -1306797.968674 nChanged 44 SP:Iteration 108Q (32400.610000 sec): 3 clusters Score: Raw -1311240.027839 + Penalty 4427.947799 = -1306812.080040 nChanged 37 SP:Iteration 109Q (32400.850000 sec): 3 clusters Score: Raw -1311250.252225 + Penalty 4427.947799 = -1306822.304426 nChanged 29 SP:Iteration 110Q (32401.040000 sec): 3 clusters Score: Raw -1311257.145444 + Penalty 4427.947799 = -1306829.197645 nChanged 25 SP:Iteration 111Q (32401.280000 sec): 3 clusters Score: Raw -1311263.449273 + Penalty 4427.947799 = -1306835.501474 nChanged 20 SP:Iteration 112Q (32401.440000 sec): 3 clusters Score: Raw -1311267.362705 + Penalty 4427.947799 = -1306839.414906 nChanged 15 SP:Iteration 113Q (32401.640000 sec): 3 clusters Score: Raw -1311271.312993 + Penalty 4427.947799 = -1306843.365194 nChanged 16 SP:Iteration 114Q (32401.850000 sec): 3 clusters Score: Raw -1311277.269370 + Penalty 4427.947799 = -1306849.321571 nChanged 22 SP:Iteration 115Q (32402.050000 sec): 3 clusters Score: Raw -1311282.879847 + Penalty 4427.947799 = -1306854.932048 nChanged 17 SP:Iteration 116Q (32402.250000 sec): 3 clusters Score: Raw -1311286.745623 + Penalty 4427.947799 = -1306858.797823 nChanged 11 SP:Iteration 117Q (32402.460000 sec): 3 clusters Score: Raw -1311289.477568 + Penalty 4427.947799 = -1306861.529769 nChanged 8 SP:Iteration 118Q (32402.660000 sec): 3 clusters Score: Raw -1311291.342681 + Penalty 4427.947799 = -1306863.394882 nChanged 11 SP:Iteration 119Q (32402.880000 sec): 3 clusters Score: Raw -1311293.869093 + Penalty 4427.947799 = -1306865.921294 nChanged 11 SP:Iteration 120F (32403.060000 sec): 3 clusters Score: Raw -1311296.456305 + Penalty 4427.947799 = -1306868.508506 nChanged 10 SP:Iteration 121Q (32403.280000 sec): 3 clusters Score: Raw -1311299.314857 + Penalty 4427.947799 = -1306871.367058 nChanged 14 SP:Iteration 122Q (32403.500000 sec): 3 clusters Score: Raw -1311303.450676 + Penalty 4427.947799 = -1306875.502877 nChanged 19 SP:Iteration 123Q (32403.690000 sec): 3 clusters Score: Raw -1311309.210521 + Penalty 4427.947799 = -1306881.262722 nChanged 16 SP:Iteration 124Q (32403.940000 sec): 3 clusters Score: Raw -1311313.309782 + Penalty 4427.947799 = -1306885.361983 nChanged 10 SP:Iteration 125Q (32404.120000 sec): 3 clusters Score: Raw -1311316.173094 + Penalty 4427.947799 = -1306888.225295 nChanged 9 SP:Iteration 126Q (32404.330000 sec): 3 clusters Score: Raw -1311318.728146 + Penalty 4427.947799 = -1306890.780347 nChanged 9 SP:Iteration 127Q (32404.530000 sec): 3 clusters Score: Raw -1311321.258333 + Penalty 4427.947799 = -1306893.310534 nChanged 13 SP:Iteration 128Q (32404.770000 sec): 3 clusters Score: Raw -1311324.449870 + Penalty 4427.947799 = -1306896.502071 nChanged 8 SP:Iteration 129Q (32404.960000 sec): 3 clusters Score: Raw -1311327.298234 + Penalty 4427.947799 = -1306899.350435 nChanged 13 SP:Iteration 130Q (32405.150000 sec): 3 clusters Score: Raw -1311330.233682 + Penalty 4427.947799 = -1306902.285883 nChanged 10 SP:Iteration 131Q (32405.340000 sec): 3 clusters Score: Raw -1311332.865796 + Penalty 4427.947799 = -1306904.917997 nChanged 5 SP:Iteration 132Q (32405.580000 sec): 3 clusters Score: Raw -1311334.933679 + Penalty 4427.947799 = -1306906.985880 nChanged 7 SP:Iteration 133Q (32405.760000 sec): 3 clusters Score: Raw -1311336.603519 + Penalty 4427.947799 = -1306908.655719 nChanged 1 SP:Iteration 134Q (32406.000000 sec): 3 clusters Score: Raw -1311336.836086 + Penalty 4427.947799 = -1306908.888287 nChanged 1 SP:Iteration 135Q (32406.170000 sec): 3 clusters Score: Raw -1311336.973537 + Penalty 4427.947799 = -1306909.025738 nChanged 0 SP:Iteration 136F (32406.390000 sec): 3 clusters Score: Raw -1311336.973537 + Penalty 4427.947799 = -1306909.025738 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 10 (32869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32406.610000 sec): 2 clusters Score: Raw -5741568.099506 + Penalty 2579.270740 = -5738988.828766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32406.930000 sec): 3 clusters Score: Raw -5721893.859289 + Penalty 5158.541481 = -5716735.317809 nChanged 14831 SP:Iteration 1F (32407.390000 sec): 3 clusters Score: Raw -5730031.091883 + Penalty 5158.541481 = -5724872.550403 nChanged 1615 SP:Iteration 2Q (32407.730000 sec): 3 clusters Score: Raw -5730686.832747 + Penalty 5158.541481 = -5725528.291266 nChanged 1687 SP:Iteration 3F (32408.140000 sec): 3 clusters Score: Raw -5731476.049274 + Penalty 5158.541481 = -5726317.507793 nChanged 1727 SP:Iteration 4F (32408.510000 sec): 3 clusters Score: Raw -5732409.705419 + Penalty 5158.541481 = -5727251.163939 nChanged 1805 SP:Iteration 5F (32408.840000 sec): 3 clusters Score: Raw -5733435.867341 + Penalty 5158.541481 = -5728277.325860 nChanged 1835 SP:Iteration 6F (32409.200000 sec): 3 clusters Score: Raw -5734559.629051 + Penalty 5158.541481 = -5729401.087570 nChanged 1809 SP:Iteration 7F (32409.550000 sec): 3 clusters Score: Raw -5735864.929628 + Penalty 5158.541481 = -5730706.388147 nChanged 1758 SP:Iteration 8F (32409.900000 sec): 3 clusters Score: Raw -5737175.113834 + Penalty 5158.541481 = -5732016.572354 nChanged 1452 SP:Iteration 9Q (32410.260000 sec): 3 clusters Score: Raw -5737968.660849 + Penalty 5158.541481 = -5732810.119369 nChanged 1038 SP:Iteration 10Q (32410.610000 sec): 3 clusters Score: Raw -5738348.515020 + Penalty 5158.541481 = -5733189.973539 nChanged 708 SP:Iteration 11Q (32411.000000 sec): 3 clusters Score: Raw -5738571.634944 + Penalty 5158.541481 = -5733413.093463 nChanged 575 SP:Iteration 12Q (32411.310000 sec): 3 clusters Score: Raw -5738747.011389 + Penalty 5158.541481 = -5733588.469908 nChanged 445 SP:Iteration 13Q (32411.690000 sec): 3 clusters Score: Raw -5738851.261430 + Penalty 5158.541481 = -5733692.719949 nChanged 332 SP:Iteration 14Q (32411.990000 sec): 3 clusters Score: Raw -5738923.350701 + Penalty 5158.541481 = -5733764.809221 nChanged 280 SP:Iteration 15Q (32412.330000 sec): 3 clusters Score: Raw -5738980.572586 + Penalty 5158.541481 = -5733822.031105 nChanged 256 SP:Iteration 16Q (32412.670000 sec): 3 clusters Score: Raw -5739026.929047 + Penalty 5158.541481 = -5733868.387566 nChanged 227 SP:Iteration 17Q (32413.010000 sec): 3 clusters Score: Raw -5739065.815236 + Penalty 5158.541481 = -5733907.273756 nChanged 232 SP:Iteration 18Q (32413.310000 sec): 3 clusters Score: Raw -5739105.216856 + Penalty 5158.541481 = -5733946.675375 nChanged 248 SP:Iteration 19Q (32413.620000 sec): 3 clusters Score: Raw -5739146.631457 + Penalty 5158.541481 = -5733988.089977 nChanged 249 SP:Iteration 20F (32413.980000 sec): 3 clusters Score: Raw -5739188.449267 + Penalty 5158.541481 = -5734029.907786 nChanged 240 SP:Iteration 21Q (32414.310000 sec): 3 clusters Score: Raw -5739230.586696 + Penalty 5158.541481 = -5734072.045215 nChanged 245 SP:Iteration 22Q (32414.650000 sec): 3 clusters Score: Raw -5739273.589133 + Penalty 5158.541481 = -5734115.047653 nChanged 236 SP:Iteration 23Q (32415.000000 sec): 3 clusters Score: Raw -5739310.896208 + Penalty 5158.541481 = -5734152.354727 nChanged 232 SP:Iteration 24Q (32415.360000 sec): 3 clusters Score: Raw -5739351.744856 + Penalty 5158.541481 = -5734193.203375 nChanged 227 SP:Iteration 25Q (32415.660000 sec): 3 clusters Score: Raw -5739396.862778 + Penalty 5158.541481 = -5734238.321297 nChanged 250 SP:Iteration 26Q (32415.980000 sec): 3 clusters Score: Raw -5739442.457377 + Penalty 5158.541481 = -5734283.915896 nChanged 241 SP:Iteration 27Q (32416.350000 sec): 3 clusters Score: Raw -5739483.019186 + Penalty 5158.541481 = -5734324.477705 nChanged 238 SP:Iteration 28Q (32416.690000 sec): 3 clusters Score: Raw -5739521.749042 + Penalty 5158.541481 = -5734363.207561 nChanged 217 SP:Iteration 29Q (32416.990000 sec): 3 clusters Score: Raw -5739560.065564 + Penalty 5158.541481 = -5734401.524084 nChanged 254 SP:Iteration 30Q (32417.350000 sec): 3 clusters Score: Raw -5739607.921567 + Penalty 5158.541481 = -5734449.380087 nChanged 259 SP:Iteration 31Q (32417.710000 sec): 3 clusters Score: Raw -5739656.132776 + Penalty 5158.541481 = -5734497.591295 nChanged 245 SP:Iteration 32Q (32418.000000 sec): 3 clusters Score: Raw -5739698.610464 + Penalty 5158.541481 = -5734540.068983 nChanged 220 SP:Iteration 33Q (32418.350000 sec): 3 clusters Score: Raw -5739741.270488 + Penalty 5158.541481 = -5734582.729007 nChanged 229 SP:Iteration 34Q (32418.670000 sec): 3 clusters Score: Raw -5739788.577498 + Penalty 5158.541481 = -5734630.036017 nChanged 264 SP:Iteration 35Q (32419.040000 sec): 3 clusters Score: Raw -5739848.052942 + Penalty 5158.541481 = -5734689.511461 nChanged 285 SP:Iteration 36Q (32419.310000 sec): 3 clusters Score: Raw -5739916.883209 + Penalty 5158.541481 = -5734758.341728 nChanged 294 SP:Iteration 37Q (32419.700000 sec): 3 clusters Score: Raw -5739995.372122 + Penalty 5158.541481 = -5734836.830641 nChanged 314 SP:Iteration 38Q (32420.000000 sec): 3 clusters Score: Raw -5740075.470894 + Penalty 5158.541481 = -5734916.929413 nChanged 322 SP:Iteration 39Q (32420.330000 sec): 3 clusters Score: Raw -5740165.717591 + Penalty 5158.541481 = -5735007.176110 nChanged 314 SP:Iteration 40F (32420.680000 sec): 3 clusters Score: Raw -5740260.692049 + Penalty 5158.541481 = -5735102.150569 nChanged 322 SP:Iteration 41Q (32421.040000 sec): 3 clusters Score: Raw -5740364.256823 + Penalty 5158.541481 = -5735205.715343 nChanged 342 SP:Iteration 42Q (32421.380000 sec): 3 clusters Score: Raw -5740473.687945 + Penalty 5158.541481 = -5735315.146465 nChanged 335 SP:Iteration 43Q (32421.670000 sec): 3 clusters Score: Raw -5740587.501202 + Penalty 5158.541481 = -5735428.959721 nChanged 334 SP:Iteration 44Q (32422.020000 sec): 3 clusters Score: Raw -5740709.403954 + Penalty 5158.541481 = -5735550.862473 nChanged 326 SP:Iteration 45Q (32422.320000 sec): 3 clusters Score: Raw -5740834.587370 + Penalty 5158.541481 = -5735676.045890 nChanged 339 SP:Iteration 46Q (32422.680000 sec): 3 clusters Score: Raw -5740968.424496 + Penalty 5158.541481 = -5735809.883015 nChanged 313 SP:Iteration 47Q (32423.020000 sec): 3 clusters Score: Raw -5741091.063138 + Penalty 5158.541481 = -5735932.521657 nChanged 290 SP:Iteration 48Q (32423.400000 sec): 3 clusters Score: Raw -5741204.381042 + Penalty 5158.541481 = -5736045.839561 nChanged 250 SP:Iteration 49Q (32423.740000 sec): 3 clusters Score: Raw -5741301.959587 + Penalty 5158.541481 = -5736143.418106 nChanged 231 SP:Iteration 50Q (32424.060000 sec): 3 clusters Score: Raw -5741393.610516 + Penalty 5158.541481 = -5736235.069035 nChanged 207 SP:Iteration 51Q (32424.390000 sec): 3 clusters Score: Raw -5741482.105786 + Penalty 5158.541481 = -5736323.564305 nChanged 190 SP:Iteration 52Q (32424.710000 sec): 3 clusters Score: Raw -5741556.448678 + Penalty 5158.541481 = -5736397.907197 nChanged 184 SP:Iteration 53Q (32425.050000 sec): 3 clusters Score: Raw -5741634.587145 + Penalty 5158.541481 = -5736476.045665 nChanged 146 SP:Iteration 54Q (32425.350000 sec): 3 clusters Score: Raw -5741694.040847 + Penalty 5158.541481 = -5736535.499366 nChanged 122 SP:Iteration 55Q (32425.670000 sec): 3 clusters Score: Raw -5741740.239785 + Penalty 5158.541481 = -5736581.698305 nChanged 100 SP:Iteration 56Q (32426.020000 sec): 3 clusters Score: Raw -5741775.582714 + Penalty 5158.541481 = -5736617.041233 nChanged 75 SP:Iteration 57Q (32426.330000 sec): 3 clusters Score: Raw -5741803.764859 + Penalty 5158.541481 = -5736645.223378 nChanged 58 SP:Iteration 58Q (32426.620000 sec): 3 clusters Score: Raw -5741823.990586 + Penalty 5158.541481 = -5736665.449105 nChanged 61 SP:Iteration 59Q (32426.910000 sec): 3 clusters Score: Raw -5741849.910878 + Penalty 5158.541481 = -5736691.369397 nChanged 62 SP:Iteration 60F (32427.210000 sec): 3 clusters Score: Raw -5741874.908383 + Penalty 5158.541481 = -5736716.366902 nChanged 44 SP:Iteration 61Q (32427.560000 sec): 3 clusters Score: Raw -5741890.707226 + Penalty 5158.541481 = -5736732.165745 nChanged 48 SP:Iteration 62Q (32427.860000 sec): 3 clusters Score: Raw -5741909.392584 + Penalty 5158.541481 = -5736750.851104 nChanged 46 SP:Iteration 63Q (32428.190000 sec): 3 clusters Score: Raw -5741926.120199 + Penalty 5158.541481 = -5736767.578718 nChanged 29 SP:Iteration 64Q (32428.530000 sec): 3 clusters Score: Raw -5741936.736137 + Penalty 5158.541481 = -5736778.194656 nChanged 30 SP:Iteration 65Q (32428.820000 sec): 3 clusters Score: Raw -5741946.748621 + Penalty 5158.541481 = -5736788.207141 nChanged 27 SP:Iteration 66Q (32429.130000 sec): 3 clusters Score: Raw -5741956.404430 + Penalty 5158.541481 = -5736797.862950 nChanged 33 SP:Iteration 67Q (32429.470000 sec): 3 clusters Score: Raw -5741969.205589 + Penalty 5158.541481 = -5736810.664109 nChanged 28 SP:Iteration 68Q (32429.790000 sec): 3 clusters Score: Raw -5741978.437595 + Penalty 5158.541481 = -5736819.896114 nChanged 21 SP:Iteration 69Q (32430.130000 sec): 3 clusters Score: Raw -5741987.227342 + Penalty 5158.541481 = -5736828.685861 nChanged 14 SP:Iteration 70Q (32430.460000 sec): 3 clusters Score: Raw -5741993.278540 + Penalty 5158.541481 = -5736834.737059 nChanged 20 SP:Iteration 71Q (32430.790000 sec): 3 clusters Score: Raw -5742000.637047 + Penalty 5158.541481 = -5736842.095567 nChanged 11 SP:Iteration 72Q (32431.050000 sec): 3 clusters Score: Raw -5742004.652106 + Penalty 5158.541481 = -5736846.110625 nChanged 10 SP:Iteration 73Q (32431.460000 sec): 3 clusters Score: Raw -5742009.146126 + Penalty 5158.541481 = -5736850.604645 nChanged 15 SP:Iteration 74Q (32431.790000 sec): 3 clusters Score: Raw -5742016.007993 + Penalty 5158.541481 = -5736857.466512 nChanged 17 SP:Iteration 75Q (32432.110000 sec): 3 clusters Score: Raw -5742024.594942 + Penalty 5158.541481 = -5736866.053461 nChanged 17 SP:Iteration 76Q (32432.490000 sec): 3 clusters Score: Raw -5742031.184927 + Penalty 5158.541481 = -5736872.643446 nChanged 11 SP:Iteration 77Q (32432.800000 sec): 3 clusters Score: Raw -5742034.841934 + Penalty 5158.541481 = -5736876.300453 nChanged 8 SP:Iteration 78Q (32433.120000 sec): 3 clusters Score: Raw -5742037.430844 + Penalty 5158.541481 = -5736878.889363 nChanged 7 SP:Iteration 79Q (32433.420000 sec): 3 clusters Score: Raw -5742039.963910 + Penalty 5158.541481 = -5736881.422430 nChanged 5 SP:Iteration 80F (32433.760000 sec): 3 clusters Score: Raw -5742041.890666 + Penalty 5158.541481 = -5736883.349185 nChanged 6 SP:Iteration 81Q (32434.100000 sec): 3 clusters Score: Raw -5742043.389203 + Penalty 5158.541481 = -5736884.847723 nChanged 4 SP:Iteration 82Q (32434.420000 sec): 3 clusters Score: Raw -5742044.712548 + Penalty 5158.541481 = -5736886.171068 nChanged 2 SP:Iteration 83Q (32434.760000 sec): 3 clusters Score: Raw -5742045.800597 + Penalty 5158.541481 = -5736887.259116 nChanged 5 SP:Iteration 84Q (32435.090000 sec): 3 clusters Score: Raw -5742047.583200 + Penalty 5158.541481 = -5736889.041719 nChanged 4 SP:Iteration 85Q (32435.400000 sec): 3 clusters Score: Raw -5742049.123548 + Penalty 5158.541481 = -5736890.582068 nChanged 3 SP:Iteration 86Q (32435.730000 sec): 3 clusters Score: Raw -5742050.077225 + Penalty 5158.541481 = -5736891.535744 nChanged 5 SP:Iteration 87Q (32436.040000 sec): 3 clusters Score: Raw -5742051.772938 + Penalty 5158.541481 = -5736893.231457 nChanged 2 SP:Iteration 88Q (32436.320000 sec): 3 clusters Score: Raw -5742052.269558 + Penalty 5158.541481 = -5736893.728077 nChanged 1 SP:Iteration 89Q (32436.650000 sec): 3 clusters Score: Raw -5742052.755632 + Penalty 5158.541481 = -5736894.214152 nChanged 2 SP:Iteration 90Q (32436.990000 sec): 3 clusters Score: Raw -5742053.366589 + Penalty 5158.541481 = -5736894.825108 nChanged 1 SP:Iteration 91Q (32437.340000 sec): 3 clusters Score: Raw -5742053.665855 + Penalty 5158.541481 = -5736895.124374 nChanged 1 SP:Iteration 92Q (32437.610000 sec): 3 clusters Score: Raw -5742053.756941 + Penalty 5158.541481 = -5736895.215460 nChanged 0 SP:Iteration 93F (32437.980000 sec): 3 clusters Score: Raw -5742053.756941 + Penalty 5158.541481 = -5736895.215460 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 11 (9172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32438.090000 sec): 2 clusters Score: Raw -1702730.505053 + Penalty 2262.729840 = -1700467.775213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32438.310000 sec): 3 clusters Score: Raw -1697831.738533 + Penalty 4525.459679 = -1693306.278853 nChanged 3731 SP:Iteration 1F (32438.540000 sec): 3 clusters Score: Raw -1699786.415651 + Penalty 4525.459679 = -1695260.955971 nChanged 578 SP:Iteration 2F (32438.750000 sec): 3 clusters Score: Raw -1700046.383734 + Penalty 4525.459679 = -1695520.924055 nChanged 429 SP:Iteration 3Q (32438.950000 sec): 3 clusters Score: Raw -1700238.422656 + Penalty 4525.459679 = -1695712.962976 nChanged 380 SP:Iteration 4Q (32439.150000 sec): 3 clusters Score: Raw -1700396.062901 + Penalty 4525.459679 = -1695870.603222 nChanged 308 SP:Iteration 5Q (32439.330000 sec): 3 clusters Score: Raw -1700526.289957 + Penalty 4525.459679 = -1696000.830277 nChanged 268 SP:Iteration 6Q (32439.570000 sec): 3 clusters Score: Raw -1700637.823921 + Penalty 4525.459679 = -1696112.364241 nChanged 284 SP:Iteration 7Q (32439.760000 sec): 3 clusters Score: Raw -1700757.287306 + Penalty 4525.459679 = -1696231.827626 nChanged 260 SP:Iteration 8Q (32440.040000 sec): 3 clusters Score: Raw -1700861.068214 + Penalty 4525.459679 = -1696335.608535 nChanged 252 SP:Iteration 9Q (32440.230000 sec): 3 clusters Score: Raw -1700973.038016 + Penalty 4525.459679 = -1696447.578337 nChanged 276 SP:Iteration 10Q (32440.420000 sec): 3 clusters Score: Raw -1701099.142405 + Penalty 4525.459679 = -1696573.682726 nChanged 275 SP:Iteration 11Q (32440.670000 sec): 3 clusters Score: Raw -1701226.175422 + Penalty 4525.459679 = -1696700.715743 nChanged 296 SP:Iteration 12Q (32441.050000 sec): 3 clusters Score: Raw -1701356.336989 + Penalty 4525.459679 = -1696830.877310 nChanged 278 SP:Iteration 13Q (32441.290000 sec): 3 clusters Score: Raw -1701494.046545 + Penalty 4525.459679 = -1696968.586866 nChanged 292 SP:Iteration 14Q (32441.500000 sec): 3 clusters Score: Raw -1701637.955268 + Penalty 4525.459679 = -1697112.495589 nChanged 309 SP:Iteration 15Q (32441.730000 sec): 3 clusters Score: Raw -1701797.974201 + Penalty 4525.459679 = -1697272.514522 nChanged 314 SP:Iteration 16Q (32441.990000 sec): 3 clusters Score: Raw -1701961.359576 + Penalty 4525.459679 = -1697435.899897 nChanged 292 SP:Iteration 17Q (32442.200000 sec): 3 clusters Score: Raw -1702102.999577 + Penalty 4525.459679 = -1697577.539898 nChanged 253 SP:Iteration 18Q (32442.430000 sec): 3 clusters Score: Raw -1702204.680124 + Penalty 4525.459679 = -1697679.220444 nChanged 223 SP:Iteration 19Q (32442.690000 sec): 3 clusters Score: Raw -1702300.832766 + Penalty 4525.459679 = -1697775.373086 nChanged 181 SP:Iteration 20F (32442.880000 sec): 3 clusters Score: Raw -1702373.899876 + Penalty 4525.459679 = -1697848.440196 nChanged 165 SP:Iteration 21Q (32443.100000 sec): 3 clusters Score: Raw -1702432.203751 + Penalty 4525.459679 = -1697906.744071 nChanged 143 SP:Iteration 22Q (32443.310000 sec): 3 clusters Score: Raw -1702482.881380 + Penalty 4525.459679 = -1697957.421701 nChanged 126 SP:Iteration 23Q (32443.550000 sec): 3 clusters Score: Raw -1702530.288127 + Penalty 4525.459679 = -1698004.828448 nChanged 123 SP:Iteration 24Q (32443.740000 sec): 3 clusters Score: Raw -1702575.069045 + Penalty 4525.459679 = -1698049.609366 nChanged 112 SP:Iteration 25Q (32443.970000 sec): 3 clusters Score: Raw -1702618.990035 + Penalty 4525.459679 = -1698093.530356 nChanged 109 SP:Iteration 26Q (32444.230000 sec): 3 clusters Score: Raw -1702659.408310 + Penalty 4525.459679 = -1698133.948630 nChanged 92 SP:Iteration 27Q (32444.400000 sec): 3 clusters Score: Raw -1702693.835431 + Penalty 4525.459679 = -1698168.375752 nChanged 94 SP:Iteration 28Q (32444.610000 sec): 3 clusters Score: Raw -1702727.445328 + Penalty 4525.459679 = -1698201.985648 nChanged 83 SP:Iteration 29Q (32444.890000 sec): 3 clusters Score: Raw -1702757.931137 + Penalty 4525.459679 = -1698232.471458 nChanged 66 SP:Iteration 30Q (32445.110000 sec): 3 clusters Score: Raw -1702779.019436 + Penalty 4525.459679 = -1698253.559757 nChanged 57 SP:Iteration 31Q (32445.330000 sec): 3 clusters Score: Raw -1702802.796355 + Penalty 4525.459679 = -1698277.336676 nChanged 75 SP:Iteration 32Q (32445.550000 sec): 3 clusters Score: Raw -1702835.698322 + Penalty 4525.459679 = -1698310.238643 nChanged 74 SP:Iteration 33Q (32445.770000 sec): 3 clusters Score: Raw -1702864.840747 + Penalty 4525.459679 = -1698339.381067 nChanged 68 SP:Iteration 34Q (32445.970000 sec): 3 clusters Score: Raw -1702888.147882 + Penalty 4525.459679 = -1698362.688203 nChanged 52 SP:Iteration 35Q (32446.170000 sec): 3 clusters Score: Raw -1702909.813985 + Penalty 4525.459679 = -1698384.354306 nChanged 62 SP:Iteration 36Q (32446.390000 sec): 3 clusters Score: Raw -1702934.353201 + Penalty 4525.459679 = -1698408.893522 nChanged 58 SP:Iteration 37Q (32446.590000 sec): 3 clusters Score: Raw -1702958.336378 + Penalty 4525.459679 = -1698432.876699 nChanged 55 SP:Iteration 38Q (32446.840000 sec): 3 clusters Score: Raw -1702982.805287 + Penalty 4525.459679 = -1698457.345607 nChanged 63 SP:Iteration 39Q (32447.010000 sec): 3 clusters Score: Raw -1703007.692658 + Penalty 4525.459679 = -1698482.232979 nChanged 43 SP:Iteration 40F (32447.250000 sec): 3 clusters Score: Raw -1703023.761263 + Penalty 4525.459679 = -1698498.301583 nChanged 40 SP:Iteration 41Q (32447.460000 sec): 3 clusters Score: Raw -1703037.643813 + Penalty 4525.459679 = -1698512.184134 nChanged 35 SP:Iteration 42Q (32447.710000 sec): 3 clusters Score: Raw -1703050.837426 + Penalty 4525.459679 = -1698525.377746 nChanged 31 SP:Iteration 43Q (32447.910000 sec): 3 clusters Score: Raw -1703062.406768 + Penalty 4525.459679 = -1698536.947089 nChanged 24 SP:Iteration 44Q (32448.170000 sec): 3 clusters Score: Raw -1703071.854489 + Penalty 4525.459679 = -1698546.394809 nChanged 29 SP:Iteration 45Q (32448.390000 sec): 3 clusters Score: Raw -1703081.991045 + Penalty 4525.459679 = -1698556.531366 nChanged 19 SP:Iteration 46Q (32448.640000 sec): 3 clusters Score: Raw -1703089.348957 + Penalty 4525.459679 = -1698563.889278 nChanged 20 SP:Iteration 47Q (32448.900000 sec): 3 clusters Score: Raw -1703095.098336 + Penalty 4525.459679 = -1698569.638657 nChanged 16 SP:Iteration 48Q (32449.120000 sec): 3 clusters Score: Raw -1703099.438738 + Penalty 4525.459679 = -1698573.979059 nChanged 15 SP:Iteration 49Q (32449.350000 sec): 3 clusters Score: Raw -1703104.675489 + Penalty 4525.459679 = -1698579.215810 nChanged 13 SP:Iteration 50Q (32449.610000 sec): 3 clusters Score: Raw -1703109.083686 + Penalty 4525.459679 = -1698583.624007 nChanged 17 SP:Iteration 51Q (32449.790000 sec): 3 clusters Score: Raw -1703116.003217 + Penalty 4525.459679 = -1698590.543538 nChanged 12 SP:Iteration 52Q (32450.010000 sec): 3 clusters Score: Raw -1703119.444876 + Penalty 4525.459679 = -1698593.985197 nChanged 7 SP:Iteration 53Q (32450.220000 sec): 3 clusters Score: Raw -1703121.048305 + Penalty 4525.459679 = -1698595.588625 nChanged 5 SP:Iteration 54Q (32450.440000 sec): 3 clusters Score: Raw -1703122.382733 + Penalty 4525.459679 = -1698596.923054 nChanged 3 SP:Iteration 55Q (32450.690000 sec): 3 clusters Score: Raw -1703123.432087 + Penalty 4525.459679 = -1698597.972408 nChanged 7 SP:Iteration 56Q (32450.960000 sec): 3 clusters Score: Raw -1703125.799632 + Penalty 4525.459679 = -1698600.339952 nChanged 8 SP:Iteration 57Q (32451.150000 sec): 3 clusters Score: Raw -1703127.724734 + Penalty 4525.459679 = -1698602.265055 nChanged 3 SP:Iteration 58Q (32451.370000 sec): 3 clusters Score: Raw -1703128.881502 + Penalty 4525.459679 = -1698603.421823 nChanged 4 SP:Iteration 59Q (32451.600000 sec): 3 clusters Score: Raw -1703130.414025 + Penalty 4525.459679 = -1698604.954346 nChanged 6 SP:Iteration 60F (32451.850000 sec): 3 clusters Score: Raw -1703132.113000 + Penalty 4525.459679 = -1698606.653320 nChanged 10 SP:Iteration 61Q (32452.090000 sec): 3 clusters Score: Raw -1703135.262405 + Penalty 4525.459679 = -1698609.802725 nChanged 8 SP:Iteration 62Q (32452.330000 sec): 3 clusters Score: Raw -1703136.779503 + Penalty 4525.459679 = -1698611.319824 nChanged 3 SP:Iteration 63Q (32452.530000 sec): 3 clusters Score: Raw -1703137.644555 + Penalty 4525.459679 = -1698612.184876 nChanged 5 SP:Iteration 64Q (32452.750000 sec): 3 clusters Score: Raw -1703138.883997 + Penalty 4525.459679 = -1698613.424318 nChanged 3 SP:Iteration 65Q (32452.970000 sec): 3 clusters Score: Raw -1703139.576111 + Penalty 4525.459679 = -1698614.116432 nChanged 4 SP:Iteration 66Q (32453.200000 sec): 3 clusters Score: Raw -1703140.627466 + Penalty 4525.459679 = -1698615.167787 nChanged 5 SP:Iteration 67Q (32453.420000 sec): 3 clusters Score: Raw -1703142.145081 + Penalty 4525.459679 = -1698616.685401 nChanged 4 SP:Iteration 68Q (32453.660000 sec): 3 clusters Score: Raw -1703143.013252 + Penalty 4525.459679 = -1698617.553573 nChanged 4 SP:Iteration 69Q (32453.880000 sec): 3 clusters Score: Raw -1703143.875397 + Penalty 4525.459679 = -1698618.415718 nChanged 2 SP:Iteration 70Q (32454.090000 sec): 3 clusters Score: Raw -1703144.482766 + Penalty 4525.459679 = -1698619.023087 nChanged 1 SP:Iteration 71Q (32454.320000 sec): 3 clusters Score: Raw -1703144.698397 + Penalty 4525.459679 = -1698619.238717 nChanged 1 SP:Iteration 72Q (32454.550000 sec): 3 clusters Score: Raw -1703145.054973 + Penalty 4525.459679 = -1698619.595293 nChanged 3 SP:Iteration 73Q (32454.740000 sec): 3 clusters Score: Raw -1703146.024505 + Penalty 4525.459679 = -1698620.564825 nChanged 1 SP:Iteration 74Q (32454.960000 sec): 3 clusters Score: Raw -1703146.290221 + Penalty 4525.459679 = -1698620.830542 nChanged 2 SP:Iteration 75Q (32455.210000 sec): 3 clusters Score: Raw -1703146.968488 + Penalty 4525.459679 = -1698621.508809 nChanged 3 SP:Iteration 76Q (32455.390000 sec): 3 clusters Score: Raw -1703148.041332 + Penalty 4525.459679 = -1698622.581652 nChanged 3 SP:Iteration 77Q (32455.640000 sec): 3 clusters Score: Raw -1703148.475632 + Penalty 4525.459679 = -1698623.015952 nChanged 1 SP:Iteration 78Q (32455.820000 sec): 3 clusters Score: Raw -1703148.599575 + Penalty 4525.459679 = -1698623.139895 nChanged 4 SP:Iteration 79Q (32456.030000 sec): 3 clusters Score: Raw -1703149.198396 + Penalty 4525.459679 = -1698623.738716 nChanged 1 SP:Iteration 80F (32456.260000 sec): 3 clusters Score: Raw -1703149.247327 + Penalty 4525.459679 = -1698623.787647 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 12 (1645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32456.370000 sec): 2 clusters Score: Raw -298255.449682 + Penalty 1836.562924 = -296418.886757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32456.540000 sec): 3 clusters Score: Raw -297707.898342 + Penalty 3673.125849 = -294034.772493 nChanged 475 SP:Iteration 1F (32456.700000 sec): 3 clusters Score: Raw -298164.612634 + Penalty 3673.125849 = -294491.486785 nChanged 142 SP:Iteration 2F (32456.840000 sec): 3 clusters Score: Raw -298385.597459 + Penalty 3673.125849 = -294712.471610 nChanged 113 SP:Iteration 3F (32457.020000 sec): 3 clusters Score: Raw -298614.871547 + Penalty 3673.125849 = -294941.745698 nChanged 108 SP:Iteration 4F (32457.180000 sec): 3 clusters Score: Raw -298861.708296 + Penalty 3673.125849 = -295188.582447 nChanged 111 SP:Iteration 5F (32457.370000 sec): 3 clusters Score: Raw -299016.203783 + Penalty 3673.125849 = -295343.077934 nChanged 70 SP:Iteration 6Q (32457.520000 sec): 3 clusters Score: Raw -299121.774463 + Penalty 3673.125849 = -295448.648614 nChanged 44 SP:Iteration 7Q (32457.660000 sec): 3 clusters Score: Raw -299180.644954 + Penalty 3673.125849 = -295507.519105 nChanged 39 SP:Iteration 8Q (32457.840000 sec): 3 clusters Score: Raw -299225.529453 + Penalty 3673.125849 = -295552.403604 nChanged 24 SP:Iteration 9Q (32458.070000 sec): 3 clusters Score: Raw -299257.933718 + Penalty 3673.125849 = -295584.807869 nChanged 19 SP:Iteration 10Q (32458.190000 sec): 3 clusters Score: Raw -299282.022817 + Penalty 3673.125849 = -295608.896968 nChanged 24 SP:Iteration 11Q (32458.380000 sec): 3 clusters Score: Raw -299320.558466 + Penalty 3673.125849 = -295647.432617 nChanged 23 SP:Iteration 12Q (32458.570000 sec): 3 clusters Score: Raw -299343.402672 + Penalty 3673.125849 = -295670.276824 nChanged 17 SP:Iteration 13Q (32458.770000 sec): 3 clusters Score: Raw -299361.843967 + Penalty 3673.125849 = -295688.718118 nChanged 11 SP:Iteration 14Q (32458.940000 sec): 3 clusters Score: Raw -299375.117699 + Penalty 3673.125849 = -295701.991850 nChanged 11 SP:Iteration 15Q (32459.120000 sec): 3 clusters Score: Raw -299385.202418 + Penalty 3673.125849 = -295712.076569 nChanged 10 SP:Iteration 16Q (32459.320000 sec): 3 clusters Score: Raw -299393.204011 + Penalty 3673.125849 = -295720.078162 nChanged 7 SP:Iteration 17Q (32459.500000 sec): 3 clusters Score: Raw -299399.584667 + Penalty 3673.125849 = -295726.458818 nChanged 4 SP:Iteration 18Q (32459.680000 sec): 3 clusters Score: Raw -299404.028610 + Penalty 3673.125849 = -295730.902761 nChanged 5 SP:Iteration 19Q (32459.840000 sec): 3 clusters Score: Raw -299410.254610 + Penalty 3673.125849 = -295737.128761 nChanged 10 SP:Iteration 20F (32460.030000 sec): 3 clusters Score: Raw -299419.971306 + Penalty 3673.125849 = -295746.845457 nChanged 4 SP:Iteration 21Q (32460.230000 sec): 3 clusters Score: Raw -299423.842993 + Penalty 3673.125849 = -295750.717144 nChanged 3 SP:Iteration 22Q (32460.380000 sec): 3 clusters Score: Raw -299428.847193 + Penalty 3673.125849 = -295755.721344 nChanged 5 SP:Iteration 23Q (32460.600000 sec): 3 clusters Score: Raw -299434.421256 + Penalty 3673.125849 = -295761.295407 nChanged 8 SP:Iteration 24Q (32460.750000 sec): 3 clusters Score: Raw -299440.800491 + Penalty 3673.125849 = -295767.674642 nChanged 3 SP:Iteration 25Q (32460.960000 sec): 3 clusters Score: Raw -299442.838422 + Penalty 3673.125849 = -295769.712573 nChanged 2 SP:Iteration 26Q (32461.100000 sec): 3 clusters Score: Raw -299443.839695 + Penalty 3673.125849 = -295770.713846 nChanged 1 SP:Iteration 27Q (32461.300000 sec): 3 clusters Score: Raw -299444.504770 + Penalty 3673.125849 = -295771.378921 nChanged 1 SP:Iteration 28Q (32461.440000 sec): 3 clusters Score: Raw -299445.019665 + Penalty 3673.125849 = -295771.893816 nChanged 0 SP:Iteration 29F (32461.610000 sec): 3 clusters Score: Raw -299445.019665 + Penalty 3673.125849 = -295771.893816 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 13 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32461.720000 sec): 2 clusters Score: Raw -36658.901538 + Penalty 1353.977208 = -35304.924331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32461.900000 sec): 3 clusters Score: Raw -36907.400286 + Penalty 2707.954415 = -34199.445871 nChanged 28 SP:Iteration 1F (32462.080000 sec): 3 clusters Score: Raw -37020.336462 + Penalty 2707.954415 = -34312.382047 nChanged 9 SP:Iteration 2Q (32462.280000 sec): 3 clusters Score: Raw -37066.204406 + Penalty 2707.954415 = -34358.249991 nChanged 5 SP:Iteration 3Q (32462.430000 sec): 3 clusters Score: Raw -37106.868978 + Penalty 2707.954415 = -34398.914563 nChanged 6 SP:Iteration 4Q (32462.610000 sec): 3 clusters Score: Raw -37141.477483 + Penalty 2707.954415 = -34433.523068 nChanged 3 SP:Iteration 5Q (32462.790000 sec): 3 clusters Score: Raw -37160.639559 + Penalty 2707.954415 = -34452.685144 nChanged 1 SP:Iteration 6Q (32463.000000 sec): 3 clusters Score: Raw -37169.549471 + Penalty 2707.954415 = -34461.595056 nChanged 0 SP:Iteration 7F (32463.160000 sec): 3 clusters Score: Raw -37169.549471 + Penalty 2707.954415 = -34461.595056 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 14 (6471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32463.250000 sec): 2 clusters Score: Raw -1221296.851326 + Penalty 2176.221312 = -1219120.630014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32463.460000 sec): 3 clusters Score: Raw -1218035.747218 + Penalty 4352.442624 = -1213683.304594 nChanged 2531 SP:Iteration 1F (32463.670000 sec): 3 clusters Score: Raw -1219373.515219 + Penalty 4352.442624 = -1215021.072595 nChanged 389 SP:Iteration 2F (32463.900000 sec): 3 clusters Score: Raw -1219542.381998 + Penalty 4352.442624 = -1215189.939374 nChanged 280 SP:Iteration 3Q (32464.100000 sec): 3 clusters Score: Raw -1219656.509642 + Penalty 4352.442624 = -1215304.067018 nChanged 207 SP:Iteration 4Q (32464.300000 sec): 3 clusters Score: Raw -1219736.584831 + Penalty 4352.442624 = -1215384.142207 nChanged 169 SP:Iteration 5Q (32464.530000 sec): 3 clusters Score: Raw -1219804.944185 + Penalty 4352.442624 = -1215452.501561 nChanged 141 SP:Iteration 6Q (32464.700000 sec): 3 clusters Score: Raw -1219859.708157 + Penalty 4352.442624 = -1215507.265533 nChanged 142 SP:Iteration 7Q (32464.900000 sec): 3 clusters Score: Raw -1219916.008335 + Penalty 4352.442624 = -1215563.565711 nChanged 122 SP:Iteration 8Q (32465.100000 sec): 3 clusters Score: Raw -1219971.393797 + Penalty 4352.442624 = -1215618.951173 nChanged 130 SP:Iteration 9Q (32465.310000 sec): 3 clusters Score: Raw -1220030.085864 + Penalty 4352.442624 = -1215677.643240 nChanged 116 SP:Iteration 10Q (32465.500000 sec): 3 clusters Score: Raw -1220084.242368 + Penalty 4352.442624 = -1215731.799745 nChanged 144 SP:Iteration 11Q (32465.720000 sec): 3 clusters Score: Raw -1220165.513577 + Penalty 4352.442624 = -1215813.070953 nChanged 161 SP:Iteration 12Q (32465.930000 sec): 3 clusters Score: Raw -1220268.177618 + Penalty 4352.442624 = -1215915.734994 nChanged 183 SP:Iteration 13Q (32466.130000 sec): 3 clusters Score: Raw -1220404.857795 + Penalty 4352.442624 = -1216052.415171 nChanged 191 SP:Iteration 14Q (32466.360000 sec): 3 clusters Score: Raw -1220567.044994 + Penalty 4352.442624 = -1216214.602370 nChanged 227 SP:Iteration 15Q (32466.570000 sec): 3 clusters Score: Raw -1220749.404104 + Penalty 4352.442624 = -1216396.961480 nChanged 250 SP:Iteration 16Q (32466.770000 sec): 3 clusters Score: Raw -1220942.279117 + Penalty 4352.442624 = -1216589.836494 nChanged 246 SP:Iteration 17Q (32466.990000 sec): 3 clusters Score: Raw -1221120.191782 + Penalty 4352.442624 = -1216767.749158 nChanged 230 SP:Iteration 18Q (32467.160000 sec): 3 clusters Score: Raw -1221288.832295 + Penalty 4352.442624 = -1216936.389671 nChanged 261 SP:Iteration 19Q (32467.390000 sec): 3 clusters Score: Raw -1221476.212515 + Penalty 4352.442624 = -1217123.769891 nChanged 236 SP:Iteration 20F (32467.590000 sec): 3 clusters Score: Raw -1221632.737462 + Penalty 4352.442624 = -1217280.294838 nChanged 199 SP:Iteration 21Q (32467.770000 sec): 3 clusters Score: Raw -1221765.373059 + Penalty 4352.442624 = -1217412.930435 nChanged 155 SP:Iteration 22Q (32467.980000 sec): 3 clusters Score: Raw -1221852.819349 + Penalty 4352.442624 = -1217500.376725 nChanged 132 SP:Iteration 23Q (32468.180000 sec): 3 clusters Score: Raw -1221917.966042 + Penalty 4352.442624 = -1217565.523418 nChanged 105 SP:Iteration 24Q (32468.420000 sec): 3 clusters Score: Raw -1221967.106883 + Penalty 4352.442624 = -1217614.664259 nChanged 66 SP:Iteration 25Q (32468.560000 sec): 3 clusters Score: Raw -1221997.028200 + Penalty 4352.442624 = -1217644.585576 nChanged 73 SP:Iteration 26Q (32468.800000 sec): 3 clusters Score: Raw -1222034.237539 + Penalty 4352.442624 = -1217681.794915 nChanged 58 SP:Iteration 27Q (32468.980000 sec): 3 clusters Score: Raw -1222061.313234 + Penalty 4352.442624 = -1217708.870610 nChanged 51 SP:Iteration 28Q (32469.180000 sec): 3 clusters Score: Raw -1222087.614864 + Penalty 4352.442624 = -1217735.172241 nChanged 45 SP:Iteration 29Q (32469.370000 sec): 3 clusters Score: Raw -1222108.054749 + Penalty 4352.442624 = -1217755.612125 nChanged 35 SP:Iteration 30Q (32469.600000 sec): 3 clusters Score: Raw -1222125.084786 + Penalty 4352.442624 = -1217772.642162 nChanged 38 SP:Iteration 31Q (32469.800000 sec): 3 clusters Score: Raw -1222144.895061 + Penalty 4352.442624 = -1217792.452438 nChanged 45 SP:Iteration 32Q (32469.960000 sec): 3 clusters Score: Raw -1222166.144281 + Penalty 4352.442624 = -1217813.701658 nChanged 31 SP:Iteration 33Q (32470.180000 sec): 3 clusters Score: Raw -1222177.803810 + Penalty 4352.442624 = -1217825.361186 nChanged 33 SP:Iteration 34Q (32470.380000 sec): 3 clusters Score: Raw -1222188.583902 + Penalty 4352.442624 = -1217836.141278 nChanged 26 SP:Iteration 35Q (32470.580000 sec): 3 clusters Score: Raw -1222198.694923 + Penalty 4352.442624 = -1217846.252299 nChanged 24 SP:Iteration 36Q (32470.750000 sec): 3 clusters Score: Raw -1222208.141454 + Penalty 4352.442624 = -1217855.698830 nChanged 29 SP:Iteration 37Q (32470.950000 sec): 3 clusters Score: Raw -1222217.248881 + Penalty 4352.442624 = -1217864.806258 nChanged 16 SP:Iteration 38Q (32471.150000 sec): 3 clusters Score: Raw -1222222.552305 + Penalty 4352.442624 = -1217870.109681 nChanged 12 SP:Iteration 39Q (32471.390000 sec): 3 clusters Score: Raw -1222226.382804 + Penalty 4352.442624 = -1217873.940180 nChanged 16 SP:Iteration 40F (32471.580000 sec): 3 clusters Score: Raw -1222231.867170 + Penalty 4352.442624 = -1217879.424546 nChanged 13 SP:Iteration 41Q (32471.780000 sec): 3 clusters Score: Raw -1222236.419689 + Penalty 4352.442624 = -1217883.977065 nChanged 9 SP:Iteration 42Q (32472.000000 sec): 3 clusters Score: Raw -1222239.703715 + Penalty 4352.442624 = -1217887.261091 nChanged 12 SP:Iteration 43Q (32472.180000 sec): 3 clusters Score: Raw -1222242.805088 + Penalty 4352.442624 = -1217890.362464 nChanged 7 SP:Iteration 44Q (32472.370000 sec): 3 clusters Score: Raw -1222245.072230 + Penalty 4352.442624 = -1217892.629606 nChanged 7 SP:Iteration 45Q (32472.610000 sec): 3 clusters Score: Raw -1222247.489602 + Penalty 4352.442624 = -1217895.046978 nChanged 8 SP:Iteration 46Q (32472.790000 sec): 3 clusters Score: Raw -1222249.306737 + Penalty 4352.442624 = -1217896.864114 nChanged 5 SP:Iteration 47Q (32472.980000 sec): 3 clusters Score: Raw -1222250.672317 + Penalty 4352.442624 = -1217898.229693 nChanged 4 SP:Iteration 48Q (32473.180000 sec): 3 clusters Score: Raw -1222251.784342 + Penalty 4352.442624 = -1217899.341718 nChanged 3 SP:Iteration 49Q (32473.440000 sec): 3 clusters Score: Raw -1222252.478323 + Penalty 4352.442624 = -1217900.035699 nChanged 1 SP:Iteration 50Q (32473.640000 sec): 3 clusters Score: Raw -1222252.664164 + Penalty 4352.442624 = -1217900.221540 nChanged 0 SP:Iteration 51F (32473.850000 sec): 3 clusters Score: Raw -1222252.664164 + Penalty 4352.442624 = -1217900.221540 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 15 (1315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32473.930000 sec): 2 clusters Score: Raw -223495.584861 + Penalty 1781.034802 = -221714.550059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32474.120000 sec): 3 clusters Score: Raw -223124.479868 + Penalty 3562.069605 = -219562.410263 nChanged 368 SP:Iteration 1F (32474.260000 sec): 3 clusters Score: Raw -223458.984526 + Penalty 3562.069605 = -219896.914922 nChanged 92 SP:Iteration 2F (32474.440000 sec): 3 clusters Score: Raw -223555.660462 + Penalty 3562.069605 = -219993.590858 nChanged 47 SP:Iteration 3Q (32474.620000 sec): 3 clusters Score: Raw -223598.101740 + Penalty 3562.069605 = -220036.032136 nChanged 41 SP:Iteration 4Q (32474.790000 sec): 3 clusters Score: Raw -223636.744498 + Penalty 3562.069605 = -220074.674893 nChanged 26 SP:Iteration 5Q (32475.000000 sec): 3 clusters Score: Raw -223661.490809 + Penalty 3562.069605 = -220099.421205 nChanged 22 SP:Iteration 6Q (32475.210000 sec): 3 clusters Score: Raw -223683.854720 + Penalty 3562.069605 = -220121.785116 nChanged 19 SP:Iteration 7Q (32475.420000 sec): 3 clusters Score: Raw -223704.302501 + Penalty 3562.069605 = -220142.232896 nChanged 16 SP:Iteration 8Q (32475.600000 sec): 3 clusters Score: Raw -223723.055786 + Penalty 3562.069605 = -220160.986182 nChanged 13 SP:Iteration 9Q (32475.760000 sec): 3 clusters Score: Raw -223736.989138 + Penalty 3562.069605 = -220174.919533 nChanged 18 SP:Iteration 10Q (32475.920000 sec): 3 clusters Score: Raw -223755.119309 + Penalty 3562.069605 = -220193.049704 nChanged 16 SP:Iteration 11Q (32476.120000 sec): 3 clusters Score: Raw -223771.706042 + Penalty 3562.069605 = -220209.636438 nChanged 17 SP:Iteration 12Q (32476.320000 sec): 3 clusters Score: Raw -223790.808144 + Penalty 3562.069605 = -220228.738539 nChanged 11 SP:Iteration 13Q (32476.510000 sec): 3 clusters Score: Raw -223798.953500 + Penalty 3562.069605 = -220236.883895 nChanged 6 SP:Iteration 14Q (32476.640000 sec): 3 clusters Score: Raw -223804.195882 + Penalty 3562.069605 = -220242.126277 nChanged 4 SP:Iteration 15Q (32476.830000 sec): 3 clusters Score: Raw -223808.196016 + Penalty 3562.069605 = -220246.126411 nChanged 4 SP:Iteration 16Q (32477.020000 sec): 3 clusters Score: Raw -223812.576919 + Penalty 3562.069605 = -220250.507315 nChanged 4 SP:Iteration 17Q (32477.190000 sec): 3 clusters Score: Raw -223816.291131 + Penalty 3562.069605 = -220254.221527 nChanged 4 SP:Iteration 18Q (32477.350000 sec): 3 clusters Score: Raw -223820.806808 + Penalty 3562.069605 = -220258.737203 nChanged 2 SP:Iteration 19Q (32477.530000 sec): 3 clusters Score: Raw -223823.261822 + Penalty 3562.069605 = -220261.192217 nChanged 2 SP:Iteration 20F (32477.740000 sec): 3 clusters Score: Raw -223824.437722 + Penalty 3562.069605 = -220262.368118 nChanged 2 SP:Iteration 21Q (32477.920000 sec): 3 clusters Score: Raw -223826.377394 + Penalty 3562.069605 = -220264.307790 nChanged 2 SP:Iteration 22Q (32478.080000 sec): 3 clusters Score: Raw -223827.787258 + Penalty 3562.069605 = -220265.717653 nChanged 3 SP:Iteration 23Q (32478.300000 sec): 3 clusters Score: Raw -223831.471086 + Penalty 3562.069605 = -220269.401482 nChanged 3 SP:Iteration 24Q (32478.450000 sec): 3 clusters Score: Raw -223833.920078 + Penalty 3562.069605 = -220271.850473 nChanged 4 SP:Iteration 25Q (32478.640000 sec): 3 clusters Score: Raw -223840.651229 + Penalty 3562.069605 = -220278.581624 nChanged 4 SP:Iteration 26Q (32478.810000 sec): 3 clusters Score: Raw -223843.551929 + Penalty 3562.069605 = -220281.482325 nChanged 3 SP:Iteration 27Q (32478.980000 sec): 3 clusters Score: Raw -223846.181209 + Penalty 3562.069605 = -220284.111605 nChanged 3 SP:Iteration 28Q (32479.160000 sec): 3 clusters Score: Raw -223851.418246 + Penalty 3562.069605 = -220289.348642 nChanged 3 SP:Iteration 29Q (32479.330000 sec): 3 clusters Score: Raw -223853.660866 + Penalty 3562.069605 = -220291.591261 nChanged 3 SP:Iteration 30Q (32479.520000 sec): 3 clusters Score: Raw -223857.998301 + Penalty 3562.069605 = -220295.928696 nChanged 3 SP:Iteration 31Q (32479.680000 sec): 3 clusters Score: Raw -223861.319703 + Penalty 3562.069605 = -220299.250099 nChanged 4 SP:Iteration 32Q (32479.870000 sec): 3 clusters Score: Raw -223867.841131 + Penalty 3562.069605 = -220305.771527 nChanged 4 SP:Iteration 33Q (32480.070000 sec): 3 clusters Score: Raw -223871.200967 + Penalty 3562.069605 = -220309.131363 nChanged 4 SP:Iteration 34Q (32480.240000 sec): 3 clusters Score: Raw -223876.906391 + Penalty 3562.069605 = -220314.836787 nChanged 2 SP:Iteration 35Q (32480.440000 sec): 3 clusters Score: Raw -223879.370147 + Penalty 3562.069605 = -220317.300543 nChanged 3 SP:Iteration 36Q (32480.610000 sec): 3 clusters Score: Raw -223882.221595 + Penalty 3562.069605 = -220320.151991 nChanged 5 SP:Iteration 37Q (32480.800000 sec): 3 clusters Score: Raw -223888.360741 + Penalty 3562.069605 = -220326.291136 nChanged 2 SP:Iteration 38Q (32480.960000 sec): 3 clusters Score: Raw -223890.223044 + Penalty 3562.069605 = -220328.153439 nChanged 1 SP:Iteration 39Q (32481.150000 sec): 3 clusters Score: Raw -223891.787285 + Penalty 3562.069605 = -220329.717681 nChanged 1 SP:Iteration 40F (32481.330000 sec): 3 clusters Score: Raw -223892.696645 + Penalty 3562.069605 = -220330.627040 nChanged 1 SP:Iteration 41Q (32481.480000 sec): 3 clusters Score: Raw -223893.672124 + Penalty 3562.069605 = -220331.602519 nChanged 0 SP:Iteration 42F (32481.670000 sec): 3 clusters Score: Raw -223893.672124 + Penalty 3562.069605 = -220331.602519 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 16 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32481.760000 sec): 2 clusters Score: Raw -64296.042837 + Penalty 1495.609945 = -62800.432892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32481.940000 sec): 3 clusters Score: Raw -64436.608955 + Penalty 2991.219889 = -61445.389066 nChanged 96 SP:Iteration 1F (32482.150000 sec): 3 clusters Score: Raw -64688.647008 + Penalty 2991.219889 = -61697.427119 nChanged 37 SP:Iteration 2F (32482.310000 sec): 3 clusters Score: Raw -64814.789752 + Penalty 2991.219889 = -61823.569862 nChanged 23 SP:Iteration 3F (32482.520000 sec): 3 clusters Score: Raw -64907.313882 + Penalty 2991.219889 = -61916.093993 nChanged 9 SP:Iteration 4Q (32482.680000 sec): 3 clusters Score: Raw -64947.669910 + Penalty 2991.219889 = -61956.450021 nChanged 7 SP:Iteration 5Q (32482.860000 sec): 3 clusters Score: Raw -64993.480503 + Penalty 2991.219889 = -62002.260614 nChanged 5 SP:Iteration 6Q (32483.080000 sec): 3 clusters Score: Raw -65012.914212 + Penalty 2991.219889 = -62021.694323 nChanged 0 SP:Iteration 7F (32483.260000 sec): 3 clusters Score: Raw -65012.914212 + Penalty 2991.219889 = -62021.694323 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 17 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32483.310000 sec): 2 clusters Score: Raw -61877.988191 + Penalty 1487.736267 = -60390.251924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32483.490000 sec): 3 clusters Score: Raw -62021.744377 + Penalty 2975.472535 = -59046.271842 nChanged 60 SP:Iteration 1F (32483.690000 sec): 3 clusters Score: Raw -62237.312882 + Penalty 2975.472535 = -59261.840348 nChanged 25 SP:Iteration 2F (32483.860000 sec): 3 clusters Score: Raw -62404.779863 + Penalty 2975.472535 = -59429.307329 nChanged 18 SP:Iteration 3Q (32484.040000 sec): 3 clusters Score: Raw -62517.137435 + Penalty 2975.472535 = -59541.664900 nChanged 13 SP:Iteration 4Q (32484.220000 sec): 3 clusters Score: Raw -62578.288959 + Penalty 2975.472535 = -59602.816424 nChanged 7 SP:Iteration 5Q (32484.360000 sec): 3 clusters Score: Raw -62597.763367 + Penalty 2975.472535 = -59622.290832 nChanged 3 SP:Iteration 6Q (32484.540000 sec): 3 clusters Score: Raw -62604.009839 + Penalty 2975.472535 = -59628.537305 nChanged 3 SP:Iteration 7Q (32484.750000 sec): 3 clusters Score: Raw -62621.431985 + Penalty 2975.472535 = -59645.959451 nChanged 4 SP:Iteration 8Q (32484.890000 sec): 3 clusters Score: Raw -62643.956712 + Penalty 2975.472535 = -59668.484177 nChanged 5 SP:Iteration 9Q (32485.090000 sec): 3 clusters Score: Raw -62677.863557 + Penalty 2975.472535 = -59702.391022 nChanged 7 SP:Iteration 10Q (32485.240000 sec): 3 clusters Score: Raw -62715.389701 + Penalty 2975.472535 = -59739.917167 nChanged 4 SP:Iteration 11Q (32485.460000 sec): 3 clusters Score: Raw -62731.267720 + Penalty 2975.472535 = -59755.795185 nChanged 4 SP:Iteration 12Q (32485.620000 sec): 3 clusters Score: Raw -62758.606298 + Penalty 2975.472535 = -59783.133763 nChanged 5 SP:Iteration 13Q (32485.770000 sec): 3 clusters Score: Raw -62790.342896 + Penalty 2975.472535 = -59814.870361 nChanged 3 SP:Iteration 14Q (32485.960000 sec): 3 clusters Score: Raw -62817.942229 + Penalty 2975.472535 = -59842.469695 nChanged 4 SP:Iteration 15Q (32486.120000 sec): 3 clusters Score: Raw -62847.811419 + Penalty 2975.472535 = -59872.338885 nChanged 1 SP:Iteration 16Q (32486.300000 sec): 3 clusters Score: Raw -62853.685263 + Penalty 2975.472535 = -59878.212728 nChanged 2 SP:Iteration 17Q (32486.470000 sec): 3 clusters Score: Raw -62863.301660 + Penalty 2975.472535 = -59887.829126 nChanged 2 SP:Iteration 18Q (32486.680000 sec): 3 clusters Score: Raw -62875.883255 + Penalty 2975.472535 = -59900.410720 nChanged 1 SP:Iteration 19Q (32486.830000 sec): 3 clusters Score: Raw -62882.212846 + Penalty 2975.472535 = -59906.740312 nChanged 0 SP:Iteration 20F (32487.040000 sec): 3 clusters Score: Raw -62882.212846 + Penalty 2975.472535 = -59906.740312 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 18 (24230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32487.190000 sec): 2 clusters Score: Raw -4431056.865983 + Penalty 2503.646010 = -4428553.219973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32487.490000 sec): 3 clusters Score: Raw -4416829.704505 + Penalty 5007.292020 = -4411822.412485 nChanged 10699 SP:Iteration 1F (32487.800000 sec): 3 clusters Score: Raw -4422350.022505 + Penalty 5007.292020 = -4417342.730485 nChanged 1070 SP:Iteration 2Q (32488.060000 sec): 3 clusters Score: Raw -4422694.638845 + Penalty 5007.292020 = -4417687.346825 nChanged 1020 SP:Iteration 3Q (32488.380000 sec): 3 clusters Score: Raw -4422993.197318 + Penalty 5007.292020 = -4417985.905298 nChanged 911 SP:Iteration 4Q (32488.670000 sec): 3 clusters Score: Raw -4423249.149078 + Penalty 5007.292020 = -4418241.857058 nChanged 779 SP:Iteration 5Q (32488.960000 sec): 3 clusters Score: Raw -4423447.373473 + Penalty 5007.292020 = -4418440.081454 nChanged 691 SP:Iteration 6Q (32489.270000 sec): 3 clusters Score: Raw -4423642.368395 + Penalty 5007.292020 = -4418635.076375 nChanged 664 SP:Iteration 7Q (32489.520000 sec): 3 clusters Score: Raw -4423838.229917 + Penalty 5007.292020 = -4418830.937898 nChanged 655 SP:Iteration 8Q (32489.820000 sec): 3 clusters Score: Raw -4424039.571208 + Penalty 5007.292020 = -4419032.279188 nChanged 709 SP:Iteration 9Q (32490.100000 sec): 3 clusters Score: Raw -4424314.487451 + Penalty 5007.292020 = -4419307.195431 nChanged 861 SP:Iteration 10Q (32490.440000 sec): 3 clusters Score: Raw -4424728.136048 + Penalty 5007.292020 = -4419720.844028 nChanged 1068 SP:Iteration 11Q (32490.710000 sec): 3 clusters Score: Raw -4425316.906954 + Penalty 5007.292020 = -4420309.614934 nChanged 1268 SP:Iteration 12F (32491.020000 sec): 3 clusters Score: Raw -4426121.933666 + Penalty 5007.292020 = -4421114.641646 nChanged 1364 SP:Iteration 13F (32491.340000 sec): 3 clusters Score: Raw -4427119.941831 + Penalty 5007.292020 = -4422112.649812 nChanged 1449 SP:Iteration 14F (32491.610000 sec): 3 clusters Score: Raw -4428283.680260 + Penalty 5007.292020 = -4423276.388240 nChanged 1278 SP:Iteration 15F (32491.930000 sec): 3 clusters Score: Raw -4429358.194716 + Penalty 5007.292020 = -4424350.902696 nChanged 943 SP:Iteration 16Q (32492.220000 sec): 3 clusters Score: Raw -4430156.129796 + Penalty 5007.292020 = -4425148.837777 nChanged 546 SP:Iteration 17Q (32492.480000 sec): 3 clusters Score: Raw -4430651.675660 + Penalty 5007.292020 = -4425644.383640 nChanged 301 SP:Iteration 18Q (32492.750000 sec): 3 clusters Score: Raw -4430943.182793 + Penalty 5007.292020 = -4425935.890773 nChanged 159 SP:Iteration 19Q (32493.040000 sec): 3 clusters Score: Raw -4431099.252688 + Penalty 5007.292020 = -4426091.960669 nChanged 90 SP:Iteration 20F (32493.300000 sec): 3 clusters Score: Raw -4431202.118599 + Penalty 5007.292020 = -4426194.826579 nChanged 51 SP:Iteration 21Q (32493.600000 sec): 3 clusters Score: Raw -4431258.900836 + Penalty 5007.292020 = -4426251.608817 nChanged 36 SP:Iteration 22Q (32493.870000 sec): 3 clusters Score: Raw -4431299.481552 + Penalty 5007.292020 = -4426292.189532 nChanged 25 SP:Iteration 23Q (32494.160000 sec): 3 clusters Score: Raw -4431326.009375 + Penalty 5007.292020 = -4426318.717356 nChanged 17 SP:Iteration 24Q (32494.390000 sec): 3 clusters Score: Raw -4431342.378489 + Penalty 5007.292020 = -4426335.086469 nChanged 11 SP:Iteration 25Q (32494.700000 sec): 3 clusters Score: Raw -4431353.724144 + Penalty 5007.292020 = -4426346.432125 nChanged 7 SP:Iteration 26Q (32494.990000 sec): 3 clusters Score: Raw -4431360.279025 + Penalty 5007.292020 = -4426352.987006 nChanged 7 SP:Iteration 27Q (32495.310000 sec): 3 clusters Score: Raw -4431365.296686 + Penalty 5007.292020 = -4426358.004667 nChanged 5 SP:Iteration 28Q (32495.570000 sec): 3 clusters Score: Raw -4431369.347753 + Penalty 5007.292020 = -4426362.055733 nChanged 2 SP:Iteration 29Q (32495.860000 sec): 3 clusters Score: Raw -4431371.248994 + Penalty 5007.292020 = -4426363.956975 nChanged 2 SP:Iteration 30Q (32496.150000 sec): 3 clusters Score: Raw -4431372.752195 + Penalty 5007.292020 = -4426365.460175 nChanged 1 SP:Iteration 31Q (32496.430000 sec): 3 clusters Score: Raw -4431374.022792 + Penalty 5007.292020 = -4426366.730773 nChanged 0 SP:Iteration 32F (32496.720000 sec): 3 clusters Score: Raw -4431374.022792 + Penalty 5007.292020 = -4426366.730773 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 19 (20352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32496.930000 sec): 2 clusters Score: Raw -3421325.685311 + Penalty 2460.391748 = -3418865.293563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32497.210000 sec): 3 clusters Score: Raw -3409459.381112 + Penalty 4920.783495 = -3404538.597617 nChanged 8997 SP:Iteration 1F (32497.540000 sec): 3 clusters Score: Raw -3414241.377018 + Penalty 4920.783495 = -3409320.593522 nChanged 1119 SP:Iteration 2F (32497.830000 sec): 3 clusters Score: Raw -3414683.317411 + Penalty 4920.783495 = -3409762.533916 nChanged 991 SP:Iteration 3Q (32498.160000 sec): 3 clusters Score: Raw -3415119.711163 + Penalty 4920.783495 = -3410198.927667 nChanged 993 SP:Iteration 4Q (32498.440000 sec): 3 clusters Score: Raw -3415642.079418 + Penalty 4920.783495 = -3410721.295923 nChanged 1006 SP:Iteration 5Q (32498.740000 sec): 3 clusters Score: Raw -3416268.871215 + Penalty 4920.783495 = -3411348.087720 nChanged 1076 SP:Iteration 6F (32499.040000 sec): 3 clusters Score: Raw -3416966.168876 + Penalty 4920.783495 = -3412045.385380 nChanged 1090 SP:Iteration 7F (32499.320000 sec): 3 clusters Score: Raw -3417659.771637 + Penalty 4920.783495 = -3412738.988142 nChanged 1062 SP:Iteration 8F (32499.600000 sec): 3 clusters Score: Raw -3418311.221824 + Penalty 4920.783495 = -3413390.438329 nChanged 1014 SP:Iteration 9Q (32499.860000 sec): 3 clusters Score: Raw -3418885.554395 + Penalty 4920.783495 = -3413964.770900 nChanged 907 SP:Iteration 10Q (32500.140000 sec): 3 clusters Score: Raw -3419413.584085 + Penalty 4920.783495 = -3414492.800590 nChanged 831 SP:Iteration 11Q (32500.420000 sec): 3 clusters Score: Raw -3419894.227169 + Penalty 4920.783495 = -3414973.443674 nChanged 703 SP:Iteration 12Q (32500.690000 sec): 3 clusters Score: Raw -3420289.019361 + Penalty 4920.783495 = -3415368.235866 nChanged 618 SP:Iteration 13Q (32500.970000 sec): 3 clusters Score: Raw -3420656.254664 + Penalty 4920.783495 = -3415735.471169 nChanged 584 SP:Iteration 14Q (32501.280000 sec): 3 clusters Score: Raw -3420978.614597 + Penalty 4920.783495 = -3416057.831102 nChanged 490 SP:Iteration 15Q (32501.600000 sec): 3 clusters Score: Raw -3421237.182708 + Penalty 4920.783495 = -3416316.399213 nChanged 424 SP:Iteration 16Q (32501.870000 sec): 3 clusters Score: Raw -3421472.865184 + Penalty 4920.783495 = -3416552.081689 nChanged 386 SP:Iteration 17Q (32502.130000 sec): 3 clusters Score: Raw -3421671.808996 + Penalty 4920.783495 = -3416751.025501 nChanged 335 SP:Iteration 18Q (32502.420000 sec): 3 clusters Score: Raw -3421841.724078 + Penalty 4920.783495 = -3416920.940583 nChanged 314 SP:Iteration 19Q (32502.690000 sec): 3 clusters Score: Raw -3421989.157451 + Penalty 4920.783495 = -3417068.373956 nChanged 279 SP:Iteration 20F (32502.960000 sec): 3 clusters Score: Raw -3422092.546627 + Penalty 4920.783495 = -3417171.763131 nChanged 229 SP:Iteration 21Q (32503.260000 sec): 3 clusters Score: Raw -3422171.699050 + Penalty 4920.783495 = -3417250.915555 nChanged 205 SP:Iteration 22Q (32503.530000 sec): 3 clusters Score: Raw -3422228.738737 + Penalty 4920.783495 = -3417307.955241 nChanged 161 SP:Iteration 23Q (32503.800000 sec): 3 clusters Score: Raw -3422269.988453 + Penalty 4920.783495 = -3417349.204958 nChanged 158 SP:Iteration 24Q (32504.040000 sec): 3 clusters Score: Raw -3422306.782500 + Penalty 4920.783495 = -3417385.999005 nChanged 135 SP:Iteration 25Q (32504.350000 sec): 3 clusters Score: Raw -3422337.045121 + Penalty 4920.783495 = -3417416.261626 nChanged 130 SP:Iteration 26Q (32504.650000 sec): 3 clusters Score: Raw -3422367.927660 + Penalty 4920.783495 = -3417447.144164 nChanged 129 SP:Iteration 27Q (32504.970000 sec): 3 clusters Score: Raw -3422393.427821 + Penalty 4920.783495 = -3417472.644326 nChanged 111 SP:Iteration 28Q (32505.250000 sec): 3 clusters Score: Raw -3422417.026747 + Penalty 4920.783495 = -3417496.243252 nChanged 103 SP:Iteration 29Q (32505.540000 sec): 3 clusters Score: Raw -3422433.467126 + Penalty 4920.783495 = -3417512.683630 nChanged 73 SP:Iteration 30Q (32505.820000 sec): 3 clusters Score: Raw -3422444.088431 + Penalty 4920.783495 = -3417523.304936 nChanged 71 SP:Iteration 31Q (32506.080000 sec): 3 clusters Score: Raw -3422455.282357 + Penalty 4920.783495 = -3417534.498862 nChanged 62 SP:Iteration 32Q (32506.340000 sec): 3 clusters Score: Raw -3422464.822375 + Penalty 4920.783495 = -3417544.038880 nChanged 49 SP:Iteration 33Q (32506.640000 sec): 3 clusters Score: Raw -3422472.872682 + Penalty 4920.783495 = -3417552.089186 nChanged 54 SP:Iteration 34Q (32506.920000 sec): 3 clusters Score: Raw -3422480.798327 + Penalty 4920.783495 = -3417560.014832 nChanged 40 SP:Iteration 35Q (32507.220000 sec): 3 clusters Score: Raw -3422486.452780 + Penalty 4920.783495 = -3417565.669285 nChanged 38 SP:Iteration 36Q (32507.500000 sec): 3 clusters Score: Raw -3422491.236387 + Penalty 4920.783495 = -3417570.452892 nChanged 28 SP:Iteration 37Q (32507.760000 sec): 3 clusters Score: Raw -3422494.725413 + Penalty 4920.783495 = -3417573.941918 nChanged 34 SP:Iteration 38Q (32508.080000 sec): 3 clusters Score: Raw -3422499.254015 + Penalty 4920.783495 = -3417578.470519 nChanged 32 SP:Iteration 39Q (32508.400000 sec): 3 clusters Score: Raw -3422503.352159 + Penalty 4920.783495 = -3417582.568664 nChanged 36 SP:Iteration 40F (32508.700000 sec): 3 clusters Score: Raw -3422508.243844 + Penalty 4920.783495 = -3417587.460349 nChanged 34 SP:Iteration 41Q (32508.970000 sec): 3 clusters Score: Raw -3422511.893224 + Penalty 4920.783495 = -3417591.109729 nChanged 36 SP:Iteration 42Q (32509.220000 sec): 3 clusters Score: Raw -3422516.378588 + Penalty 4920.783495 = -3417595.595093 nChanged 29 SP:Iteration 43Q (32509.510000 sec): 3 clusters Score: Raw -3422519.643442 + Penalty 4920.783495 = -3417598.859947 nChanged 29 SP:Iteration 44Q (32509.780000 sec): 3 clusters Score: Raw -3422523.510465 + Penalty 4920.783495 = -3417602.726969 nChanged 41 SP:Iteration 45Q (32510.070000 sec): 3 clusters Score: Raw -3422528.912472 + Penalty 4920.783495 = -3417608.128977 nChanged 41 SP:Iteration 46Q (32510.330000 sec): 3 clusters Score: Raw -3422534.710756 + Penalty 4920.783495 = -3417613.927261 nChanged 44 SP:Iteration 47Q (32510.630000 sec): 3 clusters Score: Raw -3422541.956719 + Penalty 4920.783495 = -3417621.173224 nChanged 40 SP:Iteration 48Q (32510.930000 sec): 3 clusters Score: Raw -3422547.551953 + Penalty 4920.783495 = -3417626.768458 nChanged 44 SP:Iteration 49Q (32511.180000 sec): 3 clusters Score: Raw -3422555.002471 + Penalty 4920.783495 = -3417634.218976 nChanged 36 SP:Iteration 50Q (32511.450000 sec): 3 clusters Score: Raw -3422560.166889 + Penalty 4920.783495 = -3417639.383394 nChanged 32 SP:Iteration 51Q (32511.750000 sec): 3 clusters Score: Raw -3422564.521062 + Penalty 4920.783495 = -3417643.737567 nChanged 31 SP:Iteration 52Q (32511.990000 sec): 3 clusters Score: Raw -3422568.868197 + Penalty 4920.783495 = -3417648.084702 nChanged 36 SP:Iteration 53Q (32512.310000 sec): 3 clusters Score: Raw -3422573.356373 + Penalty 4920.783495 = -3417652.572877 nChanged 33 SP:Iteration 54Q (32512.580000 sec): 3 clusters Score: Raw -3422578.093033 + Penalty 4920.783495 = -3417657.309537 nChanged 43 SP:Iteration 55Q (32512.850000 sec): 3 clusters Score: Raw -3422584.357994 + Penalty 4920.783495 = -3417663.574499 nChanged 37 SP:Iteration 56Q (32513.150000 sec): 3 clusters Score: Raw -3422588.890878 + Penalty 4920.783495 = -3417668.107382 nChanged 44 SP:Iteration 57Q (32513.450000 sec): 3 clusters Score: Raw -3422594.831744 + Penalty 4920.783495 = -3417674.048249 nChanged 50 SP:Iteration 58Q (32513.780000 sec): 3 clusters Score: Raw -3422603.696979 + Penalty 4920.783495 = -3417682.913484 nChanged 56 SP:Iteration 59Q (32514.080000 sec): 3 clusters Score: Raw -3422612.396379 + Penalty 4920.783495 = -3417691.612884 nChanged 35 SP:Iteration 60F (32514.370000 sec): 3 clusters Score: Raw -3422617.291112 + Penalty 4920.783495 = -3417696.507617 nChanged 28 SP:Iteration 61Q (32514.690000 sec): 3 clusters Score: Raw -3422620.896636 + Penalty 4920.783495 = -3417700.113141 nChanged 29 SP:Iteration 62Q (32515.030000 sec): 3 clusters Score: Raw -3422625.153338 + Penalty 4920.783495 = -3417704.369842 nChanged 35 SP:Iteration 63Q (32515.340000 sec): 3 clusters Score: Raw -3422629.299380 + Penalty 4920.783495 = -3417708.515885 nChanged 21 SP:Iteration 64Q (32515.630000 sec): 3 clusters Score: Raw -3422631.998512 + Penalty 4920.783495 = -3417711.215017 nChanged 18 SP:Iteration 65Q (32515.910000 sec): 3 clusters Score: Raw -3422634.130992 + Penalty 4920.783495 = -3417713.347497 nChanged 14 SP:Iteration 66Q (32516.290000 sec): 3 clusters Score: Raw -3422635.575096 + Penalty 4920.783495 = -3417714.791601 nChanged 13 SP:Iteration 67Q (32516.650000 sec): 3 clusters Score: Raw -3422637.017291 + Penalty 4920.783495 = -3417716.233796 nChanged 11 SP:Iteration 68Q (32516.910000 sec): 3 clusters Score: Raw -3422638.118603 + Penalty 4920.783495 = -3417717.335108 nChanged 9 SP:Iteration 69Q (32517.200000 sec): 3 clusters Score: Raw -3422638.977851 + Penalty 4920.783495 = -3417718.194355 nChanged 4 SP:Iteration 70Q (32517.520000 sec): 3 clusters Score: Raw -3422639.344706 + Penalty 4920.783495 = -3417718.561211 nChanged 5 SP:Iteration 71Q (32517.860000 sec): 3 clusters Score: Raw -3422639.773795 + Penalty 4920.783495 = -3417718.990300 nChanged 2 SP:Iteration 72Q (32518.190000 sec): 3 clusters Score: Raw -3422639.916529 + Penalty 4920.783495 = -3417719.133034 nChanged 3 SP:Iteration 73Q (32518.470000 sec): 3 clusters Score: Raw -3422640.096908 + Penalty 4920.783495 = -3417719.313413 nChanged 2 SP:Iteration 74Q (32518.730000 sec): 3 clusters Score: Raw -3422640.222505 + Penalty 4920.783495 = -3417719.439010 nChanged 0 SP:Iteration 75F (32519.000000 sec): 3 clusters Score: Raw -3422640.222505 + Penalty 4920.783495 = -3417719.439010 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 20 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32519.090000 sec): 2 clusters Score: Raw -62101.444807 + Penalty 1487.736267 = -60613.708540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32519.230000 sec): 3 clusters Score: Raw -62314.400073 + Penalty 2975.472535 = -59338.927538 nChanged 68 SP:Iteration 1F (32519.420000 sec): 3 clusters Score: Raw -62532.581955 + Penalty 2975.472535 = -59557.109420 nChanged 18 SP:Iteration 2Q (32519.640000 sec): 3 clusters Score: Raw -62591.940115 + Penalty 2975.472535 = -59616.467580 nChanged 11 SP:Iteration 3Q (32519.800000 sec): 3 clusters Score: Raw -62629.482234 + Penalty 2975.472535 = -59654.009699 nChanged 7 SP:Iteration 4Q (32520.000000 sec): 3 clusters Score: Raw -62658.776980 + Penalty 2975.472535 = -59683.304446 nChanged 7 SP:Iteration 5Q (32520.130000 sec): 3 clusters Score: Raw -62709.233347 + Penalty 2975.472535 = -59733.760812 nChanged 8 SP:Iteration 6Q (32520.320000 sec): 3 clusters Score: Raw -62763.417409 + Penalty 2975.472535 = -59787.944875 nChanged 6 SP:Iteration 7Q (32520.510000 sec): 3 clusters Score: Raw -62802.838052 + Penalty 2975.472535 = -59827.365517 nChanged 5 SP:Iteration 8Q (32520.690000 sec): 3 clusters Score: Raw -62834.316633 + Penalty 2975.472535 = -59858.844099 nChanged 6 SP:Iteration 9Q (32520.850000 sec): 3 clusters Score: Raw -62859.685964 + Penalty 2975.472535 = -59884.213429 nChanged 6 SP:Iteration 10Q (32521.040000 sec): 3 clusters Score: Raw -62880.184852 + Penalty 2975.472535 = -59904.712317 nChanged 3 SP:Iteration 11Q (32521.230000 sec): 3 clusters Score: Raw -62888.032123 + Penalty 2975.472535 = -59912.559588 nChanged 1 SP:Iteration 12Q (32521.400000 sec): 3 clusters Score: Raw -62890.822035 + Penalty 2975.472535 = -59915.349500 nChanged 1 SP:Iteration 13Q (32521.570000 sec): 3 clusters Score: Raw -62893.753785 + Penalty 2975.472535 = -59918.281250 nChanged 1 SP:Iteration 14Q (32521.750000 sec): 3 clusters Score: Raw -62896.756841 + Penalty 2975.472535 = -59921.284306 nChanged 0 SP:Iteration 15F (32521.970000 sec): 3 clusters Score: Raw -62896.756841 + Penalty 2975.472535 = -59921.284306 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 21 (755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32522.040000 sec): 2 clusters Score: Raw -135645.218268 + Penalty 1643.426002 = -134001.792266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32522.240000 sec): 3 clusters Score: Raw -135580.783462 + Penalty 3286.852004 = -132293.931458 nChanged 157 SP:Iteration 1F (32522.420000 sec): 3 clusters Score: Raw -135830.094648 + Penalty 3286.852004 = -132543.242644 nChanged 33 SP:Iteration 2Q (32522.600000 sec): 3 clusters Score: Raw -135925.305565 + Penalty 3286.852004 = -132638.453561 nChanged 30 SP:Iteration 3Q (32522.800000 sec): 3 clusters Score: Raw -136001.820688 + Penalty 3286.852004 = -132714.968684 nChanged 27 SP:Iteration 4Q (32522.950000 sec): 3 clusters Score: Raw -136069.833901 + Penalty 3286.852004 = -132782.981898 nChanged 26 SP:Iteration 5Q (32523.160000 sec): 3 clusters Score: Raw -136132.804891 + Penalty 3286.852004 = -132845.952887 nChanged 20 SP:Iteration 6Q (32523.320000 sec): 3 clusters Score: Raw -136184.441100 + Penalty 3286.852004 = -132897.589096 nChanged 21 SP:Iteration 7Q (32523.560000 sec): 3 clusters Score: Raw -136240.792630 + Penalty 3286.852004 = -132953.940626 nChanged 21 SP:Iteration 8Q (32523.740000 sec): 3 clusters Score: Raw -136302.636439 + Penalty 3286.852004 = -133015.784435 nChanged 21 SP:Iteration 9Q (32523.960000 sec): 3 clusters Score: Raw -136356.189313 + Penalty 3286.852004 = -133069.337309 nChanged 8 SP:Iteration 10Q (32524.130000 sec): 3 clusters Score: Raw -136376.311167 + Penalty 3286.852004 = -133089.459163 nChanged 10 SP:Iteration 11Q (32524.310000 sec): 3 clusters Score: Raw -136399.489861 + Penalty 3286.852004 = -133112.637857 nChanged 12 SP:Iteration 12Q (32524.540000 sec): 3 clusters Score: Raw -136422.522482 + Penalty 3286.852004 = -133135.670478 nChanged 6 SP:Iteration 13Q (32524.760000 sec): 3 clusters Score: Raw -136433.321295 + Penalty 3286.852004 = -133146.469291 nChanged 3 SP:Iteration 14Q (32524.890000 sec): 3 clusters Score: Raw -136441.752048 + Penalty 3286.852004 = -133154.900045 nChanged 3 SP:Iteration 15Q (32525.050000 sec): 3 clusters Score: Raw -136446.100404 + Penalty 3286.852004 = -133159.248400 nChanged 4 SP:Iteration 16Q (32525.210000 sec): 3 clusters Score: Raw -136453.702219 + Penalty 3286.852004 = -133166.850216 nChanged 3 SP:Iteration 17Q (32525.370000 sec): 3 clusters Score: Raw -136457.407087 + Penalty 3286.852004 = -133170.555084 nChanged 2 SP:Iteration 18Q (32525.540000 sec): 3 clusters Score: Raw -136459.151340 + Penalty 3286.852004 = -133172.299336 nChanged 1 SP:Iteration 19Q (32525.710000 sec): 3 clusters Score: Raw -136463.343471 + Penalty 3286.852004 = -133176.491467 nChanged 4 SP:Iteration 20F (32525.900000 sec): 3 clusters Score: Raw -136472.914301 + Penalty 3286.852004 = -133186.062297 nChanged 1 SP:Iteration 21Q (32526.090000 sec): 3 clusters Score: Raw -136475.441510 + Penalty 3286.852004 = -133188.589506 nChanged 1 SP:Iteration 22Q (32526.260000 sec): 3 clusters Score: Raw -136477.321824 + Penalty 3286.852004 = -133190.469820 nChanged 0 SP:Iteration 23F (32526.420000 sec): 3 clusters Score: Raw -136477.321824 + Penalty 3286.852004 = -133190.469820 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 22 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32526.540000 sec): 2 clusters Score: Raw -31161.104141 + Penalty 1360.229640 = -29800.874501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32526.700000 sec): 3 clusters Score: Raw -31465.378850 + Penalty 2720.459279 = -28744.919571 nChanged 50 SP:Iteration 1F (32526.890000 sec): 3 clusters Score: Raw -31584.449008 + Penalty 2720.459279 = -28863.989729 nChanged 12 SP:Iteration 2Q (32527.030000 sec): 3 clusters Score: Raw -31666.142985 + Penalty 2720.459279 = -28945.683706 nChanged 12 SP:Iteration 3Q (32527.200000 sec): 3 clusters Score: Raw -31737.882546 + Penalty 2720.459279 = -29017.423267 nChanged 9 SP:Iteration 4Q (32527.340000 sec): 3 clusters Score: Raw -31779.771892 + Penalty 2720.459279 = -29059.312613 nChanged 4 SP:Iteration 5Q (32527.490000 sec): 3 clusters Score: Raw -31791.455337 + Penalty 2720.459279 = -29070.996058 nChanged 1 SP:Iteration 6Q (32527.600000 sec): 3 clusters Score: Raw -31792.836581 + Penalty 2720.459279 = -29072.377302 nChanged 3 SP:Iteration 7Q (32527.790000 sec): 3 clusters Score: Raw -31798.776646 + Penalty 2720.459279 = -29078.317367 nChanged 4 SP:Iteration 8Q (32527.980000 sec): 3 clusters Score: Raw -31812.482958 + Penalty 2720.459279 = -29092.023679 nChanged 2 SP:Iteration 9Q (32528.190000 sec): 3 clusters Score: Raw -31817.841139 + Penalty 2720.459279 = -29097.381860 nChanged 2 SP:Iteration 10Q (32528.360000 sec): 3 clusters Score: Raw -31820.530500 + Penalty 2720.459279 = -29100.071221 nChanged 0 SP:Iteration 11F (32528.550000 sec): 3 clusters Score: Raw -31820.530500 + Penalty 2720.459279 = -29100.071221 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 23 (178498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32529.380000 sec): 2 clusters Score: Raw -34332997.200428 + Penalty 2998.898504 = -34329998.301925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32530.460000 sec): 3 clusters Score: Raw -34216511.721332 + Penalty 5997.797007 = -34210513.924325 nChanged 85611 SP:Iteration 1F (32531.640000 sec): 3 clusters Score: Raw -34266955.190689 + Penalty 5997.797007 = -34260957.393682 nChanged 5932 SP:Iteration 2Q (32532.760000 sec): 3 clusters Score: Raw -34268534.307096 + Penalty 5997.797007 = -34262536.510089 nChanged 7248 SP:Iteration 3Q (32533.840000 sec): 3 clusters Score: Raw -34271056.065786 + Penalty 5997.797007 = -34265058.268779 nChanged 9044 SP:Iteration 4F (32534.910000 sec): 3 clusters Score: Raw -34275026.632084 + Penalty 5997.797007 = -34269028.835077 nChanged 10776 SP:Iteration 5F (32535.970000 sec): 3 clusters Score: Raw -34280725.455237 + Penalty 5997.797007 = -34274727.658230 nChanged 11929 SP:Iteration 6F (32537.030000 sec): 3 clusters Score: Raw -34288136.982016 + Penalty 5997.797007 = -34282139.185009 nChanged 12510 SP:Iteration 7F (32538.080000 sec): 3 clusters Score: Raw -34297130.739980 + Penalty 5997.797007 = -34291132.942973 nChanged 12625 SP:Iteration 8F (32539.180000 sec): 3 clusters Score: Raw -34307570.274073 + Penalty 5997.797007 = -34301572.477066 nChanged 11382 SP:Iteration 9F (32540.250000 sec): 3 clusters Score: Raw -34318090.947555 + Penalty 5997.797007 = -34312093.150547 nChanged 8508 SP:Iteration 10Q (32541.410000 sec): 3 clusters Score: Raw -34326309.627400 + Penalty 5997.797007 = -34320311.830393 nChanged 4600 SP:Iteration 11Q (32542.530000 sec): 3 clusters Score: Raw -34330626.665435 + Penalty 5997.797007 = -34324628.868428 nChanged 1868 SP:Iteration 12Q (32543.500000 sec): 3 clusters Score: Raw -34332280.497359 + Penalty 5997.797007 = -34326282.700352 nChanged 613 SP:Iteration 13Q (32544.400000 sec): 3 clusters Score: Raw -34332860.194168 + Penalty 5997.797007 = -34326862.397161 nChanged 210 SP:Iteration 14Q (32545.230000 sec): 3 clusters Score: Raw -34333076.660319 + Penalty 5997.797007 = -34327078.863312 nChanged 78 SP:Iteration 15Q (32546.260000 sec): 3 clusters Score: Raw -34333165.541504 + Penalty 5997.797007 = -34327167.744497 nChanged 53 SP:Iteration 16Q (32547.270000 sec): 3 clusters Score: Raw -34333232.616330 + Penalty 5997.797007 = -34327234.819323 nChanged 35 SP:Iteration 17Q (32548.210000 sec): 3 clusters Score: Raw -34333275.674594 + Penalty 5997.797007 = -34327277.877587 nChanged 24 SP:Iteration 18Q (32549.070000 sec): 3 clusters Score: Raw -34333303.842666 + Penalty 5997.797007 = -34327306.045659 nChanged 22 SP:Iteration 19Q (32549.960000 sec): 3 clusters Score: Raw -34333332.804279 + Penalty 5997.797007 = -34327335.007272 nChanged 24 SP:Iteration 20F (32550.990000 sec): 3 clusters Score: Raw -34333358.758688 + Penalty 5997.797007 = -34327360.961680 nChanged 17 SP:Iteration 21Q (32551.870000 sec): 3 clusters Score: Raw -34333376.740730 + Penalty 5997.797007 = -34327378.943723 nChanged 11 SP:Iteration 22Q (32552.870000 sec): 3 clusters Score: Raw -34333389.140104 + Penalty 5997.797007 = -34327391.343097 nChanged 11 SP:Iteration 23Q (32553.830000 sec): 3 clusters Score: Raw -34333402.204667 + Penalty 5997.797007 = -34327404.407660 nChanged 8 SP:Iteration 24Q (32554.810000 sec): 3 clusters Score: Raw -34333413.720743 + Penalty 5997.797007 = -34327415.923736 nChanged 9 SP:Iteration 25Q (32555.750000 sec): 3 clusters Score: Raw -34333423.985072 + Penalty 5997.797007 = -34327426.188065 nChanged 7 SP:Iteration 26Q (32556.610000 sec): 3 clusters Score: Raw -34333429.803958 + Penalty 5997.797007 = -34327432.006951 nChanged 5 SP:Iteration 27Q (32557.510000 sec): 3 clusters Score: Raw -34333433.694959 + Penalty 5997.797007 = -34327435.897952 nChanged 1 SP:Iteration 28Q (32558.410000 sec): 3 clusters Score: Raw -34333435.009096 + Penalty 5997.797007 = -34327437.212089 nChanged 0 SP:Iteration 29F (32559.510000 sec): 3 clusters Score: Raw -34333435.009096 + Penalty 5997.797007 = -34327437.212089 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 24 (802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32559.690000 sec): 2 clusters Score: Raw -130583.084896 + Penalty 1658.402935 = -128924.681961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32559.910000 sec): 3 clusters Score: Raw -130485.077690 + Penalty 3316.805870 = -127168.271821 nChanged 196 SP:Iteration 1F (32560.050000 sec): 3 clusters Score: Raw -130925.174440 + Penalty 3316.805870 = -127608.368571 nChanged 71 SP:Iteration 2F (32560.220000 sec): 3 clusters Score: Raw -131206.881102 + Penalty 3316.805870 = -127890.075233 nChanged 61 SP:Iteration 3F (32560.400000 sec): 3 clusters Score: Raw -131466.548646 + Penalty 3316.805870 = -128149.742776 nChanged 53 SP:Iteration 4F (32560.580000 sec): 3 clusters Score: Raw -131667.696149 + Penalty 3316.805870 = -128350.890279 nChanged 45 SP:Iteration 5F (32560.790000 sec): 3 clusters Score: Raw -131792.248103 + Penalty 3316.805870 = -128475.442233 nChanged 32 SP:Iteration 6Q (32561.030000 sec): 3 clusters Score: Raw -131901.121237 + Penalty 3316.805870 = -128584.315368 nChanged 23 SP:Iteration 7Q (32561.170000 sec): 3 clusters Score: Raw -131963.060245 + Penalty 3316.805870 = -128646.254375 nChanged 11 SP:Iteration 8Q (32561.420000 sec): 3 clusters Score: Raw -132006.644557 + Penalty 3316.805870 = -128689.838688 nChanged 8 SP:Iteration 9Q (32561.590000 sec): 3 clusters Score: Raw -132027.318971 + Penalty 3316.805870 = -128710.513101 nChanged 6 SP:Iteration 10Q (32561.750000 sec): 3 clusters Score: Raw -132037.480549 + Penalty 3316.805870 = -128720.674679 nChanged 2 SP:Iteration 11Q (32561.950000 sec): 3 clusters Score: Raw -132040.217164 + Penalty 3316.805870 = -128723.411295 nChanged 0 SP:Iteration 12F (32562.140000 sec): 3 clusters Score: Raw -132040.217164 + Penalty 3316.805870 = -128723.411295 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 25 (6251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32562.250000 sec): 2 clusters Score: Raw -1036700.715469 + Penalty 2167.643189 = -1034533.072279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32562.470000 sec): 3 clusters Score: Raw -1033638.130158 + Penalty 4335.286378 = -1029302.843780 nChanged 2471 SP:Iteration 1F (32562.690000 sec): 3 clusters Score: Raw -1035100.091681 + Penalty 4335.286378 = -1030764.805303 nChanged 530 SP:Iteration 2F (32562.890000 sec): 3 clusters Score: Raw -1035492.788233 + Penalty 4335.286378 = -1031157.501855 nChanged 432 SP:Iteration 3F (32563.090000 sec): 3 clusters Score: Raw -1035882.982332 + Penalty 4335.286378 = -1031547.695954 nChanged 386 SP:Iteration 4F (32563.310000 sec): 3 clusters Score: Raw -1036241.917085 + Penalty 4335.286378 = -1031906.630707 nChanged 369 SP:Iteration 5F (32563.510000 sec): 3 clusters Score: Raw -1036626.709671 + Penalty 4335.286378 = -1032291.423292 nChanged 369 SP:Iteration 6F (32563.720000 sec): 3 clusters Score: Raw -1037035.085635 + Penalty 4335.286378 = -1032699.799257 nChanged 348 SP:Iteration 7F (32563.930000 sec): 3 clusters Score: Raw -1037433.379957 + Penalty 4335.286378 = -1033098.093579 nChanged 334 SP:Iteration 8F (32564.120000 sec): 3 clusters Score: Raw -1037838.153205 + Penalty 4335.286378 = -1033502.866827 nChanged 295 SP:Iteration 9Q (32564.340000 sec): 3 clusters Score: Raw -1038136.487836 + Penalty 4335.286378 = -1033801.201458 nChanged 201 SP:Iteration 10Q (32564.570000 sec): 3 clusters Score: Raw -1038283.275058 + Penalty 4335.286378 = -1033947.988680 nChanged 132 SP:Iteration 11Q (32564.800000 sec): 3 clusters Score: Raw -1038341.715652 + Penalty 4335.286378 = -1034006.429274 nChanged 74 SP:Iteration 12Q (32564.990000 sec): 3 clusters Score: Raw -1038368.445233 + Penalty 4335.286378 = -1034033.158855 nChanged 40 SP:Iteration 13Q (32565.210000 sec): 3 clusters Score: Raw -1038381.703665 + Penalty 4335.286378 = -1034046.417287 nChanged 34 SP:Iteration 14Q (32565.420000 sec): 3 clusters Score: Raw -1038391.824230 + Penalty 4335.286378 = -1034056.537852 nChanged 28 SP:Iteration 15Q (32565.600000 sec): 3 clusters Score: Raw -1038399.862570 + Penalty 4335.286378 = -1034064.576192 nChanged 15 SP:Iteration 16Q (32565.760000 sec): 3 clusters Score: Raw -1038403.894487 + Penalty 4335.286378 = -1034068.608109 nChanged 16 SP:Iteration 17Q (32565.990000 sec): 3 clusters Score: Raw -1038409.685099 + Penalty 4335.286378 = -1034074.398721 nChanged 13 SP:Iteration 18Q (32566.180000 sec): 3 clusters Score: Raw -1038412.594073 + Penalty 4335.286378 = -1034077.307695 nChanged 6 SP:Iteration 19Q (32566.390000 sec): 3 clusters Score: Raw -1038413.752851 + Penalty 4335.286378 = -1034078.466473 nChanged 4 SP:Iteration 20F (32566.600000 sec): 3 clusters Score: Raw -1038414.471293 + Penalty 4335.286378 = -1034079.184915 nChanged 4 SP:Iteration 21Q (32566.790000 sec): 3 clusters Score: Raw -1038415.651673 + Penalty 4335.286378 = -1034080.365295 nChanged 0 SP:Iteration 22F (32567.020000 sec): 3 clusters Score: Raw -1038415.651673 + Penalty 4335.286378 = -1034080.365295 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 26 (211352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32567.990000 sec): 2 clusters Score: Raw -37366399.359675 + Penalty 3040.797507 = -37363358.562169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32569.240000 sec): 3 clusters Score: Raw -37227274.871116 + Penalty 6081.595013 = -37221193.276102 nChanged 102010 SP:Iteration 1F (32570.400000 sec): 3 clusters Score: Raw -37286660.358768 + Penalty 6081.595013 = -37280578.763754 nChanged 5417 SP:Iteration 2Q (32571.680000 sec): 3 clusters Score: Raw -37287607.624433 + Penalty 6081.595013 = -37281526.029420 nChanged 5689 SP:Iteration 3Q (32572.880000 sec): 3 clusters Score: Raw -37288699.663235 + Penalty 6081.595013 = -37282618.068222 nChanged 6165 SP:Iteration 4Q (32574.230000 sec): 3 clusters Score: Raw -37290047.731354 + Penalty 6081.595013 = -37283966.136340 nChanged 6732 SP:Iteration 5Q (32575.490000 sec): 3 clusters Score: Raw -37291768.457556 + Penalty 6081.595013 = -37285686.862543 nChanged 7673 SP:Iteration 6Q (32576.770000 sec): 3 clusters Score: Raw -37294022.761157 + Penalty 6081.595013 = -37287941.166144 nChanged 8626 SP:Iteration 7Q (32578.000000 sec): 3 clusters Score: Raw -37296930.372425 + Penalty 6081.595013 = -37290848.777412 nChanged 9612 SP:Iteration 8Q (32579.240000 sec): 3 clusters Score: Raw -37300662.801956 + Penalty 6081.595013 = -37294581.206943 nChanged 10399 SP:Iteration 9Q (32580.470000 sec): 3 clusters Score: Raw -37305250.744531 + Penalty 6081.595013 = -37299169.149517 nChanged 11038 SP:Iteration 10F (32581.780000 sec): 3 clusters Score: Raw -37310876.908013 + Penalty 6081.595013 = -37304795.313000 nChanged 11713 SP:Iteration 11F (32583.100000 sec): 3 clusters Score: Raw -37317928.558777 + Penalty 6081.595013 = -37311846.963764 nChanged 12304 SP:Iteration 12F (32584.350000 sec): 3 clusters Score: Raw -37326387.863070 + Penalty 6081.595013 = -37320306.268057 nChanged 12481 SP:Iteration 13F (32585.600000 sec): 3 clusters Score: Raw -37335818.009545 + Penalty 6081.595013 = -37329736.414532 nChanged 11604 SP:Iteration 14F (32586.850000 sec): 3 clusters Score: Raw -37345137.123817 + Penalty 6081.595013 = -37339055.528804 nChanged 9727 SP:Iteration 15Q (32588.130000 sec): 3 clusters Score: Raw -37353210.561023 + Penalty 6081.595013 = -37347128.966009 nChanged 7225 SP:Iteration 16Q (32589.370000 sec): 3 clusters Score: Raw -37359349.924787 + Penalty 6081.595013 = -37353268.329773 nChanged 4659 SP:Iteration 17Q (32590.500000 sec): 3 clusters Score: Raw -37363275.475707 + Penalty 6081.595013 = -37357193.880693 nChanged 2364 SP:Iteration 18Q (32591.580000 sec): 3 clusters Score: Raw -37365180.798054 + Penalty 6081.595013 = -37359099.203041 nChanged 1040 SP:Iteration 19Q (32592.680000 sec): 3 clusters Score: Raw -37366007.373471 + Penalty 6081.595013 = -37359925.778457 nChanged 410 SP:Iteration 20F (32593.920000 sec): 3 clusters Score: Raw -37366362.287370 + Penalty 6081.595013 = -37360280.692357 nChanged 149 SP:Iteration 21Q (32594.960000 sec): 3 clusters Score: Raw -37366502.770816 + Penalty 6081.595013 = -37360421.175803 nChanged 63 SP:Iteration 22Q (32596.140000 sec): 3 clusters Score: Raw -37366578.641176 + Penalty 6081.595013 = -37360497.046162 nChanged 44 SP:Iteration 23Q (32597.190000 sec): 3 clusters Score: Raw -37366637.834726 + Penalty 6081.595013 = -37360556.239712 nChanged 20 SP:Iteration 24Q (32598.210000 sec): 3 clusters Score: Raw -37366664.035872 + Penalty 6081.595013 = -37360582.440858 nChanged 13 SP:Iteration 25Q (32599.270000 sec): 3 clusters Score: Raw -37366680.036655 + Penalty 6081.595013 = -37360598.441642 nChanged 12 SP:Iteration 26Q (32600.330000 sec): 3 clusters Score: Raw -37366696.691676 + Penalty 6081.595013 = -37360615.096663 nChanged 9 SP:Iteration 27Q (32601.390000 sec): 3 clusters Score: Raw -37366709.223397 + Penalty 6081.595013 = -37360627.628384 nChanged 7 SP:Iteration 28Q (32602.430000 sec): 3 clusters Score: Raw -37366717.487573 + Penalty 6081.595013 = -37360635.892560 nChanged 5 SP:Iteration 29Q (32603.580000 sec): 3 clusters Score: Raw -37366723.806753 + Penalty 6081.595013 = -37360642.211740 nChanged 0 SP:Iteration 30F (32604.820000 sec): 3 clusters Score: Raw -37366723.806753 + Penalty 6081.595013 = -37360642.211740 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 27 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32605.060000 sec): 2 clusters Score: Raw -75383.950223 + Penalty 1521.082715 = -73862.867508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32605.290000 sec): 3 clusters Score: Raw -75522.723507 + Penalty 3042.165429 = -72480.558078 nChanged 92 SP:Iteration 1F (32605.400000 sec): 3 clusters Score: Raw -75736.071455 + Penalty 3042.165429 = -72693.906025 nChanged 24 SP:Iteration 2F (32605.550000 sec): 3 clusters Score: Raw -75815.055817 + Penalty 3042.165429 = -72772.890388 nChanged 15 SP:Iteration 3Q (32605.710000 sec): 3 clusters Score: Raw -75877.547005 + Penalty 3042.165429 = -72835.381576 nChanged 13 SP:Iteration 4Q (32605.810000 sec): 3 clusters Score: Raw -75908.417604 + Penalty 3042.165429 = -72866.252174 nChanged 8 SP:Iteration 5Q (32605.950000 sec): 3 clusters Score: Raw -75943.110137 + Penalty 3042.165429 = -72900.944707 nChanged 11 SP:Iteration 6Q (32606.090000 sec): 3 clusters Score: Raw -75984.200564 + Penalty 3042.165429 = -72942.035134 nChanged 9 SP:Iteration 7Q (32606.270000 sec): 3 clusters Score: Raw -76022.898314 + Penalty 3042.165429 = -72980.732884 nChanged 10 SP:Iteration 8Q (32606.440000 sec): 3 clusters Score: Raw -76055.370406 + Penalty 3042.165429 = -73013.204977 nChanged 8 SP:Iteration 9Q (32606.650000 sec): 3 clusters Score: Raw -76081.586737 + Penalty 3042.165429 = -73039.421308 nChanged 6 SP:Iteration 10Q (32606.810000 sec): 3 clusters Score: Raw -76113.126705 + Penalty 3042.165429 = -73070.961276 nChanged 6 SP:Iteration 11Q (32607.040000 sec): 3 clusters Score: Raw -76141.012195 + Penalty 3042.165429 = -73098.846766 nChanged 6 SP:Iteration 12Q (32607.250000 sec): 3 clusters Score: Raw -76180.556871 + Penalty 3042.165429 = -73138.391442 nChanged 4 SP:Iteration 13Q (32607.430000 sec): 3 clusters Score: Raw -76197.079182 + Penalty 3042.165429 = -73154.913753 nChanged 3 SP:Iteration 14Q (32607.610000 sec): 3 clusters Score: Raw -76214.736692 + Penalty 3042.165429 = -73172.571262 nChanged 4 SP:Iteration 15Q (32607.830000 sec): 3 clusters Score: Raw -76242.662837 + Penalty 3042.165429 = -73200.497408 nChanged 1 SP:Iteration 16Q (32607.970000 sec): 3 clusters Score: Raw -76245.598399 + Penalty 3042.165429 = -73203.432970 nChanged 0 SP:Iteration 17F (32608.160000 sec): 3 clusters Score: Raw -76246.054167 + Penalty 3042.165429 = -73203.888737 nChanged 1 SP:Iteration 18Q (32608.350000 sec): 3 clusters Score: Raw -76257.092005 + Penalty 3042.165429 = -73214.926576 nChanged 1 SP:Iteration 19Q (32608.490000 sec): 3 clusters Score: Raw -76264.488121 + Penalty 3042.165429 = -73222.322692 nChanged 2 SP:Iteration 20F (32608.710000 sec): 3 clusters Score: Raw -76269.818676 + Penalty 3042.165429 = -73227.653247 nChanged 1 SP:Iteration 21Q (32608.840000 sec): 3 clusters Score: Raw -76270.485752 + Penalty 3042.165429 = -73228.320323 nChanged 1 SP:Iteration 22Q (32609.030000 sec): 3 clusters Score: Raw -76271.641280 + Penalty 3042.165429 = -73229.475851 nChanged 1 SP:Iteration 23Q (32609.230000 sec): 3 clusters Score: Raw -76282.242052 + Penalty 3042.165429 = -73240.076623 nChanged 0 SP:Iteration 24F (32609.370000 sec): 3 clusters Score: Raw -76282.242052 + Penalty 3042.165429 = -73240.076623 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 28 (972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32609.500000 sec): 2 clusters Score: Raw -158461.313806 + Penalty 1706.080240 = -156755.233566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32609.670000 sec): 3 clusters Score: Raw -158296.918095 + Penalty 3412.160479 = -154884.757616 nChanged 248 SP:Iteration 1F (32609.830000 sec): 3 clusters Score: Raw -158774.270528 + Penalty 3412.160479 = -155362.110049 nChanged 84 SP:Iteration 2F (32609.990000 sec): 3 clusters Score: Raw -159091.848232 + Penalty 3412.160479 = -155679.687753 nChanged 54 SP:Iteration 3F (32610.140000 sec): 3 clusters Score: Raw -159209.994994 + Penalty 3412.160479 = -155797.834515 nChanged 51 SP:Iteration 4F (32610.310000 sec): 3 clusters Score: Raw -159325.511945 + Penalty 3412.160479 = -155913.351466 nChanged 44 SP:Iteration 5Q (32610.500000 sec): 3 clusters Score: Raw -159414.299578 + Penalty 3412.160479 = -156002.139099 nChanged 39 SP:Iteration 6Q (32610.680000 sec): 3 clusters Score: Raw -159503.655128 + Penalty 3412.160479 = -156091.494649 nChanged 26 SP:Iteration 7Q (32610.890000 sec): 3 clusters Score: Raw -159567.646457 + Penalty 3412.160479 = -156155.485978 nChanged 17 SP:Iteration 8Q (32611.050000 sec): 3 clusters Score: Raw -159610.705307 + Penalty 3412.160479 = -156198.544828 nChanged 18 SP:Iteration 9Q (32611.230000 sec): 3 clusters Score: Raw -159683.214533 + Penalty 3412.160479 = -156271.054053 nChanged 12 SP:Iteration 10Q (32611.440000 sec): 3 clusters Score: Raw -159733.278224 + Penalty 3412.160479 = -156321.117745 nChanged 17 SP:Iteration 11Q (32611.590000 sec): 3 clusters Score: Raw -159826.012482 + Penalty 3412.160479 = -156413.852003 nChanged 17 SP:Iteration 12Q (32611.770000 sec): 3 clusters Score: Raw -159880.216189 + Penalty 3412.160479 = -156468.055710 nChanged 7 SP:Iteration 13Q (32611.950000 sec): 3 clusters Score: Raw -159908.105712 + Penalty 3412.160479 = -156495.945233 nChanged 7 SP:Iteration 14Q (32612.110000 sec): 3 clusters Score: Raw -159923.281342 + Penalty 3412.160479 = -156511.120863 nChanged 5 SP:Iteration 15Q (32612.270000 sec): 3 clusters Score: Raw -159941.584597 + Penalty 3412.160479 = -156529.424118 nChanged 2 SP:Iteration 16Q (32612.370000 sec): 3 clusters Score: Raw -159948.557198 + Penalty 3412.160479 = -156536.396719 nChanged 2 SP:Iteration 17Q (32612.550000 sec): 3 clusters Score: Raw -159953.074367 + Penalty 3412.160479 = -156540.913888 nChanged 2 SP:Iteration 18Q (32612.670000 sec): 3 clusters Score: Raw -159955.973743 + Penalty 3412.160479 = -156543.813264 nChanged 0 SP:Iteration 19F (32612.810000 sec): 3 clusters Score: Raw -159955.973743 + Penalty 3412.160479 = -156543.813264 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 29 (4167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32612.920000 sec): 2 clusters Score: Raw -750240.902690 + Penalty 2067.068005 = -748173.834685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32613.130000 sec): 3 clusters Score: Raw -748295.087581 + Penalty 4134.136009 = -744160.951572 nChanged 1549 SP:Iteration 1F (32613.320000 sec): 3 clusters Score: Raw -749230.529180 + Penalty 4134.136009 = -745096.393170 nChanged 291 SP:Iteration 2F (32613.490000 sec): 3 clusters Score: Raw -749423.747140 + Penalty 4134.136009 = -745289.611131 nChanged 205 SP:Iteration 3Q (32613.740000 sec): 3 clusters Score: Raw -749565.201737 + Penalty 4134.136009 = -745431.065728 nChanged 177 SP:Iteration 4Q (32613.930000 sec): 3 clusters Score: Raw -749669.868220 + Penalty 4134.136009 = -745535.732211 nChanged 156 SP:Iteration 5Q (32614.130000 sec): 3 clusters Score: Raw -749778.987089 + Penalty 4134.136009 = -745644.851080 nChanged 158 SP:Iteration 6Q (32614.340000 sec): 3 clusters Score: Raw -749875.694184 + Penalty 4134.136009 = -745741.558175 nChanged 141 SP:Iteration 7Q (32614.530000 sec): 3 clusters Score: Raw -749974.000519 + Penalty 4134.136009 = -745839.864510 nChanged 143 SP:Iteration 8Q (32614.800000 sec): 3 clusters Score: Raw -750078.101560 + Penalty 4134.136009 = -745943.965551 nChanged 131 SP:Iteration 9Q (32615.000000 sec): 3 clusters Score: Raw -750170.853626 + Penalty 4134.136009 = -746036.717617 nChanged 121 SP:Iteration 10Q (32615.230000 sec): 3 clusters Score: Raw -750257.634549 + Penalty 4134.136009 = -746123.498540 nChanged 100 SP:Iteration 11Q (32615.410000 sec): 3 clusters Score: Raw -750335.035693 + Penalty 4134.136009 = -746200.899683 nChanged 96 SP:Iteration 12Q (32615.610000 sec): 3 clusters Score: Raw -750403.625056 + Penalty 4134.136009 = -746269.489047 nChanged 88 SP:Iteration 13Q (32615.810000 sec): 3 clusters Score: Raw -750468.789193 + Penalty 4134.136009 = -746334.653184 nChanged 96 SP:Iteration 14Q (32616.000000 sec): 3 clusters Score: Raw -750545.251570 + Penalty 4134.136009 = -746411.115561 nChanged 69 SP:Iteration 15Q (32616.170000 sec): 3 clusters Score: Raw -750594.024214 + Penalty 4134.136009 = -746459.888205 nChanged 49 SP:Iteration 16Q (32616.350000 sec): 3 clusters Score: Raw -750634.650634 + Penalty 4134.136009 = -746500.514625 nChanged 46 SP:Iteration 17Q (32616.560000 sec): 3 clusters Score: Raw -750673.931581 + Penalty 4134.136009 = -746539.795572 nChanged 47 SP:Iteration 18Q (32616.710000 sec): 3 clusters Score: Raw -750711.628075 + Penalty 4134.136009 = -746577.492066 nChanged 23 SP:Iteration 19Q (32616.940000 sec): 3 clusters Score: Raw -750728.569970 + Penalty 4134.136009 = -746594.433961 nChanged 18 SP:Iteration 20F (32617.140000 sec): 3 clusters Score: Raw -750741.231556 + Penalty 4134.136009 = -746607.095547 nChanged 16 SP:Iteration 21Q (32617.350000 sec): 3 clusters Score: Raw -750758.235023 + Penalty 4134.136009 = -746624.099014 nChanged 21 SP:Iteration 22Q (32617.550000 sec): 3 clusters Score: Raw -750781.244614 + Penalty 4134.136009 = -746647.108605 nChanged 18 SP:Iteration 23Q (32617.790000 sec): 3 clusters Score: Raw -750797.805922 + Penalty 4134.136009 = -746663.669913 nChanged 11 SP:Iteration 24Q (32617.980000 sec): 3 clusters Score: Raw -750806.363732 + Penalty 4134.136009 = -746672.227723 nChanged 12 SP:Iteration 25Q (32618.180000 sec): 3 clusters Score: Raw -750814.847287 + Penalty 4134.136009 = -746680.711278 nChanged 8 SP:Iteration 26Q (32618.370000 sec): 3 clusters Score: Raw -750821.698615 + Penalty 4134.136009 = -746687.562606 nChanged 10 SP:Iteration 27Q (32618.600000 sec): 3 clusters Score: Raw -750829.303455 + Penalty 4134.136009 = -746695.167446 nChanged 5 SP:Iteration 28Q (32618.820000 sec): 3 clusters Score: Raw -750832.885590 + Penalty 4134.136009 = -746698.749581 nChanged 5 SP:Iteration 29Q (32619.010000 sec): 3 clusters Score: Raw -750836.086728 + Penalty 4134.136009 = -746701.950719 nChanged 5 SP:Iteration 30Q (32619.240000 sec): 3 clusters Score: Raw -750840.978768 + Penalty 4134.136009 = -746706.842759 nChanged 3 SP:Iteration 31Q (32619.450000 sec): 3 clusters Score: Raw -750843.113523 + Penalty 4134.136009 = -746708.977514 nChanged 4 SP:Iteration 32Q (32619.690000 sec): 3 clusters Score: Raw -750847.635287 + Penalty 4134.136009 = -746713.499278 nChanged 5 SP:Iteration 33Q (32619.890000 sec): 3 clusters Score: Raw -750852.796882 + Penalty 4134.136009 = -746718.660873 nChanged 2 SP:Iteration 34Q (32620.090000 sec): 3 clusters Score: Raw -750853.781417 + Penalty 4134.136009 = -746719.645408 nChanged 1 SP:Iteration 35Q (32620.310000 sec): 3 clusters Score: Raw -750854.459663 + Penalty 4134.136009 = -746720.323654 nChanged 1 SP:Iteration 36Q (32620.480000 sec): 3 clusters Score: Raw -750855.386350 + Penalty 4134.136009 = -746721.250341 nChanged 1 SP:Iteration 37Q (32620.700000 sec): 3 clusters Score: Raw -750856.188458 + Penalty 4134.136009 = -746722.052449 nChanged 0 SP:Iteration 38F (32620.880000 sec): 3 clusters Score: Raw -750856.188458 + Penalty 4134.136009 = -746722.052449 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 30 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32621.020000 sec): 2 clusters Score: Raw -83813.536174 + Penalty 1538.730325 = -82274.805849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32621.190000 sec): 3 clusters Score: Raw -83835.227586 + Penalty 3077.460650 = -80757.766936 nChanged 91 SP:Iteration 1F (32621.400000 sec): 3 clusters Score: Raw -84028.576164 + Penalty 3077.460650 = -80951.115514 nChanged 22 SP:Iteration 2Q (32621.570000 sec): 3 clusters Score: Raw -84078.637659 + Penalty 3077.460650 = -81001.177009 nChanged 9 SP:Iteration 3Q (32621.800000 sec): 3 clusters Score: Raw -84096.044155 + Penalty 3077.460650 = -81018.583505 nChanged 7 SP:Iteration 4Q (32621.980000 sec): 3 clusters Score: Raw -84107.209941 + Penalty 3077.460650 = -81029.749290 nChanged 5 SP:Iteration 5Q (32622.170000 sec): 3 clusters Score: Raw -84129.711760 + Penalty 3077.460650 = -81052.251110 nChanged 6 SP:Iteration 6Q (32622.370000 sec): 3 clusters Score: Raw -84145.720441 + Penalty 3077.460650 = -81068.259791 nChanged 4 SP:Iteration 7Q (32622.540000 sec): 3 clusters Score: Raw -84152.543502 + Penalty 3077.460650 = -81075.082852 nChanged 3 SP:Iteration 8Q (32622.720000 sec): 3 clusters Score: Raw -84158.708258 + Penalty 3077.460650 = -81081.247607 nChanged 0 SP:Iteration 9F (32622.940000 sec): 3 clusters Score: Raw -84158.708258 + Penalty 3077.460650 = -81081.247607 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 31 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32623.050000 sec): 2 clusters Score: Raw -40355.810989 + Penalty 1413.710006 = -38942.100983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32623.230000 sec): 3 clusters Score: Raw -40623.919209 + Penalty 2827.420012 = -37796.499197 nChanged 51 SP:Iteration 1F (32623.420000 sec): 3 clusters Score: Raw -40805.784304 + Penalty 2827.420012 = -37978.364291 nChanged 8 SP:Iteration 2Q (32623.600000 sec): 3 clusters Score: Raw -40843.903028 + Penalty 2827.420012 = -38016.483016 nChanged 4 SP:Iteration 3Q (32623.760000 sec): 3 clusters Score: Raw -40853.628239 + Penalty 2827.420012 = -38026.208227 nChanged 2 SP:Iteration 4Q (32623.950000 sec): 3 clusters Score: Raw -40855.778755 + Penalty 2827.420012 = -38028.358742 nChanged 1 SP:Iteration 5Q (32624.150000 sec): 3 clusters Score: Raw -40857.617856 + Penalty 2827.420012 = -38030.197843 nChanged 0 SP:Iteration 6F (32624.330000 sec): 3 clusters Score: Raw -40857.617856 + Penalty 2827.420012 = -38030.197843 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 32 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32624.420000 sec): 2 clusters Score: Raw -61908.739222 + Penalty 1485.883208 = -60422.856014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32624.600000 sec): 3 clusters Score: Raw -62003.016705 + Penalty 2971.766415 = -59031.250290 nChanged 66 SP:Iteration 1F (32624.740000 sec): 3 clusters Score: Raw -62267.719649 + Penalty 2971.766415 = -59295.953233 nChanged 21 SP:Iteration 2F (32624.920000 sec): 3 clusters Score: Raw -62348.056358 + Penalty 2971.766415 = -59376.289942 nChanged 8 SP:Iteration 3Q (32625.110000 sec): 3 clusters Score: Raw -62379.473475 + Penalty 2971.766415 = -59407.707059 nChanged 9 SP:Iteration 4Q (32625.340000 sec): 3 clusters Score: Raw -62401.236768 + Penalty 2971.766415 = -59429.470353 nChanged 5 SP:Iteration 5Q (32625.520000 sec): 3 clusters Score: Raw -62413.640573 + Penalty 2971.766415 = -59441.874158 nChanged 1 SP:Iteration 6Q (32625.700000 sec): 3 clusters Score: Raw -62415.906634 + Penalty 2971.766415 = -59444.140218 nChanged 1 SP:Iteration 7Q (32625.880000 sec): 3 clusters Score: Raw -62420.620396 + Penalty 2971.766415 = -59448.853980 nChanged 0 SP:Iteration 8F (32626.120000 sec): 3 clusters Score: Raw -62420.620396 + Penalty 2971.766415 = -59448.853980 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 33 (263749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32627.340000 sec): 2 clusters Score: Raw -46725010.521527 + Penalty 3095.722787 = -46721914.798740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32628.810000 sec): 3 clusters Score: Raw -46550676.263466 + Penalty 6191.445573 = -46544484.817892 nChanged 127749 SP:Iteration 1F (32630.260000 sec): 3 clusters Score: Raw -46626160.650950 + Penalty 6191.445573 = -46619969.205376 nChanged 7731 SP:Iteration 2Q (32631.840000 sec): 3 clusters Score: Raw -46627895.661787 + Penalty 6191.445573 = -46621704.216214 nChanged 8984 SP:Iteration 3Q (32633.390000 sec): 3 clusters Score: Raw -46630346.253760 + Penalty 6191.445573 = -46624154.808187 nChanged 10744 SP:Iteration 4Q (32635.010000 sec): 3 clusters Score: Raw -46634040.405375 + Penalty 6191.445573 = -46627848.959801 nChanged 13297 SP:Iteration 5F (32636.630000 sec): 3 clusters Score: Raw -46639951.813783 + Penalty 6191.445573 = -46633760.368209 nChanged 16228 SP:Iteration 6F (32638.090000 sec): 3 clusters Score: Raw -46648884.772656 + Penalty 6191.445573 = -46642693.327083 nChanged 18310 SP:Iteration 7F (32639.530000 sec): 3 clusters Score: Raw -46660513.077926 + Penalty 6191.445573 = -46654321.632352 nChanged 18793 SP:Iteration 8F (32641.020000 sec): 3 clusters Score: Raw -46673339.107842 + Penalty 6191.445573 = -46667147.662268 nChanged 17421 SP:Iteration 9F (32642.450000 sec): 3 clusters Score: Raw -46685916.276469 + Penalty 6191.445573 = -46679724.830896 nChanged 15236 SP:Iteration 10F (32643.840000 sec): 3 clusters Score: Raw -46697334.190745 + Penalty 6191.445573 = -46691142.745172 nChanged 12368 SP:Iteration 11Q (32645.260000 sec): 3 clusters Score: Raw -46706783.329472 + Penalty 6191.445573 = -46700591.883899 nChanged 9398 SP:Iteration 12Q (32646.730000 sec): 3 clusters Score: Raw -46714049.029806 + Penalty 6191.445573 = -46707857.584232 nChanged 6543 SP:Iteration 13Q (32648.130000 sec): 3 clusters Score: Raw -46719204.938432 + Penalty 6191.445573 = -46713013.492859 nChanged 3964 SP:Iteration 14Q (32649.570000 sec): 3 clusters Score: Raw -46722249.786063 + Penalty 6191.445573 = -46716058.340489 nChanged 2125 SP:Iteration 15Q (32650.980000 sec): 3 clusters Score: Raw -46723803.681551 + Penalty 6191.445573 = -46717612.235977 nChanged 1110 SP:Iteration 16Q (32652.260000 sec): 3 clusters Score: Raw -46724560.189679 + Penalty 6191.445573 = -46718368.744105 nChanged 534 SP:Iteration 17Q (32653.460000 sec): 3 clusters Score: Raw -46724911.615349 + Penalty 6191.445573 = -46718720.169775 nChanged 322 SP:Iteration 18Q (32654.890000 sec): 3 clusters Score: Raw -46725110.687872 + Penalty 6191.445573 = -46718919.242298 nChanged 193 SP:Iteration 19Q (32656.070000 sec): 3 clusters Score: Raw -46725220.493043 + Penalty 6191.445573 = -46719029.047470 nChanged 118 SP:Iteration 20F (32657.630000 sec): 3 clusters Score: Raw -46725279.429018 + Penalty 6191.445573 = -46719087.983444 nChanged 86 SP:Iteration 21Q (32658.950000 sec): 3 clusters Score: Raw -46725323.578949 + Penalty 6191.445573 = -46719132.133376 nChanged 82 SP:Iteration 22Q (32660.260000 sec): 3 clusters Score: Raw -46725367.193095 + Penalty 6191.445573 = -46719175.747522 nChanged 54 SP:Iteration 23Q (32661.520000 sec): 3 clusters Score: Raw -46725397.966445 + Penalty 6191.445573 = -46719206.520872 nChanged 48 SP:Iteration 24Q (32662.800000 sec): 3 clusters Score: Raw -46725422.005901 + Penalty 6191.445573 = -46719230.560328 nChanged 36 SP:Iteration 25Q (32664.080000 sec): 3 clusters Score: Raw -46725441.521683 + Penalty 6191.445573 = -46719250.076109 nChanged 37 SP:Iteration 26Q (32665.340000 sec): 3 clusters Score: Raw -46725460.075986 + Penalty 6191.445573 = -46719268.630413 nChanged 30 SP:Iteration 27Q (32666.550000 sec): 3 clusters Score: Raw -46725473.745363 + Penalty 6191.445573 = -46719282.299789 nChanged 26 SP:Iteration 28Q (32667.700000 sec): 3 clusters Score: Raw -46725487.839185 + Penalty 6191.445573 = -46719296.393612 nChanged 28 SP:Iteration 29Q (32668.800000 sec): 3 clusters Score: Raw -46725502.125567 + Penalty 6191.445573 = -46719310.679993 nChanged 24 SP:Iteration 30Q (32669.850000 sec): 3 clusters Score: Raw -46725515.050750 + Penalty 6191.445573 = -46719323.605177 nChanged 15 SP:Iteration 31Q (32670.980000 sec): 3 clusters Score: Raw -46725521.742266 + Penalty 6191.445573 = -46719330.296693 nChanged 8 SP:Iteration 32Q (32672.140000 sec): 3 clusters Score: Raw -46725525.941161 + Penalty 6191.445573 = -46719334.495587 nChanged 7 SP:Iteration 33Q (32673.230000 sec): 3 clusters Score: Raw -46725530.362536 + Penalty 6191.445573 = -46719338.916962 nChanged 13 SP:Iteration 34Q (32674.300000 sec): 3 clusters Score: Raw -46725537.768768 + Penalty 6191.445573 = -46719346.323195 nChanged 8 SP:Iteration 35Q (32675.370000 sec): 3 clusters Score: Raw -46725541.558238 + Penalty 6191.445573 = -46719350.112664 nChanged 5 SP:Iteration 36Q (32676.520000 sec): 3 clusters Score: Raw -46725543.320138 + Penalty 6191.445573 = -46719351.874565 nChanged 1 SP:Iteration 37Q (32677.730000 sec): 3 clusters Score: Raw -46725544.062293 + Penalty 6191.445573 = -46719352.616719 nChanged 3 SP:Iteration 38Q (32678.890000 sec): 3 clusters Score: Raw -46725545.778531 + Penalty 6191.445573 = -46719354.332958 nChanged 3 SP:Iteration 39Q (32679.980000 sec): 3 clusters Score: Raw -46725547.516579 + Penalty 6191.445573 = -46719356.071005 nChanged 4 SP:Iteration 40F (32681.360000 sec): 3 clusters Score: Raw -46725549.161227 + Penalty 6191.445573 = -46719357.715653 nChanged 4 SP:Iteration 41Q (32682.600000 sec): 3 clusters Score: Raw -46725551.159823 + Penalty 6191.445573 = -46719359.714249 nChanged 4 SP:Iteration 42Q (32683.780000 sec): 3 clusters Score: Raw -46725552.899606 + Penalty 6191.445573 = -46719361.454033 nChanged 3 SP:Iteration 43Q (32684.950000 sec): 3 clusters Score: Raw -46725554.230440 + Penalty 6191.445573 = -46719362.784866 nChanged 2 SP:Iteration 44Q (32686.230000 sec): 3 clusters Score: Raw -46725554.807580 + Penalty 6191.445573 = -46719363.362007 nChanged 1 SP:Iteration 45Q (32687.460000 sec): 3 clusters Score: Raw -46725555.121026 + Penalty 6191.445573 = -46719363.675453 nChanged 0 SP:Iteration 46F (32688.890000 sec): 3 clusters Score: Raw -46725555.121026 + Penalty 6191.445573 = -46719363.675453 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 34 (321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32689.110000 sec): 2 clusters Score: Raw -41428.265979 + Penalty 1431.317399 = -39996.948581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32689.260000 sec): 3 clusters Score: Raw -41678.466081 + Penalty 2862.634797 = -38815.831284 nChanged 73 SP:Iteration 1F (32689.520000 sec): 3 clusters Score: Raw -41866.326226 + Penalty 2862.634797 = -39003.691429 nChanged 25 SP:Iteration 2F (32689.720000 sec): 3 clusters Score: Raw -41962.778534 + Penalty 2862.634797 = -39100.143736 nChanged 13 SP:Iteration 3Q (32689.940000 sec): 3 clusters Score: Raw -42002.723515 + Penalty 2862.634797 = -39140.088718 nChanged 5 SP:Iteration 4Q (32690.140000 sec): 3 clusters Score: Raw -42039.615548 + Penalty 2862.634797 = -39176.980751 nChanged 1 SP:Iteration 5Q (32690.370000 sec): 3 clusters Score: Raw -42040.671886 + Penalty 2862.634797 = -39178.037089 nChanged 2 SP:Iteration 6Q (32690.520000 sec): 3 clusters Score: Raw -42044.038230 + Penalty 2862.634797 = -39181.403433 nChanged 0 SP:Iteration 7F (32690.720000 sec): 3 clusters Score: Raw -42044.038230 + Penalty 2862.634797 = -39181.403433 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 35 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32690.830000 sec): 2 clusters Score: Raw -47898.483748 + Penalty 1433.624392 = -46464.859356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32691.040000 sec): 3 clusters Score: Raw -48246.311488 + Penalty 2867.248784 = -45379.062704 nChanged 61 SP:Iteration 1F (32691.220000 sec): 3 clusters Score: Raw -48484.465817 + Penalty 2867.248784 = -45617.217033 nChanged 26 SP:Iteration 2F (32691.440000 sec): 3 clusters Score: Raw -48651.125294 + Penalty 2867.248784 = -45783.876510 nChanged 18 SP:Iteration 3F (32691.630000 sec): 3 clusters Score: Raw -48855.860041 + Penalty 2867.248784 = -45988.611257 nChanged 16 SP:Iteration 4Q (32691.830000 sec): 3 clusters Score: Raw -49045.361187 + Penalty 2867.248784 = -46178.112403 nChanged 6 SP:Iteration 5Q (32692.050000 sec): 3 clusters Score: Raw -49092.872896 + Penalty 2867.248784 = -46225.624112 nChanged 1 SP:Iteration 6Q (32692.190000 sec): 3 clusters Score: Raw -49105.224379 + Penalty 2867.248784 = -46237.975595 nChanged 0 SP:Iteration 7F (32692.390000 sec): 3 clusters Score: Raw -49105.224379 + Penalty 2867.248784 = -46237.975595 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 36 (754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32692.460000 sec): 2 clusters Score: Raw -122874.391609 + Penalty 1643.097307 = -121231.294301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32692.670000 sec): 3 clusters Score: Raw -122900.276659 + Penalty 3286.194615 = -119614.082044 nChanged 171 SP:Iteration 1F (32692.830000 sec): 3 clusters Score: Raw -123167.520106 + Penalty 3286.194615 = -119881.325492 nChanged 41 SP:Iteration 2F (32693.050000 sec): 3 clusters Score: Raw -123242.768859 + Penalty 3286.194615 = -119956.574245 nChanged 23 SP:Iteration 3Q (32693.200000 sec): 3 clusters Score: Raw -123281.949277 + Penalty 3286.194615 = -119995.754662 nChanged 10 SP:Iteration 4Q (32693.390000 sec): 3 clusters Score: Raw -123297.620638 + Penalty 3286.194615 = -120011.426023 nChanged 7 SP:Iteration 5Q (32693.600000 sec): 3 clusters Score: Raw -123314.424491 + Penalty 3286.194615 = -120028.229876 nChanged 7 SP:Iteration 6Q (32693.750000 sec): 3 clusters Score: Raw -123321.599210 + Penalty 3286.194615 = -120035.404595 nChanged 1 SP:Iteration 7Q (32693.890000 sec): 3 clusters Score: Raw -123323.246239 + Penalty 3286.194615 = -120037.051624 nChanged 2 SP:Iteration 8Q (32694.090000 sec): 3 clusters Score: Raw -123324.724965 + Penalty 3286.194615 = -120038.530350 nChanged 1 SP:Iteration 9Q (32694.230000 sec): 3 clusters Score: Raw -123326.239007 + Penalty 3286.194615 = -120040.044393 nChanged 3 SP:Iteration 10Q (32694.420000 sec): 3 clusters Score: Raw -123331.972188 + Penalty 3286.194615 = -120045.777573 nChanged 2 SP:Iteration 11Q (32694.570000 sec): 3 clusters Score: Raw -123334.491823 + Penalty 3286.194615 = -120048.297208 nChanged 0 SP:Iteration 12F (32694.760000 sec): 3 clusters Score: Raw -123334.491823 + Penalty 3286.194615 = -120048.297208 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 37 (942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32694.870000 sec): 2 clusters Score: Raw -161409.871761 + Penalty 1698.305308 = -159711.566453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32695.010000 sec): 3 clusters Score: Raw -161203.582045 + Penalty 3396.610616 = -157806.971429 nChanged 226 SP:Iteration 1F (32695.220000 sec): 3 clusters Score: Raw -161539.999940 + Penalty 3396.610616 = -158143.389324 nChanged 72 SP:Iteration 2F (32695.370000 sec): 3 clusters Score: Raw -161661.231233 + Penalty 3396.610616 = -158264.620617 nChanged 41 SP:Iteration 3Q (32695.550000 sec): 3 clusters Score: Raw -161732.245051 + Penalty 3396.610616 = -158335.634435 nChanged 27 SP:Iteration 4Q (32695.790000 sec): 3 clusters Score: Raw -161787.339958 + Penalty 3396.610616 = -158390.729342 nChanged 20 SP:Iteration 5Q (32695.920000 sec): 3 clusters Score: Raw -161816.978381 + Penalty 3396.610616 = -158420.367765 nChanged 16 SP:Iteration 6Q (32696.120000 sec): 3 clusters Score: Raw -161838.115688 + Penalty 3396.610616 = -158441.505072 nChanged 10 SP:Iteration 7Q (32696.280000 sec): 3 clusters Score: Raw -161853.424659 + Penalty 3396.610616 = -158456.814043 nChanged 6 SP:Iteration 8Q (32696.500000 sec): 3 clusters Score: Raw -161860.670490 + Penalty 3396.610616 = -158464.059874 nChanged 4 SP:Iteration 9Q (32696.680000 sec): 3 clusters Score: Raw -161865.775902 + Penalty 3396.610616 = -158469.165286 nChanged 3 SP:Iteration 10Q (32696.850000 sec): 3 clusters Score: Raw -161869.637538 + Penalty 3396.610616 = -158473.026922 nChanged 3 SP:Iteration 11Q (32697.000000 sec): 3 clusters Score: Raw -161873.575712 + Penalty 3396.610616 = -158476.965096 nChanged 3 SP:Iteration 12Q (32697.150000 sec): 3 clusters Score: Raw -161878.625013 + Penalty 3396.610616 = -158482.014396 nChanged 1 SP:Iteration 13Q (32697.370000 sec): 3 clusters Score: Raw -161879.115206 + Penalty 3396.610616 = -158482.504590 nChanged 0 SP:Iteration 14F (32697.540000 sec): 3 clusters Score: Raw -161879.115206 + Penalty 3396.610616 = -158482.504590 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 38 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32697.600000 sec): 2 clusters Score: Raw -54149.340048 + Penalty 1444.848027 = -52704.492021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32697.800000 sec): 3 clusters Score: Raw -54300.836366 + Penalty 2889.696053 = -51411.140313 nChanged 47 SP:Iteration 1F (32697.960000 sec): 3 clusters Score: Raw -54442.162225 + Penalty 2889.696053 = -51552.466171 nChanged 16 SP:Iteration 2Q (32698.120000 sec): 3 clusters Score: Raw -54490.824601 + Penalty 2889.696053 = -51601.128548 nChanged 10 SP:Iteration 3Q (32698.270000 sec): 3 clusters Score: Raw -54516.060312 + Penalty 2889.696053 = -51626.364258 nChanged 6 SP:Iteration 4Q (32698.450000 sec): 3 clusters Score: Raw -54528.932033 + Penalty 2889.696053 = -51639.235980 nChanged 3 SP:Iteration 5Q (32698.630000 sec): 3 clusters Score: Raw -54549.766443 + Penalty 2889.696053 = -51660.070390 nChanged 2 SP:Iteration 6Q (32698.790000 sec): 3 clusters Score: Raw -54554.234023 + Penalty 2889.696053 = -51664.537970 nChanged 0 SP:Iteration 7F (32698.970000 sec): 3 clusters Score: Raw -54554.234023 + Penalty 2889.696053 = -51664.537970 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 39 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32699.030000 sec): 2 clusters Score: Raw -23089.069551 + Penalty 1250.769429 = -21838.300122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32699.200000 sec): 3 clusters Score: Raw -23360.784258 + Penalty 2501.538858 = -20859.245400 nChanged 7 SP:Iteration 1Q (32699.380000 sec): 3 clusters Score: Raw -23425.720785 + Penalty 2501.538858 = -20924.181927 nChanged 4 SP:Iteration 2Q (32699.560000 sec): 3 clusters Score: Raw -23455.633837 + Penalty 2501.538858 = -20954.094979 nChanged 1 SP:Iteration 3Q (32699.820000 sec): 3 clusters Score: Raw -23461.194740 + Penalty 2501.538858 = -20959.655882 nChanged 0 SP:Iteration 4F (32699.950000 sec): 3 clusters Score: Raw -23461.194740 + Penalty 2501.538858 = -20959.655882 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 41 (1454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32700.060000 sec): 2 clusters Score: Raw -248109.672003 + Penalty 1805.954267 = -246303.717736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32700.260000 sec): 3 clusters Score: Raw -247669.109869 + Penalty 3611.908534 = -244057.201334 nChanged 437 SP:Iteration 1F (32700.470000 sec): 3 clusters Score: Raw -248118.474967 + Penalty 3611.908534 = -244506.566432 nChanged 115 SP:Iteration 2F (32700.610000 sec): 3 clusters Score: Raw -248271.101931 + Penalty 3611.908534 = -244659.193397 nChanged 67 SP:Iteration 3Q (32700.800000 sec): 3 clusters Score: Raw -248352.503054 + Penalty 3611.908534 = -244740.594519 nChanged 42 SP:Iteration 4Q (32700.980000 sec): 3 clusters Score: Raw -248411.462345 + Penalty 3611.908534 = -244799.553811 nChanged 36 SP:Iteration 5Q (32701.160000 sec): 3 clusters Score: Raw -248479.107038 + Penalty 3611.908534 = -244867.198504 nChanged 37 SP:Iteration 6Q (32701.320000 sec): 3 clusters Score: Raw -248517.100188 + Penalty 3611.908534 = -244905.191654 nChanged 32 SP:Iteration 7Q (32701.520000 sec): 3 clusters Score: Raw -248553.116975 + Penalty 3611.908534 = -244941.208441 nChanged 21 SP:Iteration 8Q (32701.710000 sec): 3 clusters Score: Raw -248578.311026 + Penalty 3611.908534 = -244966.402492 nChanged 15 SP:Iteration 9Q (32701.920000 sec): 3 clusters Score: Raw -248596.952537 + Penalty 3611.908534 = -244985.044003 nChanged 11 SP:Iteration 10Q (32702.060000 sec): 3 clusters Score: Raw -248605.020599 + Penalty 3611.908534 = -244993.112065 nChanged 7 SP:Iteration 11Q (32702.280000 sec): 3 clusters Score: Raw -248610.575038 + Penalty 3611.908534 = -244998.666504 nChanged 9 SP:Iteration 12Q (32702.530000 sec): 3 clusters Score: Raw -248616.989527 + Penalty 3611.908534 = -245005.080992 nChanged 5 SP:Iteration 13Q (32702.680000 sec): 3 clusters Score: Raw -248622.424724 + Penalty 3611.908534 = -245010.516190 nChanged 5 SP:Iteration 14Q (32702.910000 sec): 3 clusters Score: Raw -248626.718750 + Penalty 3611.908534 = -245014.810216 nChanged 5 SP:Iteration 15Q (32703.080000 sec): 3 clusters Score: Raw -248631.087058 + Penalty 3611.908534 = -245019.178523 nChanged 2 SP:Iteration 16Q (32703.260000 sec): 3 clusters Score: Raw -248634.488879 + Penalty 3611.908534 = -245022.580344 nChanged 5 SP:Iteration 17Q (32703.440000 sec): 3 clusters Score: Raw -248640.579272 + Penalty 3611.908534 = -245028.670738 nChanged 4 SP:Iteration 18Q (32703.620000 sec): 3 clusters Score: Raw -248645.844534 + Penalty 3611.908534 = -245033.935999 nChanged 8 SP:Iteration 19Q (32703.840000 sec): 3 clusters Score: Raw -248653.375688 + Penalty 3611.908534 = -245041.467153 nChanged 9 SP:Iteration 20F (32704.010000 sec): 3 clusters Score: Raw -248660.630741 + Penalty 3611.908534 = -245048.722207 nChanged 7 SP:Iteration 21Q (32704.200000 sec): 3 clusters Score: Raw -248666.570913 + Penalty 3611.908534 = -245054.662378 nChanged 6 SP:Iteration 22Q (32704.440000 sec): 3 clusters Score: Raw -248670.076406 + Penalty 3611.908534 = -245058.167872 nChanged 2 SP:Iteration 23Q (32704.620000 sec): 3 clusters Score: Raw -248670.949178 + Penalty 3611.908534 = -245059.040643 nChanged 1 SP:Iteration 24Q (32704.810000 sec): 3 clusters Score: Raw -248672.317742 + Penalty 3611.908534 = -245060.409207 nChanged 3 SP:Iteration 25Q (32705.060000 sec): 3 clusters Score: Raw -248676.869069 + Penalty 3611.908534 = -245064.960534 nChanged 7 SP:Iteration 26Q (32705.290000 sec): 3 clusters Score: Raw -248683.574164 + Penalty 3611.908534 = -245071.665630 nChanged 5 SP:Iteration 27Q (32705.490000 sec): 3 clusters Score: Raw -248686.992186 + Penalty 3611.908534 = -245075.083652 nChanged 4 SP:Iteration 28Q (32705.630000 sec): 3 clusters Score: Raw -248691.985823 + Penalty 3611.908534 = -245080.077289 nChanged 6 SP:Iteration 29Q (32705.760000 sec): 3 clusters Score: Raw -248697.147658 + Penalty 3611.908534 = -245085.239124 nChanged 9 SP:Iteration 30Q (32705.950000 sec): 3 clusters Score: Raw -248709.210114 + Penalty 3611.908534 = -245097.301580 nChanged 10 SP:Iteration 31Q (32706.160000 sec): 3 clusters Score: Raw -248719.943157 + Penalty 3611.908534 = -245108.034623 nChanged 13 SP:Iteration 32Q (32706.330000 sec): 3 clusters Score: Raw -248733.225058 + Penalty 3611.908534 = -245121.316524 nChanged 12 SP:Iteration 33Q (32706.600000 sec): 3 clusters Score: Raw -248749.143957 + Penalty 3611.908534 = -245137.235422 nChanged 12 SP:Iteration 34Q (32706.760000 sec): 3 clusters Score: Raw -248763.709869 + Penalty 3611.908534 = -245151.801335 nChanged 10 SP:Iteration 35Q (32706.950000 sec): 3 clusters Score: Raw -248776.145972 + Penalty 3611.908534 = -245164.237437 nChanged 6 SP:Iteration 36Q (32707.170000 sec): 3 clusters Score: Raw -248783.017272 + Penalty 3611.908534 = -245171.108738 nChanged 8 SP:Iteration 37Q (32707.340000 sec): 3 clusters Score: Raw -248789.823056 + Penalty 3611.908534 = -245177.914522 nChanged 8 SP:Iteration 38Q (32707.490000 sec): 3 clusters Score: Raw -248796.963052 + Penalty 3611.908534 = -245185.054518 nChanged 6 SP:Iteration 39Q (32707.690000 sec): 3 clusters Score: Raw -248800.231251 + Penalty 3611.908534 = -245188.322717 nChanged 5 SP:Iteration 40F (32707.860000 sec): 3 clusters Score: Raw -248803.081295 + Penalty 3611.908534 = -245191.172760 nChanged 3 SP:Iteration 41Q (32708.060000 sec): 3 clusters Score: Raw -248805.633836 + Penalty 3611.908534 = -245193.725302 nChanged 4 SP:Iteration 42Q (32708.250000 sec): 3 clusters Score: Raw -248810.472926 + Penalty 3611.908534 = -245198.564391 nChanged 4 SP:Iteration 43Q (32708.410000 sec): 3 clusters Score: Raw -248815.104531 + Penalty 3611.908534 = -245203.195997 nChanged 2 SP:Iteration 44Q (32708.590000 sec): 3 clusters Score: Raw -248815.971835 + Penalty 3611.908534 = -245204.063300 nChanged 0 SP:Iteration 45F (32708.790000 sec): 3 clusters Score: Raw -248815.971835 + Penalty 3611.908534 = -245204.063300 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 42 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32708.890000 sec): 2 clusters Score: Raw -31180.130332 + Penalty 1338.744350 = -29841.385982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32709.080000 sec): 3 clusters Score: Raw -31469.129146 + Penalty 2677.488700 = -28791.640446 nChanged 33 SP:Iteration 1F (32709.230000 sec): 3 clusters Score: Raw -31579.417293 + Penalty 2677.488700 = -28901.928593 nChanged 6 SP:Iteration 2Q (32709.430000 sec): 3 clusters Score: Raw -31591.182548 + Penalty 2677.488700 = -28913.693848 nChanged 1 SP:Iteration 3Q (32709.620000 sec): 3 clusters Score: Raw -31597.774202 + Penalty 2677.488700 = -28920.285502 nChanged 1 SP:Iteration 4Q (32709.810000 sec): 3 clusters Score: Raw -31601.420357 + Penalty 2677.488700 = -28923.931657 nChanged 2 SP:Iteration 5Q (32710.030000 sec): 3 clusters Score: Raw -31603.898513 + Penalty 2677.488700 = -28926.409813 nChanged 1 SP:Iteration 6Q (32710.240000 sec): 3 clusters Score: Raw -31606.078712 + Penalty 2677.488700 = -28928.590012 nChanged 0 SP:Iteration 7F (32710.390000 sec): 3 clusters Score: Raw -31606.078712 + Penalty 2677.488700 = -28928.590012 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 43 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32710.480000 sec): 2 clusters Score: Raw -97683.816693 + Penalty 1584.363229 = -96099.453464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32710.690000 sec): 3 clusters Score: Raw -97618.869202 + Penalty 3168.726457 = -94450.142745 nChanged 107 SP:Iteration 1F (32710.860000 sec): 3 clusters Score: Raw -97808.592854 + Penalty 3168.726457 = -94639.866397 nChanged 41 SP:Iteration 2F (32711.050000 sec): 3 clusters Score: Raw -97890.459233 + Penalty 3168.726457 = -94721.732776 nChanged 21 SP:Iteration 3Q (32711.250000 sec): 3 clusters Score: Raw -97959.731229 + Penalty 3168.726457 = -94791.004772 nChanged 13 SP:Iteration 4Q (32711.470000 sec): 3 clusters Score: Raw -98008.392874 + Penalty 3168.726457 = -94839.666417 nChanged 8 SP:Iteration 5Q (32711.620000 sec): 3 clusters Score: Raw -98028.634153 + Penalty 3168.726457 = -94859.907695 nChanged 9 SP:Iteration 6Q (32711.860000 sec): 3 clusters Score: Raw -98047.493454 + Penalty 3168.726457 = -94878.766997 nChanged 5 SP:Iteration 7Q (32711.990000 sec): 3 clusters Score: Raw -98064.771034 + Penalty 3168.726457 = -94896.044576 nChanged 8 SP:Iteration 8Q (32712.170000 sec): 3 clusters Score: Raw -98094.528487 + Penalty 3168.726457 = -94925.802030 nChanged 9 SP:Iteration 9Q (32712.370000 sec): 3 clusters Score: Raw -98113.981237 + Penalty 3168.726457 = -94945.254780 nChanged 8 SP:Iteration 10Q (32712.550000 sec): 3 clusters Score: Raw -98130.676403 + Penalty 3168.726457 = -94961.949946 nChanged 3 SP:Iteration 11Q (32712.750000 sec): 3 clusters Score: Raw -98136.514171 + Penalty 3168.726457 = -94967.787714 nChanged 2 SP:Iteration 12Q (32712.930000 sec): 3 clusters Score: Raw -98141.818588 + Penalty 3168.726457 = -94973.092131 nChanged 1 SP:Iteration 13Q (32713.070000 sec): 3 clusters Score: Raw -98142.706779 + Penalty 3168.726457 = -94973.980322 nChanged 1 SP:Iteration 14Q (32713.230000 sec): 3 clusters Score: Raw -98147.025375 + Penalty 3168.726457 = -94978.298918 nChanged 2 SP:Iteration 15Q (32713.390000 sec): 3 clusters Score: Raw -98152.110161 + Penalty 3168.726457 = -94983.383704 nChanged 3 SP:Iteration 16Q (32713.600000 sec): 3 clusters Score: Raw -98158.209765 + Penalty 3168.726457 = -94989.483308 nChanged 3 SP:Iteration 17Q (32713.750000 sec): 3 clusters Score: Raw -98164.437955 + Penalty 3168.726457 = -94995.711498 nChanged 4 SP:Iteration 18Q (32713.940000 sec): 3 clusters Score: Raw -98175.511828 + Penalty 3168.726457 = -95006.785371 nChanged 3 SP:Iteration 19Q (32714.130000 sec): 3 clusters Score: Raw -98180.204546 + Penalty 3168.726457 = -95011.478089 nChanged 0 SP:Iteration 20F (32714.330000 sec): 3 clusters Score: Raw -98180.204546 + Penalty 3168.726457 = -95011.478089 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 44 (2994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32714.420000 sec): 2 clusters Score: Raw -510246.027512 + Penalty 1985.082660 = -508260.944852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32714.610000 sec): 3 clusters Score: Raw -508997.192308 + Penalty 3970.165320 = -505027.026987 nChanged 1088 SP:Iteration 1F (32714.820000 sec): 3 clusters Score: Raw -509827.260229 + Penalty 3970.165320 = -505857.094909 nChanged 273 SP:Iteration 2F (32714.970000 sec): 3 clusters Score: Raw -510164.754884 + Penalty 3970.165320 = -506194.589564 nChanged 197 SP:Iteration 3F (32715.200000 sec): 3 clusters Score: Raw -510420.056276 + Penalty 3970.165320 = -506449.890956 nChanged 176 SP:Iteration 4F (32715.370000 sec): 3 clusters Score: Raw -510603.285306 + Penalty 3970.165320 = -506633.119986 nChanged 153 SP:Iteration 5F (32715.590000 sec): 3 clusters Score: Raw -510757.260715 + Penalty 3970.165320 = -506787.095394 nChanged 127 SP:Iteration 6Q (32715.770000 sec): 3 clusters Score: Raw -510883.115840 + Penalty 3970.165320 = -506912.950519 nChanged 130 SP:Iteration 7Q (32715.970000 sec): 3 clusters Score: Raw -510996.672729 + Penalty 3970.165320 = -507026.507409 nChanged 132 SP:Iteration 8Q (32716.160000 sec): 3 clusters Score: Raw -511100.495782 + Penalty 3970.165320 = -507130.330462 nChanged 99 SP:Iteration 9Q (32716.390000 sec): 3 clusters Score: Raw -511186.118348 + Penalty 3970.165320 = -507215.953027 nChanged 87 SP:Iteration 10Q (32716.570000 sec): 3 clusters Score: Raw -511258.695870 + Penalty 3970.165320 = -507288.530550 nChanged 63 SP:Iteration 11Q (32716.780000 sec): 3 clusters Score: Raw -511303.132372 + Penalty 3970.165320 = -507332.967051 nChanged 46 SP:Iteration 12Q (32716.970000 sec): 3 clusters Score: Raw -511337.830003 + Penalty 3970.165320 = -507367.664682 nChanged 34 SP:Iteration 13Q (32717.190000 sec): 3 clusters Score: Raw -511358.918070 + Penalty 3970.165320 = -507388.752750 nChanged 24 SP:Iteration 14Q (32717.360000 sec): 3 clusters Score: Raw -511373.284119 + Penalty 3970.165320 = -507403.118798 nChanged 21 SP:Iteration 15Q (32717.570000 sec): 3 clusters Score: Raw -511387.668214 + Penalty 3970.165320 = -507417.502893 nChanged 11 SP:Iteration 16Q (32717.770000 sec): 3 clusters Score: Raw -511395.919936 + Penalty 3970.165320 = -507425.754616 nChanged 5 SP:Iteration 17Q (32717.930000 sec): 3 clusters Score: Raw -511397.939662 + Penalty 3970.165320 = -507427.774342 nChanged 0 SP:Iteration 18F (32718.150000 sec): 3 clusters Score: Raw -511397.939662 + Penalty 3970.165320 = -507427.774342 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 45 (785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32718.240000 sec): 2 clusters Score: Raw -133516.450582 + Penalty 1653.089562 = -131863.361020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32718.450000 sec): 3 clusters Score: Raw -133505.209801 + Penalty 3306.179124 = -130199.030677 nChanged 209 SP:Iteration 1F (32718.590000 sec): 3 clusters Score: Raw -133868.777005 + Penalty 3306.179124 = -130562.597881 nChanged 82 SP:Iteration 2F (32718.780000 sec): 3 clusters Score: Raw -134091.417218 + Penalty 3306.179124 = -130785.238094 nChanged 50 SP:Iteration 3F (32718.940000 sec): 3 clusters Score: Raw -134276.882121 + Penalty 3306.179124 = -130970.702997 nChanged 59 SP:Iteration 4F (32719.100000 sec): 3 clusters Score: Raw -134489.517620 + Penalty 3306.179124 = -131183.338496 nChanged 45 SP:Iteration 5F (32719.280000 sec): 3 clusters Score: Raw -134690.347590 + Penalty 3306.179124 = -131384.168466 nChanged 28 SP:Iteration 6Q (32719.450000 sec): 3 clusters Score: Raw -134807.058496 + Penalty 3306.179124 = -131500.879372 nChanged 24 SP:Iteration 7Q (32719.670000 sec): 3 clusters Score: Raw -134909.456509 + Penalty 3306.179124 = -131603.277385 nChanged 14 SP:Iteration 8Q (32719.850000 sec): 3 clusters Score: Raw -134955.486833 + Penalty 3306.179124 = -131649.307709 nChanged 10 SP:Iteration 9Q (32720.010000 sec): 3 clusters Score: Raw -134981.079361 + Penalty 3306.179124 = -131674.900236 nChanged 6 SP:Iteration 10Q (32720.200000 sec): 3 clusters Score: Raw -134991.165771 + Penalty 3306.179124 = -131684.986647 nChanged 4 SP:Iteration 11Q (32720.360000 sec): 3 clusters Score: Raw -135003.885425 + Penalty 3306.179124 = -131697.706301 nChanged 2 SP:Iteration 12Q (32720.530000 sec): 3 clusters Score: Raw -135018.268099 + Penalty 3306.179124 = -131712.088975 nChanged 8 SP:Iteration 13Q (32720.730000 sec): 3 clusters Score: Raw -135042.366578 + Penalty 3306.179124 = -131736.187454 nChanged 5 SP:Iteration 14Q (32720.930000 sec): 3 clusters Score: Raw -135052.214842 + Penalty 3306.179124 = -131746.035718 nChanged 4 SP:Iteration 15Q (32721.120000 sec): 3 clusters Score: Raw -135061.329715 + Penalty 3306.179124 = -131755.150591 nChanged 0 SP:Iteration 16F (32721.310000 sec): 3 clusters Score: Raw -135061.329715 + Penalty 3306.179124 = -131755.150591 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 46 (1827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32721.400000 sec): 2 clusters Score: Raw -300398.736075 + Penalty 1862.586778 = -298536.149297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32721.570000 sec): 3 clusters Score: Raw -299784.248878 + Penalty 3725.173556 = -296059.075322 nChanged 557 SP:Iteration 1F (32721.780000 sec): 3 clusters Score: Raw -300260.091040 + Penalty 3725.173556 = -296534.917484 nChanged 166 SP:Iteration 2F (32722.000000 sec): 3 clusters Score: Raw -300472.550539 + Penalty 3725.173556 = -296747.376983 nChanged 112 SP:Iteration 3F (32722.200000 sec): 3 clusters Score: Raw -300633.172505 + Penalty 3725.173556 = -296907.998949 nChanged 103 SP:Iteration 4F (32722.360000 sec): 3 clusters Score: Raw -300783.709576 + Penalty 3725.173556 = -297058.536020 nChanged 100 SP:Iteration 5F (32722.540000 sec): 3 clusters Score: Raw -300921.008855 + Penalty 3725.173556 = -297195.835299 nChanged 97 SP:Iteration 6F (32722.690000 sec): 3 clusters Score: Raw -301046.173269 + Penalty 3725.173556 = -297320.999713 nChanged 74 SP:Iteration 7Q (32722.880000 sec): 3 clusters Score: Raw -301160.454506 + Penalty 3725.173556 = -297435.280950 nChanged 75 SP:Iteration 8Q (32723.100000 sec): 3 clusters Score: Raw -301268.636590 + Penalty 3725.173556 = -297543.463034 nChanged 61 SP:Iteration 9Q (32723.260000 sec): 3 clusters Score: Raw -301372.762761 + Penalty 3725.173556 = -297647.589205 nChanged 43 SP:Iteration 10Q (32723.470000 sec): 3 clusters Score: Raw -301489.337872 + Penalty 3725.173556 = -297764.164316 nChanged 37 SP:Iteration 11Q (32723.670000 sec): 3 clusters Score: Raw -301600.213852 + Penalty 3725.173556 = -297875.040296 nChanged 32 SP:Iteration 12Q (32723.830000 sec): 3 clusters Score: Raw -301657.250512 + Penalty 3725.173556 = -297932.076956 nChanged 27 SP:Iteration 13Q (32723.970000 sec): 3 clusters Score: Raw -301680.889537 + Penalty 3725.173556 = -297955.715981 nChanged 23 SP:Iteration 14Q (32724.140000 sec): 3 clusters Score: Raw -301700.992682 + Penalty 3725.173556 = -297975.819126 nChanged 14 SP:Iteration 15Q (32724.290000 sec): 3 clusters Score: Raw -301714.609650 + Penalty 3725.173556 = -297989.436095 nChanged 14 SP:Iteration 16Q (32724.470000 sec): 3 clusters Score: Raw -301725.297491 + Penalty 3725.173556 = -298000.123935 nChanged 5 SP:Iteration 17Q (32724.620000 sec): 3 clusters Score: Raw -301729.487346 + Penalty 3725.173556 = -298004.313790 nChanged 4 SP:Iteration 18Q (32724.780000 sec): 3 clusters Score: Raw -301732.178537 + Penalty 3725.173556 = -298007.004981 nChanged 2 SP:Iteration 19Q (32724.880000 sec): 3 clusters Score: Raw -301733.351689 + Penalty 3725.173556 = -298008.178133 nChanged 0 SP:Iteration 20F (32725.070000 sec): 3 clusters Score: Raw -301733.351689 + Penalty 3725.173556 = -298008.178133 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 47 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32725.130000 sec): 2 clusters Score: Raw -12965.094514 + Penalty 1221.958914 = -11743.135600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32725.300000 sec): 3 clusters Score: Raw -13266.208464 + Penalty 2443.917828 = -10822.290637 nChanged 7 SP:Iteration 1F (32725.520000 sec): 3 clusters Score: Raw -13306.140473 + Penalty 2443.917828 = -10862.222646 nChanged 5 SP:Iteration 2Q (32725.690000 sec): 3 clusters Score: Raw -13333.170464 + Penalty 2443.917828 = -10889.252636 nChanged 1 SP:Iteration 3Q (32725.870000 sec): 3 clusters Score: Raw -13335.067478 + Penalty 2443.917828 = -10891.149651 nChanged 0 SP:Iteration 4F (32726.060000 sec): 3 clusters Score: Raw -13335.067478 + Penalty 2443.917828 = -10891.149651 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 48 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32726.150000 sec): 2 clusters Score: Raw -57434.688449 + Penalty 1466.548745 = -55968.139704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32726.370000 sec): 3 clusters Score: Raw -57505.879828 + Penalty 2933.097491 = -54572.782337 nChanged 67 SP:Iteration 1F (32726.590000 sec): 3 clusters Score: Raw -57706.720722 + Penalty 2933.097491 = -54773.623231 nChanged 24 SP:Iteration 2F (32726.780000 sec): 3 clusters Score: Raw -57821.348159 + Penalty 2933.097491 = -54888.250668 nChanged 16 SP:Iteration 3Q (32726.950000 sec): 3 clusters Score: Raw -57881.440316 + Penalty 2933.097491 = -54948.342825 nChanged 8 SP:Iteration 4Q (32727.150000 sec): 3 clusters Score: Raw -57916.701399 + Penalty 2933.097491 = -54983.603908 nChanged 13 SP:Iteration 5Q (32727.340000 sec): 3 clusters Score: Raw -58021.697667 + Penalty 2933.097491 = -55088.600176 nChanged 14 SP:Iteration 6Q (32727.530000 sec): 3 clusters Score: Raw -58101.042186 + Penalty 2933.097491 = -55167.944695 nChanged 9 SP:Iteration 7Q (32727.720000 sec): 3 clusters Score: Raw -58154.170678 + Penalty 2933.097491 = -55221.073188 nChanged 7 SP:Iteration 8Q (32727.930000 sec): 3 clusters Score: Raw -58233.767128 + Penalty 2933.097491 = -55300.669637 nChanged 6 SP:Iteration 9Q (32728.110000 sec): 3 clusters Score: Raw -58398.934366 + Penalty 2933.097491 = -55465.836875 nChanged 11 SP:Iteration 10Q (32728.310000 sec): 3 clusters Score: Raw -58463.870982 + Penalty 2933.097491 = -55530.773492 nChanged 7 SP:Iteration 11Q (32728.500000 sec): 3 clusters Score: Raw -58498.524323 + Penalty 2933.097491 = -55565.426833 nChanged 1 SP:Iteration 12Q (32728.660000 sec): 3 clusters Score: Raw -58500.441550 + Penalty 2933.097491 = -55567.344060 nChanged 1 SP:Iteration 13Q (32728.900000 sec): 3 clusters Score: Raw -58502.179523 + Penalty 2933.097491 = -55569.082032 nChanged 0 SP:Iteration 14F (32729.060000 sec): 3 clusters Score: Raw -58502.179523 + Penalty 2933.097491 = -55569.082032 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 49 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32729.160000 sec): 2 clusters Score: Raw -27111.526443 + Penalty 1438.174978 = -25673.351465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32729.350000 sec): 3 clusters Score: Raw -27414.396514 + Penalty 2876.349957 = -24538.046558 nChanged 81 SP:Iteration 1F (32729.540000 sec): 3 clusters Score: Raw -27824.189335 + Penalty 2876.349957 = -24947.839378 nChanged 31 SP:Iteration 2F (32729.740000 sec): 3 clusters Score: Raw -28160.225236 + Penalty 2876.349957 = -25283.875279 nChanged 7 SP:Iteration 3Q (32729.950000 sec): 3 clusters Score: Raw -28186.523601 + Penalty 2876.349957 = -25310.173644 nChanged 3 SP:Iteration 4Q (32730.140000 sec): 3 clusters Score: Raw -28197.265220 + Penalty 2876.349957 = -25320.915263 nChanged 1 SP:Iteration 5Q (32730.290000 sec): 3 clusters Score: Raw -28208.601365 + Penalty 2876.349957 = -25332.251408 nChanged 0 SP:Iteration 6F (32730.540000 sec): 3 clusters Score: Raw -28208.601365 + Penalty 2876.349957 = -25332.251408 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 50 (1137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32730.650000 sec): 2 clusters Score: Raw -195942.931908 + Penalty 1744.964826 = -194197.967081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32730.840000 sec): 3 clusters Score: Raw -195693.815267 + Penalty 3489.929653 = -192203.885615 nChanged 277 SP:Iteration 1F (32731.020000 sec): 3 clusters Score: Raw -195972.471357 + Penalty 3489.929653 = -192482.541704 nChanged 70 SP:Iteration 2F (32731.180000 sec): 3 clusters Score: Raw -196061.557566 + Penalty 3489.929653 = -192571.627913 nChanged 40 SP:Iteration 3Q (32731.350000 sec): 3 clusters Score: Raw -196143.262929 + Penalty 3489.929653 = -192653.333276 nChanged 38 SP:Iteration 4Q (32731.560000 sec): 3 clusters Score: Raw -196230.075284 + Penalty 3489.929653 = -192740.145631 nChanged 49 SP:Iteration 5Q (32731.710000 sec): 3 clusters Score: Raw -196321.999415 + Penalty 3489.929653 = -192832.069763 nChanged 50 SP:Iteration 6Q (32731.940000 sec): 3 clusters Score: Raw -196410.419939 + Penalty 3489.929653 = -192920.490287 nChanged 40 SP:Iteration 7Q (32732.120000 sec): 3 clusters Score: Raw -196505.663864 + Penalty 3489.929653 = -193015.734211 nChanged 40 SP:Iteration 8Q (32732.260000 sec): 3 clusters Score: Raw -196603.119020 + Penalty 3489.929653 = -193113.189367 nChanged 43 SP:Iteration 9Q (32732.450000 sec): 3 clusters Score: Raw -196690.260472 + Penalty 3489.929653 = -193200.330819 nChanged 32 SP:Iteration 10Q (32732.610000 sec): 3 clusters Score: Raw -196762.576081 + Penalty 3489.929653 = -193272.646428 nChanged 23 SP:Iteration 11Q (32732.790000 sec): 3 clusters Score: Raw -196805.456723 + Penalty 3489.929653 = -193315.527070 nChanged 17 SP:Iteration 12Q (32733.010000 sec): 3 clusters Score: Raw -196847.474995 + Penalty 3489.929653 = -193357.545342 nChanged 9 SP:Iteration 13Q (32733.180000 sec): 3 clusters Score: Raw -196863.982906 + Penalty 3489.929653 = -193374.053253 nChanged 5 SP:Iteration 14Q (32733.360000 sec): 3 clusters Score: Raw -196869.568895 + Penalty 3489.929653 = -193379.639242 nChanged 1 SP:Iteration 15Q (32733.510000 sec): 3 clusters Score: Raw -196870.951310 + Penalty 3489.929653 = -193381.021657 nChanged 1 SP:Iteration 16Q (32733.700000 sec): 3 clusters Score: Raw -196871.655693 + Penalty 3489.929653 = -193381.726041 nChanged 0 SP:Iteration 17F (32733.900000 sec): 3 clusters Score: Raw -196871.655693 + Penalty 3489.929653 = -193381.726041 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 51 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32733.960000 sec): 2 clusters Score: Raw -27865.127282 + Penalty 1365.322221 = -26499.805061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32734.150000 sec): 3 clusters Score: Raw -28119.377032 + Penalty 2730.644442 = -25388.732590 nChanged 42 SP:Iteration 1F (32734.300000 sec): 3 clusters Score: Raw -28258.728239 + Penalty 2730.644442 = -25528.083797 nChanged 14 SP:Iteration 2F (32734.480000 sec): 3 clusters Score: Raw -28341.435443 + Penalty 2730.644442 = -25610.791001 nChanged 5 SP:Iteration 3Q (32734.690000 sec): 3 clusters Score: Raw -28388.423354 + Penalty 2730.644442 = -25657.778912 nChanged 1 SP:Iteration 4Q (32734.840000 sec): 3 clusters Score: Raw -28390.109667 + Penalty 2730.644442 = -25659.465225 nChanged 1 SP:Iteration 5Q (32735.020000 sec): 3 clusters Score: Raw -28392.042797 + Penalty 2730.644442 = -25661.398355 nChanged 1 SP:Iteration 6Q (32735.220000 sec): 3 clusters Score: Raw -28392.906815 + Penalty 2730.644442 = -25662.262373 nChanged 0 SP:Iteration 7F (32735.430000 sec): 3 clusters Score: Raw -28392.906815 + Penalty 2730.644442 = -25662.262373 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 52 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32735.540000 sec): 2 clusters Score: Raw -50241.266041 + Penalty 1401.817317 = -48839.448724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32735.700000 sec): 3 clusters Score: Raw -50413.379320 + Penalty 2803.634633 = -47609.744686 nChanged 31 SP:Iteration 1F (32735.900000 sec): 3 clusters Score: Raw -50508.214765 + Penalty 2803.634633 = -47704.580132 nChanged 6 SP:Iteration 2Q (32736.040000 sec): 3 clusters Score: Raw -50535.353821 + Penalty 2803.634633 = -47731.719187 nChanged 5 SP:Iteration 3Q (32736.230000 sec): 3 clusters Score: Raw -50553.850708 + Penalty 2803.634633 = -47750.216075 nChanged 2 SP:Iteration 4Q (32736.400000 sec): 3 clusters Score: Raw -50556.046632 + Penalty 2803.634633 = -47752.411999 nChanged 2 SP:Iteration 5Q (32736.560000 sec): 3 clusters Score: Raw -50559.798482 + Penalty 2803.634633 = -47756.163849 nChanged 0 SP:Iteration 6F (32736.780000 sec): 3 clusters Score: Raw -50559.798482 + Penalty 2803.634633 = -47756.163849 nChanged 0 Memory request: 0.00 GB would take us to total of 6.51 GB. Trying to split cluster 53 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32736.880000 sec): 2 clusters Score: Raw -46966.641464 + Penalty 1407.834943 = -45558.806521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32737.060000 sec): 3 clusters Score: Raw -47246.974743 + Penalty 2815.669886 = -44431.304858 nChanged 44 SP:Iteration 1F (32737.220000 sec): 3 clusters Score: Raw -47373.512461 + Penalty 2815.669886 = -44557.842575 nChanged 13 SP:Iteration 2Q (32737.380000 sec): 3 clusters Score: Raw -47425.422768 + Penalty 2815.669886 = -44609.752882 nChanged 2 SP:Iteration 3Q (32737.600000 sec): 3 clusters Score: Raw -47433.002773 + Penalty 2815.669886 = -44617.332887 nChanged 4 SP:Iteration 4Q (32737.740000 sec): 3 clusters Score: Raw -47459.181950 + Penalty 2815.669886 = -44643.512064 nChanged 5 SP:Iteration 5Q (32737.920000 sec): 3 clusters Score: Raw -47467.312823 + Penalty 2815.669886 = -44651.642937 nChanged 4 SP:Iteration 6Q (32738.110000 sec): 3 clusters Score: Raw -47474.561840 + Penalty 2815.669886 = -44658.891954 nChanged 6 SP:Iteration 7Q (32738.280000 sec): 3 clusters Score: Raw -47484.079187 + Penalty 2815.669886 = -44668.409301 nChanged 4 SP:Iteration 8Q (32738.440000 sec): 3 clusters Score: Raw -47505.496533 + Penalty 2815.669886 = -44689.826647 nChanged 4 SP:Iteration 9Q (32738.580000 sec): 3 clusters Score: Raw -47519.526092 + Penalty 2815.669886 = -44703.856206 nChanged 1 SP:Iteration 10Q (32738.790000 sec): 3 clusters Score: Raw -47524.016238 + Penalty 2815.669886 = -44708.346352 nChanged 0 SP:Iteration 11F (32738.970000 sec): 3 clusters Score: Raw -47524.016238 + Penalty 2815.669886 = -44708.346352 nChanged 0 ------ Evaluating fit on full set of 2617852 points ------ Score: Raw -464196667.841903 + Penalty 190575.343070 = -464006092.498833 Time taken for this iteration:11375.280000 seconds. 21->53 Clusters: Score -464006092.498833, best is -465504211.743455 Main iterations: 0 (time per iteration =inf ms) Total iterations: 25754 (time per iteration =470.012801 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1152268021800.000000 (time per metric unit =10.505116ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 34568040654000.000000 (time per metric unit=350.170546ps) That took 12104.709683 seconds.